Power-aware virtual machine mapping in the data-center-on-a-chip paradigm

X. Lin, Yuankun Xue, P. Bogdan, Yanzhi Wang, S. Garg, Massoud Pedram
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引用次数: 1

Abstract

It is projected that hundreds of cores can be integrated into a chip at the sub-20nm technology nodes. However, some challenges exist in the many-core architecture such as maintaining memory coherence, underutilized parallelism, and increased inter-core communication delay. This work proposes the data-center-on-a-chip (DCoC) paradigm employing virtualization technologies commonly used in today's data centers to reduce the overhead of maintaining memory coherence and inter-core communication and improve parallelism. In the DCoC paradigm, user applications with specific resource requirements need to be mapped onto different chips of a data center and different cores of a chip in the form of virtual machines (VMs). By a judicious VM mapping method, the data center performance can be maximized while satisfying the power budget and power density constraints of the chips and the resource requirements of VMs. To tackle the NP-hardness of the VM mapping problem, we propose a two-tier algorithm, which effectively solves the mapping problem with polynomial time complexity.
芯片上数据中心范例中的功耗感知虚拟机映射
预计在20纳米以下的技术节点上,可以将数百个核心集成到芯片中。然而,在多核架构中存在一些挑战,如保持内存一致性、未充分利用的并行性和增加的核间通信延迟。这项工作提出了数据中心单片(DCoC)范例,采用当今数据中心中常用的虚拟化技术,以减少维护内存一致性和核间通信的开销,并提高并行性。在DCoC范例中,具有特定资源需求的用户应用程序需要以虚拟机(vm)的形式映射到数据中心的不同芯片和芯片的不同内核上。通过合理选择虚拟机映射方式,可以在满足芯片功耗预算、功率密度约束和虚拟机资源需求的前提下,实现数据中心性能的最大化。为了解决虚拟机映射问题的np -硬度问题,我们提出了一种两层算法,该算法有效地解决了具有多项式时间复杂度的映射问题。
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