A TVM-based pipeline generates 20,000 CUDA-CPU code pairs, and fine-tuning code LLMs on this data improves transpilation success and CPU performance, with an average speedup improvement of 43.8%.
https://codegeex.cn/en-US/, CodeGeeX.2022
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HPCTransCompile: An AI Compiler Generated Dataset for High-Performance CUDA Transpilation and LLM Preliminary Exploration
A TVM-based pipeline generates 20,000 CUDA-CPU code pairs, and fine-tuning code LLMs on this data improves transpilation success and CPU performance, with an average speedup improvement of 43.8%.