Publication | Closed Access
Performance Analysis of High Performance Computing Applications on the Amazon Web Services Cloud
602
Citations
24
References
2010
Year
Unknown Venue
Cluster ComputingEngineeringCloud Computing ArchitectureComputer ArchitectureCloud Resource ManagementPerformance IssueCloud ContinuumCloud Data ManagementParallel ComputingHybrid Hpc WorkloadComputer EngineeringComputer ScienceHpc ApplicationsConventional Hpc PlatformsPerformance ScalabilityPerformance AnalysisEdge ComputingCloud ComputingParallel ProgrammingMulticloudBig Data
Cloud computing has grown rapidly, offering flexible, cost‑effective on‑demand access that attracts scientific computing interest, yet its underlying implementation and performance differ markedly from traditional supercomputing centers. It is therefore critical to evaluate the performance of HPC applications in today’s cloud environments to understand the tradeoffs inherent in migrating to the cloud. This work represents the most comprehensive evaluation to date comparing conventional HPC platforms to Amazon EC2, using real applications representative of the workload at a typical supercomputing center. Overall results indicate that EC2 is six times slower than a typical mid‑range Linux cluster and twenty times slower than a modern HPC system, with the interconnect severely limiting performance and causing significant variability.
Cloud computing has seen tremendous growth, particularly for commercial web applications. The on-demand, pay-as-you-go model creates a flexible and cost-effective means to access compute resources. For these reasons, the scientific computing community has shown increasing interest in exploring cloud computing. However, the underlying implementation and performance of clouds are very different from those at traditional supercomputing centers. It is therefore critical to evaluate the performance of HPC applications in today's cloud environments to understand the tradeoffs inherent in migrating to the cloud. This work represents the most comprehensive evaluation to date comparing conventional HPC platforms to Amazon EC2, using real applications representative of the workload at a typical supercomputing center. Overall results indicate that EC2 is six times slower than a typical mid-range Linux cluster, and twenty times slower than a modern HPC system. The interconnect on the EC2 cloud platform severely limits performance and causes significant variability.
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