TGI Multi-LoRA：部署一次即可同時提供 30 個微調模型服務
Original: TGI Multi-LoRA: Deploy Once, Serve 30 Models
The Hugging Face official blog has introduced a major update to its open-source text generation inference engine, Text Generation Inference…
Hugging Face 的 Text Generation Inference (TGI) 推出 Multi-LoRA 服務功能。開發者只需在 GPU 上部署一個基礎模型（如 Llama 3），就能動態載入並同時運行多達 30 個不同的 LoRA 微調適配器（Adapters）。這項技術大幅降低了多模型部署的 GPU 顯存與硬體成本，並透過優化的批處理技術確保低延遲，是 LLMOps 領域的重大優化。
The Hugging Face official blog has introduced a major update to its open-source text generation inference engine, Text Generation Inference (TGI): the **Multi-LoRA serving feature**. This technology is designed to address the high GPU VRAM and hardware cost challenges that enterprises and developers face when deploying multiple fine-tuned models.
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