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Erschienen in: Formal Methods in System Design 3/2017

03.08.2017

Solving quantified linear arithmetic by counterexample-guided instantiation

verfasst von: Andrew Reynolds, Tim King, Viktor Kuncak

Erschienen in: Formal Methods in System Design | Ausgabe 3/2017

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Abstract

This paper presents a framework to derive instantiation-based decision procedures for satisfiability of quantified formulas in first-order theories, including its correctness, implementation, and evaluation. Using this framework we derive decision procedures for linear real arithmetic and linear integer arithmetic formulas with one quantifier alternation. We discuss extensions of these techniques for handling mixed real and integer arithmetic, and to formulas with arbitrary quantifier alternations. For the latter, we use a novel strategy that handles quantified formulas that are not in prenex normal form, which has advantages with respect to existing approaches. All of these techniques can be integrated within the solving architecture used by typical SMT solvers. Experimental results on standardized benchmarks from model checking, static analysis, and synthesis show that our implementation in the SMT solver cvc4 outperforms existing tools for quantified linear arithmetic.

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Fußnoten
1
In the parlance of [16], \(\mathcal {P}_{\mathcal {S}_{\mathrm {LIA}}}\) selects a feasible j value using the calculation of \(\rho \) and avoids introducing the \(F_{\pm \infty }\) cases by introducing the no bounds case (\(n = 0, m=0\)) and always favoring bounds when one exists.
 
2
For example, notice that \(\lnot \forall x_1\, \exists x_2\, \forall x_3\, \exists x4\, \varphi \) is equivalent to \(\lnot \forall x_1\, \lnot \forall x_2\, \lnot \forall x_3\, \lnot \forall x_4\, \lnot \varphi \).
 
4
The solver cvc4-sc16 won the \(\mathrm {LRA} \) and \(\mathrm {LIA} \) divisions of SMT COMP 2016. The TFA division of CASC J8 includes problems that combine arithmetic and uninterpreted functions, where the techniques in this paper are only partially applicable. Vampire won this division, and cvc4 came in \(3\mathrm{rd}\).
 
5
For 2 templates, both z3 and cvc4 took more than 5 s to solve for both cases of \(F \in \{ \top , \bot \}\), and for 1 template, z3 timed out when F was \(\bot \).
 
