Balancing Distributed Key-Value Stores with Efficient In-Network Redirecting Article Swipe
YOU?
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· 2019
· Open Access
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· DOI: https://doi.org/10.3390/electronics8091008
Today’s cloud-based online services are underpinned by distributed key-value stores (KVSs). Keys and values are distributed across back-end servers in such scale-out systems. One primary real-life performance bottleneck occurs when storage servers suffer from load imbalance under skewed workloads. In this paper, we present KVSwitch, a centralized self-managing load balancer that leverages the power and flexibility of emerging programmable switches. The balance is achieved by dynamically predicting the hot items and by creating replication strategies according to KVS loading. To overcome the challenges in realizing KVSwitch given the limitations of the switch hardware, we decompose KVSwitch’s functions and carefully design them for the heterogeneous processors inside the switch. We prototype KVSwitch in a Tofino switch. Experimental results show that our solution can effectively keep the KVS servers balanced even under highly skewed workloads. Furthermore, KVSwitch only replicates 70 % of hot items and consumes 9.88 % of server memory rather than simply replicating all hot items to each server.
Related Topics
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.3390/electronics8091008
- https://www.mdpi.com/2079-9292/8/9/1008/pdf
- OA Status
- gold
- References
- 43
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W2972408476
Raw OpenAlex JSON
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https://openalex.org/W2972408476Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.3390/electronics8091008Digital Object Identifier
- Title
-
Balancing Distributed Key-Value Stores with Efficient In-Network RedirectingWork title
- Type
-
articleOpenAlex work type
- Language
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enPrimary language
- Publication year
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2019Year of publication
- Publication date
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2019-09-09Full publication date if available
- Authors
-
Yang Shi, Jiawei Fei, Mei Wen, Chunyuan ZhangList of authors in order
- Landing page
-
https://doi.org/10.3390/electronics8091008Publisher landing page
- PDF URL
-
https://www.mdpi.com/2079-9292/8/9/1008/pdfDirect link to full text PDF
- Open access
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YesWhether a free full text is available
- OA status
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goldOpen access status per OpenAlex
- OA URL
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https://www.mdpi.com/2079-9292/8/9/1008/pdfDirect OA link when available
- Concepts
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Bottleneck, Server, Computer science, Key (lock), Replication (statistics), Flexibility (engineering), Distributed computing, Load balancing (electrical power), Cloud computing, Computer network, Operating system, Embedded system, Geometry, Grid, Statistics, MathematicsTop concepts (fields/topics) attached by OpenAlex
- Cited by
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0Total citation count in OpenAlex
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43Number of works referenced by this work
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10Other works algorithmically related by OpenAlex
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| referenced_works | https://openalex.org/W6637998620, https://openalex.org/W4249212468, https://openalex.org/W2020765652, https://openalex.org/W1985229168, https://openalex.org/W1968919289, https://openalex.org/W3104949583, https://openalex.org/W2761338514, https://openalex.org/W6700174708, https://openalex.org/W2157182386, https://openalex.org/W2795276761, https://openalex.org/W2522882867, https://openalex.org/W6781476868, https://openalex.org/W2418598077, https://openalex.org/W2100076195, https://openalex.org/W2026409515, https://openalex.org/W2605823630, https://openalex.org/W1979866793, https://openalex.org/W2037460365, https://openalex.org/W1501153472, https://openalex.org/W83339351, https://openalex.org/W4235007850, https://openalex.org/W2416075414, https://openalex.org/W4242713197, https://openalex.org/W982826035, https://openalex.org/W3032145839, https://openalex.org/W2133394135, https://openalex.org/W4232389656, https://openalex.org/W4249823756, https://openalex.org/W4235670058, https://openalex.org/W2283556750, https://openalex.org/W2551375806, https://openalex.org/W2743093301, https://openalex.org/W2173966303, https://openalex.org/W2769986458, https://openalex.org/W2413813221, https://openalex.org/W1994926493, https://openalex.org/W1963656762, https://openalex.org/W3102982213, https://openalex.org/W1785664926, https://openalex.org/W2015853171, https://openalex.org/W2074041401, https://openalex.org/W2150676586, https://openalex.org/W3042343175 |
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