摘要: 分布式应用程序的有效调度是异构计算系统中的一个关键问题。目前已有的Out-Tree任务图的调度算法大多基于同构环境而开发,未考虑处理机的异构性,导致调度的效率较低。针对异构计算环境,提出一个基于列表和任务复制的Out-Tree任务图的静态启发式贪心调度算法,其时间复杂度为O(hv2p),其中h、v和p分别表示任务图的高度、任务个数和调度使用的处理机个数。实验结果表明,相比其他算法,该算法能提供调度长度较短、处理机使用较少的有效调度,其应用性更强。
[1] Lotfifar F,Shahhoseini H S.A Low-Complexity Task Scheduling Algorithm for Heterogeneous Computing Systems[C]∥Third Asia International Conference on Modelling & Simulation.2009(5):596-601 [2] Hagras T,Janecek J.An approach to compile-time task scheduling in heterogeneous computing systems[C]∥Proc.International Conf.on Parallel Processing Workshops.2004:182-189 [3] Topcuoglu H,Hariri S,Wu M Y.Performance-effective and low-complexity task scheduling for heterogeneous computing[J].IEEE Trans.Parallel and Distributed Systems,2002,13(3):260-274 [4] Kwok Y-K,Ahmad I.Dynamic Critical-Path Scheduling:An Effective Technique for Allocating Task Graphs to Multiprocessors[J].Parallel and Distributed Systems,1996(7):506-521 [5] Darbha S,Agrawal D P.Optimal Scheduling Algorithm for Distributed-Memory Machines[J].IEEE Trans.Parallel and Distributed Systems,1998,9(1):87-95 [6] Liu Zhen-ying,Fang Bin-xing,Zhang Yi.TSA-OT,An Algo-rithm Scheduling An Out-Tree DAG[J].Chinese Journal of Computers,2001,24(4):1-5 [7] 张建军,李庆华,瞿勇.基于任务复制的调度算法[J].计算机工程与设计,2009,30(8):1896-1899 [8] Omara F A,Arafa M M.Genetic Algorithms for Task Scheduling Problem[J].Journal of Parallel and Distributed Computing,2010,0(1):13-22 [9] Zhong Yi-wen,Yang Jian-gang,Qia Heng-nian.Hybrid Genetic Algorithm for Tasks Scheduling in Heterogeneous Computing Systems[C]∥Proceedings of the Third International Conference on Machine Learning and Cybernetics.Shanghai.2004(8):26-29 [10] Darbha S,Agrawal D P.A task duplication based scalable schedu-ling algorithm for distributed memory systems[J].Journal of parallel and Distributed Computing,1997,46(1):15-27 [11] Yang Jia-dong,Xu Hua,Jia Pei-fa.Task Scheduling for Heterogeneous Computing based on Bayesian Optimization Algorithm[C]∥2009International Conference on Computational Intelligence and Security.2009:112-117 |
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