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What is ms-swift built with?

ms-swift is a Python repo built with FastAPI, Ray, AIOHTTP, and uvicorn. It uses AI through openai, sentencepiece, tiktoken, transformers, peft, and 11 more, makes its content with docutils, myst-parser, recommonmark, sphinx-markdown-tables, and pillow, is tested with expecttest and Pytest, deploys with swanlab, and uses oss2. It has 165,674 written lines, with 249 test files.

Read on November 7, 2026, at commit 47b437a. Read it as markdown

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.

Frontend

Styles 1

  • sphinx-rtd-theme

Interface 1

Backend

The base 1

Data 1

  • oss2

AI 16

4 more

Support

The base 3

Content 5

Testing 2

  • Pytest40 files
  • expecttest

Deploy 1

  • swanlab8 files

Tools 8

  • tensorboard1 file
  • isort
  • pre-commit
  • Sphinx
  • flake8
  • sphinx-copybutton
  • sphinxcontrib-mermaid
  • yapf

Other 14

  • NumPy40 files
  • tqdm13 files
  • pandas5 files
  • pyyaml2 files
  • SciPy1 file
  • requests7 files
  • json-repair1 file
  • addict
  • charset-normalizer
  • decorator
  • importlib-metadata
  • simplejson
2 more
  • sortedcontainers
  • zstandard

Other repos with a similar stack

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Frequently asked questions

What language is ms-swift written in?
ms-swift is written in Python, with 165,674 written lines.
What framework does ms-swift use?
ms-swift is built with FastAPI, Ray, AIOHTTP, and uvicorn.
Does ms-swift use AI?
Yes. ms-swift uses AI through openai, sentencepiece, tiktoken, transformers, peft, ModelScope, accelerate, trl, datasets, safetensors, torchvision, rouge, torchaudio, einops, nltk, and scikit-learn.
What services does ms-swift use?
ms-swift uses oss2.
Does ms-swift have tests?
Yes. ms-swift has 249 test files and is tested with expecttest and Pytest.
Which repos have a stack like ms-swift's?
The ones that share most of its stack:ray-project/rayhpcaitech/ColossalAIOpenBMB/MiniCPM-V

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