Performance analysis and testing of HBase based on its architecture

Lizhi Cai, Shidong Huang, Leilei Chen, Yang Zheng
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引用次数: 10

Abstract

The development and wide application of the internet technology produces a large amount of data, in order to storage and manage these massive data, NoSQL database technology comes into beings and develops rapidly, many manufacturers have introduced many different NoSQL storage solutions. In this context, the paper carries out the work about the testing method of the performance of NoSQL database. Firstly, the paper analyses the new features of the NoSQL database systems. Then, the paper proposes a general testing model for performance testing of the complicated system, which means that the architecture and its business should be considered when the testing work is carried out. Lastly, apply the model to perform the HBase's performance testing in the architecture level, mainly including some elements of the performance, such as the column-oriented data model, the spilt mechanism of the data table, the factor of the data replication. As to the every performance element, design the corresponding testing scenario and execute the testing procedure.
基于HBase架构的性能分析与测试
互联网技术的发展和广泛应用产生了大量的数据,为了存储和管理这些海量数据,NoSQL数据库技术应运而生并迅速发展,许多厂商推出了许多不同的NoSQL存储解决方案。在此背景下,本文开展了NoSQL数据库性能测试方法的研究工作。本文首先分析了NoSQL数据库系统的新特点。然后,本文提出了复杂系统性能测试的通用测试模型,即在进行测试工作时要考虑系统的体系结构及其业务。最后,应用该模型在体系结构层面对HBase进行了性能测试,主要包括面向列的数据模型、数据表的拆分机制、数据复制因素等性能要素。针对每个性能要素,设计相应的测试场景,执行测试流程。
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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