最小化由于通信和I/O引起的网络争用的作业调度

Jens Mache, V. Lo, Sharad Garg
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引用次数: 16

摘要

随着高性能系统互连网络中通信和I/O流量的增加,网络争用成为一个严重影响性能的关键问题。鉴于早期的分配策略要么仅对通信敏感,要么仅对I/O敏感,我们提出了一种对通信和I/O都敏感的新策略。我们的新策略MC-Elongated努力实现(1)最小化基于通信的争用所需的紧凑性,以及(2)相对于最小化基于I/O的争用所需的I/O节点的平衡和方向。我们使用合成工作负载和从400个节点的Intel Paragon捕获的6087个作业的真实工作负载跟踪来测试我们的新策略。我们的结果表明,在具有不同程度的通信和I/O流量的环境中,就系统吞吐量和平均作业周转时间而言,MC-Elongated优于目前使用的以前的分配策略。对于通信和I/O之间的紧张关系,我们的研究结果表明,空间布局对于低利用率的I/O密集型作业更为关键,对于高利用率的通信密集型作业更为关键;一般来说,I/O流量的影响占主导地位。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Job scheduling that minimizes network contention due to both communication and I/O
As communication and I/O traffic increase on the interconnection network of high-performance systems, network contention becomes a critical problem drastically reducing performance. Whereas earlier allocation strategies were either sensitive to communication alone or sensitive to I/O alone, we present a new strategy that is sensitive to both communication and I/O. Our new strategy MC-Elongated, strives to achieve (1) the compactness needed to minimize communication-based contention as well as (2) the balance and orientation relative to I/O nodes needed to minimize I/O-based contention. We tested our new strategy using synthetic workloads and a real workload trace of 6087 jobs captured from a 400 node Intel Paragon. Our results show that with respect to system throughput and average job turnaround time, in environments with varying degree of communication and I/O traffic, MC-Elongated outperforms previous allocation strategies that are in use today. Regarding the tension between communication and I/O, our results show that spatial layout is more critical for I/O intensive jobs at lower utilization levels and more critical for communication-intensive jobs at higher utilization levels; and that in general, the impact of I/O traffic is dominant.
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