modelscope/ms-swift
Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.8, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM5.3, Gemma4, Llava, Phi4, ...) (AAAI 2025).
Star History
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+395
STARS · LAST 30 DAYS
13
PER DAY
#139
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +91 | +395 | +1.2K |
| Per day | 13 | 13 | 13 |
| Forks gained | +9 | +34 | +86 |
ms-swift gained 395 stars in the last 30 days, about 13 a day, and now has 15.8K. It is about 3 years old and has averaged roughly 5.3K stars a year. It ranks #139 among Python repositories and #815 across all languages on GitHubRepo.
Trending Record
3
DAYS ON TRENDING
#3550
BEST RANK
Oct 7, 2026
FIRST APPEARANCE
Active
STATUS TODAY
ms-swift has maintained a continuous presence across global trending indexes, peaking at #3550. Below is the 30-day activity profile:
💡 Overview
ms-swift is an open-source project written in Python: Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.8, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM5.3, Gemma4, Llava, Phi4, ...) (AAAI 2025).
Engineered for speed, consistency, and developer ease, it solves common hurdles in deepseek, embedding, glm. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install ms-swift⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
ms-swift coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with ms-swift.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
🚀 Getting Started
Install ms-swift using your package manager: `pip install ms-swift`
Initialize your project workspace or configuration file for ms-swift.
Import ms-swift into your codebase or invoke it directly from your terminal.
Execute your test suite or run `ms-swift --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
modelscope/ms-swift is currently ranked #815 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
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|---|---|---|---|---|
| #810 | zaproxy/zaproxy | Java | ★ 15.9K | Compare ↗ |
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| #814 | alam00000/bentopdf | JavaScript | ★ 15.8K | Compare ↗ |
| #815 | modelscope/ms-swift This Project | Python | ★ 15.8K | |
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Frequently Asked Questions
What does ms-swift do? +
Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.8, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM5.3, Gemma4, Llava, Phi4, ...) (AAAI 2025).
What language is ms-swift written in? +
The primary language is Python. Topics include: deepseek, embedding, glm, grpo, internvl.
Is ms-swift actively maintained? +
Yes, the last recorded push was on Oct 7, 2026 with 578 open issues being tracked.
How many stars does ms-swift have? +
ms-swift has 15,784 stars and 1,724 forks on GitHub.
How does ms-swift rank among GitHub repositories? +
With 15,784 stars, modelscope/ms-swift is ranked #815 globally across all repositories tracked on GitHubRepo and #139 among Python projects.
What license is ms-swift distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
