HybridPlan: A Capacity Planning Technique for Projecting Storage Requirements in Hybrid Storage Systems
Abstract
Economic forces, driven by the desire to introduce flash into the high-end storage market without changing existing software-base, have resulted in the emergence of solid-state drives (SSDs), flash packaged in HDD form factors and capable of working with device drivers and I/O buses designed for HDDs. Unlike the use of DRAM for caching or buffering, however, certain idiosyncrasies of NAND Flash-based solid-state drives (SSDs) make their integration into hard disk drive (HDD)-based storage systems nontrivial. Flash memory suffers from limits on its reliability, is an order of magnitude more expensive than the magnetic hard disk drives (HDDs), and can sometimes be as slow as the HDD (due to excessive garbage collection (GC) induced by high intensity of random writes). Given the complementary properties of HDDs and SSDs in terms of cost, performance, and lifetime, the current consensus among several storage experts is to view SSDs not as a replacement for HDD, but rather as a complementary device within the high-performance storage hierarchy. Thus, we design and evaluate such a hybrid storage system with HybridPlan that is an improved capacity planning technique to administrators with the overall goal of operating within cost-budgets. HybridPlan is able to find the most cost-effective hybridmore »
- Authors:
-
- ORNL
- IBM Corporation, Almaden Research Center
- Pennsylvania State University
- Pennsylvania State University, University Park, PA
- Publication Date:
- Research Org.:
- Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States). Oak Ridge Leadership Computing Facility (OLCF)
- Sponsoring Org.:
- USDOE Office of Science (SC)
- OSTI Identifier:
- 1113682
- DOE Contract Number:
- DE-AC05-00OR22725
- Resource Type:
- Journal Article
- Journal Name:
- Journal of Supercomputing
- Additional Journal Information:
- Journal Volume: 67; Journal Issue: 1; Journal ID: ISSN 0920-8542
- Country of Publication:
- United States
- Language:
- English
- Subject:
- Storage Systems; Resource Provisioning; Capacity Planning
Citation Formats
Kim, Youngjae, Gupta, Aayush, Urgaonkar, Bhuvan, Piotr, Berman, and Sivasubramaniam, Anand. HybridPlan: A Capacity Planning Technique for Projecting Storage Requirements in Hybrid Storage Systems. United States: N. p., 2014.
Web. doi:10.1007/s11227-013-0999-3.
Kim, Youngjae, Gupta, Aayush, Urgaonkar, Bhuvan, Piotr, Berman, & Sivasubramaniam, Anand. HybridPlan: A Capacity Planning Technique for Projecting Storage Requirements in Hybrid Storage Systems. United States. https://doi.org/10.1007/s11227-013-0999-3
Kim, Youngjae, Gupta, Aayush, Urgaonkar, Bhuvan, Piotr, Berman, and Sivasubramaniam, Anand. 2014.
"HybridPlan: A Capacity Planning Technique for Projecting Storage Requirements in Hybrid Storage Systems". United States. https://doi.org/10.1007/s11227-013-0999-3.
@article{osti_1113682,
title = {HybridPlan: A Capacity Planning Technique for Projecting Storage Requirements in Hybrid Storage Systems},
author = {Kim, Youngjae and Gupta, Aayush and Urgaonkar, Bhuvan and Piotr, Berman and Sivasubramaniam, Anand},
abstractNote = {Economic forces, driven by the desire to introduce flash into the high-end storage market without changing existing software-base, have resulted in the emergence of solid-state drives (SSDs), flash packaged in HDD form factors and capable of working with device drivers and I/O buses designed for HDDs. Unlike the use of DRAM for caching or buffering, however, certain idiosyncrasies of NAND Flash-based solid-state drives (SSDs) make their integration into hard disk drive (HDD)-based storage systems nontrivial. Flash memory suffers from limits on its reliability, is an order of magnitude more expensive than the magnetic hard disk drives (HDDs), and can sometimes be as slow as the HDD (due to excessive garbage collection (GC) induced by high intensity of random writes). Given the complementary properties of HDDs and SSDs in terms of cost, performance, and lifetime, the current consensus among several storage experts is to view SSDs not as a replacement for HDD, but rather as a complementary device within the high-performance storage hierarchy. Thus, we design and evaluate such a hybrid storage system with HybridPlan that is an improved capacity planning technique to administrators with the overall goal of operating within cost-budgets. HybridPlan is able to find the most cost-effective hybrid storage configuration with different types of SSDs and HDDs},
doi = {10.1007/s11227-013-0999-3},
url = {https://www.osti.gov/biblio/1113682},
journal = {Journal of Supercomputing},
issn = {0920-8542},
number = 1,
volume = 67,
place = {United States},
year = {Wed Jan 01 00:00:00 EST 2014},
month = {Wed Jan 01 00:00:00 EST 2014}
}
Works referenced in this record:
Reducing Hybrid Disk Write Latency with Flash-Backed I/O Requests
conference, October 2007
- Bisson, T.; Brandt, S. A.
- 2007 15th International Symposium on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems (MASCOTS)
Thermal stability of recorded information at high densities
journal, January 1997
- Charap, S. H.
- IEEE Transactions on Magnetics, Vol. 33, Issue 1
Understanding intrinsic characteristics and system implications of flash memory based solid state drives
conference, January 2009
- Chen, Feng; Koufaty, David A.; Zhang, Xiaodong
- Proceedings of the eleventh international joint conference on Measurement and modeling of computer systems - SIGMETRICS '09
Algorithms and data structures for flash memories
journal, June 2005
- Gal, Eran; Toledo, Sivan
- ACM Computing Surveys, Vol. 37, Issue 2
pClock: an arrival curve based approach for QoS guarantees in shared storage systems
conference, January 2007
- Gulati, Ajay; Merchant, Arif; Varman, Peter J.
- Proceedings of the 2007 ACM SIGMETRICS international conference on Measurement and modeling of computer systems - SIGMETRICS '07
DFTL: a flash translation layer employing demand-based selective caching of page-level address mappings
conference, January 2009
- Gupta, Aayush; Kim, Youngjae; Urgaonkar, Bhuvan
- Proceeding of the 14th international conference on Architectural support for programming languages and operating systems - ASPLOS '09
Write off-loading: Practical power management for enterprise storage
journal, November 2008
- Narayanan, Dushyanth; Donnelly, Austin; Rowstron, Antony
- ACM Transactions on Storage, Vol. 4, Issue 3
Migrating server storage to SSDs: analysis of tradeoffs
conference, January 2009
- Narayanan, Dushyanth; Thereska, Eno; Donnelly, Austin
- Proceedings of the fourth ACM european conference on Computer systems - EuroSys '09
History and trends in the development of motorized spindles for hard disk drives
journal, May 1996
- Schirle, N.; Lieu, D. F.
- IEEE Transactions on Magnetics, Vol. 32, Issue 3
Progress and outlook for MRAM technology
journal, January 1999
- Tehrani, S.; Slaughter, J. M.; Chen, E.
- IEEE Transactions on Magnetics, Vol. 35, Issue 5
Synthesizing Representative I/O Workloads for TPC-H
conference, January 2004
- Jianyong Zhang, ; Sivasubramaniam, A.; Franke, H.
- 10th International Symposium on High Performance Computer Architecture (HPCA'04)