QLOC : quorums with local reconstruction codes

In this paper we study the problem of consistency in distributed storage systems relying on erasure coding for storage efficient fault-tolerance. We propose QLOC - a flexible framework for supporting the storage of warm data, i.e., data which, while not being very frequently in use, nevertheless con...

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Main Authors: Datta, Anwitaman, Fahreza, Adamas Aqsa, Oggier, Frederique
Other Authors: School of Computer Science and Engineering
Format: Article
Language:English
Published: 2022
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Online Access:https://hdl.handle.net/10356/154061
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1540612022-02-14T07:28:17Z QLOC : quorums with local reconstruction codes Datta, Anwitaman Fahreza, Adamas Aqsa Oggier, Frederique School of Computer Science and Engineering Engineering::Computer science and engineering Consistency Local Reconstruction Erasure Codes In this paper we study the problem of consistency in distributed storage systems relying on erasure coding for storage efficient fault-tolerance. We propose QLOC - a flexible framework for supporting the storage of warm data, i.e., data which, while not being very frequently in use, nevertheless continues to be accessed for reads or writes regularly. QLOC builds upon (1) a generic family of local reconstruction codes with guarantees in terms of fault-tolerance, efficient recovery from failures and degraded mode operations, and can be instantiated with parameters customized to requirements such as storage overhead and reliability dictated by user needs and operational environments, and (2) quorum-based consistency mechanisms with support for read-modify-write operations without any underlying atomic primitives, providing deployment choices trading-off fault-tolerance, consistency and concurrency requirements. We carry out a theoretical analysis of the code properties, and experimentally benchmark the performance of the consistency enforcement mechanisms, demonstrating the practicality of the proposed approach. Ministry of Education (MOE) Published version The work of Anwitaman Datta and Adamas Aqsa Fahreza was supported by the Ministry of Education (MoE), Singapore, through the Academic Research Fund Tier 1 for the project titled ‘StorEdge: Data store along a cloud-to-thing continuum with integrity and availability’ under Project 2018-T1-002-076. 2022-02-14T07:28:17Z 2022-02-14T07:28:17Z 2021 Journal Article Datta, A., Fahreza, A. A. & Oggier, F. (2021). QLOC : quorums with local reconstruction codes. IEEE Access, 9, 93298-93314. https://dx.doi.org/10.1109/ACCESS.2021.3093450 2169-3536 https://hdl.handle.net/10356/154061 10.1109/ACCESS.2021.3093450 2-s2.0-85112070383 9 93298 93314 en 2018-T1-002-076 IEEE Access © 2021 IEEE. This journal is 100% open access, which means that all content is freely available without charge to users or their institutions. All articles accepted after 12 June 2019 are published under a CC BY 4.0 license, and the author retains copyright. Users are allowed to read, download, copy, distribute, print, search, or link to the full texts of the articles, or use them for any other lawful purpose, as long as proper attribution is given. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering::Computer science and engineering
Consistency
Local Reconstruction Erasure Codes
spellingShingle Engineering::Computer science and engineering
Consistency
Local Reconstruction Erasure Codes
Datta, Anwitaman
Fahreza, Adamas Aqsa
Oggier, Frederique
QLOC : quorums with local reconstruction codes
description In this paper we study the problem of consistency in distributed storage systems relying on erasure coding for storage efficient fault-tolerance. We propose QLOC - a flexible framework for supporting the storage of warm data, i.e., data which, while not being very frequently in use, nevertheless continues to be accessed for reads or writes regularly. QLOC builds upon (1) a generic family of local reconstruction codes with guarantees in terms of fault-tolerance, efficient recovery from failures and degraded mode operations, and can be instantiated with parameters customized to requirements such as storage overhead and reliability dictated by user needs and operational environments, and (2) quorum-based consistency mechanisms with support for read-modify-write operations without any underlying atomic primitives, providing deployment choices trading-off fault-tolerance, consistency and concurrency requirements. We carry out a theoretical analysis of the code properties, and experimentally benchmark the performance of the consistency enforcement mechanisms, demonstrating the practicality of the proposed approach.
author2 School of Computer Science and Engineering
author_facet School of Computer Science and Engineering
Datta, Anwitaman
Fahreza, Adamas Aqsa
Oggier, Frederique
format Article
author Datta, Anwitaman
Fahreza, Adamas Aqsa
Oggier, Frederique
author_sort Datta, Anwitaman
title QLOC : quorums with local reconstruction codes
title_short QLOC : quorums with local reconstruction codes
title_full QLOC : quorums with local reconstruction codes
title_fullStr QLOC : quorums with local reconstruction codes
title_full_unstemmed QLOC : quorums with local reconstruction codes
title_sort qloc : quorums with local reconstruction codes
publishDate 2022
url https://hdl.handle.net/10356/154061
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