為 AMD MI300 建立自訂 Kernel：利用 Triton 釋放 AMD GPU 的極致效能
Original: Creating custom kernels for the AMD MI300
As AMD Instinct MI300 series GPUs (such as the MI300X) gradually increase their market share in the AI compute market, how to perform…
Hugging Face 發布技術指南，介紹如何為 AMD Instinct MI300 系列 GPU 撰寫自訂 Kernel。文章重點介紹利用 OpenAI Triton 框架在 ROCm 生態系中進行開發，讓開發者能用 Python 撰寫高效的 GPU 算子，繞過複雜的 HIP C++。這項技術能顯著提升 LLM 在 AMD 硬體上的推理與訓練效率。
As AMD Instinct MI300 series GPUs (such as the MI300X) gradually increase their market share in the AI compute market, how to perform low-level optimization for AMD hardware has become a hot topic in the developer community. Hugging Face published a technical blog post detailing how to build custom kernels for AMD MI300.
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