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    Unleashing the potentials of dynamism for page allocation strategies in SSDs

    , Article SIGMETRICS 2014 - Proceedings of the 2014 ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Systems ; 2014 , pp. 551-552 ; ISBN: 9781450327893 Tavakkol, A ; Arjomand, M ; Sarbazi-Azad, H ; Sharif University of Technology
    Abstract
    In Solid-State Drives (SSDs) with tens of ash chips and highly parallel architecture, we can speed up I/O operations by well-utilizing resources during page allocation. Propos- als already exist for using static page allocation which does not balance the IO load and its efficiency depends on access address patterns. To our best knowledge, there have been no research thus far to show what happens if one or more internal resources can be freely allocated regardless of the request address. This paper explores the possibility of using different degrees of dynamism in page allocation and iden- tifies key design opportunities that they present to improve SSD's characteristics  

    Hybrid Raid: A solution for enhancing the reliability of SSD-based raids

    , Article IEEE Transactions on Multi-Scale Computing Systems ; Volume 3, Issue 3 , 2017 , Pages 181-182 ; 23327766 (ISSN) Chamazcoti, S. A ; Miremadi, S. G ; Sharif University of Technology
    Institute of Electrical and Electronics Engineers Inc  2017
    Abstract
    The failure probability in SSDs increases when the number of Program/Erase (P/E) cycles increases. Traditionally, a group of SSDs are protected with parity disks, called SSD-based RAID. It has been shown that the reliability of RAIDs depends on the distribution of parities among SSDs. There are two main policies to distribute parities among SSDs in RAIDs, i.e., evenly and unevenly. By distributing parities evenly, all SSDs would wear out with the same rate, causing simultaneous failures of SSDs. By distributing parities unevenly, one of the SSDs in RAID may fail much earlier than the others. Both these two drawbacks, i.e., the simultaneous failures of SSDs and the rapid first failure of one... 

    ReCA: An efficient reconfigurable cache architecture for storage systems with online workload characterization

    , Article IEEE Transactions on Parallel and Distributed Systems ; Volume 29, Issue 7 , 2018 , Pages 1605-1620 ; 10459219 (ISSN) Salkhordeh, R ; Ebrahimi, S ; Asadi, H ; Sharif University of Technology
    IEEE Computer Society  2018
    Abstract
    In recent years, Solid-State Drives (SSDs) have gained tremendous attention in computing and storage systems due to significant performance improvement over Hard Disk Drives (HDDs). The cost per capacity of SSDs, however, prevents them from entirely replacing HDDs in such systems. One approach to effectively take advantage of SSDs is to use them as a caching layer to store performance critical data blocks in order to reduce the number of accesses to HDD-based disk subsystem. Due to characteristics of Flash-based SSDs such as limited write endurance and long latency on write operations, employing caching algorithms at the Operating System (OS) level necessitates to take such characteristics... 

    An enterprise-grade open-source data reduction architecture for all-flash storage systems

    , Article Performance Evaluation Review ; Volume 50, Issue 1 , 2022 , Pages 59-60 ; 01635999 (ISSN) Ajdari, M ; Raaf, P ; Kishani, M ; Salkhordeh, R ; Asadi, H ; Brinkmann, A ; Sharif University of Technology
    Association for Computing Machinery  2022
    Abstract
    Data reduction technologies have proven their effectiveness to decrease the ever-growing demands on storage system capacities, but also introduce new complexity in the system I/O stack that can easily invalidate well-known best practices. In this paper, we conduct an extensive set of experiments on an enterprise all-flash storage (AFS) system equipped with an open-source data reduction module, i.e., RedHat VDO, and reveal novel observations on the performance gap between the state-of-the-art and the optimal AFS stack with integrated data reduction. We then offer cross-layer optimizations to enhance the performance of AFS, which range from deriving new optimal hardware RAID configurations up... 

