激励自我封顶以提高云利用率

Mohammad Shahrad, C. Klein, Liang Zheng, M. Chiang, E. Elmroth, D. Wentzlaff
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引用次数: 24

摘要

云基础设施即服务(IaaS)提供商不断寻求更高的资源利用率,以更好地摊销资本成本。更高的利用率不仅可以使IaaS提供商获得更高的利润,而且还提供了提高能源效率的机制;因此,创建更绿色的云服务。不幸的是,实现高利用率是困难的,主要原因是基础设施提供商需要保持闲置产能以满足需求波动。优雅退化是一种自适应技术,最初设计用于构建在资源短缺情况下存活的健壮服务。以前的工作表明,优雅退化也可用于通过吸收需求波动和减少备用容量来提高云中的资源利用率。在这项工作中,我们建立了一个系统和定价模型,使基础设施提供商能够激励他们的租户使用优雅的降级。通过采用适当的定价模型和优雅的退化,基础设施提供者可以实现更高的资源利用率,同时租户也可以增加他们的利润。我们提出的解决方案是基于一种混合模型,该模型可以在灵活的时间段内保证保留容量和峰值按需容量。它还包括容量的全局动态价格对,该价格对在每个租户的服务水平协议(SLA)期限内保持一致。我们使用基于真实跟踪的模拟来评估我们的方案,并在Xen管理程序上使用rubi实现原型,作为端到端演示。我们的分析表明,拟议的方案不会损害租户的净利润,但可以提高高达93%。同时,它还可以将合同的有效利用率从42%提高到99%。
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Incentivizing self-capping to increase cloud utilization
Cloud Infrastructure as a Service (IaaS) providers continually seek higher resource utilization to better amortize capital costs. Higher utilization not only can enable higher profit for IaaS providers but also provides a mechanism to raise energy efficiency; therefore creating greener cloud services. Unfortunately, achieving high utilization is difficult mainly due to infrastructure providers needing to maintain spare capacity to service demand fluctuations. Graceful degradation is a self-adaptation technique originally designed for constructing robust services that survive resource shortages. Previous work has shown that graceful degradation can also be used to improve resource utilization in the cloud by absorbing demand fluctuations and reducing spare capacity. In this work, we build a system and pricing model that enables infrastructure providers to incentivize their tenants to use graceful degradation. By using graceful degradation with an appropriate pricing model, the infrastructure provider can realize higher resource utilization while simultaneously, its tenants can increase their profit. Our proposed solution is based on a hybrid model which guarantees both reserved and peak on-demand capacities over flexible periods. It also includes a global dynamic price pair for capacity which remains uniform during each tenant's Service Level Agreement (SLA) term. We evaluate our scheme using simulations based on real-world traces and also implement a prototype using RUBiS on the Xen hypervisor as an end-to-end demonstration. Our analysis shows that the proposed scheme never hurts a tenant's net profit, but can improve it by as much as 93%. Simultaneously, it can also improve the effective utilization of contracts from 42% to as high as 99%.
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