DocumentCode :
1662144
Title :
Natural block data decomposition for heterogeneous clusters
Author :
Dovolnov, Egor ; Kalinov, Alexey ; Klimov, Sergey
Author_Institution :
Inst. for Syst. Programming, Acad. of Sci., Moscow, Russia
fYear :
2003
Abstract :
We propose general purposes natural heuristics for static block and block-cyclic heterogeneous data decomposition over processes of parallel program mapped into multidimensional grid. This heuristics is an extension of the intuitively clear heterogeneous data distribution for one-dimensional case. It is compared to advanced heuristics for heterogeneous data decomposition proposed for solving linear algebra problems on two-dimensional process grid. We experimentally show that for typical local network (12 Windows 2000 PCs interconnected via Fast Ethernet switch) and for typical linear algebra problems these two heuristics have almost the same efficiency. We demonstrate efficiency of the proposed natural decomposition for case of three-dimensional process grid on the example of 3D modeling of supernova explosion.
Keywords :
linear algebra; local area networks; matrix multiplication; parallel algorithms; supernovae; workstation clusters; fast Ethernet switch; general purposes natural heuristics; heterogeneous clusters; linear algebra; multidimensional grid; natural block data decomposition; parallel algorithms; parallel program; supernova explosion; two-dimensional process grid; Clustering algorithms; Ethernet networks; Explosions; Linear algebra; Load management; Multidimensional systems; Parallel algorithms; Parallel programming; Personal communication networks; Switches;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Parallel and Distributed Processing Symposium, 2003. Proceedings. International
ISSN :
1530-2075
Print_ISBN :
0-7695-1926-1
Type :
conf
DOI :
10.1109/IPDPS.2003.1213209
Filename :
1213209
Link To Document :
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