Virtual Topologies for Scalable Resource Management and Contention Attenuation in a Global Address Space Model on the Cray XT5

Weikuan Yu, V. Tipparaju, Xinyu Que, J. Vetter
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引用次数: 3

Abstract

Global Address Space (GAS) programming models enable a convenient, shared-memory style addressing model, and support completely asynchronous data movement. Their underlying runtime systems face critical challenges in (1) scalably managing resources (such as memory for communication buffers), and (2) gracefully handling unpredictable communication patterns and any associated contention. In this research, we investigate these challenges for a popular GAS runtime library, Aggregate Remote Memory Copy Interface (ARMCI) on, large-scale Cray XT5 systems. We represent the management of communication resources as directed graphs, and propose two new scalable virtual topologies, Meshed Fully Connected Graphs (MFCG) and Cubic Fully Connected Graphs (CFCG), for scalable resource management and contention attenuation. To ensure deadlock-free communication in these multi-dimensional topologies, we design and develop Lowest Dimension First (LDF) forwarding to support fully- or partially-populated MFCG and CFCG on any number of nodes. We have extensively evaluated the benefits of these virtual topologies on the petascale Jaguar Cray XT5 system at Oak Ridge National Laboratory. Our experimental results demonstrate MFCG as the most suitable virtual topology because of its benefits in resource management, contention mitigation, and the resulting benefit to scientific applications.
基于Cray XT5的全局地址空间模型中可扩展资源管理和争用衰减的虚拟拓扑
全局地址空间(GAS)编程模型支持方便的共享内存风格的寻址模型,并支持完全异步的数据移动。它们的底层运行时系统面临以下关键挑战:(1)可伸缩地管理资源(如通信缓冲区的内存),以及(2)优雅地处理不可预测的通信模式和任何相关的争用。在本研究中,我们研究了大型Cray XT5系统上流行的GAS运行时库——聚合远程内存复制接口(armi)所面临的这些挑战。我们将通信资源的管理表示为有向图,并提出了两种新的可扩展虚拟拓扑,网状全连接图(MFCG)和三次全连接图(CFCG),用于可扩展资源管理和争用衰减。为了确保这些多维拓扑中的无死锁通信,我们设计和开发了最低维度优先(LDF)转发,以支持任意数量的节点上完全或部分填充的MFCG和CFCG。我们在橡树岭国家实验室的petascale Jaguar Cray XT5系统上广泛地评估了这些虚拟拓扑的好处。我们的实验结果表明,MFCG是最合适的虚拟拓扑,因为它在资源管理、争用缓解以及由此带来的科学应用好处方面具有优势。
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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