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Erschienen in: Cluster Computing 2/2015

01.06.2015

An empirical study of redundant array of independent solid-state drives (RAIS)

verfasst von: Youngjae Kim

Erschienen in: Cluster Computing | Ausgabe 2/2015

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Abstract

Solid-state drives (SSD) are popular storage media devices alongside magnetic hard disk drives (HDD). SSD flash chips are packaged in HDD form factors and SSDs are compatible with regular HDD device drivers and I/O buses. This compatibility allows easy replacement of individual HDDs with SSDs in existing storage systems. However, under certain circumstances, SSD write performance can be significantly slowed by garbage collection (GC) processes. The frequency of GC activity is directly correlated with the frequency of inside-SSD write operations and the amount of data written to it. GC scheduling is locally controlled by an internal SSD logic. This paper studies the feasibility of Redundant Arrays of Independent Flash-based Solid-state drives (RAIS). We empirically analyze the RAIS performance using commercially-off-the-shelf (COTS) SSDs. We investigate the performance of various RAIS configurations under a variety of I/O access patterns. Finally, we present our performance and cost comparisons of RAIS with a fast, PCIe-based COTS SSD, in terms of performance and cost.

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Fußnoten
1
In the rest of this paper, we will use the term, Redundant Array of Independent SSDs (RAIS) for describing the SSD-based RAID sets. We present our analysis results on comparing RAIS-0, 5, and 6 configurations in our study, analogous to conventional RAID-0, 5, and 6 sets.
 
2
Hereafter, we call RAIS(A) and RAIS(B) for RAIS configurations using SSD(A)s and SSD(B)s respectively.
 
Literatur
1.
Zurück zum Zitat Agrawal, N., Prabhakaran, V., Wobber, T., Davis, J., Manasse, M., Panigrahy, R.: Design tradeoffs for SSD performance. In: Proceedings of the USENIX Annual Technical Conference, USENIX Association, Berkeley, CA, pp. 57–70, June (2008) Agrawal, N., Prabhakaran, V., Wobber, T., Davis, J., Manasse, M., Panigrahy, R.: Design tradeoffs for SSD performance. In: Proceedings of the USENIX Annual Technical Conference, USENIX Association, Berkeley, CA, pp. 57–70, June (2008)
2.
Zurück zum Zitat Atwood, G., Fazio, A., Mills, D., Reaves, B.: Intel StrataFlash\(^{\rm TM}\) Memory Technology Overview. Intel Technol. J. 1–8 (1997) Atwood, G., Fazio, A., Mills, D., Reaves, B.: Intel StrataFlash\(^{\rm TM}\) Memory Technology Overview. Intel Technol. J. 1–8 (1997)
3.
Zurück zum Zitat Bandic, Z.Z., Litvinov, D., Rooks, M.: Nanostructured materials in information storage. MRS Bull., 33(9), 831–837 (2008) Bandic, Z.Z., Litvinov, D., Rooks, M.: Nanostructured materials in information storage. MRS Bull., 33(9), 831–837 (2008)
4.
Zurück zum Zitat Chang, Y.-H., Hsieh, J.-W., Kuo, T.-W.: Endurance enhancement of flash-memory storage systems: an efficient static wear leveling design. In: Proceedings of the 44th Annual Conference on Design Automation, pp. 212–217 (2007). ACM, New York Chang, Y.-H., Hsieh, J.-W., Kuo, T.-W.: Endurance enhancement of flash-memory storage systems: an efficient static wear leveling design. In: Proceedings of the 44th Annual Conference on Design Automation, pp. 212–217 (2007). ACM, New York
5.
Zurück zum Zitat Chen, F., Koufaty, D.A., Zhang, X.: Understanding intrinsic characteristics and system implications of flash memory based solid state drives. In: Proceedings of the Eleventh International Joint Conference on Measurement and Modeling of Computer Systems, (SIGMETRICS ’09) pp. 181–192 (2009). ACM, New York Chen, F., Koufaty, D.A., Zhang, X.: Understanding intrinsic characteristics and system implications of flash memory based solid state drives. In: Proceedings of the Eleventh International Joint Conference on Measurement and Modeling of Computer Systems, (SIGMETRICS ’09) pp. 181–192 (2009). ACM, New York
6.
