分布式负载平衡的部分异步迭代算法

Jianjian Song
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引用次数: 65

摘要

将任务定义为执行时间和工作负载与任务数量相同的独立实体,提出了一种部分异步迭代的分布式负载均衡算法,展示了该算法的特性,并报告了仿真结果。该算法根据另一个已证明的定理在几何上收敛。他证明了该算法可以实现不超过(/sup d///sub 2/)个任务的最大负载不平衡,其中d为网络的直径。他对该算法的同步版本的模拟不仅验证了这些特性,而且还表明该算法可以为超立方体产生更小的负载不平衡。对于高达10阶的超立方体,获得的不平衡不超过两个任务,56%的样本运行只产生一个任务差异,而不是理论最大值6个任务。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A partially asynchronous and iterative algorithm for distributed load balancing
Defining tasks as independent entities with identical execution time and workload as the number of tasks, the author proposes a partially asynchronous and iterative algorithm for distributed load balancing, shows its properties, and reports its simulation results. The algorithm converges geometrically according to a theorem proved elsewhere. He proves that the algorithm can achieve the maximum load imbalance of not more than (/sup d///sub 2/) tasks, where d is the diameter of a network. His simulation of a synchronous version of the algorithm not only validated the properties but also showed that the algorithm could produce much smaller load imbalances for hypercubes. The obtained imbalances for hypercubes of order up to ten were no more than two tasks and 56% of the sample runs produced only one task difference, as opposed to the theoretical maximum of six tasks.<>
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