Performance Evaluation of Asynchronous FaaS

Q1 Computer Science
David Balla, M. Maliosz, Csaba Simon
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引用次数: 4

Abstract

Function as a Service (FaaS) is a novel but dynamically emerging field of cloud computing. The majority of the leading cloud service providers have their own FaaS platforms, however, the open source community has embraced this technology, therefore an increasing number of FaaS alternatives can be deployed for on-premise use-cases. FaaS systems support both synchronous and asynchronous function invocations. In this paper we examine the differences in performance and billing between the two invocation types in OpenFaaS, Kubeless, Fission and Knative by using a simple function chain containing echo functions and a more complex image and natural language processing chain, implemented in Python3. We also present our solution, the implementation of asynchronous function invocations by using the Redis key-value store. Finally, we show how asynchronous function invocations avoid the negative effects on the billing when functions are cold-started.
异步FaaS的性能评估
功能即服务(FaaS)是云计算的一个新兴领域。大多数领先的云服务提供商都有自己的FaaS平台,然而,开源社区已经接受了这项技术,因此越来越多的FaaS替代方案可以部署到本地用例中。FaaS系统支持同步和异步函数调用。在本文中,我们通过使用包含echo函数的简单函数链和Python3中实现的更复杂的图像和自然语言处理链,研究了OpenFaaS中Kubeless、Fission和Knative两种调用类型在性能和计费方面的差异。我们还提出了我们的解决方案,通过使用Redis键值存储实现异步函数调用。最后,我们将展示异步函数调用如何在函数冷启动时避免对计费产生负面影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Cloud Computing
IEEE Cloud Computing Computer Science-Computer Networks and Communications
CiteScore
11.20
自引率
0.00%
发文量
0
期刊介绍: Cessation. IEEE Cloud Computing is committed to the timely publication of peer-reviewed articles that provide innovative research ideas, applications results, and case studies in all areas of cloud computing. Topics relating to novel theory, algorithms, performance analyses and applications of techniques are covered. More specifically: Cloud software, Cloud security, Trade-offs between privacy and utility of cloud, Cloud in the business environment, Cloud economics, Cloud governance, Migrating to the cloud, Cloud standards, Development tools, Backup and recovery, Interoperability, Applications management, Data analytics, Communications protocols, Mobile cloud, Private clouds, Liability issues for data loss on clouds, Data integration, Big data, Cloud education, Cloud skill sets, Cloud energy consumption, The architecture of cloud computing, Applications in commerce, education, and industry, Infrastructure as a Service (IaaS), Platform as a Service (PaaS), Software as a Service (SaaS), Business Process as a Service (BPaaS)
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