Zurück zum Zitat Choudhuri, S., Givargis, T.: Performance improvement of block based NAND flash translation layer. In: Proceedings of the Fifth IEEE/ACM International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS), pp. 257–262 (2007) Choudhuri, S., Givargis, T.: Performance improvement of block based NAND flash translation layer. In: Proceedings of the Fifth IEEE/ACM International Conference on Hardware/Software Codesign and System Synthesis (CODES+ISSS), pp. 257–262 (2007)
7.
Zurück zum Zitat Chung, T., Park, D., Park, S., Lee, D., Lee, S., Song, H.: System software for flash memory: a survey. In: Proceedings of the International Conference on Embedded and Ubiquitous Computing, pp. 394–404, August (2006) Chung, T., Park, D., Park, S., Lee, D., Lee, S., Song, H.: System software for flash memory: a survey. In: Proceedings of the International Conference on Embedded and Ubiquitous Computing, pp. 394–404, August (2006)
9.
Zurück zum Zitat Gal, E., Toledo, S.: Algorithms and data structures for flash memories. ACM Comput. Surv. 37(2), 138–163 (2005)CrossRef Gal, E., Toledo, S.: Algorithms and data structures for flash memories. ACM Comput. Surv. 37(2), 138–163 (2005)CrossRef
10.
Zurück zum Zitat Gupta, A., Kim, Y., Urgaonkar, B.: DFTL: a flash translation layer employing demand-based selective caching of page-level address mappings. In: Proceedings of the International Conference on Architectural Support for Programming Languages and Operating System (ASPLOS), New York, NY, pp. 229–240, March (2009). ACM Gupta, A., Kim, Y., Urgaonkar, B.: DFTL: a flash translation layer employing demand-based selective caching of page-level address mappings. In: Proceedings of the International Conference on Architectural Support for Programming Languages and Operating System (ASPLOS), New York, NY, pp. 229–240, March (2009). ACM
11.
Zurück zum Zitat Gurumurthi, S., Sivasubramaniam, A., Natarajan, V.: Disk drive roadmap from the thermal perspective: a case for dynamic thermal management. In: Proceedings of the International Symposium on Computer Architecture (ISCA), Washington, DC, pp. 38–49, June (2005). IEEE Computer Society Gurumurthi, S., Sivasubramaniam, A., Natarajan, V.: Disk drive roadmap from the thermal perspective: a case for dynamic thermal management. In: Proceedings of the International Symposium on Computer Architecture (ISCA), Washington, DC, pp. 38–49, June (2005). IEEE Computer Society
15.
Zurück zum Zitat Jian, H., Hong, J., Lei, T., Lei, X.: GC-ARM: garbage collection-aware RAM management for flash based solid state drives. In: Proceedings of the Networking, Architecture and Storage NAS, pp. 134–143 (2012) Jian, H., Hong, J., Lei, T., Lei, X.: GC-ARM: garbage collection-aware RAM management for flash based solid state drives. In: Proceedings of the Networking, Architecture and Storage NAS, pp. 134–143 (2012)
16.
Zurück zum Zitat Jo, H., Kang, J., Park, S., Kim, J., Lee, J.: FAB: flash-aware buffer management policy for portable media players. IEEE Trans. Consum. Electron. 52(2), 485–493 (2006)CrossRef Jo, H., Kang, J., Park, S., Kim, J., Lee, J.: FAB: flash-aware buffer management policy for portable media players. IEEE Trans. Consum. Electron. 52(2), 485–493 (2006)CrossRef
17.
