Multifrontal Computations on GPUs and Their Multi-core Hosts

被引:0
作者
Lucas, Robert F. [1 ]
Wagenbreth, Gene [1 ]
Davis, Dan M. [1 ]
Grimes, Roger [2 ]
机构
[1] Univ Southern Calif, Inst Informat Sci, 4676 Admiralty Way,Suite 1001, Marina Del Rey, CA 90230 USA
[2] Livemore Software Technol Corp, Livermore, CA 94551 USA
来源
HIGH PERFORMANCE COMPUTING FOR COMPUTATIONAL SCIENCE - VECPAR 2010 | 2011年 / 6449卷
关键词
GPU acceleration; GPGPU; multifrontal algorithms; MCAE;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
The use of GPUs to accelerate the factoring of large sparse symmetric matrices shows the potential of yielding important benefits to a large group of widely used applications. This paper examines how a multifrontal sparse solver performs when exploiting both the GPU and its multi-core host. It demonstrates that the GPU can dramatically accelerate the solver relative to one host CPU. Furthermore, the solver can profitably exploit both the GPU to factor its larger frontal matrices and multiple threads on the host to handle the smaller frontal matrices.
引用
收藏
页码:71 / +
页数:3
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