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Resource Allocation Algorithms for Virtualized Service Hosting Platforms

机译:虚拟化服务托管平台的资源分配算法

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摘要

Commodity clusters are used routinely for deploying service hosting platforms.Due to hardware and operation costs, clusters need to be shared among multipleservices. Crucial for enabling such shared hosting platforms is virtual machine(VM) technology, which allows consolidation of hardware resources. A keychallenge, however, is to make appropriate decisions when allocating hardwareresources to service instances. In this work we propose a formulation of theresource allocation problem in shared hosting platforms for static workloadswith servers that provide multiple types of resources. Our formulation supportsa mix of best-effort and QoS scenarios, and, via a precisely defined objectivefunction, promotes performance, fairness, and cluster utilization. Further, thisformulation makes it possible to compute a bound on the optimal resourceallocation. We propose several classes of resource allocation algorithms, whichwe evaluate in simulation. We are able to identify an algorithm that achievesaverage performance close to the optimal across many experimental scenarios.Furthermore, this algorithm runs in only a few seconds for large platforms andthus is usable in practice.
机译:商品群集通常用于部署服务托管平台。由于硬件和运营成本,群集需要在多个服务之间共享。启用此类共享托管平台的关键是虚拟机(VM)技术,该技术允许整合硬件资源。但是,关键的挑战是在将硬件资源分配给服务实例时做出适当的决定。在这项工作中,我们提出了在共享托管平台中针对静态工作负载(具有提供多种资源的服务器)的资源分配问题的表述。我们的公式支持尽力而为和QoS方案的混合,并通过精确定义的目标函数来提高性能,公平性和群集利用率。此外,这种公式化使得可以计算最佳资源分配的界限。我们提出了几类资源分配算法,这些算法将在仿真中进行评估。我们能够确定出一种在许多实验场景中均能达到接近最佳性能的平均算法。此外,对于大型平台,该算法仅需几秒钟即可运行,因此在实践中可用。

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