Performance analysis of Divisible Load Scheduling utilizing Multi-Installment Load Distribution with varying sizes of result load fractions

Phares A. Noel, S. Ganesan
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引用次数: 2

Abstract

The purpose of this research is to determine the viability and theoretical performance of a task distribution scheme utilizing Multi-Installment Load Distribution with Results Collection based on Distributed Load Theory (DLT), and some of the challenges that would be encountered, and criteria that need to be considered when attempting to utilize such a scheme. This is done by providing, for the first time, the theoretical performance details of a heterogeneous computational platform utilizing Divisible Load Scheduling (DLS) with various sizes of result load fractions under different criteria of network communication and participating processor performance. The system under consideration in this research, is a system that utilizes for job scheduling a Divisible Load Scheme that entails distributing arbitrarily divisible computational loads amongst eligible processors within a bus based distributed computing environment, including the aspects of both the Multi-Installment Scheme of Divisible Load Theory along with the Results Collection Phase. The primary contribution of this research is to provide insight into the impact of the size of the results load fraction on the overall task execution time, and to identify other system characteristics that influence the performance of a system that utilizes Divisible Load Scheduling. The assertion here is that under certain system configurations, and performance criteria, care must be taken in adopting this scheme, by taking into account the size of the results fraction when estimating the performance of such a system.
基于不同结果负荷分数大小的多装置负荷分配的可分负荷调度性能分析
本研究的目的是确定基于分布式负载理论(DLT)的多装置负载分配和结果收集的任务分配方案的可行性和理论性能,以及在尝试使用这种方案时可能遇到的一些挑战和需要考虑的标准。这是通过首次提供一个异构计算平台的理论性能细节,该平台利用可分负载调度(DLS),在不同的网络通信和参与处理器性能标准下,具有不同大小的结果负载部分。本研究中考虑的系统是一个利用可分负载方案进行作业调度的系统,该方案需要在基于总线的分布式计算环境中将任意可分的计算负载分配给符合条件的处理器,包括可分负载理论的多分期方案以及结果收集阶段。本研究的主要贡献是深入了解结果负载比例的大小对整个任务执行时间的影响,并确定影响使用可分负载调度的系统性能的其他系统特征。这里的断言是,在某些系统配置和性能标准下,在采用此方案时必须小心,在评估此类系统的性能时要考虑结果分数的大小。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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