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Don't Hurry Be Happy: A Deadline-Based Backfilling Approach

机译:不要着急快乐:基于截止日期的回填方法

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Computing resources in data centers are usually managed by a Resource and Job Management System whose main objective is to complete submitted jobs as soon as possible while maximizing resource usage and ensuring fairness among users. However, some users might not be as hurried as the job scheduler but only interested in their jobs to complete before a given deadline. In this paper, we derive from this initial hypothesis a low-complexity scheduling algorithm, called Deadline-Based Backfilling (DBF), that distinguishes regular jobs that have to complete as early as possible from deadline-driven jobs that come with a deadline before when they have to finish. We also investigate a scenario in which deadline-driven jobs are submitted and evaluate the impact of the proposed algorithm on classical performance metrics with regard to state-of-the-art scheduling algorithms. Experiments conducted on four different workloads show that the proposed algorithm significantly reduces the average wait time and average stretch when compared to Conservative Backfilling.
机译:数据中心中的计算资源通常由资源和作业管理系统管理,其主要目标是尽快完成已提交的作业,同时最大程度地利用资源并确保用户之间的公平。但是,有些用户可能不像作业计划程序那样急忙,而只是对他们的作业感兴趣,希望在给定的截止日期之前完成工作。在本文中,我们从这种初始假设中得出了一种称为“基于截止日期的回填”(DBF)的低复杂度调度算法,该算法将必须尽早完成的常规作业与由截止日期带来的截止日期驱动的作业区分开来。他们必须完成。我们还研究了提交截止日期驱动的作业的情况,并针对最新的调度算法评估了所提出算法对经典性能指标的影响。在四种不同的工作负载上进行的实验表明,与保守的回填相比,该算法显着减少了平均等待时间和平均拉伸时间。

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