    An enterprise-grade open-source data reduction architecture for all-flash storage systems

    , Article 2022 ACM SIGMETRICS/IFIP PERFORMANCE Joint International Conference on Measurement and Modeling of Computer Systems, SIGMETRICS/PERFORMANCE 2022, 6 June 2022 through 10 June 2022 ; 2022 , Pages 59-60 ; 9781450391412 (ISBN) Ajdari, M ; Raaf, P ; Kishani, M ; Salkhordeh, R ; Asadi, H ; Brinkmann, A ; ACM SIGMETRICS ; Sharif University of Technology
    Association for Computing Machinery, Inc  2022
    Abstract
    Data reduction technologies have proven their effectiveness to decrease the ever-growing demands on storage system capacities, but also introduce new complexity in the system I/O stack that can easily invalidate well-known best practices. In this paper, we conduct an extensive set of experiments on an enterprise all-flash storage (AFS) system equipped with an open-source data reduction module, i.e., RedHat VDO, and reveal novel observations on the performance gap between the state-of-the-art and the optimal AFS stack with integrated data reduction. We then offer cross-layer optimizations to enhance the performance of AFS, which range from deriving new optimal hardware RAID configurations up... 

    Unleashing the potentials of dynamism for page allocation strategies in SSDs

    , Article SIGMETRICS 2014 - Proceedings of the 2014 ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Systems ; 16-20 June , 2014 , pp. 551-552 ; ISBN: 9781450327893 Tavakkol, A ; Arjomand, M ; Sarbazi-Azad, H ; Sharif University of Technology
    Abstract
    In Solid-State Drives (SSDs) with tens of ash chips and highly parallel architecture, we can speed up I/O operations by well-utilizing resources during page allocation. Propos- als already exist for using static page allocation which does not balance the IO load and its efficiency depends on access address patterns. To our best knowledge, there have been no research thus far to show what happens if one or more internal resources can be freely allocated regardless of the request address. This paper explores the possibility of using different degrees of dynamism in page allocation and iden- tifies key design opportunities that they present to improve SSD's characteristics  

    On endurance of erasure codes in SSD-based storage systems

    , Article Computer Architecture and Digital Systems (CADS), 17th CSI International Symposium on ; Article number 6714239 , 2013 , Pages 67-72 ; 9781479905621 Alinezhad Chamazcoti, S. (Saeideh) ; Miremadi, Gh. (Sayyed Ghassem) ; Asadi, H. (Hossein) ; Sharif Univesity of Technology
    Abstract
    The wear-out of flash-based Solid-State Drives (SSDs) is a main concern that significantly affects their reliability. One major parameter that accelerates SSD wear-out is the number of write-cycles committed to flash chips. The number of write-cycles in SSD-based disk subsystem is highly dependent on the erasure code implemented in Redundant Array of Independent Disks (RAIDs). In this paper, we investigate the impact of erasure codes and the configuration of storage subsystems (i.e., the number of disks participated in the RAID array and stripe unit size) on the endurance of storage systems. The number of write-cycles is considered as a metric to evaluate the endurance of storage system. We... 

    Impact of stripe unit size on performance and endurance of SSD-based RAID arrays

    , Article Scientia Iranica ; Volume 20, Issue 6 , 2013 , Pages 1978-1998 ; 10263098 (ISSN) Salmasi, F. R ; Asadi, H ; GhasemiGol, M ; Sharif University of Technology
    Sharif University of Technology  2013
    Abstract
    Over the past decades, Redundant Array of Independent Disks (RAIDs) have been configured based on mechanical characteristics of Hard Disk Drives (HDDs). With the advent of Solid-State Drives (SSDs), configurations such as stripe unit size can be far from the characteristics of SSDs. In this paper, we investigate the effect of stripe unit size on the endurance and the overall I/O performance of an SSD-based RAID array and compare the optimal stripe unit size with the suggested stripe unit sizes for HDD-based RAID. To this end, we first examine the number of extra page reads and writes imposed by write requests, and then observe the corresponding impact on the overall throughput and the... 

