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Modeling and Analysis of Performance Under Interference in the Cloud

机译:云中干扰性能的建模与分析

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摘要

One of the key performance challenges in cloud computing is the problem of interference, or resource contention, among colocated VMs. While prior work has empirically analyzed interference for specific workloads under specific settings, there is a need for a generic approach to estimate application performance under any interference condition.In this paper, we present an analytical model to estimate performance as a function of various workload, system, and interference conditions, including the intensity and length ofinterference, for single- and multi-VM systems. Comparisons with empirical results under various scenarios show that our model can provide accurate latency estimations (less than 5% error). We employ our model to analyze systems under interference, and derive useful results to aid practitioners.
机译:云计算中的关键性能挑战之一是在光电VM中的干扰或资源争用问题。虽然在特定设置下,事先工作已经经验分析了特定工作负载的干扰,但需要一种在任何干扰条件下估计应用程序性能的通用方法。在本文中,我们提出了一个分析模型来估计性能作为各种工作量的函数,系统和干扰条件,包括用于开口的强度和长度,用于单和多VM系统。在各种场景下具有实证结果的比较表明,我们的模型可以提供准确的延迟估计(小于5 %错误)。我们采用我们的模型来分析干扰下的系统,并导致援助从业者的有用结果。

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