计算机应用与软件2024,Vol.41Issue(6):45-54,84,11.DOI:10.3969/j.issn.1000-386x.2024.06.008
一种对基于云上的并行应用的性能分析模型
A PERFORMANCE ANALYSIS MODEL FOR CLOUD-BASED PARALLEL APPLICATIONS
摘要
Abstract
Because deploying high-performance computing is relatively expensive,people use cloud computing as an alternative.However,due to resource sharing,the processing of cloud access and the delay of network resources are increased.As a result,the cloud is an unpredictable environment for long-term runtime programs.Therefore,modeling and understanding performance are critical to developing this environment.This paper provides a predictor for the execution time of an application based on a message passing interface on the cloud.Based on the performance analysis model,the predictor treated cloud resources as a queuing network and parallel applications as tasks competing for shared resources.Experiments show that the overall accuracy of this proposed method is 89%.关键词
高性能计算/云计算/性能分析/消息传递接口Key words
High-performance computing/Cloud computing/Performance analysis/Message passing interface分类
信息技术与安全科学引用本文复制引用
陈亮,陈文智,张紫徽,曹学锋,杨德华..一种对基于云上的并行应用的性能分析模型[J].计算机应用与软件,2024,41(6):45-54,84,11.基金项目
国家自然科学基金项目(61702451,61702452). (61702451,61702452)