Proving Query Equivalence Using Linear Integer Arithmetic
Haoran Ding, Zhaoguo Wang, Yicun Yang, Dexin Zhang, Zhenglin Xu, Haibo Chen, Ruzica Piskac, Jinyang Li
摘要
Proving the equivalence between SQL queries is a fundamental problem in database research. Existing solvers model queries using algebraic representations and convert such representations into first-order logic formulas so that query equivalence can be verified by solving a satisfiability problem. The main challenge lies in "unbounded summations", which appear commonly in a query's algebraic representation in order to model common SQL features, such as Projection and aggregate functions. Unfortunately, existing solvers handle unbounded summations in an ad-hoc manner based on heuristics or syntax comparison, which severely limits the set of queries that can be supported. This paper develops a new SQL equivalence prover called SQLSolver, which can handle unbounded summations in a principled way. Our key insight is to use the theory of LIA * , which extends linear integer arithmetic formulas with unbounded sums and provides algorithms to translate a LIA * formula to a LIA formula that can be decided using existing SMT solvers. We augment the basic LIA * theory to handle several complex scenarios (such as nested unbounded summations) that arise from modeling real-world queries. We evaluate SQLSolver with 359 equivalent query pairs derived from the SQL rewrite rules in Calcite and Spark SQL. SQLSolver successfully proves 346 pairs of them, which significantly outperforms existing provers.
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引用它的顶会 Paper13
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它引用的顶会 Paper4
- A Learned Query Rewrite System using Monte Carlo Tree SearchXuanhe Zhou, Guoliang Li, Chengliang Chai, Jianhua FengVLDB 2022 · 被引用 85 次
- WeTune: Automatic Discovery and Verification of Query Rewrite RulesZhaoguo Wang, Zhou Zhou, Yicun Yang, Haoran Ding 等SIGMOD 2022 · 被引用 35 次
- SQLCheck: Automated Detection and Diagnosis of SQL Anti-PatternsPrashanth Dintyala, Arpit Narechania, Joy ArulrajSIGMOD 2020 · 被引用 26 次
- SPES: A Symbolic Approach to Proving Query Equivalence Under Bag SemanticsQi Zhou, Joy Arulraj, Shamkant B. Navathe, William Harris 等ICDE 2022 · 被引用 19 次
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