Priority Scheduling in MapReduce Based on Queuing Theory

Cong Wan, Cuirong Wang, Shuo Jia
{"title":"Priority Scheduling in MapReduce Based on Queuing Theory","authors":"Cong Wan, Cuirong Wang, Shuo Jia","doi":"10.1109/IMCCC.2013.98","DOIUrl":null,"url":null,"abstract":"MapReduce is a programming model and an associated implementation for processing and generating large data sets. Providing MapReduce as a service is the development future trend. This paper present a queue theory based scheduling scheme for MapReduce framework. The scheme divides users into priority user and non-priority and users respectively corresponding to different queues. The scheme insures priority user has a pre-specified delay and the non-priority queue have a promised utilization ratio. At last, Experiments show the effectiveness of the scheme.","PeriodicalId":360796,"journal":{"name":"2013 Third International Conference on Instrumentation, Measurement, Computer, Communication and Control","volume":"65 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2013-09-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2013 Third International Conference on Instrumentation, Measurement, Computer, Communication and Control","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IMCCC.2013.98","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

MapReduce is a programming model and an associated implementation for processing and generating large data sets. Providing MapReduce as a service is the development future trend. This paper present a queue theory based scheduling scheme for MapReduce framework. The scheme divides users into priority user and non-priority and users respectively corresponding to different queues. The scheme insures priority user has a pre-specified delay and the non-priority queue have a promised utilization ratio. At last, Experiments show the effectiveness of the scheme.
基于排队理论的MapReduce优先级调度
MapReduce是一种编程模型和相关的实现,用于处理和生成大型数据集。以服务的形式提供MapReduce是未来的发展趋势。提出了一种基于队列理论的MapReduce框架调度方案。该方案将用户分为优先级用户和非优先级用户,用户分别对应于不同的队列。该方案确保优先级用户具有预先指定的延迟,而非优先级队列具有承诺的利用率。最后,通过实验验证了该方案的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信