Evaluating Reliability of SSD-Based I/O Caches in Enterprise Storage Systems

被引:3
|
作者
Ahmadian, Saba [1 ]
Taheri, Farhad [1 ]
Asadi, Hossein [1 ]
机构
[1] Sharif Univ Technol, Dept Comp Engn, Data Storage Networks & Proc DSN Lab, Tehran, Iran
基金
美国国家科学基金会;
关键词
Reliability; Power system reliability; Performance evaluation; Temperature distribution; Data centers; Computer architecture; Temperature measurement; Flash-based solid-state drives (SSDs); storage systems; I; O cache; reliability analysis; power outage; PERFORMANCE; RAID;
D O I
10.1109/TETC.2019.2945087
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
I/O caching techniques are widely employed in enterprise storage systems in order to enhance performance of I/O intensive applications in large-scale data centers. Due to higher performance compared to Hard Disk Drives (HDDs) and lower price and non-volatility compared to Dynamic Random-Access Memories (DRAM), Flash-based Solid-State Drives (SSDs) are used as a main media in the caching layer of storage systems. Although SSDs are known as non-volatile devices but recent studies have reported large number of data failures due to power outage in SSDs. To overcome the reliability implications of SSD-based I/O caching schemes, RAID-1 (mirrored) configuration is commonly used to avoid data loss due to uncommitted write operations. Such configuration, however, may still experience data loss in the cache layer due to correlated failures in SSDs. To our knowledge, none of previous studies have investigated the reliability of SSD-based I/O caching schemes in enterprise storage systems. In this paper, we present a comprehensive analysis investigating the reliability of SSD-based I/O caching architectures used in enterprise storage systems under power failure and high-operating temperature. We explore variety of SSDs from top vendors and investigate the cache reliability in mirrored configuration. To this end, we first develop a physical fault injection and failure detection platform and then investigate the impact of workload dependent parameters on the reliability of I/O cache in the presence of two common failure types in data centers, power outage and high temperature faults. We implement an I/O cache scheme using an open-source I/O cache module in Linux operating system. The experimental results obtained by conducting more than twenty thousand of physical fault injections on the implemented I/O cache with different write policies reveal that the failure rate of the I/O cache is significantly affected by workload dependent parameters. Our results show that unlike workload requests access pattern, the other workload dependent parameters such as request size, Working Set Size (WSS), and sequence of the accesses have considerable impact on the I/O cache failure rate. We observe a significant growth in the failure rate in the workloads by decreasing the size of the requests (by more than 14X). Furthermore, we observe that in addition to writes, the read accesses to the I/O cache are subjected to failure in presence of sudden power outage (the failure mainly occurs during promoting data to the cache). In addition, we observe that I/O cache experiences no data failure upon high temperature faults.
引用
收藏
页码:1914 / 1929
页数:16
相关论文
共 50 条
  • [1] Can Erasure Codes Damage Reliability in SSD-Based Storage Systems?
    Chamazcoti, Saeideh Alinezhad
    Safaei, Bardia
    Miremadi, Seyed Ghassem
    IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTING, 2019, 7 (03) : 435 - 446
  • [2] SOYA: SSD-Based RAID Systems Reliability Simulator
    Chamazcoti, Saeideh Alinezhad
    Safaei, Bardia
    Miremadi, Seyed Ghassem
    2016 INTERNATIONAL CONFERENCE ON SYSTEM RELIABILITY AND SCIENCE (ICSRS 2016), 2016, : 167 - 173
  • [3] On endurance and performance of erasure codes in SSD-based storage systems
    Chamazcoti, Saeideh Alinezhad
    Delavari, Ziba
    Miremadi, Seyed Ghassem
    Asadi, Hossein
    MICROELECTRONICS RELIABILITY, 2015, 55 (11) : 2453 - 2467
  • [4] Fast Online Reconstruction for SSD-Based RAID-5 Storage Systems
    Lin, Haodong
    Luo, Junhao
    Li, Jun
    Sha, Zhibing
    Cai, Zhigang
    Shi, Yuanquan
    Liao, Jianwei
    IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2024, 43 (06) : 1886 - 1899
  • [5] Hybrid RAID: A Solution for Enhancing the Reliability of SSD-Based RAIDs
    Chamazcoti S.A.
    Miremadi S.G.
    IEEE Transactions on Multi-Scale Computing Systems, 2017, 3 (03): : 181 - 182
  • [6] LDM: Log Disk Mirroring with Improved Performance and Reliability for SSD-Based Disk Arrays
    Wu, Suzhen
    Mao, Bo
    Chen, Xiaolan
    Jiang, Hong
    ACM TRANSACTIONS ON STORAGE, 2016, 12 (04)
  • [7] On designing endurance aware erasure code for SSD-based storage systems
    Chamazcoti, Saeideh Alinezhad
    Miremadi, Seyed Ghassem
    MICROPROCESSORS AND MICROSYSTEMS, 2016, 45 : 283 - 296
  • [8] EGS: An Effective Global I/O Scheduler to Improve the Load Balancing of SSD-based RAID-5 Arrays
    Lu, Yanjun
    Wu, Chentao
    Li, Jie
    2017 15TH IEEE INTERNATIONAL SYMPOSIUM ON PARALLEL AND DISTRIBUTED PROCESSING WITH APPLICATIONS AND 2017 16TH IEEE INTERNATIONAL CONFERENCE ON UBIQUITOUS COMPUTING AND COMMUNICATIONS (ISPA/IUCC 2017), 2017, : 298 - 305
  • [9] EA-EO : Endurance Aware Erasure Code for SSD-based Storage Systems
    Chamazcoti, Saeideh Alinezhad
    Miremadi, Seyed Ghassem
    2014 20TH IEEE PACIFIC RIM INTERNATIONAL SYMPOSIUM ON DEPENDABLE COMPUTING (PRDC 2014), 2014, : 76 - 85
  • [10] Proactive Stripe Reconstruction to Improve Cache Use Efficiency of SSD-Based RAID Systems
    Sha, Zhibing
    Wu, Jiaojiao
    Li, Jun
    Gerofi, Balazs
    Cai, Zhigang
    Liao, Jianwei
    ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS, 2023, 22 (05)