多级动态负载均衡方案最优效率的概率分析

Kouichi Kimura, Nobuyuki Ichiyoshi
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引用次数: 14

摘要

本文运用概率论的方法,研究了多级动态负载均衡方案的最优效率。在单级动态负载平衡方案中,一个处理器将给定的任务划分为若干个子任务,这些子任务根据需要分发给其他处理器,然后独立执行。我们引入了一个正式的执行模型,作为一个具有多个服务器的排队系统。同时考虑到处理器之间的成本分配和负载不平衡,研究了子任务的最优粒度,以获得最大的效率。这样我们就得到了最大效率的估计。然后,我们将这些结果应用于分析多级动态负载均衡方案的效率,该方案是单级方案的分层迭代应用。我们将展示如何通过单级方案提高可伸缩性。
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Probabilistic Analysis of the Optimal Efficiency of the Multi-Level Dynamic Load Balancing Scheme
This paper investigates the optimal efficiency of the multi-level dynamic load balancing scheme for ORparallel programs, using probability theory. In the single-level dynamic load balancing scheme, one processor divides a given task into a number of subtasks, which are distributed to other processors on demand and then executed independently. We introduce a formal model of the execution as a queuing system with several servers. And we investigate the optimal granularity of the subtasks to attain the maximal efficiency, taking account of dividing costs and load imbalance between the processors. Thus we obtain estimates of the maximal efficiency. We then apply these results to analysis of the efficiency of the multi-level dynamic load balancing scheme, which is the iterated application of the singlelevel scheme in a hierarchical manner. And we show how the scalability is thereby improved over the singlelevel scheme.
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