On the Elasticity of Parallel Components in a Cloud of High Performance Computing Services

Francisco Heron de Carvalho Junior, J. M. Alencar
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Abstract

Cloud computing offers virtually unlimited set of resources and flexibility to allocate them through elasticity. But cloud limitations, such as the complexity of configuration and environment dynamicity, may jeopardizes the assurance of QoS requirements. HPC Shelf is a cloud of HPC services that employs a component-oriented architecture to describe hardware and software resources of parallel computing systems. We design a framework for HPC Shelf that employ cloud elasticity concepts for keeping the values of QoS metrics of parallel computing systems inside an acceptable range, enabling adaptations to fulfill the QoS contract restrictions. In our evaluation, using a linear algebra application, we show how HPC Shelf takes advantage of cloud elasticity to reinforce QoS requirements, rectifying assumptions from ill-defined QoS models.
高性能计算服务云中并行组件的弹性研究
云计算提供了几乎无限的资源集和通过弹性分配资源的灵活性。但是云的限制,例如配置的复杂性和环境的动态性,可能会危及QoS需求的保证。HPC Shelf是一种HPC服务云,它采用面向组件的架构来描述并行计算系统的硬件和软件资源。我们为HPC Shelf设计了一个框架,该框架采用云弹性概念,将并行计算系统的QoS度量值保持在可接受的范围内,使适应能够满足QoS契约限制。在我们的评估中,使用线性代数应用程序,我们展示了HPC Shelf如何利用云弹性来加强QoS要求,纠正来自定义不清的QoS模型的假设。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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