DocumentCode
3043746
Title
Data partitioning with a realistic performance model of networks of heterogeneous computers
Author
Lastovetsky, Alexey ; Reddy, Ravi
Author_Institution
Dept. of Comput. Sci., Univ. Coll. Dublin, Ireland
fYear
2004
fDate
26-30 April 2004
Firstpage
104
Abstract
Summary form only given. The article presents a performance model of a network of heterogeneous computers that takes account of the heterogeneity of memory structure and other architectural differences. Under this model, the speed of each processor is represented by a function of the size of the problem whereas standard models use single numbers to represent the speeds of the processors. We prove that this model is more realistic than the standard ones when the network includes computers with significantly different memory structure. We formulate a problem of partitioning of an n-element set over p heterogeneous processors using this advanced performance model and give its efficient solution of the complexity O(p2×log2n).
Keywords
computational complexity; performance evaluation; workstation clusters; complexity; data partitioning; heterogeneous computer network; memory structure; processor speed; realistic performance model; Algorithm design and analysis; Computer networks; Computer science; Concurrent computing; Design engineering; Distributed computing; Distributed processing; Educational institutions; Parallel architectures;
fLanguage
English
Publisher
ieee
Conference_Titel
Parallel and Distributed Processing Symposium, 2004. Proceedings. 18th International
Print_ISBN
0-7695-2132-0
Type
conf
DOI
10.1109/IPDPS.2004.1303051
Filename
1303051
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