EXPLOITING FUNCTIONAL PARALLELISM OF POWER2 TO DESIGN HIGH-PERFORMANCE NUMERICAL ALGORITHMS

被引:53
作者
AGARWAL, RC
GUSTAVSON, FG
ZUBAIR, M
机构
关键词
D O I
10.1147/rd.385.0563
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
We describe the algorithms and architecture approach to produce high-performance codes for numerically intensive computations. In this approach, for a given computation, we design algorithms so that they perform optimally when run on a target machine-in this case, the new POWER2(TM) machines from the RS/6000 family of RISC processors. The algorithmic features that we emphasize are functional parallelism, cache/register blocking, algorithmic prefetching, loop unrolling, and algorithmic restructuring. The architectural features of the POWER2 machine that we describe and that lead to high performance are multiple functional units, high bandwidth between registers, cache, and memory, a large number of fixed- and floating-point registers, and a large cache and TLB (translation lookaside buffer). The paper gives two examples that illustrate how the algorithms and architectural features interplay to produce high-performance codes. They are BLAS (basic linear algebra subroutines) and narrow-band matrix routines. These routines are included in ESSL (Engineering and Scientific Subroutine Library); an overview of ESSL is also given in the paper.
引用
收藏
页码:563 / 576
页数:14
相关论文
共 18 条
[1]   IMPROVING PERFORMANCE OF LINEAR ALGEBRA ALGORITHMS FOR DENSE MATRICES, USING ALGORITHMIC PREFETCH [J].
AGARWAL, RC ;
GUSTAVSON, FG ;
ZUBAIR, M .
IBM JOURNAL OF RESEARCH AND DEVELOPMENT, 1994, 38 (03) :265-275
[2]  
Anderson E., 1990, CS90105 U TENN COMP
[3]  
Anderson E., 1992, LAPACK USERS GUIDE
[4]   POWER2 INSTRUCTION CACHE UNIT [J].
BARREH, JI ;
GOLLA, RT ;
ARIMILLI, LB ;
JORDAN, PJ .
IBM JOURNAL OF RESEARCH AND DEVELOPMENT, 1994, 38 (05) :537-544
[5]   INSTRUCTION SCHEDULING IN THE TOBEY COMPILER [J].
BLAINEY, RJ .
IBM JOURNAL OF RESEARCH AND DEVELOPMENT, 1994, 38 (05) :577-593
[6]   IMPLEMENTATION OF THE POWERPC-601 MICROPROCESSOR [J].
BRODNAX, TB ;
BILLINGS, RV ;
GLENN, SC ;
PATEL, PT .
IBM JOURNAL OF RESEARCH AND DEVELOPMENT, 1994, 38 (05) :621-632
[7]   IMPLEMENTING LINEAR ALGEBRA ALGORITHMS FOR DENSE MATRICES ON A VECTOR PIPELINE MACHINE [J].
DONGARRA, JJ ;
GUSTAVSON, FG ;
KARP, A .
SIAM REVIEW, 1984, 26 (01) :91-112
[8]   AN EXTENDED SET OF FORTRAN BASIC LINEAR ALGEBRA SUBPROGRAMS [J].
DONGARRA, JJ ;
DUCROZ, J ;
HAMMARLING, S ;
HANSON, RJ .
ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE, 1988, 14 (01) :1-17
[9]   AN EXTENDED SET OF BASIC LINEAR ALGEBRA SUBPROGRAMS - MODEL IMPLEMENTATION AND TEST PROGRAMS [J].
DONGARRA, JJ ;
DUCROZ, J ;
HAMMARLING, S ;
HANSON, RJ .
ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE, 1988, 14 (01) :18-32
[10]   A SET OF LEVEL 3 BASIC LINEAR ALGEBRA SUBPROGRAMS - MODEL IMPLEMENTATION AND TEST PROGRAMS [J].
DONGARRA, JJ ;
DUCROZ, J ;
HAMMARLING, S ;
DUFF, I .
ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE, 1990, 16 (01) :18-28