Efficiency and scalability of barrier synchronization on NoC based many-core architectures

Oreste Villa, G. Palermo, C. Silvano
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引用次数: 49

Abstract

Interconnects based on Networks-on-Chip are an appealing solution to address future microprocessor designs where, very likely, hundreds of cores will be connected on a single chip. A fundamental role in highly parallelized applications running on many-core architectures will be played by barrier primitives used to synchronize the execution of parallel processes. This paper focuses on the analysis of the efficiency and scalability of different barrier implementations in many-core architectures based on NoCs. Several message passing barrier implementations based on four algorithms (all-to-all, master-slave, butterfly and tree) have been implemented and evaluated for a single-chip target architecture composed of a variable number of cores (from 4 to 128) and different network topologies (mesh, torus, ring, clustered-ring and fat-tree). Using a cycle-accurate simulator, we show the scalability of each barrier for every NoC topology, analyzing and comparing theoretical with real behaviors. We observed that some barrier algorithms, when implemented in hardware or software, show a different scaling behavior with respect to those theoretically expected. We evaluate the efficiency of each combination topology-barrier, demonstrating that, in many cases, simple network topologies can be more efficient than complex and highly connected topologies.
基于多核NoC架构的屏障同步的效率和可扩展性
基于片上网络的互连是解决未来微处理器设计的一个很有吸引力的解决方案,其中很可能在单个芯片上连接数百个核心。在运行在多核架构上的高度并行化应用程序中,屏障原语将扮演一个基本角色,用于同步并行进程的执行。本文重点分析了基于noc的多核体系结构中不同屏障实现的效率和可扩展性。基于四种算法(全对全、主从、蝴蝶和树)的几种消息传递屏障实现已经实现并评估了由可变核数(从4到128)和不同网络拓扑(网格、环面、环、聚簇环和胖树)组成的单芯片目标体系结构。使用周期精确的模拟器,我们展示了每种NoC拓扑中每个屏障的可扩展性,并分析和比较了理论行为和实际行为。我们观察到,当在硬件或软件中实现时,一些屏障算法显示出与理论上预期的不同的缩放行为。我们评估了每个组合拓扑屏障的效率,证明在许多情况下,简单的网络拓扑比复杂和高度连接的拓扑更有效。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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