On Realizing Stateful FaaS in Serverless Edge Networks: State Propagation

C. Cicconetti, M. Conti, A. Passarella
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引用次数: 3

Abstract

In this paper, we address the problem of supporting chains of stateful function invocations following a Function-as-a-Service (FaaS) model in edge networks. In particular we focus on the problem of data transfer, which can be a performance bottleneck due to the limited speed of communication links in some edge scenarios, such as wide-area Internet of Things (IoT) networks, and we propose three different solutions: a pure FaaS implementation, StateProp, i.e., propagation of the application state throughout the entire chain of functions, and StateLocal, i.e., a solution where the state is kept local to the workers that run functions and retrieved only as needed. We show via simulation that StateLocal, by applying the data locality principle, can significantly enhance the performance by reducing the application delay due to data transfer and keeping a lower traffic volume in the network. This study sheds light on some aspects within the unexplored area of stateful FaaS, which is very promising among the edge computing technologies and has several open research directions associated.
无服务器边缘网络中有状态FaaS的实现:状态传播
在本文中,我们解决了在边缘网络中遵循功能即服务(FaaS)模型支持有状态函数调用链的问题。我们特别关注数据传输问题,由于在某些边缘场景(如广域物联网(IoT)网络)中通信链路的速度有限,数据传输问题可能成为性能瓶颈,我们提出了三种不同的解决方案:一个纯粹的FaaS实现,StateProp,即在整个函数链中传播应用程序状态,以及StateLocal,即一种解决方案,其中状态保持在运行函数的工作人员的本地,仅在需要时检索。仿真结果表明,采用数据局地性原理的StateLocal可以减少由于数据传输引起的应用程序延迟,并保持较低的网络流量,从而显著提高性能。本研究揭示了状态FaaS未开发领域的一些方面,这是边缘计算技术中非常有前途的,并且有几个开放的研究方向。
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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