Modeling of Request Cloning in Cloud Server Systems using Processor Sharing

Research output: Chapter in Book/Report/Conference proceedingPaper in conference proceeding

Abstract

The interest for studying server systems subject to cloned requests has recently increased. In this paper we present a model that allows us to equivalently represent a system of servers with cloned requests, as a single server. The model is very general, and we show that no assumptions on either inter-arrival or service time distributions are required, allowing for, e.g., both heterogeneity and dependencies. Further, we show that the model holds for any queuing discipline. However, we focus our attention on Processor Sharing, as the discipline has not been studied before in this context.

The key requirement that enables us to use the single server G/G/1 model is that the request clones have to receive synchronized service. We show examples of server systems fulfilling this requirement. We also use our G/G/1 model to co-design traditional load-balancing algorithms together with cloning strategies, providing well-performing and provably stable designs.

Finally, we also relax the synchronized service requirement and study the effects of non-perfect synchronization. We derive bounds for how common imperfections that occur in practice, such as arrival and cancellation delays, affect the accuracy of our model. We empirically demonstrate that the bounds are tight for small imperfections, and that our co-design method for the popular Join-Shortest-Queue (JSQ) policy can be used even under relaxed synchronization assumptions with small loss in accuracy.

Details

Authors
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Research areas and keywords

Subject classification (UKÄ) – MANDATORY

  • Computer Systems

Keywords

  • Cloning, Cloud computing, Datacenters
Original languageEnglish
Title of host publicationProceedings of the 2020 ACM/SPEC International Conference on Performance Engineering (ICPE ’20)
Number of pages12
Publication statusAccepted/In press - 2020
Publication categoryResearch
Peer-reviewedYes
Event11th ACM/SPEC International Conference on Performance Engineering - Edmonton, Canada
Duration: 2020 Apr 202020 Apr 24

Conference

Conference11th ACM/SPEC International Conference on Performance Engineering
Abbreviated titleICPE
CountryCanada
CityEdmonton
Period2020/04/202020/04/24

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