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DockerCap: A Software-Level Power Capping Orchestrator for Docker Containers

机译:DockerCap:用于Docker容器的软件级功率上限协调器

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摘要

Internet of Things (IoT) is experiencing a huge hype these days, thanks to the increasing capabilities of embedded devices that enable their adoption in new fields of application (e.g. Wireless Sensor Networks, Connected Cars, Health Care, etc.). On the one hand, this is leading to an increasing adoption of multi-tenancy solutions for Cloud and Fog Computing, to analyze and store the data produced. On the other hand, power consumption has become a major concern for almost every digital system, from the smallest embedded circuits to the biggest computer clusters, with all the shades in between. Fine-grain control mechanisms are then needed to cap power consumption at each level of the stack, still guaranteeing Service Level Agreements (SLA) to the hosted applications. In this work, we propose DockerCap, a software-level power capping orchestrator for Docker containers that follows an Observe-Decide-Act loop structure: this allows to quickly react to changes that impact on the power consumption by managing resources of each container at run-time, to ensure the desired power cap. We show how we are able to obtain results comparable with the state of the art power capping solution provided by Intel RAPL, still being able to tune the performances of the containers and even guarantee SLA constraints.
机译:如今,由于嵌入式设备的功能不断增强,使物联网(IoT)能够在新的应用领域(例如无线传感器网络,联网汽车,医疗保健等)中得到采用,因此,物联网(IoT)受到了极大的宣传。一方面,这导致越来越多地采用云和雾计算的多租户解决方案来分析和存储生成的数据。另一方面,从最小的嵌入式电路到最大的计算机集群以及介于两者之间的所有阴影,功耗几乎已成为几乎每个数字系统的主要问题。然后需要细粒度的控制机制来限制堆栈每个级别的功耗,同时仍要保证对托管应用程序的服务级别协议(SLA)。在这项工作中,我们提出了DockerCap,这是Docker容器的软件级功率限制协调器,遵循Observe-Decide-Act循环结构:通过管理运行中每个容器的资源,它可以快速响应对功耗产生影响的更改时间,以确保所需的功率上限。我们展示了我们如何能够获得与英特尔RAPL提供的最新功率封顶解决方案相当的结果,同时仍然能够调整容器的性能甚至保证SLA约束。

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