向SimGrid中添加实时迁移模型:向模拟基础设施即服务关注点又迈进了一步

Takahiro Hirofuchi, A. Lèbre, L. Pouilloux
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引用次数: 26

摘要

尽管虚拟机(VM)放置问题在过去十年中一直是一个活跃的研究领域,但研究界仍在寻找一种开放的模拟框架,能够以准确和可扩展的方式模拟虚拟机操作,包括实时迁移。然而,现有框架利用了一种幼稚的迁移模型,既不考虑内存更新操作,也不考虑资源共享争用,从而低估了实时迁移的持续时间和迁移流量的大小。在本文中,我们提出了一个虚拟分布式系统的仿真框架,它具有实时迁移操作的一流支持。开发了虚拟机资源共享计算机制和实现Qemu/KVM预拷贝迁移算法的实时迁移模型。我们扩展了一个广泛使用的仿真工具包SimGrid,它允许用户通过使用用户友好的编程API来模拟大规模分布式系统。通过实验,我们证实了我们的模拟框架正确地再现了现实世界在各种条件下的实时迁移行为。通过第一个用例,我们还确认可以在成千上万的物理机器(pm)上对数十万vm上的复杂虚拟工作负载进行大规模模拟。
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Adding a Live Migration Model into SimGrid: One More Step Toward the Simulation of Infrastructure-as-a-Service Concerns
Although virtual machine (VM) placement problem has been an active research area over the past decade, the research community is still looking for an open simulation framework that can simulate in an accurate as well as scalable manner VM operations including live migrations. Existing frameworks, however, leverage a naive migration model that considers neither memory update operations nor resource sharing contention, resulting in an underestimate of both the duration of a live migration and the size of migration traffic. In this paper, we propose a simulation framework of virtualized distributed systems with the first class support of live migration operations. We developed a resource share calculation mechanism for VMs and a live migration model implementing the precopy migration algorithm of Qemu/KVM. We extended a widely used simulation toolkit, SimGrid, which allows users to simulate large-scale distributed systems by using user-friendly programming API. Through experiments, we confirmed that our simulation framework correctly reproduced live migration behaviors of the real world under various conditions. Through a first use case, we also confirmed that it is possible to conduct large-scale simulations of complex virtualized workloads upon hundred thousands of VMs upon thousands of physical machines (PMs).
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