虚拟化对主内存系统的影响

M. Grund, J. Schaffner, Jens Krüger, Jan Brunnert, A. Zeier
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引用次数: 15

摘要

虚拟化主要用于通过整合来提高轻负载系统的利用率,但也用于基于快速配置或迁移虚拟机的可能性来简化管理。这些设施对于有效管理大型数据中心至关重要。与此同时,现代硬件(如英特尔的Nehalem微架构)改变了关于性能瓶颈的关键假设,而明确利用底层硬件(如主内存数据库)的软件系统获得了越来越大的动力。在本文中,我们讨论这些专门的软件系统如何在虚拟化环境中执行的问题。为此,我们提供了一组研究内存数据库几种不同变体的实验:MonetDB Calibrator,一个运行OLTP工作负载的细粒度混合行/列内存数据库,以及一个运行多用户OLAP工作负载的内存列存储数据库。我们将研究虚拟机监视器中的内存管理如何影响这三类应用程序。对于多用户OLAP实验,我们还实验性地将虚拟化的Nehalem服务器与其前身之一进行了比较。我们表明,内存总线的饱和是一个主要的限制因素,但对新架构的影响要小得多。
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The effects of virtualization on main memory systems
Virtualization is mainly employed for increasing the utilization of a lightly-loaded system by consolidation, but also to ease the administration based on the possibility to rapidly provision or migrate virtual machines. These facilities are crucial for efficiently managing large data centers. At the same time, modern hardware --- such as Intel's Nehalem microarchitecure --- change critical assumptions about performance bottlenecks and software systems explicitly exploiting the underlying hardware --- such as main memory databases --- gain increasing momentum. In this paper, we address the question of how these specialized software systems perform in a virtualized environment. To do so, we present a set of experiments looking at several different variants of in-memory databases: The MonetDB Calibrator, a fine-grained hybrid row/column in-memory database running an OLTP workload, and an in-memory column store database running a multi-user OLAP workload. We examine how memory management in virtual machine monitors affects these three classes of applications. For the multi-user OLAP experiment we also experimentally compare a virtualized Nehalem server to one of its predecessors. We show that saturation of the memory bus is a major limiting factor but is much less impactful on the new architecture.
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