Zurück zum Zitat Jung, D., Chae, Y., Jo, H., Kim, J., Lee, J.: A group-based wear-leveling algorithm for large-capacity flash memory storage systems. In: Proceedings of the International Conference on Compilers, Architecture, and Synthesis for Embedded Systems (CASES), New York, NY, pp. 160–164, September (2007). ACM Jung, D., Chae, Y., Jo, H., Kim, J., Lee, J.: A group-based wear-leveling algorithm for large-capacity flash memory storage systems. In: Proceedings of the International Conference on Compilers, Architecture, and Synthesis for Embedded Systems (CASES), New York, NY, pp. 160–164, September (2007). ACM
18.
Zurück zum Zitat Kadav, A., Balakrishnan, M., Prabhakaran, V., Malkhi, D.: Differential RAID: rethinking RAID for SSD reliability. In: Proceedings of the First Workshop on Hot Topics in Storage and File Systems (HotStorage) (2009) Kadav, A., Balakrishnan, M., Prabhakaran, V., Malkhi, D.: Differential RAID: rethinking RAID for SSD reliability. In: Proceedings of the First Workshop on Hot Topics in Storage and File Systems (HotStorage) (2009)
19.
Zurück zum Zitat Kang, J., Jo, H., Kim, J., Lee, J.: A superblock-based flash translation layer for NAND flash memory. In: Proceedings of the International Conference on Embedded Software (EMSOFT), New York, NY, pp. 161–170, October (2006). ACM Kang, J., Jo, H., Kim, J., Lee, J.: A superblock-based flash translation layer for NAND flash memory. In: Proceedings of the International Conference on Embedded Software (EMSOFT), New York, NY, pp. 161–170, October (2006). ACM
20.
Zurück zum Zitat Kawaguchi, A., Nishioka, S., Motoda, H.: A flash-memory based file system. In: Proceedings of the Winter 1995 USENIX Technical Conference, USENIX Association, Berkeley, CA, pp. 155–164 (1995) Kawaguchi, A., Nishioka, S., Motoda, H.: A flash-memory based file system. In: Proceedings of the Winter 1995 USENIX Technical Conference, USENIX Association, Berkeley, CA, pp. 155–164 (1995)
21.
Zurück zum Zitat Kim, H., Ahn, S.: BPLRU: a buffer management scheme for improving random writes in flash storage. In: Proceedings of the USENIX Conference on File and Storage Technologies (FAST), USENIX Association, Berkeley, CA, pp. 1–14, Feburary (2008) Kim, H., Ahn, S.: BPLRU: a buffer management scheme for improving random writes in flash storage. In: Proceedings of the USENIX Conference on File and Storage Technologies (FAST), USENIX Association, Berkeley, CA, pp. 1–14, Feburary (2008)
22.
Zurück zum Zitat Kim, J., Kim, J.M., Noh, S.H., Min, S., Cho, Y.: A space-efficient flash translation layer for compactflash systems. IEEE Trans. Consum. Electron. 48(2), 366–375 (2002)CrossRef Kim, J., Kim, J.M., Noh, S.H., Min, S., Cho, Y.: A space-efficient flash translation layer for compactflash systems. IEEE Trans. Consum. Electron. 48(2), 366–375 (2002)CrossRef
23.
Zurück zum Zitat Kim, Y., Gupta, A., Urgaonkar, B.: A temporal locality-aware page-mapped flash translation layer. J. Comput. Sci. Technol. 28(6), 1025–1044 (2013)CrossRef Kim, Y., Gupta, A., Urgaonkar, B.: A temporal locality-aware page-mapped flash translation layer. J. Comput. Sci. Technol. 28(6), 1025–1044 (2013)CrossRef
24.
Zurück zum Zitat Kim, Y., Gupta, A., Urgaonkar, B., Berman, P., Sivasubramaniam, A.: HybridStore: a cost-efficient, high-performance storage system combining SSDs and HDDs. In: Proceedings of the IEEE International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems, MASCOTS’11, July (2011) Kim, Y., Gupta, A., Urgaonkar, B., Berman, P., Sivasubramaniam, A.: HybridStore: a cost-efficient, high-performance storage system combining SSDs and HDDs. In: Proceedings of the IEEE International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems, MASCOTS’11, July (2011)
25.
