Skip to main content

Towards Self-management in a Distributed Column-Store System

  • Conference paper
  • First Online:
New Trends in Databases and Information Systems (ADBIS 2015)

Part of the book series: Communications in Computer and Information Science ((CCIS,volume 539))

Included in the following conference series:

  • East European Conference on Advances in Databases and Information Systems

Abstract

In this paper, we discuss a self-managed distributed column-store system which would adapt its physical design to changing workloads. Architectural novelties of column-stores hold a great promise for construction of an efficient self-managed database. At first, we present a short survey of an existing self-managed systems. Then, we provide some views on the organization of a self-managed distributed column-store system. We discuss its three core components: alerter, reorganization controller and the set of physical design options (actions) available to such a system. We present possible approaches to each of these components and evaluate them. This study is the first step towards a creation of an adaptive distributed column-store system.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. O’Neil, P.E., O’Neil, E.J., Chen, X.: The Star Schema Benchmark (SSB). http://www.cs.umb.edu/~poneil/StarSchemaB.PDF (acessed July 20, 2012)

  2. Abadi, D., Boncz, P., Harizopoulos, S.: The Design and Implementation of Modern Column-Oriented Database Systems (2013)

    Google Scholar 

  3. Abadi, D.J., Madden, S.R., Hachem, N.: Column-stores vs. row-stores: how different are they really? In: Proc. of SIGMOD 2008, pp. 967–980 (2008)

    Google Scholar 

  4. Aboulnaga, A., Salem, K.: Report: 4th Int’l Workshop on Self-Managing Database Systems (SMDB 2009), pp. 2–5 (2009)

    Google Scholar 

  5. Agrawal, S., Chaudhuri, S., Kollar, L., Marathe, A., Narasayya, V., Syamala, M.: Database tuning advisor for microsoft SQL server 2005: demo. In: Proceedings of the SIGMOD 2005, pp. 930–932 (2005)

    Google Scholar 

  6. Agrawal, S., Chaudhuri, S., Kollar, L., Marathe, A., Narasayya, V., Syamala, M.: Database tuning advisor for microsoft SQL server 2005. In: Proceedings of VLDB, pp. 1110–1121 (2004)

    Google Scholar 

  7. Agrawal, S., Chu, E., Narasayya, V.: Automatic physical design tuning: workload as a sequence. In: Proceedings of SIGMOD 2006, pp. 683–694 (2006)

    Google Scholar 

  8. Agrawal, S., Narasayya, V., Yang, B.: Integrating vertical and horizontal partitioning into automated physical database design. In: Proceedings of SIGMOD 2004 (2004)

    Google Scholar 

  9. Ailamaki, A., DeWitt, D.J., Hill, M.D., Skounakis, M.: Weaving relations for cache performance. In: Proceedings of VLDB 2001, pp. 169–180 (2001)

    Google Scholar 

  10. Alagiannis, I., Dash, D., Schnaitter, K., Ailamaki, A., Polyzotis, N.: An automated, yet interactive and portable DB designer. In: Proceedings of SIGMOD 2010 (2010)

    Google Scholar 

  11. Alagiannis, I., Idreos, S., Ailamaki, A.: H2O: a hands-free adaptive store. In: Proceedings of SIGMOD 2014, pp. 1103–1114 (2014)

    Google Scholar 

  12. Bellatreche, L., Boukhalfa, K.: Yet another algorithms for selecting bitmap join indexes. In: Bach Pedersen, T., Mohania, M.K., Tjoa, A.M. (eds.) DAWAK 2010. LNCS, vol. 6263, pp. 105–116. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  13. Bellatreche, L., Woameno, K.Y.: Dimension table driven approach to referential partition relational data warehouses. In: Proc. of the DOLAP 2009, pp. 9–16 (2009)

    Google Scholar 

  14. Bruno, N., Chaudhuri, S.: Automatic physical database tuning: a relaxation-based approach. In: Proceedings of SIGMOD 2005, pp. 227–238 (2005)

    Google Scholar 

  15. Bruno, N., Chaudhuri, S.: To tune or not to tune?: a lightweight physical design alerter. In: Proceedings of VLDB 2006, pp. 499–510 (2006)

    Google Scholar 

  16. Ceri, S., Navathe, S., Wiederhold, G.: Distribution design of logical database schemas. IEEE Transactions on Software Engineering 9, 487–504 (1983)

    Article  MATH  Google Scholar 

  17. Ceri, S., Negri, M., Pelagatti, G.: Horizontal data partitioning in database design. In: Proceedings of SIGMOD 1982, pp. 128–136 (1982)

    Google Scholar 

  18. Chaudhuri, S., Narasayya, V.: Self-tuning database systems: a decade of progress. In: Proceedings of VLDB 2007, pp. 3–14 (2007)

    Google Scholar 

  19. Chaudhuri, S., Weikum, G.: Self-management technology in databases. In: Liu, L., Özsu, M. (eds.) Encyclopedia of Database Systems, pp. 2550–2555 (2009)

