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SOC: Satisfaction-Oriented Virtual Machine Consolidation in Enterprise Data Centers

机译:SOC:企业数据中心中以满意度为导向的虚拟机整合

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摘要

Server sprawl is a problem faced by data centers, which causes unnecessary waste of hardware resources, collateral costs of space, power and cooling systems, and administration. This is usually combated by virtualization based consolidation, and both industry and academia have put many efforts into solving the underlying virtual machine (VM) placement problem. However, IT managers' preferences are seldom considered when making VM placement decisions. This paper proposes a satisfaction-oriented VM consolidation mechanism (SOC) to plan VM consolidation while taking IT managers' preferences into consideration. In the mechanism, we propose: (1) an XML-based description language to express managers' preferences and metrics to evaluate the satisfaction degree; (2) to apply matchmaking to locate entities [i.e., VMs and physical machines (PMs)] that best match each other's preferences; (3) to employ the VM placement algorithm proposed in our previous work to minimize the number of hosts required and the resource wastage on allocated hosts. SOC is compared with two baselines: placement-only and matchmaking-only. The simulation results show that most of the VM-to-PM mappings output from placement-only violate given preferences, while SOC has a satisfaction degree close to matchmaking-only, without requiring too many PMs as matchmaking-only does, but only an amount close to placement-only. In brief, SOC is effective in minimizing the number of hosts required to support a certain set of VMs, while maximizing the satisfaction degree of both managers from the provider and requester side.
机译:服务器蔓延是数据中心面临的一个问题,它导致不必要的硬件资源浪费,空间,电源和冷却系统的附带成本以及管理。这通常是通过基于虚拟化的整合来解决的,行业和学术界都为解决底层虚拟机(VM)放置问题付出了很多努力。但是,在制定VM放置决策时,很少考虑IT经理的偏好。本文提出了一种以满意度为导向的虚拟机整合机制(SOC),以在规划虚拟机整合的同时考虑IT经理的偏好。在该机制中,我们提出:(1)基于XML的描述语言,用于表达管理者的偏好和度量以评估满意度。 (2)应用配对,以找到彼此最匹配偏好的实体[即VM和物理机(PM)]; (3)采用我们先前工作中提出的VM放置算法,以最大程度地减少所需的主机数量和分配的主机上的资源浪费。将SOC与两个基准进行比较:仅放置和仅配对。仿真结果表明,从仅放置输出的大多数VM到PM映射都违反了给定的首选项,而SOC的满意度接近仅对接匹配,并且不需要像仅对接匹配那样需要太多的PM,但是只需要一定数量接近仅展示位置。简而言之,SOC可以有效地减少支持一组特定VM所需的主机数量,同时最大化提供者和请求者双方的管理者的满意度。

著录项

  • 来源
    《International journal of parallel programming》 |2016年第1期|130-150|共21页
  • 作者单位

    Lero@UCD, School of Computer Science and Informatics, University College Dublin, Dublin, Ireland;

    Lero@UCD, School of Computer Science and Informatics, University College Dublin, Dublin, Ireland,IBM Research, Smarter Cities Technology Centre, Damastown Industrial Estate, Dublin, Ireland;

    Lero@UCD, School of Computer Science and Informatics, University College Dublin, Dublin, Ireland;

    IBM Software Group, Toronto, ON, Canada;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    VM Placement; Server consolidation; Matchmaking; Satisfaction; Preference;

    机译:VM放置;服务器整合;对接会;满足;偏爱;

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