Omniwise fine-tunes LLaMA 3.2 3B to predict GPU performance counters from HIP kernel source code, reporting over 90% of test predictions within 10% relative error on AMD MI250 and MI300X.
Awad, Saman Ashkiani, Serban D
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Omniwise: Predicting GPU Kernels Performance with LLMs
Omniwise fine-tunes LLaMA 3.2 3B to predict GPU performance counters from HIP kernel source code, reporting over 90% of test predictions within 10% relative error on AMD MI250 and MI300X.