ReStorEdge: An edge computing system with reuse semantics

Autor:	Nicolaescu, Adrian-Cristian, Mastorakis, Spyridon, Azad, Md Washik Al, Griffin, David, Rio, Miguel
Rok vydání:	2024
Předmět:	Computer Science - Emerging Technologies Computer Science - Databases Computer Science - Distributed Parallel and Cluster Computing Computer Science - Networking and Internet Architecture
Druh dokumentu:	Working Paper
Popis:	This paper investigates an edge computing system where requests are processed by a set of replicated edge servers. We investigate a class of applications where similar queries produce identical results. To reduce processing overhead on the edge servers we store the results of previous computations and return them when new queries are sufficiently similar to earlier ones that produced the results, avoiding the necessity of processing every new query. We implement a similarity-based data classification system, which we evaluate based on real-world datasets of images and voice queries. We evaluate a range of orchestration strategies to distribute queries and cached results between edge nodes and show that the throughput of queries over a system of distributed edge nodes can be increased by 25-33%, increasing its capacity for higher workloads. Comment: 12 pages, submitted for publication in IEEE Transactions on Emerging Topics in Computing
Databáze:	arXiv
Externí odkaz:	http://arxiv.org/abs/2405.17263 Zobrazit plný text záznamu View this record from Arxiv