网络功能虚拟化中Coflow调度的数据速率保证

Jianhui Zhang, Keqiu Li, Deke Guo, Heng Qi, Xiaoyi Tao, Yingwei Jin
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引用次数: 2

摘要

在数据中心中,许多集群计算应用程序遵循coflow模式。另一方面,网络功能虚拟化(network function virtualization, NFV)充分提高了数据中心网络的性能。然而,在不同的网络功能下,共流的处理延迟差异很大。在这种情况下,传统的协同流调度方案显得有些不足。基于Coflow的效益与流的数据速率密切相关的观察,我们提出了DRGC (data Rate Guarantee for Coflow)来保证NFV环境下Coflow的数据速率要求。我们对协同流的调度顺序进行了优先级排序,精确地分配了各个流的数据速率,并设计了一种高效的调度算法。DRGC在中间盒中维护具有较高优先级的协同流所需的数据速率,并将更多的调度机会留给具有较低优先级的协同流。在大规模跟踪驱动实验中,与其他调度方案相比,DRGC有效地保证了协同流的数据速率要求,并支持15%以上的工作量。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Data Rate Guarantee for Coflow scheduling in network function virtualization
In data centers, a lot of cluster computing applications follow a coflow pattern. On the other hand, network function virtualization (NFV) sufficiently improves the performance of the data center network. However, coflows encounter extremely different processing delays under diverse network functions. Traditional coflow scheduling schemes become insufficient in this situation. Based on the observation that the benefit of coflows is closely related to the data rates of flows, we propose DRGC (Data Rate Guarantee for Coflow) to guarantee the data rate requirements of coflows in the NFV environment. We prioritize the scheduling sequence of coflows, precisely allocate data rates for individual flows, and design an efficient scheduling algorithm. DRGC maintains the desired data rates of coflows with higher priorities at middleboxes and leaves more scheduling opportunities to the ones with lower priorities. In the large-scale trace-driven experiment, DRGC efficiently guarantees the data rate requirements of coflows and supports more 15% workload, compared with other scheduling schemes.
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