Abstract
The paper relates to parallel speculative method that supports query execution in relational database systems. The speculative algorithm is based on a dynamic analysis of input query stream in databases serviced in SQLite. A middleware called the Speculative Layer is introduced, which based on a specific graph representation of query streams chooses the Speculative Queries to be executed. The paper briefly presents the structure of the Speculative Layer and graph modeling method. Then an extended version of speculative algorithm is presented which assumes an increased number of modifying queries in input query stream. Each modifying query present in the analysed query stream endangers already executed Speculative Queries with possibly invalid data and blocks their further use. We propose more sophisticated modifying queries analysis which aims in reducing the number of Speculative Queries which have to be deleted and thus decreases the necessary data manipulations. Experimental results are presented based on the proposed algorithms assessment using a real testbed database serviced in SQLite.
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References
Hristidis, V., Papakonstantinou, Y.: Algorithms and applications for answering ranked queries using ranked views. VLDB J. 13(1), 49–70 (2004)
Liles Jr., E.A., Wilner, B.: Branch prediction mechanism. IBM Tech. Discl. Bull. 22(7), 3013–3016 (1979)
Smith, J.E.: A study of branch prediction strategies. In: ISCA Conference Proceedings, New York, pp. 135–148 (1981)
Grama, A., Gupta, A., Karypis, G., Kumar, V.: Introduction to Parallel Computing, 2nd edn. Addison Wesley, Harlow (2003)
Kaeli, D., Yew, P.: Speculative Execution in High Performance Computer Architectures. Chapman Hall/CRC, Boca Raton (2005)
Padua, D.: Encyclopedia of Parallel Computing A-D. Springer, Boston (2011)
Polyzotis, N., Ioannidis, Y.: Speculative query processing. In: CIDR Conference Proceedings, Asilomar, pp. 1–12 (2003)
Karp, R.M., Miller, R.E., Winograd, S.: The organization of computations for uniform recurrence equations. J. ACM 14(3), 563–590 (1967)
Barish, G., Knoblock, C.A.: Speculative plan execution for information gathering. Artif. Intell. 172(4–5), 413–453 (2008)
Barish, G., Knoblock, C.A.: Speculative execution for information gathering plans. In: AIPS Conference Proceedings, Toulouse, pp. 184–193 (2002)
Reddy, P.K., Kitsuregawa, M.: Speculative locking protocols to improve performance for distributed database systems. IEEE Trans. Knowl. Data Eng. 16(2), 154–169 (2004)
Ragunathan, T., Krishna, R.P.: Performance Enhancement of Read-only Transactions Using Speculative Locking Protocol. IRISS, Hyderabad (2007)
Ragunathan, T., Krishna, R.P.: Improving the performance of read-only transactions through asynchronous speculation. In: SpringSim Conference Proceedings, Ottawa, pp. 467–474 (2008)
Sasak-Okoń, A.: Speculative query execution in relational databases with graph modelling. In: Proceedings of the FEDCSIS, ACSIS, vol. 8, pp. 1383–1387 (2016)
Sasak-Okoń, A., Tudruj, M.: Graph-Based speculative query execution in relational data-bases. In: ISPDC 2017, July 2017. Innsbruck, Austria, CPS. IEEE Explore (2017)
Sasak-Okoń, A., Tudruj, M.: Graph-based speculative query execution for RDBMS. In: Wyrzykowski, R., Dongarra, J., Deelman, E., Karczewski, K. (eds.) PPAM 2017, Part I. LNCS, vol. 10777, pp. 303–313. Springer, Cham (2018). https://doi.org/10.1007/978-3-319-78024-5_27
TPC benchmarks (2015). http://www.tpc.org/tpch/default.asp
Koutrika, G., Simitsis, A., Ioannidis, Y.: Conversational Databases: Explaining Structured Queries to Users, Technical Report Stanford InfoLab (2009)
Koutrika, G., Simitsis, A., Ioannidis, Y.: Explaining structured queries in natural language. In: ICDE Conference Proceedings, Long Beach, pp. 333–344 (2010)
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Sasak-Okoń, A. (2020). Modifying Queries Strategy for Graph-Based Speculative Query Execution for RDBMS. In: Wyrzykowski, R., Deelman, E., Dongarra, J., Karczewski, K. (eds) Parallel Processing and Applied Mathematics. PPAM 2019. Lecture Notes in Computer Science(), vol 12043. Springer, Cham. https://doi.org/10.1007/978-3-030-43229-4_35
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DOI: https://doi.org/10.1007/978-3-030-43229-4_35
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