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
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;
Conference_Titel :
Parallel and Distributed Processing Symposium, 2004. Proceedings. 18th International
Print_ISBN :
0-7695-2132-0
DOI :
10.1109/IPDPS.2004.1303051