    Google Scholar 

  20. Chernishev, G.: Physical design approaches for column-stores. SPIIRAS Proceedings 30, 204–222 (2013). www.mathnet.ru/trspy682

    Google Scholar 

  21. Chernishev, G.: A survey of dbms physical design approaches. SPIIRAS Proceedings 24, 222–276 (2013). www.mathnet.ru/trspy580

    Google Scholar 

  22. Copeland, G., Alexander, W., Boughter, E., Keller, T.: Data placement in Bubba. In: Proceedings of SIGMOD 1988, pp. 99–108 (1988)

    Google Scholar 

  23. Dageville, B., Das, D., Dias, K., Yagoub, K., Zait, M., Ziauddin, M.: Automatic SQL tuning in oracle 10g. In: Proceedings of VLDB 2004, pp. 1098–1109 (2004)

    Google Scholar 

  24. Dageville, B., Dias, K.: Oracle’s self-tuning architecture and solutions. IEEE Data Eng. Bull. 29(3), 24–31 (2006)

    Google Scholar 

  25. Eadon, G., Chong, E.I., Shankar, S., Raghavan, A., Srinivasan, J., Das, S.: Supporting table partitioning by reference in oracle. In: Proceedings of SIGMOD 2008 (2008)

    Google Scholar 

  26. Gebaly, K.E., Aboulnaga, A.: Robustness in automatic physical database design. In: Proceedings EDBT 2008, pp. 145–156 (2008)

    Google Scholar 

  27. Ghandeharizadeh, S., DeWitt, D.J.: Hybrid-range partitioning strategy: a new declustering strategy for multiprocessor database machines. In: Proceedings of VLDB 1990, pp. 481–492 (1990)

    Google Scholar 

  28. Ghandeharizadeh, S., DeWitt, D.J., Qureshi, W.: A performance analysis of alternative multi-attribute declustering strategies. SIGMOD Rec. 21(2), 29–38 (1992)

    Article  Google Scholar 

  29. Graefe, G., Kuno, H.: Self-selecting, self-tuning, incrementally optimized indexes. In: Proceedings of ICDE 2010, pp. 371–381 (2010)

    Google Scholar 

  30. Hammer, M., Chan, A.: Index selection in a self-adaptive data base management system. In: Proceedings of SIGMOD 1976, pp. 1–8 (1976)

    Google Scholar 

  31. Hammer, M., Niamir, B.: A heuristic approach to attribute partitioning. In: Proceedings of SIGMOD 1979, pp. 93–101 (1979)

    Google Scholar 

  32. Harinarayan, V., Rajaraman, A., Ullman, J.D.: Implementing data cubes efficiently. SIGMOD Rec. 25(2), 205–216 (1996)

    Article  Google Scholar 

  33. Hoffer, J.A.: An integer programming formulation of computer database design problems. Inf. Sci. 11, 29–48 (1976)

    Article  MATH  Google Scholar 

  34. Holze, M., Ritter, N.: Towards workload shift detection and prediction for autonomic databases. In: Proceedings of PIKM 2007, pp. 109–116 (2007)

    Google Scholar 

  35. Idreos, S., Kersten, M.L., Manegold, S.: Self-organizing tuple reconstruction in column-stores. In: Proceedings of SIGMOD 2009, pp. 297–308 (2009)

    Google Scholar 

  36. Idreos, S., Kersten, M.L., Manegold, S.: Database cracking. In: CIDR, pp. 68–78 (2007). www.cidrdb.org

  37. Jindal, A., Dittrich, J.: Relax and let the database do the partitioning online. In: Castellanos, M., Dayal, U., Lehner, W. (eds.) BIRTE 2011. LNBIP, vol. 126, pp. 65–80. Springer, Heidelberg (2012)

    Chapter  Google Scholar 

  38. Kwan, E., Lightstone, S., Storm, A., Wu, L.: Automatic configuration for ibm db2 universal database: Compressing years of performance tuning experience into seconds of execution. Tech. rep., Performance technical report, IBM (2002)

    Google Scholar 

  39. Lamb, A., Fuller, M., Varadarajan, R., Tran, N., Vandiver, B., Doshi, L., Bear, C.: The vertica analytic database: C-store 7 years later. Proc. VLDB Endow 5(12)

    Google Scholar 

  40. LeFevre, J., Sankaranarayanan, J., Hacigumus, H., Tatemura, J., Polyzotis, N., Carey, M.J.: MISO: souping up big data query processing with a multistore system. In: Proceedings of SIGMOD 2014, pp. 1591–1602 (2014)

    Google Scholar 

  41. LeFevre, J., Sankaranarayanan, J., Hacigumus, H., Tatemura, J., Polyzotis, N., Carey, M.J.: Opportunistic physical design for big data analytics. In: Proceedings of SIGMOD 2014, pp. 851–862 (2014)

    Google Scholar 

  42. Li, L., Gruenwald, L.: Self-managing online partitioner for databases (smopd): a vertical database partitioning system with a fully automatic online approach. In: Proceedings of IDEAS 2013, pp. 168–173 (2013)

