59 research outputs found

    Partial MDS Codes with Local Regeneration

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    Partial MDS (PMDS) and sector-disk (SD) codes are classes of erasure codes that combine locality with strong erasure correction capabilities. We construct PMDS and SD codes where each local code is a bandwidth-optimal regenerating MDS code. The constructions require significantly smaller field size than the only other construction known in literature

    Explicit Construction of Minimum Bandwidth Rack-Aware Regenerating Codes

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    In large data centers, storage nodes are organized in racks, and the cross-rack communication dominates the system bandwidth. We explicitly construct codes for exact repair of single node failures that achieve the optimal tradeoff between the storage redundancy and cross-rack repair bandwidth at the minimum bandwidth point (i.e., the cross-rack bandwidth equals the storage size per node). Moreover, we explore the node repair when only a few number of helper racks are connected. Thus we provide explicit constructions of codes for rack-aware storage with the minimum cross-rack repair bandwidth, lowest possible redundancy, and small repair degree (i.e., the number of helper racks connected for repair).Comment: 4 pages, 1 figure. arXiv admin note: text overlap with arXiv:2101.0873

    Error correction based on partial information

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    We consider the decoding of linear and array codes from errors when we are only allowed to download a part of the codeword. More specifically, suppose that we have encoded kk data symbols using an (n,k)(n,k) code with code length nn and dimension k.k. During storage, some of the codeword coordinates might be corrupted by errors. We aim to recover the original data by reading the corrupted codeword with a limit on the transmitting bandwidth, namely, we can only download an α\alpha proportion of the corrupted codeword. For a given α,\alpha, our objective is to design a code and a decoding scheme such that we can recover the original data from the largest possible number of errors. A naive scheme is to read αn\alpha n coordinates of the codeword. This method used in conjunction with MDS codes guarantees recovery from any ⌊(αn−k)/2⌋\lfloor(\alpha n-k)/2\rfloor errors. In this paper we show that we can instead read an α\alpha proportion from each of the codeword's coordinates. For a well-designed MDS code, this method can guarantee recovery from ⌊(n−k/α)/2⌋\lfloor (n-k/\alpha)/2 \rfloor errors, which is 1/α1/\alpha times more than the naive method, and is also the maximum number of errors that an (n,k)(n,k) code can correct by downloading only an α\alpha proportion of the codeword. We present two families of such optimal constructions and decoding schemes. One is a Reed-Solomon code with evaluation points in a subfield and the other is based on Folded Reed-Solomon codes. We further show that both code constructions attain asymptotically optimal list decoding radius when downloading only a part of the corrupted codeword. We also construct an ensemble of random codes that with high probability approaches the upper bound on the number of correctable errors when the decoder downloads an α\alpha proportion of the corrupted codeword.Comment: Extended version of the conference paper in ISIT 201
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