集成硅光子网络高性能计算系统跨层设计的机遇

Asif Mirza, Shadi Manafi Avari, Ebadollah Taheri, S. Pasricha, M. Nikdast
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引用次数: 5

摘要

随着高性能计算(HPC)系统不断增长的复杂性,以满足新兴的应用需求(例如,机器学习应用程序的高内存带宽需求),这些系统的性能瓶颈已经从以计算为中心转向以通信为中心。硅光子互连网络的提出是为了解决高性能计算系统中积极的通信需求,以实现更高的带宽,更低的延迟和更好的能源效率。在开发用于高性能计算系统的硅光子器件、集成电路和体系结构方面已经有了许多成功的努力。此外,已经做出了许多努力来解决和减轻硅光子互连中不同挑战(例如,制造工艺和热变化)的影响。然而,大多数这些努力只集中在系统设计空间中的单个设计层(例如,器件,电路或体系结构级)。因此,设计技术在某一层中所能改善的内容与在另一层中可能损害的内容之间往往存在差距。在本文中,我们讨论了集成硅光子互连的高性能计算系统的跨层设计方法的前景。我们特别讨论了这种基于协作设计和不同系统设计层之间交换设计目标的跨层设计解决方案如何在将硅光子学集成到高性能计算系统中时帮助实现最佳性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Opportunities for Cross-Layer Design in High-Performance Computing Systems with Integrated Silicon Photonic Networks
With the ever growing complexity of high-performance computing (HPC) systems to satisfy emerging application requirements (e.g., high memory bandwidth requirement for machine learning applications), the performance bottleneck in such systems has moved from being computation-centric to be more communication-centric. Silicon photonic interconnection networks have been proposed to address the aggressive communication requirements in HPC systems, to realize higher bandwidth, lower latency, and better energy efficiency. There have been many successful efforts on developing silicon photonic devices, integrated circuits, and architectures for HPC systems. Moreover, many efforts have been made to address and mitigate the impact of different challenges (e.g., fabrication process and thermal variations) in silicon photonic interconnects. However, most of these efforts have focused only on a single design layer in the system design space (e.g., device, circuit or architecture level). Therefore, there is often a gap between what a design technique can improve in one layer, and what it might impair in another one. In this paper, we discuss the promise of cross-layer design methodologies for HPC systems integrating silicon photonic interconnects. In particular, we discuss how such cross-layer design solutions based on cooperatively designing and exchanging design objectives among different system design layers can help achieve the best possible performance when integrating silicon photonics into HPC systems.
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