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Elton: a Cloud Resource Scaling-out Manager for NoSQL Databases

机译:Elton:用于NoSQL数据库的云资源缩放管理器

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We present the Elton tool, a publicly available cloud resource elasticity management system tailored to NoSQL data-bases. Elton is integrated in the Ganetimgr web platform, and offers an easy to use web interface, through which monitoring and horizontal scaling of NoSQL databases can be performed and what-if analysis queries are enabled. Elton uses Markov Decision Processes (MDPs) as the underlying modeling frame-work, and encapsulates state-of-the-art horizontal scaling policies that offer different trade-offs between performance and monetary deployment cost. Its main novelty is that it employs probabilistic model checking to allow for both efficient elasticity decisions and analysis of scaling actions and serves as a case study about the benefits of model checking in online decision making and analysis.
机译:我们展示了Elton工具,是一个针对NoSQL数据库量身定制的公开云资源弹性管理系统。 Elton集成在GanetimgR Web平台中,并提供易于使用的Web界面,通过该Web界面,可以执行NoSQL数据库的监视和水平缩放,并且启用了分析查询。 Elton使用Markov决策过程(MDP)作为底层建模帧工作,并封装了最先进的水平缩放策略,这些策略提供了在性能和货币部署成本之间提供不同的权衡。其主要新颖性是它采用概率模型检查,以允许有效的弹性决策和分析缩放行动,并以案例研究在线决策和分析中的模型检查的好处。

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