    Investigating power outage effects on reliability of solid-state drives

    , Article Proceedings of the 2018 Design, Automation and Test in Europe Conference and Exhibition ; Volume 2018-January , 2018 , Pages 207-212 ; 9783981926316 (ISBN) Ahmadian, S ; Taheri, F ; Lotfi, M ; Karimi, M ; Asadi, H ; Sharif University of Technology
    Institute of Electrical and Electronics Engineers Inc  2018
    Abstract
    Solid-State Drives (SSDs) are recently employed in enterprise servers and high-end storage systems in order to enhance performance of storage subsystem. Although employing high speed SSDs in the storage subsystems can significantly improve system performance, it comes with significant reliability threat for write operations upon power failures. In this paper, we present a comprehensive analysis investigating the impact of workload dependent parameters on the reliability of SSDs under power failure for variety of SSDs (from top manufacturers). To this end, we first develop a platform to perform two important features required for study: A) a realistic fault injection into the SSD in the... 

    LBICA: A Load Balancer for I/O Cache Architectures

    , Article 22nd Design, Automation and Test in Europe Conference and Exhibition, DATE 2019, 25 March 2019 through 29 March 2019 ; Pages 1196-1201 , 2019 ; 9783981926323 (ISBN) Ahmadian, S ; Salkhordeh, R ; Asadi, H ; ACM Special Interest Group on Design Automation (SIGDA); Electronic System Design (ESD) Alliance; et al.; European Design and Automation Association (EDAA); European Electronic Chips and Systems Design Initiative (ECSI); IEEE Council on Electronic Design Automation (CEDA) ; Sharif University of Technology
    Institute of Electrical and Electronics Engineers Inc  2019
    Abstract
    In recent years, enterprise Solid-State Drives (SSDs) are used in the caching layer of high-performance servers to close the growing performance gap between processing units and storage subsystem. SSD-based I/O caching is typically not effective in workloads with burst accesses in which the caching layer itself becomes the performance bottleneck because of the large number of accesses. Existing I/O cache architectures mainly focus on maximizing the cache hit ratio while they neglect the average queue time of accesses. Previous studies suggested bypassing the cache when burst accesses are identified. These schemes, however, are not applicable to a general cache configuration and also result... 

    On endurance of erasure codes in SSD-based storage systems

    , Article Proceedings - 17th CSI International Symposium on Computer Architecture and Digital Systems, CADS 2013 ; 2013 , Pages 67-72 ; 9781479905621 (ISBN) Chamazcoti, S. A ; Miremadi, S. G ; Asadi, H ; Computer Society of Iran; IPM ; Sharif University of Technology
    IEEE Computer Society  2013
    Abstract
    The wear-out of flash-based Solid-State Drives (SSDs) is a main concern that significantly affects their reliability. One major parameter that accelerates SSD wear-out is the number of write-cycles committed to flash chips. The number of write-cycles in SSD-based disk subsystem is highly dependent on the erasure code implemented in Redundant Array of Independent Disks (RAIDs). In this paper, we investigate the impact of erasure codes and the configuration of storage subsystems (i.e., the number of disks participated in the RAID array and stripe unit size) on the endurance of storage systems. The number of write-cycles is considered as a metric to evaluate the endurance of storage system. We... 

    On endurance and performance of erasure codes in SSD-based storage systems

    , Article Microelectronics Reliability ; Volume 55, Issue 11 , 2015 , Pages 2453-2467 ; 00262714 (ISSN) Alinezhad Chamazcoti, S ; Delavari, Z ; Miremadi, S. G ; Asadi, H ; Sharif University of Technology
    Elsevier Ltd  2015
    Abstract
    Erasure codes are widely used in data storage systems to protect against disk failures. Employing erasure codes in an array of Solid-State Drives (SSDs) in storage systems necessitates designers to revisit different characteristics in comparison to Hard Disk Drives (HDDs), due to non-mechanical property of SSDs. One of the most important characteristics of SSDs is their limitation on the number of Program/Erase (P/E) cycles. By taking into account the characteristics of SSDs, this paper presents a comprehensive analysis to investigate the effects of three well-known erasure codes on the endurance and performance of SSD-based disk subsystems. The three erasure codes, i.e., Reed-Solomon,... 

