Coop-U: A Cooperative Update Scheme for Erasure-Coded Storage Systems

被引:3
|
作者
Dong, Yan [1 ]
机构
[1] China Natl Digital Switching Syst Engn & Technol, Zhengzhou, Henan, Peoples R China
关键词
Erasure coding; Multiple updates; Hybrid update; HDFS-RAID;
D O I
10.1007/s13369-018-3110-9
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The erasure code improves the data reliability by encoding the original data into the redundant data, which shows higher storage efficiency compared with the replication. However, the update of the erasure-coded data brings large complexity due to the complicated operations of data transmission and data computation, especially at the context of multiple updates. This poses a new challenge for adopting the erasure codes in distributed storage systems: how to timely and efficiently update the erasure-coded data. However, existing update schemes of erasure codes are inadequate to meet the requirement of efficiency and adaptivity, since their serial and independent update techniques lead to a low update throughput and high overhead. In this paper, we propose a cooperative update scheme for multiple updates with erasure codes, called Coop-U, which updates the data block eagerly and cooperatively updates the parity blocks in bulk. Specifically, we propose a three-layer update structure to ensure the generality, which could support the update with diverse data sizes and coding parameters. For efficiency, we propose a workload-aware grouping algorithm to group the nodes to be updated and dynamically adjust the group size according to the update workload. Moreover, a cooperative data processing algorithm is proposed to organize the data transmission and computation among layers. Furthermore, a time-aware prediction algorithm is proposed to trigger the update for parity data in bulk at a given threshold. For adaptivity, we propose a cache-based failure processing algorithm to reconstruct the failed data and restore the paused update. To evaluate the performance of Coop-U, we implement Coop-U on HDFS-RAID and conduct testbed experiments on different update schemes. Extensive experiments confirm that Coop-U reduces the update time by 47 and 35% on average compared with the typical update schemes Data-R and Full-W, respectively.
引用
收藏
页码:7385 / 7396
页数:12
相关论文
共 50 条
  • [31] TERS: a traffic efficient repair scheme for repairing multiple losses in erasure-coded distributed storage systems
    Zheng, LiMing
    Wang, Xu'an
    Tian, XiaoBo
    Li, XiaoDong
    INTERNATIONAL JOURNAL OF COMPUTATIONAL SCIENCE AND ENGINEERING, 2018, 16 (03) : 242 - 254
  • [32] Fast Predictive Repair in Erasure-Coded Storage
    Shen, Zhirong
    Li, Xiaolu
    Lee, Patrick P. C.
    2019 49TH ANNUAL IEEE/IFIP INTERNATIONAL CONFERENCE ON DEPENDABLE SYSTEMS AND NETWORKS (DSN 2019), 2019, : 556 - 567
  • [33] A QoS-Aware Read Optimization Scheme for Heterogeneous Erasure-Coded Storage
    Huang, Siti
    Huang, Jianzhong
    Cao, Qiang
    Xie, Changsheng
    2013 IEEE 15TH INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING AND COMMUNICATIONS & 2013 IEEE INTERNATIONAL CONFERENCE ON EMBEDDED AND UBIQUITOUS COMPUTING (HPCC_EUC), 2013, : 117 - 124
  • [34] SelectiveEC: Towards Balanced Recovery Load on Erasure-Coded Storage Systems
    Xu, Liangliang
    Lyu, Min
    Li, Qiliang
    Xie, Lingjiang
    Li, Cheng
    Xu, Yinlong
    IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2022, 33 (10) : 2386 - 2400
  • [35] Fast Repair for Single Failure in Erasure-coded Distributed Storage Systems
    Zhang, Huayu
    Li, Hui
    Zhu, Bing
    Chen, Jun
    2014 IEEE 33RD INTERNATIONAL SYMPOSIUM ON RELIABLE DISTRIBUTED SYSTEMS (SRDS), 2014, : 146 - 151
  • [36] An Adaptive Erasure-Coded Storage Scheme with an Efficient Code-Switching Algorithm
    Wang, Zizhong
    Wang, Haixia
    Shao, Airan
    Wang, Dongsheng
    2020 IEEE 40TH INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING SYSTEMS (ICDCS), 2020, : 1177 - 1178
  • [37] Deterministic Data Distribution for Efficient Recovery in Erasure-Coded Storage Systems
    Xu, Liangliang
    Lyu, Min
    Li, Zhipeng
    Li, Yongkun
    Xu, Yinlong
    IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2020, 31 (10) : 2248 - 2262
  • [38] On the Speedup of Recovery in Large-Scale Erasure-Coded Storage Systems
    Zhu, Yunfeng
    Lee, Patrick P. C.
    Xu, Yinlong
    Hu, Yuchong
    Xiang, Liping
    IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2014, 25 (07) : 1830 - 1840
  • [39] TTLoC: Taming Tail Latency for Erasure-Coded Cloud Storage Systems
    Al-Abbasi, Abubakr O.
    Aggarwal, Vaneet
    Lan, Tian
    IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, 2019, 16 (04): : 1609 - 1623
  • [40] Optimal resilience for erasure-coded Byzantine distributed storage
    Cachin, Christian
    Tessaro, Stefano
    DSN 2006 INTERNATIONAL CONFERENCE ON DEPENDABLE SYSTEMS AND NETWORKS, PROCEEDINGS, 2006, : 115 - 124