ms-swift

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library 4.1.3 ·python
verified May 1, 2026

A scalable lightweight infrastructure for fine-tuning large language models (LLMs), vision-language models (VLMs), and embedding models. Supports LoRA, QLoRA, full fine-tuning, and reinforcement learning methods like DPO, GRPO, and PPO. Version 4.1.3 is the latest, with releases every few weeks.

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