Dimension-exchange algorithms for token distribution on tree-connected architectures

  • Authors:
  • Michael E. Houle;Antonios Symvonis;David R. Wood

  • Affiliations:
  • National Institute of Informatics, Tokyo, Japan;Department of Mathematics, National Technical University of Athens, Athens, Greece;School of Computer Science, Carleton University, 1125 Colonel By Drive, Ottawa, Canada

  • Venue:
  • Journal of Parallel and Distributed Computing
  • Year:
  • 2004

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Abstract

Load balancing on a multi-processor system involves redistributing tasks among processors so that each processor has roughly the same amount of work to perform. The token-distribution problem is a static variant of the load balancing problem for the case in which the workloads in the system cannot be divided arbitrarily; that is, where each token represents an atomic element of work. A scalable method for distributing tokens over a parallel architecture is the so-called dimension-exchange approach. Our results include improved analysis of two existing dimension-exchange algorithms for token distribution on arbitrary graphs and on arbitrary trees, respectively. In particular, we establish a logarithmic upper bound on the discrepancy of the resulting distribution when the second algorithm is applied to an arbitrary initial distribution on a tree. We then present a new dimension-exchange algorithm for token distribution on trees, which assuming each node knows the number of nodes in the tree, determines a 'perfectly balanced' distribution. Furthermore, the rate of convergence is worst-case optimal for trees of bounded degree. Note that an algorithm for token-distribution on trees is applicable to arbitrary architectures, since the algorithm can be applied on a spanning tree of any given connected graph.