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Poster: Flexible Scheduling of Network and Computing Resources for Distributed AI Tasks

Authors :
Wang, Ruikun
Zhang, Jiawei
Zhang, Qiaolun
Zhang, Bojun
Gu, Zhiqun
Attarpour, Aryanaz
Ji, Yuefeng
Tornatore, Massimo
Publication Year :
2024

Abstract

Many emerging Artificial Intelligence (AI) applications require on-demand provisioning of large-scale computing, which can only be enabled by leveraging distributed computing services interconnected through networking. To address such increasing demand for networking to serve AI tasks, we investigate new scheduling strategies to improve communication efficiency and test them on a programmable testbed. We also show relevant challenges and research directions.

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2407.04845
Document Type :
Working Paper