Fault Tolerant Horizontal Computation Offloading

Alexander Droob*, Daniel Morratz, Frederik Langkilde Jakobsen, Jacob Carstensen, Magnus Mathiesen, Rune Bohnstedt, Michele Albano, Sergio Moreschini, Davide Taibi

*Kontaktforfatter

Publikation: Bidrag til bog/antologi/rapport/konference proceedingKonferenceartikel i proceedingForskningpeer review

2 Citationer (Scopus)

Abstract

The broad development and usage of edge devices has highlighted the importance of creating resilient and computationally advanced edge-to-cloud continuum environments. When working with edge devices these desiderata are usually achieved through replication and offloading. This paper reports on the design and implementation of a fault-tolerant service that enables the offloading of jobs from devices with limited computational power. We propose a solution that allows users to upload jobs through a web service, which will be executed on edge nodes within the system. The solution is designed to be fault tolerant and scalable, with no single point of failure as well as the ability to accommodate growth, if the service is expanded. The use of Docker checkpointing on the worker machines ensures that jobs can be resumed in the event of a fault. We provide a mathematical approach to optimize the number of checkpoints that are created along a computation, given that we can forecast the time needed to execute a job. We present experiments that indicate in which scenarios checkpointing benefits job execution. Our experiments shows the benefits of using checkpointing and restore when the completion jobs' time rises compared with the forecast fault rate.

OriginalsprogEngelsk
TitelProceedings - 2023 IEEE International Conference on Edge Computing and Communications, EDGE 2023
RedaktørerClaudio Ardagna, Feras Awaysheh, Hongyi Bian, Carl K. Chang, Rong N. Chang, Flavia Delicato, Nirmit Desai, Jing Fan, Geoffrey C. Fox, Andrzej Goscinski, Zhi Jin, Anna Kobusinska, Omer Rana
Antal sider6
ForlagIEEE
Publikationsdato2023
Sider177-182
ISBN (Trykt)979-8-3503-0484-8
ISBN (Elektronisk)979-8-3503-0483-1
DOI
StatusUdgivet - 2023
Begivenhed7th IEEE International Conference on Edge Computing and Communications, EDGE 2023 - Hybrid, Chicago, USA
Varighed: 2 jul. 20238 jul. 2023

Konference

Konference7th IEEE International Conference on Edge Computing and Communications, EDGE 2023
Land/OmrådeUSA
ByHybrid, Chicago
Periode02/07/202308/07/2023
NavnProceedings - IEEE International Conference on Edge Computing
Vol/bind2023-July
ISSN2767-9918

Bibliografisk note

Publisher Copyright:
© 2023 IEEE.

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