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MS-Swift is a scalable framework for fine-tuning and deploying large language models and multimodal models. It supports 600+ LLMs (Qwen, DeepSeek, Llama, GLM, InternLM) and 300+ MLLMs with training methods including CPT, SFT, DPO, and GRPO. Includes distributed training via Megatron, quantization, evaluation, and deployment capabilities.