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

机译:不要快乐: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提交的工作,同时最大限度地利用资源使用和确保用户之间的公平性。但是,有些用户可能不会像工作计划程序那样匆忙,但只有在给定截止日期之前的工作才能完成工作。在本文中,我们从这个初始假设中得出了一种低复杂性调度算法,称为截止日期的回填(DBF),其区分必须尽早完成的常规作业,从而从截止日期驱动的作业截止到之前他们必须完成。我们还调查了一个方案,其中提交了截止日期驱动的工作,并评估了所提出的算法关于最先进的调度算法的算法对古典性能度量的影响。在四种不同的工作负载上进行的实验表明,与保守回填相比,所提出的算法显着降低了平均等待时间和平均拉伸。

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