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QoS Based Multi-Constraints Bin Packing Job Scheduling Heuristic for Heterogeneous Volunteer Grid Resources

机译:基于QoS的多约束箱包装作业调度,异构志愿者网格资源的启发式

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摘要

Volunteer grid is a kind of distributed networks, consisting of contributed resources which are heterogonous and distributed. The heterogeneity of resources can be in terms of the time of availability, resource characteristics among others. Usually submitted jobs to volunteer grid usually require different heterogeneous resources depending on their requirements. Efficient scheduling of submitted jobs can be done if jobs are divided into small number of tasks to fulfil multiple requirements, which requires multi-resource scheduling policy to consider different constraints of resource and job before scheduling. In traditional scheduling policies only single scheduling or optimization constraint is considered to either complete job within specific deadline or to maximize the resource usage. Therefore, a scheduling policy is required to serve multiple constraints for optimizing resource usage and completing jobs within specified deadlines. The work presented in this paper proposed Quality of Service (QoS) based multi-constraintj ob scheduling heuristics for volunteer grid resources. Bin packing problem is also incorporated within the proposed heuristic for reordering and jobs assignment. The performance of proposed scheduling heuristic is measured by comparing it with other scheduling algorithms used in grid environment. The results presented suggest that there is a reasonable improvement in waiting time, turnaround time, slowdown time and job failure rate.
机译:志愿者网格是一种分布式网络,由贡献的资源组成,这些资源是异质和分布的。资源的异质性可以在可用时间方面,资源特征等方面。通常提交给志愿者网格的工作通常需要不同的异构资源,具体取决于他们的要求。如果作业分为少量任务以满足多种要求,则可以进行高效的提交作业调度,这需要多资源调度策略在调度之前考虑资源和作业的不同约束。在传统的调度策略中,只有单个调度或优化约束被认为是在特定截止日期内完成完成作业,或者最大化资源使用情况。因此,需要调度策略来服务多个约束,以优化资源使用和在指定的截止日期内完成作业。本文提出的工作提出了基于服务质量(QoS)的多约束ob调度启发式志愿者网格资源。垃圾箱包装问题也包含在拟议的启发式中,用于重新排序和乔布斯任务。通过将其与网格环境中使用的其他调度算法进行比较来测量提出的调度启发式的性能。提出的结果表明,等待时间,周转时间,放缓时间和作业失败率有合理提高。

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