Picocenter:在云环境中支持长寿命、大部分空闲的应用程序

L. Zhang, J. Litton, Frank Cangialosi, Theophilus A. Benson, Dave Levin, A. Mislove
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引用次数: 31

摘要

云计算已经发展到满足用户需求,从IaaS提供的任意vm到PaaS的狭窄应用程序接口。不幸的是,目前的产品没有很好地满足一个中间点:用户希望运行任意的、已经可用的二进制文件(而不是为PaaS重写自己的应用程序),但又希望他们的应用程序寿命长,但大部分时间是空闲的(而不是IaaS的永远在线的VM)。例如,希望运行自己的电子邮件或DNS服务器的最终用户。在本文中,我们探索了一种基于类过程抽象而不是虚拟机抽象的云计算替代方法,从而获得了PaaS的可扩展性和效率以及IaaS的通用性。我们介绍了Picocenter的设计,这是一种用于此类应用程序的托管基础设施,可以使用遗留应用程序。Picocenter的关键技术挑战是实现应用程序与云存储之间的快速交换(因为,根据定义,应用程序基本上是空闲的,我们预计它们将花费大部分时间交换)。我们开发了一种ActiveSet技术,可以在恢复应用程序时预取应用程序的预测内存工作集。对EC2的评估表明,使用ActiveSet, Picocenter能够在250毫秒内交换应用程序,即使它们在交换时存储在S3中。
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Picocenter: supporting long-lived, mostly-idle applications in cloud environments
Cloud computing has evolved to meet user demands, from arbitrary VMs offered by IaaS to the narrow application interfaces of PaaS. Unfortunately, there exists an intermediate point that is not well met by today's offerings: users who wish to run arbitrary, already available binaries (as opposed to rewriting their own application for a PaaS) yet expect their applications to be long-lived but mostly idle (as opposed to the always-on VM of IaaS). For example, end users who wish to run their own email or DNS server. In this paper, we explore an alternative approach for cloud computation based on a process-like abstraction rather than a virtual machine abstraction, thereby gaining the scalability and efficiency of PaaS along with the generality of IaaS. We present the design of Picocenter, a hosting infrastructure for such applications that enables use of legacy applications. The key technical challenge in Picocenter is enabling fast swapping of applications to and from cloud storage (since, by definition, applications are largely idle, we expect them to spend the majority of their time swapped out). We develop an ActiveSet technique that prefetches the application's predicted memory working set when reviving an application. An evaluation on EC2 demonstrates that using ActiveSet, Picocenter is able to swap in applications in under 250 ms even when they are stored in S3 while swapped out.
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EuroSys '22: Seventeenth European Conference on Computer Systems, Rennes, France, April 5 - 8, 2022 EuroSys '21: Sixteenth European Conference on Computer Systems, Online Event, United Kingdom, April 26-28, 2021 EuroSys '20: Fifteenth EuroSys Conference 2020, Heraklion, Greece, April 27-30, 2020 STRADS: a distributed framework for scheduled model parallel machine learning NChecker: saving mobile app developers from network disruptions
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