Cloud benchmarking and performance analysis of an HPC application in Amazon EC2

Author:

Dancheva Tamara,Alonso Unai,Barton Michael

Abstract

AbstractCloud computing platforms have been continuously evolving. Features such as the Elastic Fabric Adapter (EFA) in the Amazon Web Services (AWS) platform have brought yet another revolution in the High Performance Computing (HPC) world, further accelerating the convergence of HPC and cloud computing. Other public clouds also support similar features further fueling this change. In this paper, we show how and why the performance of a large-scale computational fluid dynamics (CFD) HPC application on AWS competes very closely with the one on Beskow—a Cray XC40 supercomputer at the PDC Center for High-Performance Computing - in terms of cost-efficiency with strong scaling up to 2304 processes. We perform an extensive set of micro and macro benchmarks in both environments and conduct a comparative analysis. Until as recently as 2020 these benchmarks have notoriously yielded unsatisfactory results for the cloud platforms compared with on-premise infrastructures. Our aim is to access the HPC capabilities of the cloud, and in general to demonstrate how researchers can scale and evaluate the performance of their application in the cloud.

Funder

H2020 Marie Skłodowska-Curie Actions

Ikerbasque, Basque Foundation for Science

Universidad del País Vasco

Publisher

Springer Science and Business Media LLC

Subject

Computer Networks and Communications,Software

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Modelling the Impact of Cloud Storage Heterogeneity on HPC Application Performance;Computation;2024-07-19

2. Evaluating the Parallel Simulation of Dynamics of Electrons in Molecules on AWS Spot Instances;Anais do XXIV Simpósio em Sistemas Computacionais de Alto Desempenho (SSCAD 2023);2023-10-17

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