分布式动态负载均衡算法的稳定性研究

A. Cortés, A. Ripoll, M. A. Senar, F. Cedó, E. Luque
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引用次数: 5

摘要

提出了一种新的全分布式动态负载均衡算法,称为DASUD (Diffusion algorithm Searching balanced Domains)。由于DASUD是迭代的,并且以异步方式运行,因此提出了一个描述DASUD行为的数学模型,并用于证明DASUD的收敛性。DASUD通过与文献中另一种众所周知的策略进行比较来评估,即SID(发送方发起扩散)算法。通过考虑应用于环形、环面和超立方体拓扑的大量负载分布,以及处理器数量从8到128的负载分布来进行比较。从这些实验中,我们观察到DASUD优于SID策略,因为它提供了在最终状态获得的全局平衡度和达到这种状态所需的迭代次数之间的最佳权衡。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On the stability of a distributed dynamic load balancing algorithm
We present a new fully distributed dynamic load balancing algorithm called DASUD (Diffusion Algorithm Searching Unbalanced Domains). Since DASUD is iterative and runs in an asynchronous way, a mathematical model that describes DASUD behaviour has been proposed and has been used to prove DASUD's convergence. DASUD has been evaluated by comparison with another well known strategy from the literature, namely, the SID (Sender Initiated Diffusion) algorithm. The comparison was carried out by considering a large set of load distributions which were applied to ring, torus and hypercube topologies, and the number of processors ranged from 8 to 128. From these experiments we have observed that DASUD outperforms the SID strategy as it provides the best trade-off between the global balance degree obtained at the final state and the number of iterations required to reach such a state.
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