ms-swift is a developer engineering workflows repository at modelscope/ms-swift; GitHub metadata summarizes it as: Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.6, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM4.5v, Gemma4, Llava, Phi4, ...) (AAAI 2025). Its recorded primary language is Python. License metadata lists Apache-2.0. GitHub metadata shows about 14,345 stars. The project homepage is https://swift.readthedocs.io/zh-cn/latest/.
License
Apache-2.0
Stars
14,699
Features
- Maintainer description for ms-swift: Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.6, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM4.5v, Gemma4, Llava, Phi4, ...) (AAAI 2025).
- ms-swift uses Python as its recorded primary language, which helps with stack-fit review.
- ms-swift fits engineering teams assessing code, CLI, SDK, runtime, or developer-tooling workflows.
- ms-swift lists Apache-2.0 license metadata; review obligations before redistribution or hosted use.
- ms-swift has about 14,345 GitHub stars in the local metadata snapshot.
- ms-swift links to https://swift.readthedocs.io/zh-cn/latest/ for homepage, docs, or demo validation.
Use Cases
- Builds enterprise knowledge Q&A and document retrieval systems
- Used for visual content production and model experimentation
- Build internal AI workflow prototypes with ms-swift
- Validate ms-swift in production-like engineering scenarios
- Image generation and visual creation
- Model evaluation and comparison
FAQ
Start from the repository summary (Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.6, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM4.5v, Gemma4, Llava, Phi4, ...) (AAAI 2025).), then verify maintenance status, integration boundaries, and whether its developer engineering workflows focus matches the intended workflow. Repository: https://github.com/modelscope/ms-swift. Stars: about 14,345. License: Apache-2.0. Language: Python.
ms-swift is best treated as a repository-level component or reference implementation for developer engineering workflows. Good evaluation scenarios include: Use ms-swift when the need is developer engineering workflows and the repo summary matches: Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.6, DeepSeek-V4, GLM-5.1... Compare the Python implementation in ms-swift before choosing a similar internal architecture. Use ms-swift to study developer-tooling implementation details before building internal workflows.
