Source: https://seerepo.com/r/modelscope/ms-swift
Markdown source: https://seerepo.com/r/modelscope/ms-swift.md
Description: modelscope/ms-swift is a Python repo with 165,674 lines written. ms-swift is built with FastAPI, Ray, AIOHTTP, and uvicorn.

# What's inside modelscope/ms-swift

modelscope/ms-swift is a Python repo with 165,674 lines written. ms-swift is built with FastAPI, Ray, AIOHTTP, and uvicorn. AI signed 0.3% of the 3,872 commits of ms-swift.

Its description on GitHub: “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).”

Python · Apache-2.0 · 16,058 stars · GitHub: https://github.com/modelscope/ms-swift

Read on November 7, 2026, at commit 47b437a.

## More on this repo

- [What is ms-swift built with?](https://seerepo.com/r/modelscope/ms-swift/built): ms-swift is built with FastAPI, Ray, AIOHTTP, and uvicorn.
- [How much of ms-swift did AI write?](https://seerepo.com/r/modelscope/ms-swift/ai): AI signed 0.3% of the 3,872 commits of ms-swift.

## In figures

- 165,674 lines written: The ones people and agents wrote: product, tests, schemas and tooling. Generated code doesn’t count.
- 533 product files: The product’s own files. Test files are counted apart.
- 249 test files: The files that test the code.
- 29 technologies: Each service with the file and line that prove it.

SeeRepo read the facts in its code and kept none of it. AI only helps sort its packages and folders by their names, and never sees its code.

## Frequently asked questions

### What is modelscope/ms-swift?

modelscope/ms-swift is a Python repo with 165,674 lines written. Its description on GitHub: “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).”

The proof: [its page on GitHub](https://github.com/modelscope/ms-swift)

### What is ms-swift built with?

ms-swift is built with FastAPI, Ray, AIOHTTP, and uvicorn.

The proof: [each service with its file and line](https://seerepo.com/r/modelscope/ms-swift/built)

### How much of ms-swift did AI write?

AI signed 0.3% of the 3,872 commits of ms-swift.

The proof: [the commits each tool signed](https://seerepo.com/r/modelscope/ms-swift/ai)

### What license does ms-swift have?

ms-swift is released under the Apache-2.0 license.

The proof: [its page on GitHub](https://github.com/modelscope/ms-swift)

### How many stars does ms-swift have on GitHub?

ms-swift had 16,058 stars on GitHub on November 7, 2026.

The proof: [its page on GitHub](https://github.com/modelscope/ms-swift)

## Add this badge to your README

It links to this page and updates itself each time SeeRepo reads the repo.

```markdown
[![modelscope/ms-swift on SeeRepo](https://seerepo.com/badge/modelscope/ms-swift.svg)](https://seerepo.com/r/modelscope/ms-swift?de=insignia)
```

## What is your repo built with?

Any public repo, with no account: https://seerepo.com/r/owner/repo/built, with the owner and name it has on GitHub.