详细分析了随机轮询动态负载均衡

P. Sanders
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引用次数: 32

摘要

动态负载平衡对许多并行算法的性能至关重要。随机轮询是一种简单的随机负载平衡算法,在实践中被证明对于并行深度优先搜索等应用是非常有效的。本文对该算法进行了详细的分析,考虑了底层机器和应用程序的许多方面进行负载平衡。它导出了严格的可扩展性界限,这是第一次能够解析地解释随机轮询的优越性能。在某些情况下,算法甚至被证明是最优的。所采用的一些证明技术也可能对其他并行算法的分析有用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A detailed analysis of random polling dynamic load balancing
Dynamic load balancing is crucial for the performance of many parallel algorithms. Random polling, a simple randomized load balancing algorithm, has proved to be very efficient in practice for applications like parallel depth first search. This paper presents a detailed analysis of the algorithm taking into account many aspects of the underlying machine and the application to be load balanced. It derives tight scalability bounds which are for the first time able to explain the superior performance of random polling analytically. In some cases, the algorithm even turns out to be optimal. Some of the proof-techniques employed might also be useful for the analysis of other parallel algorithms.<>
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