Title
Performance modeling for GPUs using abstract kernel emulation.
Abstract
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.
Year
Venue
Field
2018
PPOPP
Kernel (linear algebra),Suite,Computer science,Latency (engineering),Parallel computing,Emulation,Execution time,Loop parallelization
DocType
Citations 
PageRank 
Conference
0
0.34
References 
Authors
2
8