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AMDKernelVault: Large-Scale Datasets and Agentic Training for AMD GPU Kernel Optimization

Liu, Ji et al.
arXiv (OAI Expanded) · Papers
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computation-and-language
We introduce AMDKernelVault, an open HIP and Triton kernel corpus and training framework for recent AMD CDNA GPUs. Existing LLM-based kernel agents are largely CUDA/NVIDIA-centric and often depend on repeated frontier-LLM calls for generation, reflection, and optimization. To address this gap, we de
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