带转换器的混合交换数据中心网络的动态负载平衡

Jiaqi Zheng, Qiming Zheng, Xiaofeng Gao, Guihai Chen
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引用次数: 10

摘要

今天的数据中心依赖于向外扩展的架构,如fat-tree、BCube、VL2等来连接大量的商用服务器。在可用链接之间平衡流量负载非常重要。由于传统的电力网络无法完美地响应数据中心的流量变化,因此引入具有可调节光链路的转换器而不是增加更多的布线链路是一个日益增长的趋势。然而,对于如何充分利用转换器的灵活性潜力,目前所知甚少:在调整转换器内部光链路和整个网络中的路由方面的联合优化仍然具有算法挑战性。本文研究了带转换器的混合交换数据中心网络中的动态负载平衡问题。我们为Diamond, VL2, BCube拓扑设计了一组特定的转换器,以引入更多的灵活性。在此基础上,需要对转换器内部光链路的连接和各流的路由进行联合优化,使整个网络的链路利用率最大。我们将DLBP描述为一个优化程序,并证明了它不仅是np困难的,而且是ρ不逼近的。在此基础上,设计了贪心算法求解该问题。大量的实验表明,我们的算法可以平均减少12%的交通拥堵。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Dynamic Load Balancing in Hybrid Switching Data Center Networks with Converters
Today's data centers rely on scale-out architectures like fat-tree, BCube, VL2, etc. to connect a large number of commodity servers. It's important to balance the traffic load across the available links. Since the traditional electrical network cannot perfectly respond to the traffic variations in data centers, a growing trend is to introduce converters with adjustable optical links instead of adding more wiring links. However, little is known today about how to fully exploit the potential of the flexibility from the converters: the joint optimization on adjusting the optical links inside the converters and the routing in the whole network remains algorithmically challenging. In this paper, we initiate the study of dynamic load balancing problem (DLBP) in hybrid switching data center networks with converters. We design a set of specific converters for Diamond, VL2, BCube topologies to introduce more flexibility. Based on it, the connections of the optical links inside the converter and the route for each flow needs to be jointly optimized to minimize the maximum link utilization in the whole network. We formulate DLBP as an optimization program and prove that it's not only NP-hard, but also ρ-inapproximation. Further, we design a greedy algorithm to solve it. Extensive experiments show that our algorithm can reduce the traffic congestion by 12% on average.
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