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.

Built with 4
ms-swiftPython · Apache-2.0
lines written
165,674
product files
533
test files
249
GitHub stars
16,058

Read on November 7, 2026, at commit 47b437a.See each one with its proof

The card says what it's built with. Its whole map opens it up: every part of the code and how it connects to the rest.

How much of ms-swift did AI write?

0.3%

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

Signed by an AIWithout one

Who writes it

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

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

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

What license does ms-swift have?
ms-swift is released under the Apache-2.0 license.

The proof: its page on GitHub

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

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