Title
An evaluation towards automatically tuned eigensolvers
Abstract
We investigate an automatic tuning method for an eigensolver of a dense symmetric matrix. The aim of this paper is to investigate how to select the unrolling depth. To do this, we evaluate the performance of various unrolled reduction loops of the eigensolver for every matrix size from 3000 to 4000 on the Hitachi SR8000/F1 and on the IBM RS/6000 SP3. We also analyze the trend between Byte/Flop and performance for various patterns of loop unrolling. The result shows that the performance is degraded with higher depth of unrolling in some matrix sizes, where it does not occur with lower depth of unrolling. The result also shows that selection of the unrolling depth should be examined in the case of several matrix sizes.
Year
DOI
Venue
2005
10.1007/11666806_48
LSSC
Keywords
Field
DocType
matrix size,hitachi sr8000,unrolling depth,dense symmetric matrix,ibm rs,lower depth,various pattern,higher depth,loop unrolling,various unrolled reduction loop,symmetric matrix
Byte,IBM,FLOPS,Computer science,Matrix (mathematics),Parallel computing,Symmetric matrix,Loop unrolling,Sparse matrix,Grid
Conference
Volume
ISSN
ISBN
3743
0302-9743
3-540-31994-8
Citations 
PageRank 
References 
0
0.34
8
Authors
2
Name
Order
Citations
PageRank
Ken Naono185.74
Toshiyuki Imamura29522.21