tinyFaaS: A Lightweight FaaS Platform for Edge Environments

Tobias Pfandzelter, David Bermbach
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引用次数: 60

Abstract

The Function-as-a-Service (FaaS) model is a great fit for data and event processing in the Internet of Things (IoT). Sending all data to a cloud-based FaaS platform, however, may cause performance and privacy issues. While these issues could be mitigated using edge computing, existing FaaS approaches, designed for the cloud, are too heavyweight to run on small, constrained edge nodes.In this paper, we propose tinyFaaS, a new FaaS system that is specifically designed for edge environments and their unique challenges. Our platform is lightweight enough to run on low-performance single machine edge nodes, provides a CoAP endpoint to support communication with low-power devices, and uses Docker containers to isolate tenants. We evaluate tinyFaaS through a proof-of-concept implementation that we benchmark and compare to state-of-the-art FaaS platforms. For IoT processing scenarios, we find that tinyFaaS outperforms existing systems by at least an order of magnitude.
tinyFaaS:边缘环境的轻量级FaaS平台
功能即服务(FaaS)模型非常适合物联网(IoT)中的数据和事件处理。然而,将所有数据发送到基于云的FaaS平台可能会导致性能和隐私问题。虽然使用边缘计算可以缓解这些问题,但现有的为云设计的FaaS方法过于重量级,无法在小型、受限的边缘节点上运行。在本文中,我们提出了tinyFaaS,这是一种专门为边缘环境及其独特挑战而设计的新型FaaS系统。我们的平台非常轻量级,可以在低性能的单机边缘节点上运行,提供CoAP端点来支持与低功耗设备的通信,并使用Docker容器来隔离租户。我们通过一个概念验证实现来评估tinyFaaS,并将其与最先进的FaaS平台进行基准测试和比较。对于物联网处理场景,我们发现tinyFaaS至少比现有系统高出一个数量级。
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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