Hyper-FleX-LION中全光互连的应用感知配置:(特邀论文)

Hao Yang, Zuqing Zhu
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引用次数: 0

摘要

由于光电路交换(OCS)的优点,数据中心网络的全光互连(AOIs)近年来引起了人们的广泛关注。Hyper-FleX-LION是一种高度灵活的AOI架构,可与基于波分复用(WDM)的OCS一起运行。在本文中,我们介绍了我们最近在Hyper-FleX-LION上的研究活动。首先,为了证明Hyper-FleX-LION的优越性,我们列举了分布式机器学习(DML)在DCNs中的各种通信模式,并分析了Hyper-FleX-LION在现有互连架构(如基于光交叉连接的混合光/电互连(HOE-w/OXC))上实现的加速效果。结果表明,Hyper-FleX-LION可以更好地加速DML任务。然后,我们将DCNs中的网络应用分为带宽密集型和数据密集型,并分析了Hyper-FleX-LION给它们带来的运行成本和任务完成时间,以及如何自适应优化Hyper-FleX-LION的拓扑设计和流量路由。分析结果证实了为Hyper-FleX-LION设计应用感知配置方案的重要性。
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Application-aware Configuration of All-optical Interconnects in Hyper-FleX-LION : (Invited Paper)
Due to the advantages of optical circuit switching (OCS), all-optical interconnects (AOIs) for data center networks (DCNs) have attracted intensive interests recently. Hyper-FleX-LION is a highly-flexible AOI architecture that operates with the OCS based on wavelength-division multiplexing (WDM). In this paper, we present our recent research activities on Hyper-FleX-LION. First, to prove the superiority of Hyper-FleX-LION, we enumerate various communication patterns of distributed machine learning (DML) in DCNs, and analyze the acceleration effect achieved by Hyper-FleX-LION over existing interconnect architectures, such as the hybrid optical/electrical interconnect based on optical cross-connect (HOE-w/OXC). Results show that Hyper-FleX-LION can better accelerate the tasks of DML. Then, we classify network applications in DCNs as bandwidth-intensive and data-intensive ones, and analyze the operational costs and task completion time that Hyper-FleX-LION brings to them and how to optimize the topology design and traffic routing of Hyper-FleX-LION adaptively. The Analysis results confirm the importance of designing an application-aware configuration scheme for Hyper-FleX-LION.
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