Zurück zum Zitat Kim, Y., Lee, J., Oral, S., Dillow, D., Wang, F., Shipman, G.: Coordinating garbage collection for arrays of solid-state drives. IEEE Trans. Comput. (TC) 63(4), 888–901 (2014)CrossRefMathSciNet Kim, Y., Lee, J., Oral, S., Dillow, D., Wang, F., Shipman, G.: Coordinating garbage collection for arrays of solid-state drives. IEEE Trans. Comput. (TC) 63(4), 888–901 (2014)CrossRefMathSciNet
26.
Zurück zum Zitat Kim, Y., Oral, S., Shipman, G., Lee, J., Dillow, D., Wang, F.: Harmonia: a globally coordinated garbage collector for arrays of solid-state drives. In: Proceedings of the Mass Storage Systems and Technologies (MSST), pp. 1–12 (2011). IEEE Kim, Y., Oral, S., Shipman, G., Lee, J., Dillow, D., Wang, F.: Harmonia: a globally coordinated garbage collector for arrays of solid-state drives. In: Proceedings of the Mass Storage Systems and Technologies (MSST), pp. 1–12 (2011). IEEE
27.
Zurück zum Zitat Lee, J., Kim, Y., Kim, J., Shipman, G.: Synchronous I/O scheduling of independent write caches for an array of SSDs. IEEE Comput. Arch. Lett. (CAL) 13(1) (2015) Lee, J., Kim, Y., Kim, J., Shipman, G.: Synchronous I/O scheduling of independent write caches for an array of SSDs. IEEE Comput. Arch. Lett. (CAL) 13(1) (2015)
28.
Zurück zum Zitat Lee, J., Kim, Y., Shipman, G., Oral, S., Wang, F., Kim, J.: A semi-preemptive garbage collector for solid state drives. In: Proceedings of the IEEE International Symposium on Performance Analysis of Systems and Software, ISPASS ’11, Washington, DC, pp. 12–21 (2011). IEEE Computer Society Lee, J., Kim, Y., Shipman, G., Oral, S., Wang, F., Kim, J.: A semi-preemptive garbage collector for solid state drives. In: Proceedings of the IEEE International Symposium on Performance Analysis of Systems and Software, ISPASS ’11, Washington, DC, pp. 12–21 (2011). IEEE Computer Society
29.
Zurück zum Zitat Lee, S., Ha, K., Zhang, K., Kim, J., Kim, J.: FlexFS: a flexible flash file system for MLC NAND flash memory. In: Proceedings of the USENIX Annual Technical Conference (2009) Lee, S., Ha, K., Zhang, K., Kim, J., Kim, J.: FlexFS: a flexible flash file system for MLC NAND flash memory. In: Proceedings of the USENIX Annual Technical Conference (2009)
30.
Zurück zum Zitat Lee, S., Moon, B.: Design of flash-based DBMS: an in-page logging approach. In: Proceedings of the International Conference on Management of Data (SIGMOD), New York, pp. 55–66, August (2007). ACM Lee, S., Moon, B.: Design of flash-based DBMS: an in-page logging approach. In: Proceedings of the International Conference on Management of Data (SIGMOD), New York, pp. 55–66, August (2007). ACM
31.
Zurück zum Zitat Lee, S., Park, D., Chung, T., Lee, D., Park, S., Song, H.: A Log Buffer based Flash Translation Layer Using Fully Associative Sector Translation. IEEE Transactions on Embedded Computing Systems 6(3), 18 (2007)CrossRef Lee, S., Park, D., Chung, T., Lee, D., Park, S., Song, H.: A Log Buffer based Flash Translation Layer Using Fully Associative Sector Translation. IEEE Transactions on Embedded Computing Systems 6(3), 18 (2007)CrossRef
32.
Zurück zum Zitat Lee, S., Shin, D., Kim, Y., Kim, J.: LAST: locality-aware sector translation for NAND flash memory-based storage systems. In: Proceedings of the International Workshop on Storage and I/O Virtualization, Performance, Energy, Evaluation and Dependability (SPEED2008), New York, pp. 36–42, Feburary (2008). ACM Lee, S., Shin, D., Kim, Y., Kim, J.: LAST: locality-aware sector translation for NAND flash memory-based storage systems. In: Proceedings of the International Workshop on Storage and I/O Virtualization, Performance, Energy, Evaluation and Dependability (SPEED2008), New York, pp. 36–42, Feburary (2008). ACM
33.
