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An Approximation Algorithm for Broadcast Scheduling in Heterogeneous Clusters

机译:异构群集中广播调度的近似算法

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Network of workstation (NOW) is a cost-effective alternative to massively parallel supercomputers. As commercially available off-the-shelf processors become cheaper and faster, it is now possible to build a PC or workstation cluster that provides high computing power within a limited budget. However, a cluster may consist of different types of processors and this heterogeneity within a cluster complicates the design of efficient collective communication protocols. This paper shows that a simple heuristic called fastest-node-first (FNF) [2] is very effective in reducing broadcast time for heterogeneous cluster systems. Despite the fact that FNF heuristic does not guarantee an optimal broadcast time for general heterogeneous network of workstation, we prove that FNF always gives near optimal broadcast time in a special case of cluster, and this finding helps us show that FNF delivers guaranteed performance for general clusters. In a previous paper we showed a similar bound on the competitive ratio in a send-only communication model. This paper extends the result to a more realistic sender-receiver model. We show that FNF gives a total broadcast of 2T + β, where T is the optimum time and β is a constant. This improves over the previous bound on 2αT + β [17], where is a theoretically unbounded ratio of the processor performance in the cluster.
机译:工作站网络(现在)是一种经济实惠的平行超级计算机的替代方案。随着商业上可获得的现成的处理器变得更便宜,更快,现在可以建立一个PC或工作站集群,在有限的预算范围内提供高计算能力。然而,群集可以包括不同类型的处理器,并且集群内的这种异质性使得能够的设计使有效的集体通信协议的设计成为复杂化。本文表明,称为最快节点 - 第一(FNF)[2]的简单启发式在减少异构集群系统的广播时间方面非常有效。尽管FNF启发式不保证为一般非均质网络的最佳广播时间,但我们证明FNF始终在集群的特殊情况下始终在最佳广播时间内给出近优化的广播时间,并且该发现有助于我们显示FNF为一般提供保证性能集群。在前一篇论文中,我们在发送通信模型中显示了竞争比率的类似界限。本文将结果扩展到更现实的发件人 - 接收器模型。我们表明FNF提供了2T +β的总播放,其中T是最佳时间,β是恒定的。这改善了前面的2αt+β[17]的先前界限,在理论上是无限的簇中的处理器性能的无限比率。

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