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A study on the evaluation of HPC microservices in containerized environment

机译:集装箱环境中HPC微服务评价研究

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Containers are gaining popularity over virtual machines as they provide the advantages of virtualization with the performance of near bare metal. The uniformity of support provided by Docker containers across different cloud providers makes them a popular choice for developers. Evolution of microservice architecture allows complex applications to be structured into independent modular components making them easier to manage. High-performance computing (HPC) applications are one such application to be deployed as microservices, placing significant resource requirements on the container framework. However, there is a possibility of interference between different microservices hosted within the same container (intracontainer) and different containers (intercontainer) on the same physical host. In this paper, we describe an extensive experimental investigation to determine the performance evaluation of Docker containers executing heterogeneous HPC microservices. We are particularly concerned with how intracontainer and intercontainer interference influences the performance. Moreover, we investigate the performance variations in Docker containers when control groups (cgroups) are used for resource limitation. For ease of presentation and reproducibility, we use Cloud Evaluation Experiment Methodology (CEEM) to conduct our comprehensive set of experiments. We expect that the results of evaluation can be used in understanding the behavior of HPC microservices in the interfering containerized environment.
机译:容器在虚拟机上获得普及,因为它们提供了虚拟化的优点,具有近乎裸机的性能。跨不同云提供商的Docker容器提供的支持的均匀性使它们成为开发人员的热门选择。微服务架构的演化允许复杂的应用程序构建成独立的模块化组件,使其更易于管理。高性能计算(HPC)应用程序是一个要部署为微服务的应用程序,将大量资源要求放在容器框架上。然而,在同一容器(肠道)和不同的物理主体上托管在同一容器(肠道)和不同的容器(intercontainer)内托管的不同微野跑之间存在干扰。在本文中,我们描述了一个广泛的实验研究,以确定执行异构HPC微服务的Docker容器的性能评估。我们尤其涉及肠内钟和跨通纳干扰如何影响性能。此外,我们研究了控制组(CGroups)用于资源限制时码头容器的性能变化。为了便于呈现和再现性,我们使用云评估实验方法(CEEM)进行我们全面的实验。我们预计评估结果可用于了解干扰集装箱环境中HPC微服务的行为。

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