以覆盖为中心的负载平衡:在UTS和B&中的应用

Trong-Tuan Vu, B. Derbel, Ali Asim, A. Bendjoudi, N. Melab
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引用次数: 5

摘要

为了处理大规模分布式系统中的动态负载平衡问题,我们提出按照逻辑对等覆盖来组织计算资源,并根据所定义的覆盖来分配负载。我们使用树作为连接分布式节点的逻辑结构,并根据诱导子树的大小来平衡负载。我们进行了大量的实验,涉及多达1000个计算核心,并为两种不同的应用程序提供了我们的通用方法的不同特性的全面分析,即标准的不平衡树搜索和更具挑战性的并行分支和边界算法。与经典的随机工作窃取和从文献中获得的两种精细调整的应用特定策略相比,报告了实质性的改进。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Overlay-Centric Load Balancing: Applications to UTS and B&B
To deal with dynamic load balancing in large scale distributed systems, we propose to organize computing resources following a logical peer-to-peer overlay and to distribute the load according to the so-defined overlay. We use a tree as a logical structure connecting distributed nodes and we balance the load according to the size of induced sub trees. We conduct extensive experiments involving up to 1000 computing cores and provide a throughout analysis of different properties of our generic approach for two different applications, namely, the standard Unbalanced Tree Search and the more challenging parallel Branch-and-Bound algorithm. Substantial improvements are reported in comparison with the classical random work stealing and two finely tuned application specific strategies taken from the literature.
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