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Hadoop平台数据访问监控机制研究

王玉凤 梁毅 金翊 李光瑞

计算机工程与应用Issue(22):43-49,7.
计算机工程与应用Issue(22):43-49,7.DOI:10.3778/j.issn.1002-8331.1212-0302

Hadoop平台数据访问监控机制研究

Data access monitoring mechanism in Hadoop platform

王玉凤 1梁毅 1金翊 2李光瑞1

作者信息

  • 1. 北京工业大学 计算机学院,北京 100124
  • 2. 北京市计算中心,北京 100094
  • 折叠

摘要

Abstract

Aiming on the issue of task scheduler considering the data location information for locality-based data processing in Hadoop Map tasks, a novel data access behavior monitoring mechanism is proposed in this paper. It is argued that the data access monitoring mechanism of Hadoop platform should not only serve to promote the efficiency of data access, but also serve to promote the execution efficiency of parallel Map/Reduce jobs. It is necessary to monitor the balance of data access overhead in the parallel execution of multiple Map tasks. The granularity and information set of data access monitoring in Hadoop platform is defined;The master-slave-based monitoring architecture is presented, which works with the support of Hadoop existing function modules; The detail implementation of the main monitoring function modules is discussed and the experimental results is analyzed.

关键词

Hadoop/Map/Reduce/监控/数据访问

Key words

Hadoop/Map/Reduce/monitoring/data access

分类

信息技术与安全科学

引用本文复制引用

王玉凤,梁毅,金翊,李光瑞..Hadoop平台数据访问监控机制研究[J].计算机工程与应用,2014,(22):43-49,7.

基金项目

北京市教委科技计划项目(No.JC007013201101);国家自然科学基金(No.61202075);北京市自然科学基金预探索项目(No.4133081)。 ()

计算机工程与应用

OA北大核心CSCDCSTPCD

1002-8331

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