面向集群计算的竞争感知列表调度启发式算法比较

O. Sinnen, L. Sousa
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引用次数: 18

摘要

在静态调度领域,列表调度是将有向无环图(DAG)在时间和空间上分配给目标机器的最常用的启发式方法之一。与大多数启发式方法一样,列表调度假设完全连接的同构处理器,并且忽略了内部通信链路上的争用。本文扩展了列表调度启发式算法,用于异构任意机器上的争用感知调度。扩展基于将边调度到链接的思想,类似于将节点调度到处理器的思想。在此基础上,比较了列表调度第一阶段节点顺序确定的八种优先级方案。从集群计算的角度出发,采用不同的方案对同质和异质并行系统生成和调度随机图。实验证明了扩展列表调度在同构和异构集群架构中的适用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Comparison of contention aware list scheduling heuristics for cluster computing
In the area of static scheduling, list scheduling is one of the most common heuristics for the temporal and spatial assignment of a Directed Acyclic Graph (DAG) to a target machine. As most heuristics, list scheduling assumes fully connected homogeneous processors and ignores contention on the inter communication links. This article extends the list scheduling heuristic for contention aware scheduling on heterogenous arbitrary machines. The extension is based on the idea of scheduling edges to links, likewise the scheduling of nodes to processors. Based on this extension, we compare eight priority schemes for the node order determination of the first phase of list scheduling. Random graphs are generated and scheduled with the different schemes to homogenous and heterogenous parallel systems from the area of cluster computing. The experiments demonstrate the appropriateness of our extended list scheduling for homogeneous and heterogenous cluster architectures.
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