    Google Scholar 

  43. Lin, X., Orlowska, M., Zhang, Y.: A graph based cluster approach for vertical partitioning in database design. Data & Knowl. Eng. 11(2), 151–169 (1993)

    Article  MATH  Google Scholar 

  44. Maier, C., Dash, D., Alagiannis, I., Ailamaki, A., Heinis, T.: PARINDA: an interactive physical designer for Postgre SQL. In: Proceedings of EDBT 2010, pp. 701–704 (2010)

    Google Scholar 

  45. Mami, I., Bellahsene, Z.: A survey of view selection methods. SIGMOD Rec. 41(1), 20–29 (2012)

    Article  Google Scholar 

  46. Navathe, S., Ceri, S., Wiederhold, G., Dou, J.: Vertical partitioning algorithms for database design. ACM Trans. Database Syst. 9, 680–710 (1984)

    Article  Google Scholar 

  47. Nehme, R., Bruno, N.: Automated partitioning design in parallel database systems. In: Proceedings of SIGMOD 2011, pp. 1137–1148 (2011)

    Google Scholar 

  48. Piatetsky-Shapiro, G.: The optimal selection of secondary indices is np-complete. SIGMOD Rec. 13(2), 72–75 (1983)

    Article  Google Scholar 

  49. Rao, J., Zhang, C., Megiddo, N., Lohman, G.: Automating physical database design in a parallel database. In: Proceedings of SIGMOD 2002, pp. 558–569 (2002)

    Google Scholar 

  50. Rösch, P., Dannecker, L., Färber, F., Hackenbroich, G.: A storage advisor for hybrid-store databases. Proc. VLDB Endow. 5(12), 1748–1758 (2012)

    Article  Google Scholar 

  51. Sacca, D., Wiederhold, G.: Database partitioning in a cluster of processors. ACM Trans. Database Syst. 10, 29–56 (1985)

    Article  MATH  Google Scholar 

  52. Schnaitter, K., Abiteboul, S., Milo, T., Polyzotis, N.: COLT: continuous on-line tuning. In: Proceedings of SIGMOD 2006, pp. 793–795 (2006)

    Google Scholar 

  53. Stonebraker, M.: The choice of partial inversions and combined indices. International Journal of Computer & Information Sciences 3(2), 167–188 (1974)

    Article  MATH  Google Scholar 

  54. Stonebraker, M., Abadi, D.J., Batkin, A., Chen, X., Cherniack, M., Ferreira, M., Lau, E., Lin, A., Madden, S., O’Neil, E., O’Neil, P., Rasin, A., Tran, N., Zdonik, S.: C-store: a column-oriented DBMS. In: Proceedings of VLDB 2005, pp. 553–564 (2005)

    Google Scholar 

  55. Taniar, D., Leung, C.H.C., Rahayu, W., Goel, S.: High Performance Parallel Database Processing and Grid Databases. Wiley Publishing (2008)

    Google Scholar 

  56. Thiem, A., Sattler, K.U.: An integrated approach to performance monitoring for autonomous tuning. In: Proceedings of ICDE 2009, pp. 1671–1678 (2009)

    Google Scholar 

  57. Valentin, G., Zuliani, M., Zilio, D., Lohman, G., Skelley, A.: DB2 advisor: an optimizer smart enough to recommend its own indexes. In: Proc. of ICDE 2000 (2000)

    Google Scholar 

  58. Wong, E., Katz, R.H.: Distributing a database for parallelism. SIGMOD Rec. 13(4), 23–29 (1983)

    Article  Google Scholar 

  59. Yu, P.S., Chen, M.S., Heiss, H.U., Lee, S.: On workload characterization of relational database environments. IEEE Trans. Softw. Eng. 18(4), 347–355 (1992)

    Article  Google Scholar 

  60. Zilio, D.C., Rao, J., Lightstone, S., Lohman, G., Storm, A., Garcia-Arellano, C., Fadden, S.: DB2 design advisor: integrated automatic physical database design. In: Proceedings of VLDB 2004, pp. 1087–1097 (2004)

    Google Scholar 

  61. Zilio, D., Zuzarte, C., Lightstone, S., Ma, W., Lohman, G., Cochrane, R., Pirahesh, H., Colby, L., Gryz, J., Alton, E., Valentin, G.: Recommending materialized views and indexes with the IBM DB2 design advisor. In: Proceedings of ICAC 2004, pp. 180–187 (2004)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to George Chernishev .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2015 Springer International Publishing Switzerland

About this paper

Cite this paper

Chernishev, G. (2015). Towards Self-management in a Distributed Column-Store System. In: Morzy, T., Valduriez, P., Bellatreche, L. (eds) New Trends in Databases and Information Systems. ADBIS 2015. Communications in Computer and Information Science, vol 539. Springer, Cham. https://doi.org/10.1007/978-3-319-23201-0_12

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-23201-0_12

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-23200-3

  • Online ISBN: 978-3-319-23201-0

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics