ColossalAI vs ms-swift
ColossalAI and ms-swift share 18 technologies: FastAPI, uvicorn, Ray, matplotlib, ModelScope, OpenAI, scikit-learn, tiktoken, transformers, peft, datasets, safetensors, einops, accelerate, sentencepiece, torchaudio, torchvision, and pillow. Both are written in Python.
LinkedInWhat they share and what sets them apart
hpcaitech
ColossalAI
Making large AI models cheaper, faster and more accessible
Python41.4kRead on November 6, 2026, at commit da8f5c2What is ColossalAI built with?Only in ColossalAI
chromadb
- Hugging Face
- anyio
- Gradio
seaborn
- Rich
- SQLAlchemy
sentence-transformers
- torch
- LangChain
- triton
diffusers
- flash-attn
timm
- bitsandbytes
- vLLM
- galore-torch
- math-verify
tokenizers
- jinja2
markdown-it-py
markupsafe
- mdurl
pypdf
unstructured
- jsonlines
- annotated-types
- pydantic-core
- Pydantic
psutil
In common
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
- oss2
- AIOHTTP
- sphinx-rtd-theme
trl
- rouge
nltk
- docutils
myst-parser
- recommonmark
- sphinx-markdown-tables
swanlab
Side by side
ColossalAIms-swift
SizeLines written by people and agents, without generated ones; code files, without tests.
ColossalAI317,403 lines written974 code files
ms-swift165,674 lines written533 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.
ColossalAI0.3% of its commits signed by AIWith Codex and Claude Code
ms-swift0.3% of its commits signed by AIWith Claude Code, Gemini CLI, and Codex
ActivityFrom GitHub and its history, on the day SeeRepo read it.
ColossalAILast push November 6, 20263,887 commits41,430 stars
ms-swiftLast push November 7, 20263,872 commits16,058 stars
TestsThe files that test the code, and the share of code files a test imports.
ColossalAI505 test files1.1% of its code files have a test that imports them
ms-swift249 test files24% of its code files have a test that imports them
Frequently asked questions
Which is bigger, ColossalAI or ms-swift?
ColossalAI, with 317,403 lines written; ms-swift has 165,674.
Which has more GitHub stars, ColossalAI or ms-swift?
ColossalAI, with 41,430 stars; ms-swift has 16,058.
The proof: hpcaitech/ColossalAI on GitHub
Which has more tests, ColossalAI or ms-swift?
ColossalAI, with 505 test files; ms-swift has 249.
Which was updated more recently, ColossalAI or ms-swift?
ms-swift: its last push was on November 7, 2026, and ColossalAI's on November 6, 2026.
The proof: modelscope/ms-swift's commits on GitHub
Which has more commits signed by AI, ColossalAI or ms-swift?
In both, an AI signed 0.3% of their commits.
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