具有高效修复和较小分包级的 MDS 阵列编码

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Lei Li, Xinchun Yu, Chenhao Ying, Liang Chen, Yuanyuan Dong, Yuan Luo
{"title":"具有高效修复和较小分包级的 MDS 阵列编码","authors":"Lei Li, Xinchun Yu, Chenhao Ying, Liang Chen, Yuanyuan Dong, Yuan Luo","doi":"10.1007/s10623-024-01440-8","DOIUrl":null,"url":null,"abstract":"<p>Modern data centers use erasure codes to provide high storage efficiency and fault tolerance. Reed–Solomon code is commonly deployed in large-scale distributed storage systems due to its ease of implementation, but it consumes massive bandwidth during node repair. Minimum storage regenerating (MSR) codes is a class of maximum distance separable (MDS) codes that achieve the lower bound on repair bandwidth. However, an exponential sub-packetization level is inevitable for MSR codes, resulting in massive disk I/O consumption during node repair. Disk I/O is becoming the bottleneck of the performance in data centers where the storage system needs to frequently provide high-speed data access to clients. In this paper, we consider disk I/O as an important metric to evaluate the performance of a code and construct MDS array codes with efficient repair under small sub-packetization level. Specifically, two explicit families of MDS codes with efficient repair are proposed at the sub-packetization level of <span>\\({\\mathcal {O}}(r)\\)</span>, where <i>r</i> denotes the number of parities. The first family of codes are constructed over a finite field <span>\\({\\mathbb {F}}_{q^m}\\)</span> where <span>\\(q \\ge n\\)</span> is a prime power, <span>\\(m &gt; r(l-1) +1\\)</span>, <i>n</i> and <i>l</i> denote the code length and sub-packetization level, respectively. The second family of codes are built upon a special binary polynomial ring where the computation operations during node repair and file reconstruction are only XORs and cyclic shifts, avoiding complex multiplications and divisions over large finite fields.</p>","PeriodicalId":1,"journal":{"name":"Accounts of Chemical Research","volume":null,"pages":null},"PeriodicalIF":16.4000,"publicationDate":"2024-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"MDS array codes with efficient repair and small sub-packetization level\",\"authors\":\"Lei Li, Xinchun Yu, Chenhao Ying, Liang Chen, Yuanyuan Dong, Yuan Luo\",\"doi\":\"10.1007/s10623-024-01440-8\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>Modern data centers use erasure codes to provide high storage efficiency and fault tolerance. Reed–Solomon code is commonly deployed in large-scale distributed storage systems due to its ease of implementation, but it consumes massive bandwidth during node repair. Minimum storage regenerating (MSR) codes is a class of maximum distance separable (MDS) codes that achieve the lower bound on repair bandwidth. However, an exponential sub-packetization level is inevitable for MSR codes, resulting in massive disk I/O consumption during node repair. Disk I/O is becoming the bottleneck of the performance in data centers where the storage system needs to frequently provide high-speed data access to clients. In this paper, we consider disk I/O as an important metric to evaluate the performance of a code and construct MDS array codes with efficient repair under small sub-packetization level. Specifically, two explicit families of MDS codes with efficient repair are proposed at the sub-packetization level of <span>\\\\({\\\\mathcal {O}}(r)\\\\)</span>, where <i>r</i> denotes the number of parities. The first family of codes are constructed over a finite field <span>\\\\({\\\\mathbb {F}}_{q^m}\\\\)</span> where <span>\\\\(q \\\\ge n\\\\)</span> is a prime power, <span>\\\\(m &gt; r(l-1) +1\\\\)</span>, <i>n</i> and <i>l</i> denote the code length and sub-packetization level, respectively. The second family of codes are built upon a special binary polynomial ring where the computation operations during node repair and file reconstruction are only XORs and cyclic shifts, avoiding complex multiplications and divisions over large finite fields.</p>\",\"PeriodicalId\":1,\"journal\":{\"name\":\"Accounts of Chemical Research\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":16.4000,\"publicationDate\":\"2024-07-23\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Accounts of Chemical Research\",\"FirstCategoryId\":\"100\",\"ListUrlMain\":\"https://doi.org/10.1007/s10623-024-01440-8\",\"RegionNum\":1,\"RegionCategory\":\"化学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"CHEMISTRY, MULTIDISCIPLINARY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Accounts of Chemical Research","FirstCategoryId":"100","ListUrlMain":"https://doi.org/10.1007/s10623-024-01440-8","RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CHEMISTRY, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0

摘要

现代数据中心使用擦除码来提供高存储效率和容错性。里德-所罗门编码由于易于实现,通常被部署在大规模分布式存储系统中,但它在节点修复过程中会消耗大量带宽。最小存储再生(MSR)码是一类最大距离可分离(MDS)码,能达到修复带宽的下限。然而,MSR 代码不可避免地会出现指数级子包化水平,导致节点修复过程中消耗大量磁盘 I/O。磁盘 I/O 正在成为数据中心的性能瓶颈,因为存储系统需要频繁地向客户端提供高速数据访问。本文将磁盘 I/O 作为评估代码性能的一个重要指标,并构建了在小包化水平下高效修复的 MDS 阵列代码。具体来说,我们提出了两个具有高效修复能力的 MDS 代码族,其子包化水平为 \({/mathcal{O}}(r)\),其中 r 表示奇偶校验数。第一组编码是在有限域上({\mathbb {F}}_{q^m}\) 构造的,其中(q \ge n\) 是质数幂,(m > r(l-1) +1\), n 和 l 分别表示编码长度和子包化级别。第二类编码建立在一个特殊的二进制多项式环上,在节点修复和文件重建过程中,计算操作仅为 XOR 和循环移位,避免了在大型有限域上进行复杂的乘除运算。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

MDS array codes with efficient repair and small sub-packetization level

MDS array codes with efficient repair and small sub-packetization level

Modern data centers use erasure codes to provide high storage efficiency and fault tolerance. Reed–Solomon code is commonly deployed in large-scale distributed storage systems due to its ease of implementation, but it consumes massive bandwidth during node repair. Minimum storage regenerating (MSR) codes is a class of maximum distance separable (MDS) codes that achieve the lower bound on repair bandwidth. However, an exponential sub-packetization level is inevitable for MSR codes, resulting in massive disk I/O consumption during node repair. Disk I/O is becoming the bottleneck of the performance in data centers where the storage system needs to frequently provide high-speed data access to clients. In this paper, we consider disk I/O as an important metric to evaluate the performance of a code and construct MDS array codes with efficient repair under small sub-packetization level. Specifically, two explicit families of MDS codes with efficient repair are proposed at the sub-packetization level of \({\mathcal {O}}(r)\), where r denotes the number of parities. The first family of codes are constructed over a finite field \({\mathbb {F}}_{q^m}\) where \(q \ge n\) is a prime power, \(m > r(l-1) +1\), n and l denote the code length and sub-packetization level, respectively. The second family of codes are built upon a special binary polynomial ring where the computation operations during node repair and file reconstruction are only XORs and cyclic shifts, avoiding complex multiplications and divisions over large finite fields.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信