DocumentCode
1887419
Title
Randomized load balancing for tree-structured computation
Author
Chakrabarti, Soumen ; Ranade, Abhiram ; Yelick, Katherine
Author_Institution
Comput. Sci. Div., California Univ., Berkeley, CA, USA
fYear
1994
fDate
23-25 May 1994
Firstpage
666
Lastpage
673
Abstract
Studies the performance of a randomized algorithm for balancing load across a multiprocessor executing a dynamic irregular task tree. Specifically, we show that the time taken to explore a task tree is likely to be within a small constant factor of an inherent lower bound for the tree instance. Our model permits arbitrary task times and overlap between computation and load balance, and thus extends earlier work (R.M. Karp and Y. Zhang, 1988) which assumed fixed cost tasks and used a bulk synchronous style in which the system alternated between distinct computing and load balancing steps. Our analysis is supported by experiments with application codes, demonstrating that the efficiency is high enough to make this method practical
Keywords
message passing; multiprocessing systems; random processes; resource allocation; tree data structures; algorithm performance; application codes; arbitrary task times; computation/load balance overlap; dynamic irregular task tree; efficiency; multiprocessor; randomized load balancing; tree instance lower bound; tree-structured computation; Computer science; Costs; Eigenvalues and eigenfunctions; Equations; Large-scale systems; Load management; Message passing; Polynomials; Sampling methods; Tree graphs;
fLanguage
English
Publisher
ieee
Conference_Titel
Scalable High-Performance Computing Conference, 1994., Proceedings of the
Conference_Location
Knoxville, TN
Print_ISBN
0-8186-5680-8
Type
conf
DOI
10.1109/SHPCC.1994.296705
Filename
296705
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