弹性债务:考虑云计算弹性决策的债务意识方法

C. Mera-Gómez, R. Bahsoon, R. Buyya
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引用次数: 10

摘要

云弹性提供了根据需要动态获取和释放共享计算资源的底层原语。因此,弹性不断采取适应性决策来调整受服务质量和运营成本最小化约束的资源供应。然而,资源供应的动态权衡很少考虑不确定性下适应决策的价值。问题的部分原因在于缺乏一种实用驱动的模型来解释它。在本文中,我们引入了弹性债务的概念,作为一种从效用驱动的角度来推理弹性决策的方法,我们将技术债务比喻应用于云弹性的上下文中。此外,我们扩展了CloudSim作为概念证明,以表明意识到债务的弹性决策可以随着时间的推移实现更高的效用。我们提供了一个弹性概念模型,该模型将调整资源供应时要考虑的关键因素与这些决策所产生的潜在债务联系起来。我们通过引入技术债务视角,提出了一种新的视角来评估不确定云环境中的弹性决策。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Elasticity Debt: A Debt-Aware Approach to Reason about Elasticity Decisions in the Cloud
Cloud elasticity provides the underlying primitives to dynamically acquire and release shared computational resources on demand. Therefore, elasticity constantly takes adaptation decisions to adjust the resource provisioning constrained by quality of service and operating costs minimization. However, dynamic trade-offs for resource provisioning rarely consider the value of the adaptation decisions under uncertainty. Part of the problem stems from the lack of a utility-driven model to reason about it. In this paper, we introduce the concept of elasticity debt as an approach to reason about elasticity decisions from a utility-driven perspective, where we apply the technical debt metaphor in the context of cloud elasticity. Moreover, we extended CloudSim as a proof of concept to show that a debt-aware elasticity decision-making can achieve a higher utility over time. We provide an elasticity conceptual model that links the key factors to consider when adapting resource provisioning and the potential debts incurred by these decisions. We propose a new perspective to value elasticity decisions in the uncertain cloud environment by introducing a technical debt perspective.
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