Numerical linear algebra on emerging architectures: the PLASMA and MAGMA projects

被引:243
作者
Agullo, Emmanuel [1 ]
Demmel, Jim [1 ]
Dongarra, Jack [1 ]
Hadri, Bilel [1 ]
Kurzak, Jakub [1 ]
Langou, Julien [1 ]
Ltaief, Hatem [1 ]
Luszczek, Piotr [1 ]
Tomov, Stanimire [1 ]
机构
[1] Univ Tennessee, Dept Elect Engn & Comp Sci, Knoxville, TN 37996 USA
来源
SCIDAC 2009: SCIENTIFIC DISCOVERY THROUGH ADVANCED COMPUTING | 2009年 / 180卷
关键词
D O I
10.1088/1742-6596/180/1/012037
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The emergence and continuing use of multi-core architectures and graphics processing units require changes in the existing software and sometimes even a redesign of the established algorithms in order to take advantage of now prevailing parallelism. Parallel Linear Algebra for Scalable Multi-core Architectures (PLASMA) and Matrix Algebra on GPU and Multics Architectures (MAGMA) are two projects that aims to achieve high performance and portability across a wide range of multi-core architectures and hybrid systems respectively. We present in this document a comparative study of PLASMA's performance against established linear algebra packages and some preliminary results of MAGMA on hybrid multi-core and GPU systems.
引用
收藏
页数:5
相关论文
共 12 条
  • [1] AGULLO E, 2009, SC09 UNPUB
  • [2] Anderson E., 1992, LAPACK Users Guide
  • [3] [Anonymous], BLAS BASIC LINEAR AL
  • [4] [Anonymous], 1986, Graph Theory: An Algorithmic Approach
  • [5] [Anonymous], 2006, Tech. rep.
  • [6] BABOULIN M, 2008, SUP 08 NOV 18
  • [7] Blackford L., 1997, ScaLAPACK Users Guide
  • [8] Buttari A., 2006, PARA 2006 UM SWED JU
  • [9] A class of parallel tiled linear algebra algorithms for multicore architectures
    Buttari, Alfredo
    Langou, Julien
    Kurzak, Jakub
    Dongarra, Jack
    [J]. PARALLEL COMPUTING, 2009, 35 (01) : 38 - 53
  • [10] Song F., 2009, 638 UTK CS