Literatur
1.
Zurück zum Zitat Alur R, Bodik R, Dallal E, Fisman D, Garg P, Juniwal G, Kress-Gazit H, Madhusudan P, Martin MMK, Raghothaman M, Saha S, Seshia SA, Singh R, Solar-Lezama A, Torlak E, Udupa A (2014) Syntax-guided synthesis. To Appear in Marktoberdorf NATO proceedings Alur R, Bodik R, Dallal E, Fisman D, Garg P, Juniwal G, Kress-Gazit H, Madhusudan P, Martin MMK, Raghothaman M, Saha S, Seshia SA, Singh R, Solar-Lezama A, Torlak E, Udupa A (2014) Syntax-guided synthesis. To Appear in Marktoberdorf NATO proceedings
2.
4.
5.
Zurück zum Zitat Bansal K, Reynolds A, King T, Barrett C, Wies T (2015) Deciding local theory extensions via e-matching. In: Computer aided verification (CAV), Springer Bansal K, Reynolds A, King T, Barrett C, Wies T (2015) Deciding local theory extensions via e-matching. In: Computer aided verification (CAV), Springer
6.
Zurück zum Zitat Barrett C, Conway C, Deters M, Hadarean L, Jovanovic D, King T, Reynolds A, Tinelli C (2011) Cvx4. In: Computer aided verification (CAV), Springer Barrett C, Conway C, Deters M, Hadarean L, Jovanovic D, King T, Reynolds A, Tinelli C (2011) Cvx4. In: Computer aided verification (CAV), Springer
8.
Zurück zum Zitat Baumgartner P (2015) Smttotptp a converter for theorem proving formats. In: CADE-25, Lecture notes in computer science, vol 9195. Springer Baumgartner P (2015) Smttotptp a converter for theorem proving formats. In: CADE-25, Lecture notes in computer science, vol 9195. Springer
10.
Zurück zum Zitat Beyene TA, Chaudhuri S, Popeea C, Rybalchenko A (2014) A constraint-based approach to solving games on infinite graphs. In: POPL, pp 221–234 Beyene TA, Chaudhuri S, Popeea C, Rybalchenko A (2014) A constraint-based approach to solving games on infinite graphs. In: POPL, pp 221–234
11.
Zurück zum Zitat Beyene TA, Popeea C, Rybalchenko A (2013) Solving existentially quantified Horn clauses. In: CAV, pp 869–882 Beyene TA, Popeea C, Rybalchenko A (2013) Solving existentially quantified Horn clauses. In: CAV, pp 869–882
12.
Zurück zum Zitat Bjørner N (2010) Linear quantifier elimination as an abstract decision procedure. In Giesl J, Hähnle R (eds) IJCAR, LNCS, vol 6173. Springer, pp 316–330 Bjørner N (2010) Linear quantifier elimination as an abstract decision procedure. In Giesl J, Hähnle R (eds) IJCAR, LNCS, vol 6173. Springer, pp 316–330
13.
Zurück zum Zitat Bjørner N, Janota M (2015) Playing with quantified satisfaction. In: 20th international conferences on logic for programming, artificial intelligence and reasoning—short presentations, LPAR 2015, Suva, Fiji, 24–28 November 2015, pp 15–27 Bjørner N, Janota M (2015) Playing with quantified satisfaction. In: 20th international conferences on logic for programming, artificial intelligence and reasoning—short presentations, LPAR 2015, Suva, Fiji, 24–28 November 2015, pp 15–27
14.
Zurück zum Zitat Bjørner N, McMillan KL, Rybalchenko A (2012) Program verification as satisfiability modulo theories. In: SMT@IJCAR, pp 3–11 Bjørner N, McMillan KL, Rybalchenko A (2012) Program verification as satisfiability modulo theories. In: SMT@IJCAR, pp 3–11
16.
Zurück zum Zitat Cooper DC (1972) Theorem proving in arithmetic without multiplication. In: Meltzer B, Michie D (eds) Machine intelligence, vol 7. Edinburgh University Press, Edinburgh, pp 91–100 Cooper DC (1972) Theorem proving in arithmetic without multiplication. In: Meltzer B, Michie D (eds) Machine intelligence, vol 7. Edinburgh University Press, Edinburgh, pp 91–100
17.
Zurück zum Zitat de Moura LM, Bjørner N (2007) Efficient e-matching for SMT solvers. In: Pfenning F, (ed) CADE, LNCS, vol 4603. Springer, pp 183–198 de Moura LM, Bjørner N (2007) Efficient e-matching for SMT solvers. In: Pfenning F, (ed) CADE, LNCS, vol 4603. Springer, pp 183–198
18.
Zurück zum Zitat Detlefs D, Nelson G, Saxe JB (2003) Simplify: a theorem prover for program checking. J. ACM, Technical report Detlefs D, Nelson G, Saxe JB (2003) Simplify: a theorem prover for program checking. J. ACM, Technical report
19.
Zurück zum Zitat Dutertre B (2015) Solving exists/forall problems with yices. In: Workshop on Satisfiability modulo theories Dutertre B (2015) Solving exists/forall problems with yices. In: Workshop on Satisfiability modulo theories
20.
