DocumentCode
1547241
Title
Matrix multiplication on heterogeneous platforms
Author
Beaumont, Olivier ; Boudet, Vincent ; Rastello, Fabrice ; Robert, Yves
Author_Institution
Lab. de l´´Inf. du Parallelisme, Ecole Normale Superieure de Lyon, France
Volume
12
Issue
10
fYear
2001
fDate
10/1/2001 12:00:00 AM
Firstpage
1033
Lastpage
1051
Abstract
We address the issue of implementing matrix multiplication on heterogeneous platforms. We target two different classes of heterogeneous computing resources: heterogeneous networks of workstations and collections of heterogeneous clusters. Intuitively, the problem is to load balance the work with different speed resources while minimizing the communication volume. We formally state this problem in a geometric framework and prove its NP-completeness. Next, we introduce a (polynomial) column-based heuristic, which turns out to be very satisfactory: We derive a theoretical performance guarantee for the heuristic and we assess its practical usefulness through MPI experiments
Keywords
matrix multiplication; open systems; parallel algorithms; resource allocation; workstation clusters; MPI experiments; NP-completeness; cluster computing; communication volume; heterogeneous clusters; heterogeneous networks of workstations; heterogeneous platforms; load balance; matrix multiplication; metacomputing; numerical linear algebra libraries; parallel algorithms; polynomial column-based heuristic; Clustering algorithms; Computer networks; Distributed computing; Kernel; Libraries; Linear algebra; Metacomputing; Parallel machines; Pervasive computing; Workstations;
fLanguage
English
Journal_Title
Parallel and Distributed Systems, IEEE Transactions on
Publisher
ieee
ISSN
1045-9219
Type
jour
DOI
10.1109/71.963416
Filename
963416
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