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Sökning: id:"swepub:oai:research.chalmers.se:8bc57e0b-8e57-4294-96f6-c1f9389712f0" > The hidden cost of ...

The hidden cost of the edge: A performance comparison of edge and cloud latencies

Ali-Eldin Hassan, Ahmed, 1985 (författare)
Chalmers tekniska högskola,Chalmers University of Technology
Wang, Bin (författare)
University of Massachusetts
Shenoy, Prashant (författare)
University of Massachusetts
 (creator_code:org_t)
2021-11-13
2021
Engelska.
Ingår i: International Conference for High Performance Computing, Networking, Storage and Analysis, SC. - New York, NY, USA : ACM. - 2167-4337 .- 2167-4329.
  • Konferensbidrag (refereegranskat)
Abstract Ämnesord
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  • Edge computing has emerged as a popular paradigm for running latency-sensitive applications due to its ability to offer lower network latencies to end-users. In this paper, we argue that despite its lower network latency, the resource-constrained nature of the edge can result in higher end-To-end latency, especially at higher utilizations, when compared to cloud data centers. We study this edge performance inversion problem through an analytic comparison of edge and cloud latencies and analyze conditions under which the edge can yield worse performance than the cloud. To verify our analytic results, we conduct a detailed experimental comparison of the edge and the cloud latencies using a realistic application and real cloud workloads. Both our analytical and experimental results show that even at moderate utilizations, the edge queuing delays can offset the benefits of lower network latencies, and even result in performance inversion where running in the cloud would provide superior latencies. We finally discuss practical implications of our results and provide insights into how application designers and service providers should design edge applications and systems to avoid these pitfalls.

Ämnesord

NATURVETENSKAP  -- Data- och informationsvetenskap -- Datorteknik (hsv//swe)
NATURAL SCIENCES  -- Computer and Information Sciences -- Computer Engineering (hsv//eng)
TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik -- Kommunikationssystem (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering -- Communication Systems (hsv//eng)
TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik -- Datorsystem (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering -- Computer Systems (hsv//eng)

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