多云无服务器的优点和可行性

A. F. Baarzi, G. Kesidis, Carlee Joe-Wong, Mohammad Shahrad
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引用次数: 15

摘要

无服务器计算是云计算行业中一个快速发展的范例,它将功能设想为应用程序的计算构建块。云提供商没有强迫应用程序开发人员为其应用程序提供云资源,而是为“底层”的每个功能提供所需的资源。在这项工作中,我们设想虚拟无服务器提供商(vsp)来聚合无服务器产品。通过这样做,vsp允许开发人员(和企业)摆脱供应商锁定问题,并通过每次自适应地利用最佳提供商来利用供应商之间的定价和性能差异,迫使提供商竞争提供更便宜和更优质的服务。我们讨论了VSP的优点,并表明与虚拟机相比,无服务器系统非常适合跨提供者聚合。我们提出了一个VSP系统架构,并实现了一个初始版本。通过实验评估,我们的初步结果表明,VSP可以将最大持续吞吐量提高1.2倍到4.2倍,将SLO违规减少98.8%,并将总调用成本提高54%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
On Merits and Viability of Multi-Cloud Serverless
Serverless computing is a rapidly growing paradigm in the cloud industry that envisions functions as the computational building blocks of an application. Instead of forcing the application developer to provision cloud resources for their application, the cloud provider provisions the required resources for each function "under the hood." In this work, we envision virtual serverless providers (VSPs) to aggregate serverless offerings. In doing so, VSPs allow developers (and businesses) to get rid of vendor lock-in problems and exploit pricing and performance variation across providers by adaptively utilizing the best provider at each time, forcing the providers to compete to offer cheaper and superior services. We discuss the merits of a VSP and show that serverless systems are well-suited to cross-provider aggregation, compared to virtual machines. We propose a VSP system architecture and implement an initial version. Using experimental evaluations, our preliminary results show that a VSP can improve maximum sustained throughput by 1.2x to 4.2x, reduces SLO violations by 98.8%, and improves the total invocations' costs by 54%.
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