ASETS: A SDN Empowered Task Scheduling System for HPCaaS on the Cloud

S. Jamalian, H. Rajaei
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引用次数: 12

Abstract

With increasing demands for High Performance Computing (HPC), new ideas and methods are emerged to utilize computing resources more efficiently. Cloud Computing appears to provide benefits such as resource pooling, broad network access and cost efficiency for the HPC applications. However, moving the HPC applications to the cloud can face several key challenges, primarily, the virtualization overhead, multi-tenancy and network latency. Software-Defined Networking (SDN) as an emerging technology appears to pave the road and provide dynamic manipulation of cloud networking such as topology, routing, and bandwidth allocation. This paper presents a new scheme called ASETS which targets dynamic configuration and monitoring of cloud networking using SDN to improve the performance of HPC applications and in particular task scheduling for HPC as a service on the cloud (HPCaaS). Further, SETSA, (SDN-Empowered Task Scheduler Algorithm) is proposed as a novel task scheduling algorithm for the offered ASETS architecture. SETSA monitors the network bandwidth to take advantage of its changes when submitting tasks to the virtual machines. Empirical analysis of the algorithm in different case scenarios show that SETSA has significant potentials to improve the performance of HPCaaS platforms by increasing the bandwidth efficiency and decreasing task turnaround time. In addition, SETSAW, (SETSA Window) is proposed as an improvement of the SETSA algorithm.
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ASETS:用于云上HPCaaS的SDN授权任务调度系统
随着对高性能计算(HPC)需求的不断增长,人们提出了新的思想和方法来更有效地利用计算资源。云计算似乎为高性能计算应用程序提供了诸如资源池、广泛的网络访问和成本效率等好处。然而,将HPC应用程序迁移到云端可能面临几个关键挑战,主要是虚拟化开销、多租户和网络延迟。软件定义网络(SDN)作为一种新兴技术似乎为云网络铺平了道路,并提供了拓扑、路由和带宽分配等云网络的动态操作。本文提出了一种名为ASETS的新方案,其目标是使用SDN动态配置和监控云网络,以提高HPC应用程序的性能,特别是HPC即云服务(HPCaaS)的任务调度。在此基础上,提出了基于sdn的任务调度算法SETSA (sdn - empowering Task Scheduler Algorithm)作为一种新的任务调度算法。SETSA监视网络带宽,以便在向虚拟机提交任务时利用其变化。在不同场景下的实证分析表明,SETSA通过提高带宽效率和减少任务周转时间来提高HPCaaS平台的性能具有显著的潜力。此外,作为SETSA算法的改进,提出了SETSAW (SETSA窗口)。
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