Performance Modeling for GPUs Using Abstract Kernel Emulation
SIGPLAN notices(2018)
摘要
Performance modeling of GPU kernels is a significant challenge. In this paper, we develop a novel approach to performance modeling for GPUs through abstract kernel emulation along with latency/gap modeling of resources. Experimental results on all benchmarks from the Rodinia suite demonstrate good accuracy in predicting execution time on multiple GPU platforms.
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关键词
GPU Computing,Performance Optimization,Simulation Platforms,High-Performance Computing,Grid Computing
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