A Comparative Study of Topology Design Approaches for HPC Interconnects

Md Atiqul Mollah, Peyman Faizian, Md. Shafayat Rahman, Xin Yuan, S. Pakin, M. Lang
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引用次数: 7

Abstract

The recent interconnect topology designs for High Performance Computing (HPC) systems have followed two directions, one characterized by low diameter and the other by high path diversity. The low diameter design focuses on building large networks with small diameters, guaranteeing one short path between each pair of nodes. Examples include Slim Fly and Dragonfly. The high path diversity design takes into account not only other topological metrics such as diameter but also path diversity between pairs of nodes. Examples include fat-tree, Random Regular Graph (RRG) and Generalized De Bruin Graph (GDBG). Topologies designed from these two approaches have distinct features and require very different routing schemes to exploit the network capacity. In this work, we study the performance-related topological features of representative topologies of the two design approaches, including Slim Fly, Dragonfly, RRG, and GDBG, and compare HPC application performance on these topologies with a set of routing schemes. The study uncovers new knowledge about the topologies designed by these two approaches. Findings of the study include (1) the load balance routing technique designed for low diameter topologies, known as the Universal Globally Adaptive Load-balanced routing (UGAL), can be effectively adapted for the high path diversity topologies, and (2) high path diversity topologies in general achieve higher performance than low diameter topologies for networks built by a similar number of the same type of switches.
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高性能计算互连拓扑设计方法的比较研究
近年来,高性能计算(HPC)系统的互连拓扑设计主要有两个方向,一是低直径互连,二是高路径分集互连。低直径设计侧重于用小直径构建大网络,保证每对节点之间有一条短路径。例如Slim Fly和Dragonfly。高路径分集设计不仅考虑了其他拓扑指标如直径,而且考虑了节点对之间的路径分集。例如:胖树图、随机正则图(RRG)和广义德布鲁因图(GDBG)。从这两种方法设计的拓扑具有不同的特性,并且需要非常不同的路由方案来利用网络容量。在这项工作中,我们研究了两种设计方法的代表性拓扑(包括Slim Fly, Dragonfly, RRG和GDBG)的性能相关拓扑特征,并将这些拓扑与一组路由方案进行了比较。该研究揭示了关于这两种方法设计的拓扑的新知识。研究结果包括:(1)为低直径拓扑设计的负载均衡路由技术,称为通用全局自适应负载均衡路由(UGAL),可以有效地适用于高路径分集拓扑;(2)对于由相似数量的相同类型交换机构建的网络,高路径分集拓扑通常比低直径拓扑具有更高的性能。
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