CoCoPeLia: Communication-Computation Overlap Prediction for Efficient Linear Algebra on GPUs

2021 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS)(2021)

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摘要
Graphics Processing Units (GPUs) are well established in HPC systems and frequently used to accelerate linear algebra routines. Since data transfers pose a severe bottleneck for GPU offloading, modern GPUs provide the ability to overlap communication with computation by splitting the problem to fine-grained sub-kernels that are executed in a pipelined manner. This optimization is currently underut...
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关键词
Concurrent computing,Runtime,Graphics processing units,Linear algebra,Predictive models,Libraries,Data models
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