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,.
Category
AI Productivity
Quality
89/100
Primary source
GitHub
What is 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).
Key features
Best fit
Why consider it
- ms-swift is categorized for ai productivity workflows and tagged with Meetings, Notes, Workflows.
- The public repository has 14,641 stars, which gives buyers and builders an extra adoption signal.
- License metadata is available: Apache-2.0.
Source & verification
- Verified on Jun 29, 2026 from public source metadata.
- Primary reference: github.com.
- Repository freshness signal: last commit Jun 29, 2026.
Alternative tools
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Related tools
MockServer is an HTTP(S) mock server and proxy for testing that lets you mock APIs, inspect and modify live traffic, and inject failures. It supports HTTP/1.1, HTTP/2,.
TypeScript multi-agent orchestration framework. Describe a goal, a coordinator decomposes it into a task DAG that runs on any LLM: Claude, ChatGPT, Gemini, DeepSeek,.