An efficient predicting delay algorithm for short jobs

Qiang Liu, Xiaoshe Dong, Heng Chen, Zhengdong Zhu, Yinfeng Wang
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Abstract

Traditional delay scheduling algorithm processes the task scheduling through a fixed time waiting threshold to achieve better data locality. However, this fixed manner often leads to low resource utilization and job performance degradation, especially for short jobs. This paper proposes a predicting delay scheduling algorithm, called P-Delay. P-Delay leverages both the job characteristic and dynamic resource availability to accelerate the short job execution. It provides a dynamic delay scheduling by comparing the transferring cost with the predicted waiting cost to make reasonable wait. Experimental results show that P-Delay can achieve a speedup of 1.45× for short jobs than traditional Delay Scheduling algorithm.
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一种有效的短作业延迟预测算法
传统的延迟调度算法通过固定的等待时间阈值来处理任务调度,以获得更好的数据局部性。然而,这种固定的方式往往导致资源利用率低和作业性能下降,特别是对于短作业。本文提出了一种预测延迟调度算法P-Delay。P-Delay利用作业特性和动态资源可用性来加速短作业的执行。该算法通过比较传输成本和预测等待成本,提供一种动态的延迟调度,实现合理的等待。实验结果表明,对于短作业,P-Delay算法比传统的延迟调度算法的速度提高了1.45倍。
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