Service Consolidation with End-to-End Response Time Constraints

Jonatha Anselmi, E. Amaldi, P. Cremonesi
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引用次数: 24

Abstract

In this paper, we address the service consolidation problem: given a data-center, a set of servers and a set of multi-tiered services or applications, the problem is to allocate services to the available servers in order to minimize the number of servers to use while avoiding the overloading of system resources and satisfying end-to-end response time constraints. Exploiting queueing networks theory, we describe a number of linear and non-linear combinatorial optimization problems related to the server consolidation problem. Since their solution is difficult to obtain through standard solution techniques, we propose accurate heuristics which quickly compute a sub-optimal solution and let us deal with hundreds of servers and applications. Experimental results illustrate the impact of the consolidation in data-centers and show that the heuristic solution is almost very close to the optimum.
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具有端到端响应时间约束的服务整合
在本文中,我们解决了服务整合问题:给定一个数据中心、一组服务器和一组多层服务或应用程序,问题是将服务分配给可用的服务器,以尽量减少使用的服务器数量,同时避免系统资源过载并满足端到端响应时间限制。利用排队网络理论,我们描述了一些与服务器整合问题相关的线性和非线性组合优化问题。由于他们的解决方案很难通过标准的解决方案技术获得,我们提出了精确的启发式,它可以快速计算出次优解决方案,并让我们处理数百个服务器和应用程序。实验结果说明了数据中心整合的影响,并表明启发式解决方案几乎非常接近最优解。
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