Group-based Parallel Multi-scheduler for Grid computing

被引:11
作者
Abraham, Goodhead T. [1 ]
James, Anne [1 ]
Yaacob, Norlaily [1 ]
机构
[1] Coventry Univ, Distributed Syst & Modelling Res Grp, Coventry CV1 5FB, W Midlands, England
来源
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE | 2015年 / 50卷
关键词
Grid scheduling; Multicore systems; Parallelism; Multi-seheduling; Machine grouping; Job grouping; INDEPENDENT TASKS;
D O I
10.1016/j.future.2015.01.012
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The Group-based Parallel Multi-scheduler (GPMS), introduced in this paper, is aimed at effectively exploiting the benefits of multicore systems for Grid scheduling by splitting jobs and machines into paired groups and independently scheduling jobs in parallel from those groups. We implemented two job grouping methods; Execution Time Balanced (ETB) and Execution Time Sorted then Balanced (ETSB), and two machine grouping methods,; Evenly Distributed (EvenDist) and Similar Together (SimTog). For each method, we varied the number of groups between 2, 4, 8 and 16. We then executed the MinMin Grid scheduling algorithm independently within the groups. We demonstrated that by sharing jobs and machines into groups before scheduling, the computation time for the scheduling process drastically improved by magnitudes of 85% over the ordinary MinMin algorithm when implemented on a HPC system. We also found that our balanced group based approach achieved better results than our previous Priority based grouping approach. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:140 / 153
页数:14
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