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ms-swift vs MiniCPM-V

ms-swift and MiniCPM-V share 18 technologies: FastAPI, AIOHTTP, uvicorn, matplotlib, OpenAI, sentencepiece, tiktoken, transformers, peft, accelerate, torchvision, torchaudio, einops, nltk, scikit-learn, docutils, myst-parser, and pillow. Both are written in Python.

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What they share and what sets them apart

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).

Python16.1kRead on November 7, 2026, at commit 47b437aWhat is ms-swift built with?

Only in ms-swift

In common

OpenBMB

MiniCPM-V

See, hear, and interact on your local devices.

Python27.1kRead on November 8, 2026, at commit 47e1fa7What is MiniCPM-V built with?

Only in MiniCPM-V

Side by side

SizeLines written by people and agents, without generated ones; code files, without tests.
ms-swift165,674 lines written533 code files
MiniCPM-V36,999 lines written151 code files
Who writes itA commit counts as AI's when it carries its signature: a Co-Authored-By line, its author name or the merge of its branch.
ms-swift0.3% of its commits signed by AIWith Claude Code, Gemini CLI, and Codex
MiniCPM-V1.1% of its commits signed by AIWith Cursor and Codex
ActivityFrom GitHub and its history, on the day SeeRepo read it.
ms-swiftLast push November 7, 20263,872 commits16,058 stars
MiniCPM-VLast push October 30, 2026645 commits27,095 stars
TestsThe files that test the code, and the share of code files a test imports.
ms-swift249 test files24% of its code files have a test that imports them
MiniCPM-V0 test files

Frequently asked questions

Which is bigger, ms-swift or MiniCPM-V?
ms-swift, with 165,674 lines written; MiniCPM-V has 36,999.

The proof: modelscope/ms-swift's code at commit 47b437a

Which has more GitHub stars, ms-swift or MiniCPM-V?
MiniCPM-V, with 27,095 stars; ms-swift has 16,058.

The proof: OpenBMB/MiniCPM-V on GitHub

Which has more tests, ms-swift or MiniCPM-V?
ms-swift, with 249 test files.

The proof: modelscope/ms-swift's code at commit 47b437a

Which was updated more recently, ms-swift or MiniCPM-V?
ms-swift: its last push was on November 7, 2026, and MiniCPM-V's on October 30, 2026.

The proof: modelscope/ms-swift's commits on GitHub

Which has more commits signed by AI, ms-swift or MiniCPM-V?
MiniCPM-V: an AI signed 1.1% of its commits, with Cursor and Codex; in ms-swift, 0.3%.

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