Top Python Fine-tuning repositories on GitHub
Recipes, frameworks, and tools for adapting foundation models. Filtered to projects whose primary language is Python.
Ranked by stars across 230 Python repositories tagged fine-tuning. Refreshed daily.
- 1hiyouga/LlamaFactory★ 70,994 · ⑂ 8,673
Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)
- fine-tuning
- llama
- llm
- peft
- transformers
- rlhf
- 2unslothai/unsloth★ 63,726 · ⑂ 5,615
Web UI for training and running open models like Gemma 4, Qwen3.6, DeepSeek, gpt-oss locally.
- fine-tuning
- llama
- llms
- mistral
- gemma
- llama3
- 3run-llama/llama_index★ 49,181 · ⑂ 7,365
LlamaIndex is the leading document agent and OCR platform
- agents
- application
- data
- fine-tuning
- framework
- llamaindex
- 4huggingface/peft★ 21,074 · ⑂ 2,278
🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.
- adapter
- diffusion
- llm
- parameter-efficient-learning
- python
- pytorch
- 5FunAudioLLM/CosyVoice★ 20,904 · ⑂ 2,408
Multi-lingual large voice generation model, providing inference, training and deployment full-stack ability.
- audio-generation
- gpt-4o
- text-to-speech
- tts
- cantonese
- chatbot
- 6bentoml/OpenLLM★ 12,311 · ⑂ 809
Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.
- llm
- llmops
- model-inference
- fine-tuning
- llm-serving
- llama
- 7
- 8ludwig-ai/ludwig★ 11,688 · ⑂ 1,217
Low-code framework for building custom LLMs, neural networks, and other AI models
- deep-learning
- deeplearning
- deep
- learning
- machine-learning
- machinelearning
- 9oumi-ai/oumi★ 9,223 · ⑂ 762
Easily fine-tune, evaluate and deploy gpt-oss, Qwen3, DeepSeek-R1, or any open source LLM / VLM!
- dpo
- evaluation
- fine-tuning
- inference
- llama
- llms
- 10h2oai/h2o-llmstudio★ 4,920 · ⑂ 524
H2O LLM Studio - a framework and no-code GUI for fine-tuning LLMs. Documentation: https://docs.h2o.ai/h2o-llmstudio/
- ai
- chatbot
- chatgpt
- fine-tuning
- finetuning
- generative
- 11Kiln-AI/Kiln★ 4,805 · ⑂ 361
Build, Evaluate, and Optimize AI Systems. Includes evals, RAG, agents, fine-tuning, synthetic data generation, dataset management, MCP, and more.
- ai
- chain-of-thought
- collaboration
- dataset-generation
- fine-tuning
- machine-learning
- 12LLMBook-zh/LLMBook-zh.github.io★ 4,454 · ⑂ 333
《大语言模型》作者:赵鑫,李军毅,周昆,唐天一,文继荣
- artificial-intelligence
- deep-learning
- deep-neural-networks
- deep-reinforcement-learning
- fine-tuning
- language-model
- 13truefoundry/cognita★ 4,409 · ⑂ 387
RAG (Retrieval Augmented Generation) Framework for building modular, open source applications for production by TrueFoundry
- ai
- deep-learning
- generative-ai
- llmops
- machine-learning
- mlops
- 14predibase/lorax★ 3,774 · ⑂ 312
Multi-LoRA inference server that scales to 1000s of fine-tuned LLMs
- fine-tuning
- gpt
- llama
- llm
- llm-inference
- llm-serving
- 15hiyouga/ChatGLM-Efficient-Tuning★ 3,722 · ⑂ 464
Fine-tuning ChatGLM-6B with PEFT | 基于 PEFT 的高效 ChatGLM 微调
- chatglm
- chatgpt
- fine-tuning
- lora
- alpaca
- peft
- 16ZhaoJ9014/face.evoLVe★ 3,587 · ⑂ 761
🔥🔥High-Performance Face Recognition Library on PaddlePaddle & PyTorch🔥🔥
- pytorch
- face-recognition
- face-detection
- face-alignment
- face-landmark-detection
- model-training
- 17sentient-agi/OML-1.0-Fingerprinting★ 3,511 · ⑂ 234
OML 1.0 via Fingerprinting: Open, Monetizable, and Loyal AI
- oml
- fine-tuning
- fingerprint
- loyalty
- sentient
- verifiable-ai
- 18aiming-lab/MetaClaw★ 3,341 · ⑂ 432
🦞 Just talk to your agent — it learns and EVOLVES 🧬.
- agent
- ai-agent
- fine-tuning
- llm
- lora
- metaclaw
- 19dbiir/UER-py★ 3,105 · ⑂ 521
Open Source Pre-training Model Framework in PyTorch & Pre-trained Model Zoo
- bert
- pre-training
- fine-tuning
- gpt
- chinese
- natural-language-processing
- 20Nerogar/OneTrainer★ 2,966 · ⑂ 285
OneTrainer is a one-stop solution for all your Diffusion training needs.
- fine-tuning
- lora
- training
- image-model-training
- 21bghira/SimpleTuner★ 2,829 · ⑂ 279
A general fine-tuning kit geared toward image/video/audio diffusion models.
- diffusers
- diffusion-models
- fine-tuning
- flux-dev
- machine-learning
- stable-diffusion
- 22roboflow/maestro★ 2,671 · ⑂ 221
streamline the fine-tuning process for multimodal models: PaliGemma 2, Florence-2, and Qwen2.5-VL
- captioning
- fine-tuning
- florence-2
- multimodal
- objectdetection
- paligemma
- 23stochasticai/xTuring★ 2,665 · ⑂ 212
Build, personalize and control your own LLMs. From data pre-processing to fine-tuning, xTuring provides an easy way to personalize open-source LLMs. Join our discord community: https://discord.gg/TgHXuSJEk6
- deep-learning
- fine-tuning
- gpt-2
- gpt-j
- llama
- llm
- 24AI-Hypercomputer/maxtext★ 2,268 · ⑂ 510
A simple, performant and scalable Jax LLM!
- large-language-models
- llm
- gpt
- deepseek
- fine-tuning
- gemma2
- 25dstackai/dstack★ 2,130 · ⑂ 226
Vendor-agnostic orchestration for training, inference and agentic workloads across NVIDIA, AMD, TPU, and Tenstorrent on clouds, Kubernetes, and bare metal.
- machine-learning
- python
- gpu
- llms
- cloud
- orchestration
Find Python engineers shipping Fine-tuning
The list above ranks the most-starred public Python repositories tagged with the Fine-tuning topic, drawn from the public GitHub graph. Across 230 matching repositories, the contributors are a tight cluster of engineers with both Python chops and real Fine-tuning experience.
That overlap is rare. Most Python engineers haven’t shipped Fine-tuning, and most Fine-tuning maintainers don’t write Python. The people on this list’s contributor graph are the ones who do both.
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