Simulating the Effects of Cloud-Based Oversubscription on Datacenter Revenues and Performance in Single and Multi-class Service Levels

Rachel Householder, Scott Arnold, Robert C. Green
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引用次数: 10

Abstract

Rising trends in the number of customers turning to the cloud for their computing needs has made effective resource allocation imperative for cloud service providers. In order to maximize profits and reduce waste, providers have started to explore the role of oversubscribing cloud resources. However, the benefits of oversubscription in the cloud are not without inherent risks. This paper attempts to unveil the different incentives, risks, and techniques behind oversubscription in a cloud infrastructure. CloudSim is used to compare the generated revenue and performance of oversubscribed and non-oversubscribed datacenters. The idea of multi-class service levels used in other overbooked industries is implemented in simulations modeling a priority class of VMs that pay a higher price for better performance. Results show that oversubscription has the potential to increase datacenter revenue, but the benefit comes with the risk of degraded QoS.
模拟基于云的超额订阅在单类和多类服务水平上对数据中心收入和性能的影响
越来越多的客户转向云来满足他们的计算需求,这使得有效的资源分配对云服务提供商来说势在必行。为了实现利润最大化和减少浪费,供应商已经开始探索超额订阅云资源的作用。然而,在云中过度订阅的好处并非没有固有的风险。本文试图揭示云基础设施中超额订阅背后的不同动机、风险和技术。CloudSim用于比较超额订阅和非超额订阅数据中心产生的收入和性能。在其他超载行业中使用的多类服务级别的思想在模拟中实现,这些虚拟机为更好的性能付出更高的代价。结果表明,过度订阅有可能增加数据中心的收入,但好处是伴随着QoS降低的风险。
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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