Project Title
ms-swift — Scalable and Lightweight Infrastructure for Fine-Tuning Large Language Models
Overview
ms-swift is an official framework provided by the ModelScope community designed for fine-tuning and deploying large language models (LLMs) and multi-modal large models. It supports training, inference, evaluation, quantization, and deployment for over 500 LLMs and 200 multi-modal large models, incorporating the latest training technologies and lightweight techniques.
Key Features
- Supports training and deployment of 500+ LLMs and 200+ multi-modal models
- Incorporates advanced training technologies like LoRA, QLoRA, and human alignment methods like DPO, GRPO
- Accelerates inference, evaluation, and deployment with vLLM, SGLang, and LMDeploy
- Offers model quantization with GPTQ, AWQ, and BNB technologies
Use Cases
- Researchers and developers fine-tuning and deploying large language models for various applications
- Enterprises leveraging multi-modal models for tasks like image and text processing
- Academia using pre-trained models for research and development in natural language processing
Advantages
- Supports a wide range of model types and dataset types for comprehensive training and deployment
- Compatible with various hardware, including CPUs, GPUs, and NPU
- Provides a Gradio-based Web UI for easy interaction and a wealth of best practices
Limitations / Considerations
- The project's license is currently unknown, which may affect its use in commercial applications
- As with any framework, there may be a learning curve for new users to effectively utilize all features
Similar / Related Projects
- Hugging Face Transformers: A library of pre-trained models for Natural Language Processing, differing in its focus on a wide array of NLP tasks and model types.
- TensorFlow: A powerful open-source software library for machine learning, differing in its broader scope beyond just LLMs and multi-modal models.
- PyTorch: An open-source machine learning library for Python, known for its flexibility and dynamic computation graph, differing in its general-purpose nature.
Basic Information
- GitHub: https://github.com/modelscope/ms-swift
- Stars: 10,076
- License: Unknown
- Last Commit: 2025-09-25
📊 Project Information
- Project Name: ms-swift
- GitHub URL: https://github.com/modelscope/ms-swift
- Programming Language: Python
- ⭐ Stars: 10,076
- 🍴 Forks: 885
- 📅 Created: 2023-08-01
- 🔄 Last Updated: 2025-09-25
🏷️ Project Topics
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