Bursting with Possibilities -- An Empirical Study of Credit-Based Bursting Cloud Instance Types

P. Leitner, Joel Scheuner
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引用次数: 27

Abstract

We study the performance and cost efficiency as perceived by the end user of a specific class of Infrastructure-as-a-Service (IaaS) cloud instances, namely credit-based bursting instances. This class of instance types has been introduced by Amazon EC2 in summer 2014, and behaves on a fundamental level differently than any other existing instance type, either from EC2 or other vendors. We introduce a basic formal model for fostering the understanding and analysis of these types, and empirically study their performance in practice. Further, we compare the performance of credit-based bursting cloud instance types to existing general-purpose types, and derive potential use cases for practitioners. Our results indicate that bursting instance types are cost-efficient for CPU-bound applications with an average utilization of less than 40%, as well as for non-critical IO-bound applications. Finally, we also discuss a simple boosting scheme that enables practitioners to improve the cost efficiency of their bursting instance usage under given constraints.
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爆发的可能性——基于信用的爆发云实例类型的实证研究
我们研究了特定类别的基础设施即服务(IaaS)云实例(即基于信用的爆发实例)的最终用户所感知的性能和成本效率。这类实例类型是在2014年夏天由Amazon EC2引入的,它的行为在基本层面上不同于任何其他现有的实例类型,无论是来自EC2还是其他供应商。我们引入了一个基本的形式化模型来促进对这些类型的理解和分析,并实证研究了它们在实践中的表现。此外,我们将基于信用的爆发云实例类型的性能与现有的通用类型进行了比较,并为从业者导出了潜在的用例。我们的结果表明,对于平均利用率低于40%的cpu绑定应用程序以及非关键io绑定应用程序,突发实例类型具有成本效益。最后,我们还讨论了一种简单的增强方案,使从业者能够在给定约束下提高其突发实例使用的成本效率。
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