Investigating Placement Challenges in Edge Infrastructures through a Common Simulator (extended version) - Inria - Institut national de recherche en sciences et technologies du numérique
Pré-Publication, Document De Travail Année : 2020

Investigating Placement Challenges in Edge Infrastructures through a Common Simulator (extended version)

Résumé

Scheduling computational jobs with data-sets dependencies is an important challenge of edge computing infrastructures. Although several strategies have been proposed, they have been evaluated through ad-hoc simulator extensions that are, when available, usually not maintained. This is a critical problem because it prevents researchers to-easily-perform fair comparisons between different proposals. In this paper, we propose to address this limitation by presenting a simulation engine dedicated to the evaluation and comparison of scheduling and data movement policies for edge computing use-cases. Built upon the Batsim/SimGrid toolkit, our tool includes a plug-in system that allows researchers to add new models in order to cope with the diversity of edge computing devices. Moreover, it includes an injector that allows the simulator to replay a series of events captured in real infrastructures. We demonstrate the relevance of such a simulation toolkit by studying 2 scheduling strategies with 4 data movement policies on top of a simulated version of the Qarnot Computing platform, a production edge infrastructure based on smart heaters. We chose this use-case as it illustrates the heterogeneity as well as the uncertainties of edge infrastructures. Our ultimate goal is to gather industry and academics around a common simulator so that efforts made by one group can be factorized by others.
Fichier principal
Vignette du fichier
main.pdf (398.63 Ko) Télécharger le fichier
Origine Fichiers produits par l'(les) auteur(s)
Loading...

Dates et versions

hal-02153203 , version 1 (12-06-2019)
hal-02153203 , version 2 (16-07-2019)
hal-02153203 , version 3 (20-02-2020)
hal-02153203 , version 4 (24-02-2020)
hal-02153203 , version 5 (25-05-2020)

Identifiants

  • HAL Id : hal-02153203 , version 3

Citer

Adwait Bauskar, Anderson da Silva, Adrien Lebre, Clement Mommessin, Pierre Neyron, et al.. Investigating Placement Challenges in Edge Infrastructures through a Common Simulator (extended version). 2020. ⟨hal-02153203v3⟩
718 Consultations
525 Téléchargements

Partager

More