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Arxiv
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HPC-Coder-V2: Studying Code LLMs Across Low-Resource Parallel Languages
- Large Language Model (LLM) based coding tools have gained success as software development assistants, but struggle in specialized domains like high performance computing (HPC).
- This study focuses on fine-tuning a specialized HPC LLM to understand the challenges of generating parallel code.
- The study identifies hurdles that hold back LLMs in HPC and proposes solutions to overcome them.
- Based on the findings, a specialized HPC LLM is created and evaluated, showing superior performance in open-source parallel code generation.
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