基于排队理论的MapReduce优先级调度

2013 Third International Conference on Instrumentation, Measurement, Computer, Communication and Control Pub Date : 2013-09-21 DOI:10.1109/IMCCC.2013.98

Cong Wan, Cuirong Wang, Shuo Jia

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引用次数: 1

摘要

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。

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Priority Scheduling in MapReduce Based on Queuing Theory

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.

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2013 Third International Conference on Instrumentation, Measurement, Computer, Communication and Control

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