    On designing endurance aware erasure code for SSD-based storage systems

    , Article Microprocessors and Microsystems ; Volume 45 , 2016 , Pages 283-296 ; 01419331 (ISSN) Alinezhad Chamazcoti, S ; Miremadi, S. G ; Sharif University of Technology
    Elsevier  2016
    Abstract
    Erasure codes are applied in both HDD and SSD storage systems to improve the reliability. The design of erasure codes for SSD-based systems should be performed with respect to a specific feature of SSDs, i.e., endurance. Endurance is defined as the number of Program/Erase (P/E)-cycles that one SSD can endure for reliable operation. The common metric for comparing the endurance of two systems is the number of P/E-cycles, which is yielded by time-consuming simulations. This paper proposes two new metrics called DPD-factor and GDP-pattern, for comparing the effect of erasure codes on the endurance of systems based on their encoding designs, without simulation. With respect to the endurance,... 

    An efficient hybrid I/O caching architecture using heterogeneous SSDs

    , Article IEEE Transactions on Parallel and Distributed Systems ; Volume 30, Issue 6 , 2019 , Pages 1238-1250 ; 10459219 (ISSN) Salkhordeh, R ; Hadizadeh, M ; Asadi, H ; Sharif University of Technology
    IEEE Computer Society  2019
    Abstract
    Storage subsystem is considered as the performance bottleneck of computer systems in data-intensive applications. Solid-State Drives (SSDs) are emerging storage devices which unlike Hard Disk Drives (HDDs), do not have mechanical parts and therefore, have superior performance compared to HDDs. Due to the high cost of SSDs, entirely replacing HDDs with SSDs is not economically justified. Additionally, SSDs can endure a limited number of writes before failing. To mitigate the shortcomings of SSDs while taking advantage of their high performance, SSD caching is practiced in both academia and industry. Previously proposed caching architectures have only focused on either performance or endurance... 

    Quick generation of SSD performance models using machine learning

    , Article IEEE Transactions on Emerging Topics in Computing ; Volume 10, Issue 4 , 2022 , Pages 1821-1836 ; 21686750 (ISSN) Tarihi, M ; Azadvar, S ; Tavakkol, A ; Asadi, H ; Sarbazi Azad, H ; Sharif University of Technology
    IEEE Computer Society  2022
    Abstract
    Increasing usage of Solid-State Drives (SSDs) has greatly boosted the performance of storage backends. SSDs perform many internal processes such as out-of-place writes, wear-leveling, and garbage collection. These operations are complex and not well documented which make it difficult to create accurate SSD simulators. Our survey indicates that aside from complex configuration, available SSD simulators do not support both sync and discard requests. Past performance models also ignore the long term effect of I/O requests on SSD performance, which has been demonstrated to be significant. In this article, we utilize a methodology based on machine learning that extracts history-aware features at... 

    An enterprise-grade open-source data reduction architecture for all-flash storage systems

    , Article Proceedings of the ACM on Measurement and Analysis of Computing Systems ; Volume 6, Issue 2 , 2022 ; 24761249 (ISSN) Ajdari, M ; Raaf, P ; Kishani, M ; Salkhordeh, R ; Asadi, H ; Brinkmann, A ; Sharif University of Technology
    Association for Computing Machinery  2022
    Abstract
    All-flash storage (AFS) systems have become an essential infrastructure component to support enterprise applications, where sub-millisecond latency and very high throughput are required. Nevertheless, the price per capacity ofsolid-state drives (SSDs) is relatively high, which has encouraged system architects to adoptdata reduction techniques, mainlydeduplication andcompression, in enterprise storage solutions. To provide higher reliability and performance, SSDs are typically grouped usingredundant array of independent disk (RAID) configurations. Data reduction on top of RAID arrays, however, adds I/O overheads and also complicates the I/O patterns redirected to the underlying backend SSDs,... 

