Evaluation of the Performance of Tightly Coupled Parallel Solvers and MPI Communications in IaaS From the Public Cloud

被引:4
作者
Fernandez, Arturo [1 ]
机构
[1] ODYHPC, Murrysville, PA 15668 USA
关键词
Benchmark testing; high performance computing; multicore processing; parallel architectures;
D O I
10.1109/TCC.2021.3052844
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
IaaS from the public cloud is becoming a new option for organizations in need of HPC capabilities. IaaS offers greater flexibility in hardware choices and operational costs. Furthermore, IaaS enables small organizations to access resources previously reserved for organizations with larger capitals. This article uses the HPCG benchmark to assess the performance of parallel solvers, which are critical in computational engineering, and microbenchmarks to measure collective MPI operations. The benchmarks encompass IaaS from five cloud vendors (AWS, Google Cloud Platform, Azure, Oracle CIoud Infrastructure, and Packet), and two architectures, ARM and x86_64. The benchmarks cover clusters with up to 4500 cores and illustrate the benefits of higher network bandwidth when scaling up clusters. The results for some of the clusters are particularly promising as they exhibit good scalability and compare well to on-premises supercomputers. Additionally, the study includes a preliminary cost estimate based on on-demand prices for IaaS computational power and memory.
引用
收藏
页码:2613 / 2622
页数:10
相关论文
共 25 条
[1]  
[Anonymous], 2005, ICLUT0501
[2]  
[Anonymous], 1999, Using MPI: Portable Parallel Programming with the Message-Passing Interface
[3]  
aws.amazon, ABOUT US
[4]  
azure microsoft, About us
[5]  
Bailey D., 1991, NASA AMES RES CTR T
[6]  
Chang Y.-T., 2018, NAS201801
[7]  
cloud.google, About Us
[8]  
Dongarra J. J., 1995, TECH REP CS 95 27
[9]  
Dongarra Jack, 2013, Sandia Report SAND2013-4744
[10]   The LINPACK benchmark: past, present and future [J].
Dongarra, JJ ;
Luszczek, P ;
Petitet, A .
CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2003, 15 (09) :803-820