训练与微调

用自己的数据训练或微调模型的框架与工具

数据截至 8/1 18:48(构建快照,正在获取最新)

仍在维护排序:先筛掉近 30 天没有提交的项目,再按热度排。 高 star 但早已停更的项目不会出现在这里。

  1. 1
    LlamaFactoryGitHub训练与微调Apache-2.0

    Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)

    73.7kstar今天有提交Python
  2. 2
    airllmGitHub训练与微调Apache-2.0

    AirLLM 70B inference with single 4GB GPU

    24.4kstar3 天前提交Jupyter Notebook
  3. 3
    peftGitHub训练与微调Apache-2.0

    🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.

    21.5kstar今天有提交Python
  4. 4
    ms-swiftGitHub训练与微调Apache-2.0

    Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.6, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM4.5v, Gemma4, Llava, Phi4, ...) (AAAI 2025).

    15.0kstar今天有提交Python
  5. 5
    axolotlGitHub训练与微调Apache-2.0

    Go ahead and axolotl questions

    12.3kstar今天有提交Python
  6. 6
    ludwigGitHub训练与微调Apache-2.0

    Low-code framework for building custom LLMs, neural networks, and other AI models

    11.7kstar4 天前提交Python
  7. 7
    semantic-routerGitHub训练与微调Apache-2.0

    Intelligent Mixture-of-Models Router for Efficient Heterogeneous LLMs Inference

    5.1kstar今天有提交Go
  8. 8
    KilnGitHub训练与微调

    Build, Evaluate, and Optimize AI Systems. Includes evals, RAG, agents, fine-tuning, synthetic data generation, dataset management, MCP, and more.

    5.0kstar今天有提交Python
  9. 9
    OpenDeepWikiGitHub训练与微调MIT

    OpenDeepWiki is the open-source version of the DeepWiki project, aiming to provide a powerful knowledge management and collaboration platform. The project is mainly developed using C# and TypeScript, supporting modular design, and is easy to expand and customize.

    3.5kstar7 天前提交C#
  10. 10
    OneTrainerGitHub训练与微调AGPL-3.0

    OneTrainer is a one-stop solution for all your Diffusion training needs.

    3.1kstar1 天前提交Python
  11. 11
    maestroGitHub训练与微调Apache-2.0

    streamline the fine-tuning process for multimodal models: PaliGemma 2, Florence-2, and Qwen2.5-VL

    2.7kstar4 天前提交Python
  12. 12
    maxtextGitHub训练与微调Apache-2.0

    A simple, performant, and scalable Jax LLM!

    2.4kstar今天有提交Python
  13. 13
    dstackGitHub训练与微调MPL-2.0

    Vendor-agnostic orchestration for training, inference and agentic workloads across NVIDIA, AMD, TPU, and Tenstorrent on clouds, Kubernetes, and bare metal.

    2.2kstar今天有提交Python
  14. 14
    trainerGitHub训练与微调Apache-2.0

    Distributed AI Model Training and LLM Fine-Tuning on Kubernetes

    2.2kstar1 天前提交Go

另有 12 个项目因近期无提交或缺少数据未列入。

训练与微调要落到业务里,还差什么?

开源项目给的是能力,不是方案。数据怎么接、权限怎么管、上线后谁维护,这些才是落地的真正成本。