Zurück zum Zitat Lofgren, K.M.J., Norman, R.D., Thelin, G.B., Gupta, A.: Wear Leveling Techniques for Flash EEPROM Systems, US Patent No. US6230233 B1 (2001) Lofgren, K.M.J., Norman, R.D., Thelin, G.B., Gupta, A.: Wear Leveling Techniques for Flash EEPROM Systems, US Patent No. US6230233 B1 (2001)
35.
Zurück zum Zitat Mallary, M., Torabi, A., Benakli, M.: One terabit per square inch perpendicular recording conceptual design. IEEE Trans. Magn. 38(4), 1719–1724 (2002)CrossRef Mallary, M., Torabi, A., Benakli, M.: One terabit per square inch perpendicular recording conceptual design. IEEE Trans. Magn. 38(4), 1719–1724 (2002)CrossRef
36.
Zurück zum Zitat Narayanan, D., Thereska, E., Donnelly, A., Elnikety, S., Rowstron, A.: Migrating enterprise storage to SSDs: analysis of tradeoffs. In: Proceedings of the ACM European Conference on Computer Systems (Eurosys), pp. 145–158, March (2009) Narayanan, D., Thereska, E., Donnelly, A., Elnikety, S., Rowstron, A.: Migrating enterprise storage to SSDs: analysis of tradeoffs. In: Proceedings of the ACM European Conference on Computer Systems (Eurosys), pp. 145–158, March (2009)
37.
Zurück zum Zitat Niijima, H.: Design of a solid-state file using flash EEPROM. IBM J. Res. Devel. 39(5), 531–545 (1995)CrossRef Niijima, H.: Design of a solid-state file using flash EEPROM. IBM J. Res. Devel. 39(5), 531–545 (1995)CrossRef
38.
Zurück zum Zitat Oral, S., Wang, F., Dillow, D., Shipman, G., Miller, R.: Efficient object storage journaling in a distributed parallel file system. In: Proceedings of the Annual Conference on File and Storage Technology (FAST’10), February (2010) Oral, S., Wang, F., Dillow, D., Shipman, G., Miller, R.: Efficient object storage journaling in a distributed parallel file system. In: Proceedings of the Annual Conference on File and Storage Technology (FAST’10), February (2010)
39.
Zurück zum Zitat Park, S., Jung, D., Kang, J., Kim, J., Lee, J.: CFLRU: a replacement algorithm for flash memory. In: Proceedings of the International Conference on Compilers, Architecture and Synthesis for Embedded Systems (CASES), New York, pp. 234–241 (2006). ACM Park, S., Jung, D., Kang, J., Kim, J., Lee, J.: CFLRU: a replacement algorithm for flash memory. In: Proceedings of the International Conference on Compilers, Architecture and Synthesis for Embedded Systems (CASES), New York, pp. 234–241 (2006). ACM
40.
Zurück zum Zitat Park, S., Park, J., Jeong, J., Kim, J., Kim, S.: A mixed flash translation layer structure for SLC-MLC combined flash memory system. In: Proceedings of the 1th International Workshop on Storage and I/O Virtualization, Performance, Energy, Evaluation and Dependability (SPEED2008), (2008) Park, S., Park, J., Jeong, J., Kim, J., Kim, S.: A mixed flash translation layer structure for SLC-MLC combined flash memory system. In: Proceedings of the 1th International Workshop on Storage and I/O Virtualization, Performance, Energy, Evaluation and Dependability (SPEED2008), (2008)
41.
