Consolidation of multi-tier workloads with performance and reliability constraints

Andrea Sansottera, Davide Zoni, P. Cremonesi, W. Fornaciari
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引用次数: 13

Abstract

Server consolidation leverages hardware virtualization to reduce the operational cost of data centers through the intelligent placement of existing workloads. This work proposes a consolidation model that considers power, performance and reliability aspects simultaneously. There are two main innovative contributions in the model, focused on performance and reliability requirements. The first contribution is the possibility to guarantee average response time constraints for multi-tier workloads. The second contribution is the possibility to model active/active clusters of servers, with enough spare capacity on the fail-over servers to manage the load of the failed ones. At the heart of the proposal is a non-linear optimization model that has been linearized using two different exact techniques. Moreover, a heuristic method that allows for the fast computation of near optimal solutions has been developed and validated.
整合具有性能和可靠性约束的多层工作负载
服务器整合利用硬件虚拟化,通过智能地放置现有工作负载来降低数据中心的运营成本。本文提出了一个同时考虑功率、性能和可靠性方面的整合模型。该模型中有两个主要的创新贡献,集中在性能和可靠性要求上。第一个贡献是可以保证多层工作负载的平均响应时间限制。第二个贡献是可以对服务器的活动/活动集群进行建模,在故障转移服务器上有足够的备用容量来管理故障服务器的负载。该建议的核心是使用两种不同的精确技术进行线性化的非线性优化模型。此外,还开发并验证了一种启发式方法,该方法允许快速计算接近最优解。
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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