Set Transformation: Trade-off Between Repair Bandwidth and Sub-packetization

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Hauptverfasser: Shi, Hao, Jiang, Zhengyi, Huang, Zhongyi, Bai, Bo, Zhang, Gong, Hou, Hanxu
Format: Preprint
Veröffentlicht: 2024
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author Shi, Hao
Jiang, Zhengyi
Huang, Zhongyi
Bai, Bo
Zhang, Gong
Hou, Hanxu
author_facet Shi, Hao
Jiang, Zhengyi
Huang, Zhongyi
Bai, Bo
Zhang, Gong
Hou, Hanxu
contents Maximum distance separable (MDS) codes facilitate the achievement of elevated levels of fault tolerance in storage systems while incurring minimal redundancy overhead. Reed-Solomon (RS) codes are typical MDS codes with the sub-packetization level being one, however, they require large repair bandwidth defined as the total amount of symbols downloaded from other surviving nodes during single-node failure/repair. In this paper, we present the {\em set transformation}, which can transform any MDS code into set transformed code such that (i) the sub-packetization level is flexible and ranges from 2 to $(n-k)^{\lfloor\frac{n}{n-k}\rfloor}$ in which $n$ is the number of nodes and $k$ is the number of data nodes, (ii) the new code is MDS code, (iii) the new code has lower repair bandwidth for any single-node failure. We show that our set transformed codes have both lower repair bandwidth and lower field size than the existing related MDS array codes, such as elastic transformed codes \cite{10228984}. Specifically, our set transformed codes have $2\%-6.6\%$ repair bandwidth reduction compared with elastic transformed codes \cite{10228984} for the evaluated typical parameters.
format Preprint
id arxiv_https___arxiv_org_abs_2405_02713
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Set Transformation: Trade-off Between Repair Bandwidth and Sub-packetization
Shi, Hao
Jiang, Zhengyi
Huang, Zhongyi
Bai, Bo
Zhang, Gong
Hou, Hanxu
Information Theory
Maximum distance separable (MDS) codes facilitate the achievement of elevated levels of fault tolerance in storage systems while incurring minimal redundancy overhead. Reed-Solomon (RS) codes are typical MDS codes with the sub-packetization level being one, however, they require large repair bandwidth defined as the total amount of symbols downloaded from other surviving nodes during single-node failure/repair. In this paper, we present the {\em set transformation}, which can transform any MDS code into set transformed code such that (i) the sub-packetization level is flexible and ranges from 2 to $(n-k)^{\lfloor\frac{n}{n-k}\rfloor}$ in which $n$ is the number of nodes and $k$ is the number of data nodes, (ii) the new code is MDS code, (iii) the new code has lower repair bandwidth for any single-node failure. We show that our set transformed codes have both lower repair bandwidth and lower field size than the existing related MDS array codes, such as elastic transformed codes \cite{10228984}. Specifically, our set transformed codes have $2\%-6.6\%$ repair bandwidth reduction compared with elastic transformed codes \cite{10228984} for the evaluated typical parameters.
title Set Transformation: Trade-off Between Repair Bandwidth and Sub-packetization
topic Information Theory
url https://arxiv.org/abs/2405.02713