基于noc的mpsoc中实际应用的通信和计算行为研究

Zhe Wang, Weichen Liu, Jiang Xu, Bin Li, R. Iyer, R. Illikkal, Xiaowen Wu, W. Mow, W. Ye
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引用次数: 41

摘要

基于片上网络(NoC)的多处理器片上系统(mpsoc)作为一种很有前途的架构被提出,以满足现代应用对有限功耗预算下计算能力日益增长的需求。了解MPSoC应用程序的行为是在严格的功率和性能限制下设计MPSoC的关键。在本案例研究中,我们系统地研究了基于三种流行的NoC拓扑结构的mpsoc上四个实际应用的计算和通信行为。我们将实际的多处理器应用程序正式建模为任务通信图(TCG),以准确捕获它们的计算和通信需求。我们在网上公开发布了一个名为COSMIC的多处理器基准测试套件,其中包括TCG模型。在这项工作中,我们分析了每个应用的工作负载和流量的空间分布,并评估了它们在各种MPSoC架构上的性能和能效。我们的研究表明,对于需要高网络吞吐量的应用,基于胖树的mpsoc是一个很好的选择。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Case Study on the Communication and Computation Behaviors of Real Applications in NoC-Based MPSoCs
Network-on-chip (NoC) based multiprocessor system-on-chips (MPSoCs) have been proposed as promising architectures to meet modern applications' ever-increasing demands for computing capability under limited power budget. Understanding the behaviors of MPSoC applications is the key to design MPSoCs under tight power and performance constraints. In this case study, we systematically examine the computation and communication behaviors of four real applications on MPSoCs based on three popular NoC topologies. We formally model real multiprocessor applications as task communication graphs (TCG) to accurately capture their computation and communication requirements. We publicly release a multiprocessor benchmark suite called COSMIC online, which includes the TCG models. In this work, we analyze the spatial distributions of workloads and traffics for each application, and evaluate their performance and energy efficiency on various MPSoC architectures. Our study shows that fat tree based MPSoCs are good choices for applications requiring high network throughput.
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