    Design for scalability in enterprise SSDs

    , Article Parallel Architectures and Compilation Techniques - Conference Proceedings, PACT ; 24-27 August , 2014 , p. 417-429 ; ISSN: 1089795X ; ISBN: 9781450328098 Tavakkol, A ; Arjomand, M ; Sarbazi-Azad, H ; Sharif University of Technology
    Abstract
    Solid State Drives (SSDs) have recently emerged as a high speed random access alternative to classical magnetic disks. To date, SSD designs have been largely based on multi-channel bus architecture that confronts serious scalability problems in high-end enterprise SSDs with dozens of flash memory chips and a gigabyte host interface. This forces the community to rapidly change the bus-based inter-flash standards to respond to ever increasing application demands. In this paper, we first give a deep look at how different flash parameters and SSD internal designs affect the actual performance and scalability of the conventional architecture. Our experiments show that SSD performance improvement... 

    Operating system level data tiering using online workload characterization

    , Article Journal of Supercomputing ; Volume 71, Issue 4 , April , 2015 , Pages 1534-1562 ; 09208542 (ISSN) Salkhordeh, R ; Asadi, H ; Ebrahimi, S ; Sharif University of Technology
    Kluwer Academic Publishers  2015
    Abstract
    Over the past decade, storage has been the performance bottleneck in I/O-intensive programs such as online transaction processing applications. To alleviate this bottleneck with minimal cost penalty, cost-effective design of a high-performance disk subsystem is of decisive importance in enterprise applications. Data tiering is an efficient way to optimize cost, performance, and reliability in storage servers. With the promising advantages of solid-state drives (SSDs) over hard disk drives (HDDs) such as lower power consumption and higher performance, traditional data tiering techniques should be revisited to use SSDs in a more efficient way. Previously proposed tiering solutions have... 

    ECI-cache: a high-endurance and cost-efficient I/O caching scheme for virtualized platforms

    , Article SIGMETRICS 2018 - Abstracts of the 2018 ACM International Conference on Measurement and Modeling of Computer Systems ; 12 June , 2018 , Pages 73- ; 9781450358460 (ISBN) Ahmadian, S ; Mutlu, O ; Asadi, H ; Sharif University of Technology
    Association for Computing Machinery, Inc  2018
    Abstract
    In recent years, high interest in using Virtual Machines (VMs) in data centers and cloud computing has significantly increased the demand for high-performance data storage systems. A straightforward approach to providing a high-performance storage system is using Solid-State Drives (SSDs). Inclusion of SSDs in storage systems, however, imposes significantly higher cost compared to Hard Disk Drives (HDDs). Recent studies suggest using SSDs as a caching layer for HDD-based storage subsystems in virtualized platforms. Such studies neglect to address the endurance and cost of SSDs, which can significantly affect the efficiency of I/O caching. Moreover, previous studies only configure the cache... 

    EA-EO: Endurance aware erasure code for SSD-based storage systems

    , Article Proceedings of IEEE Pacific Rim International Symposium on Dependable Computing, PRDC ; 3 December , 2014 , Pages 76-85 ; ISSN: 15410110 ; ISBN: 9781479964741 Chamazcoti, S. A ; Miremadi, S. G ; Sharif University of Technology
    Abstract
    One of the main issues in Solid State Drive (SSD)-based storage systems is endurance which is directly affected by the number of Program/Erase (P/E) cycles. The increment of P/E cycles increases the bit error rate threatening the reliability of SSDs. Erasure codes are used to leverage the reliability of storage systems but they also affect the number of P/E cycles based on their code pattern. A lower dependency between data and parities in the code pattern may lead to smaller number of P/E cycles providing better endurance. This paper introduces an Endurance Aware EVENODD (EA-EO), which minimizes the dependency between data and parities in the coding pattern. A simulation environment is used...