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一种对基于云上的并行应用的性能分析模型

陈亮 陈文智 张紫徽 曹学锋 杨德华

计算机应用与软件2024,Vol.41Issue(6):45-54,84,11.
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

陈亮 1陈文智 1张紫徽 1曹学锋 2杨德华2

作者信息

  • 1. 浙江大学信息技术中心 浙江杭州 310027
  • 2. 杭州数列网络科技有限责任公司 浙江杭州 311100
  • 折叠

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)

计算机应用与软件

OA北大核心CSTPCD

1000-386X

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