Zurück zum Zitat Park, S., Shen, K.: A performance evaluation of scientific I/O workloads on flash-based SSDs. In: Proceedings of the 2009 IEEE International Conference on Cluster Computing, New Orleans, August 31–September 4, 2009, pp. 1–5 (2009). IEEE Park, S., Shen, K.: A performance evaluation of scientific I/O workloads on flash-based SSDs. In: Proceedings of the 2009 IEEE International Conference on Cluster Computing, New Orleans, August 31–September 4, 2009, pp. 1–5 (2009). IEEE
42.
Zurück zum Zitat Patterson, D., Gibson, G., Katz, R.: Case for redundant arrays of inexpensive disks (RAID). In: Proceedings of ACM SIGMOD Conference on the Management of Data, pp. 109–116, June (1988) Patterson, D., Gibson, G., Katz, R.: Case for redundant arrays of inexpensive disks (RAID). In: Proceedings of ACM SIGMOD Conference on the Management of Data, pp. 109–116, June (1988)
43.
Zurück zum Zitat Pratt, S., Heger, D.A.: Workload dependent performance evaluation of the linux 2.6 I/O schedulers. In: Proceedings of the Linux Symposium, July (2004) Pratt, S., Heger, D.A.: Workload dependent performance evaluation of the linux 2.6 I/O schedulers. In: Proceedings of the Linux Symposium, July (2004)
44.
Zurück zum Zitat Rajimwale, A., Prabhakaran, V., Davis, J.D.: Block management in solid-state devices. In: Proceedings of the USENIX Annual Technical Conference (2009) Rajimwale, A., Prabhakaran, V., Davis, J.D.: Block management in solid-state devices. In: Proceedings of the USENIX Annual Technical Conference (2009)
46.
Zurück zum Zitat Seo, E., Park, S., Urgaonkar, B.: An empirical analysis of the energy efficiency of flash-based SSDs. In: Proceedings of the First Workshop on Power-Aware Computing and Systems (HotPower), December (2008) Seo, E., Park, S., Urgaonkar, B.: An empirical analysis of the energy efficiency of flash-based SSDs. In: Proceedings of the First Workshop on Power-Aware Computing and Systems (HotPower), December (2008)
49.
Zurück zum Zitat Xie, B., Chase, J., Dillow, D., Drokin, O., Klasky, S., Oral, S., Podhorszki, N.: Characterizing Output Bottlenecks in a Supercomputer. In: Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis, SC ’12, Los Alamitos, CA, pp. 8:1–8:11 (2012). IEEE Computer Society Press Xie, B., Chase, J., Dillow, D., Drokin, O., Klasky, S., Oral, S., Podhorszki, N.: Characterizing Output Bottlenecks in a Supercomputer. In: Proceedings of the International Conference on High Performance Computing, Networking, Storage and Analysis, SC ’12, Los Alamitos, CA, pp. 8:1–8:11 (2012). IEEE Computer Society Press
50.
Zurück zum Zitat Youssef, R.: RAID for Mobile Computers. Master’s Thesis. Carnegie Mellon University Information Networking Institute, August (1995) Youssef, R.: RAID for Mobile Computers. Master’s Thesis. Carnegie Mellon University Information Networking Institute, August (1995)
51.
Zurück zum Zitat Zhang, J., Sivasubramaniam, A., Franke, H., Gautam, N., Zhang, Y., Nagar, S.: Synthesizing representative I/O workloads for TPC-H. In: Proceedings of the International Symposium on High Performance Computer Architecture (HPCA), Washington, DC, pp. 142–151 (2004). IEEE Computer Society Zhang, J., Sivasubramaniam, A., Franke, H., Gautam, N., Zhang, Y., Nagar, S.: Synthesizing representative I/O workloads for TPC-H. In: Proceedings of the International Symposium on High Performance Computer Architecture (HPCA), Washington, DC, pp. 142–151 (2004). IEEE Computer Society
Metadaten
Titel
An empirical study of redundant array of independent solid-state drives (RAIS)
verfasst von
Youngjae Kim
Publikationsdatum
01.06.2015
Verlag
Springer US
Erschienen in
Cluster Computing / Ausgabe 2/2015
Print ISSN: 1386-7857
Elektronische ISSN: 1573-7543
DOI
https://doi.org/10.1007/s10586-015-0421-4

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