Performance comparison of Hadoop Clusters configured on virtual machines and as a cloud service

M. F. Hyder, M. A. Ismail, Hameeza Ahmed
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引用次数: 6

Abstract

Cloud computing is an emerging trend for online computing and resource management. OpenStack is one of the most widely used open source platform for building public and private clouds. Whereas, Apache Hadoop is an open source framework use to process large data sets spread across clusters of computers. Currently both OpenStack and Apache Hadoop are sharing the major consideration in research and open source communities. This paper focuses on integration of Hadoop Cluster on OpenStack cloud as it's one of the services and then highlights the performance comparison of Hadoop cluster implemented with that of Hadoop cluster configured separately. The results concluded show the successful implementation of Hadoop as a cloud service and its performance enhancement in comparison to native virtual Hadoop cluster.
配置在虚拟机上和作为云服务的Hadoop集群的性能比较
云计算是在线计算和资源管理的新兴趋势。OpenStack是用于构建公有云和私有云的最广泛使用的开源平台之一。然而,Apache Hadoop是一个开源框架,用于处理跨计算机集群的大型数据集。目前,OpenStack和Apache Hadoop都是研究和开源社区的主要关注点。本文重点研究了作为服务之一的Hadoop集群在OpenStack云上的集成,并重点分析了实现后的Hadoop集群与单独配置的Hadoop集群的性能比较。最后的结果显示了Hadoop作为云服务的成功实现以及与本地虚拟Hadoop集群相比其性能的增强。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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