Dynamic load balancing efficiently in a large-scale cluster

Bao-Yin Zhang, Z. Mo, Guangwen Yang, Weimin Zheng
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引用次数: 9

Abstract

Random Stealing (RS) is a well-known dynamic load-balancing algorithm, used both in shared-memory and distributed-memory systems. However, for a large-scale cluster, the simple RS policy is no longer efficient because an idle node must randomly steal many times to obtain a task from another node. In this paper, we propose a novel dynamic load-balancing algorithm, Transitive Random Stealing (TRS), which can make any idle node obtain a task from another node with much fewer stealing times in a large-scale cluster. Analysing and testing show that TRS is a highly efficient dynamic load-balancing algorithm in a large-scale cluster.
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大规模集群中有效的动态负载均衡
随机窃取(RS)是一种众所周知的动态负载平衡算法,在共享内存和分布式内存系统中都有应用。然而,对于大规模集群,简单的RS策略不再有效,因为空闲节点必须随机窃取许多次才能从另一个节点获取任务。本文提出了一种新的动态负载平衡算法——传递随机窃取算法(TRS),该算法可以使任何空闲节点以更少的窃取次数从另一个节点获取任务。分析和测试表明,TRS是一种高效的大规模集群动态负载均衡算法。
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