TCP在可重构数据中心网络中的性能研究

Kaan Aykurt, Johannes Zerwas, Andreas Blenk, W. Kellerer
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引用次数: 1

摘要

今天的数据中心在同一屋檐下托管各种应用程序。部署的应用程序之间的多样性导致了数据中心网络(dcn)中复杂的流量组合。可重构数据中心网络(RD-CNs)是为满足不断变化的数据中心流量需求而设计的。然而,它们也给网络流量工程带来了新的挑战,如重新配置和拥塞控制(CC)之间的干扰。这就提出了一个基本的研究问题:当前的传输层协议能否处理频繁的网络更新?本文以传输控制协议(TCP)为研究对象,对TCP在rdcn中的变体进行了测量研究。测量结果的定量分析表明,迁移流遭受频繁的重构。重新配置对成本的影响,例如流量完成时间(FCT)的增加,取决于流量组合,用机器学习(ML)方法建模。这种模型的可用性将为重新配置设置和FCT之间的关系提供见解。我们的模型解释了在不同的重构设置下FCT增加的88%的方差。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On the Performance of TCP in Reconfigurable Data Center Networks
Today’s data centers are hosting various applications under the same roof. The diversity among deployed applications leads to a complex traffic mix in Data Center Networks (DCNs). Reconfigurable Data Center Networks (RD-CNs) have been designed to fulfill the demanding requirements of ever-changing data center traffic. However, they pose new challenges for network traffic engineering, e.g., interference between reconfigurations and congestion control (CC). This raises a fundamental research problem: can the current transport layer protocols handle frequent network updates?; This paper focuses on the Transmission Control Protocol (TCP) and presents a measurement study of TCP variants in RDCNs. The quantitative analysis of the measurements shows that migrated flows suffer from frequent reconfigurations. The effect of reconfigurations on the cost, e.g. increased Flow Completion Time (FCT), depending on the traffic mix is modeled with Machine Learning (ML) methods. The availability of such a model will provide insights into the relationship between the reconfiguration settings and the FCT. Our model explains 88% of the variance in the FCT increase under different reconfiguration settings.
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