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      "quote": "own `ModelConfig` over the catalog `config.json` of `deepseek-v4-pro`, `minimax-m3-mxfp8` and `minimax-m3-nvfp4`, for every method name vLLM lists, none, and a name it does not list;",
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      "quote": "本文基于GPUStack平台，使用vLLM专用镜像完成MiniMax-M3-MXFP8模型在四卡H20-3e上的部署，支持张量并行、EAGLE3投机解码及多模态推理。实测显示开启EAGLE3后推理速度从126 tokens/s提升至200 tokens/s，加速近60%。涵盖环境配置、镜像拉取、自定义vLLM版本注册、启动参数调优（含mm-encoder-attn-backend、speculative-config等）、chat_template修复及基准测试全流程。",
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