Zurück zum Zitat Farzan A Kincaid Z (2016) Linear arithmetic satisfiability via strategy improvement. In: Proceedings of the twenty-fifth international joint conference on artificial intelligence, IJCAI 2016, New York, NY, USA, 9–15 July 2016, pp 735–743 Farzan A Kincaid Z (2016) Linear arithmetic satisfiability via strategy improvement. In: Proceedings of the twenty-fifth international joint conference on artificial intelligence, IJCAI 2016, New York, NY, USA, 9–15 July 2016, pp 735–743
21.
Zurück zum Zitat Fedyukovich G, Gurfinkel A, Sharygina N (2015) Automated discovery of simulation between programs. In: Logic for programming, artificial intelligence, and reasoning—20th international conference, LPAR-20 2015, Suva, Fiji, 24–28 November 2015, Proceedings, pp 606–621 Fedyukovich G, Gurfinkel A, Sharygina N (2015) Automated discovery of simulation between programs. In: Logic for programming, artificial intelligence, and reasoning—20th international conference, LPAR-20 2015, Suva, Fiji, 24–28 November 2015, Proceedings, pp 606–621
22.
Zurück zum Zitat Feferman S, Vaught RL (1959) The first order properties of products of algebraic systems. Fundam Math 47:57–103CrossRefMATH Feferman S, Vaught RL (1959) The first order properties of products of algebraic systems. Fundam Math 47:57–103CrossRefMATH
23.
Zurück zum Zitat Ferrante J, Rackoff CW (1979) The computational complexity of logical theories, lecture notes in mathematics, vol 718. Springer, BerlinCrossRefMATH Ferrante J, Rackoff CW (1979) The computational complexity of logical theories, lecture notes in mathematics, vol 718. Springer, BerlinCrossRefMATH
24.
Zurück zum Zitat Ganzinger H, Korovin K (2003) New directions in instantiation-based theorem proving. In: Logic in computer science, 2003. IEEE Ganzinger H, Korovin K (2003) New directions in instantiation-based theorem proving. In: Logic in computer science, 2003. IEEE
25.
Zurück zum Zitat Ge Y, Barrett C, Tinelli C (2007) Solving quantified verification conditions using satisfiability modulo theories. In CADE, LNCS, vol 4603. Springer Ge Y, Barrett C, Tinelli C (2007) Solving quantified verification conditions using satisfiability modulo theories. In CADE, LNCS, vol 4603. Springer
26.
Zurück zum Zitat Ge Y, de Moura L (2009) Complete instantiation for quantified formulas in satisfiability modulo theories. In: Proceedings of CAV’09, LNCS, vol 5643. Springer Ge Y, de Moura L (2009) Complete instantiation for quantified formulas in satisfiability modulo theories. In: Proceedings of CAV’09, LNCS, vol 5643. Springer
27.
Zurück zum Zitat Grebenshchikov S, Lopes NP, Popeea C, Rybalchenko A (2012) Synthesizing software verifiers from proof rules. In: PLDI, pp 405–416 Grebenshchikov S, Lopes NP, Popeea C, Rybalchenko A (2012) Synthesizing software verifiers from proof rules. In: PLDI, pp 405–416
28.
Zurück zum Zitat Heizmann M, Dietsch D, Leike J, Musa B, Podelski A (2015) Ultimate automizer with array interpolation. In: TACAS Heizmann M, Dietsch D, Leike J, Musa B, Podelski A (2015) Ultimate automizer with array interpolation. In: TACAS
29.
Zurück zum Zitat Hodges W (1993) Model Theory, encyclopedia of mathematics and its applications, vol 42. Cambridge University Press, Cambridge Hodges W (1993) Model Theory, encyclopedia of mathematics and its applications, vol 42. Cambridge University Press, Cambridge
30.
Zurück zum Zitat Jacobs S (2009) Incremental instance generation in local reasoning. In: CAV ’09, Springer, Berlin, Heidelberg, pp 368–382 Jacobs S (2009) Incremental instance generation in local reasoning. In: CAV ’09, Springer, Berlin, Heidelberg, pp 368–382
31.
Zurück zum Zitat Janota M, Klieber W, Marques-Silva J, Clarke E (2012) Solving qbf with counterexample guided refinement. In: International conference on theory and applications of satisfiability testing, Springer, Berlin, Heidelberg, pp 114–128 Janota M, Klieber W, Marques-Silva J, Clarke E (2012) Solving qbf with counterexample guided refinement. In: International conference on theory and applications of satisfiability testing, Springer, Berlin, Heidelberg, pp 114–128
32.
Zurück zum Zitat Komuravelli A, Gurfinkel A, Chaki S (2014) SMT-based model checking for recursive programs. In: Computer aided verification, Springer Komuravelli A, Gurfinkel A, Chaki S (2014) SMT-based model checking for recursive programs. In: Computer aided verification, Springer
33.
Zurück zum Zitat Kozen D (2006) Theory of computation. Springer, BerlinMATH Kozen D (2006) Theory of computation. Springer, BerlinMATH
34.
Zurück zum Zitat Kuncak V, Mayer M, Piskac R, Suter P (2010) Complete functional synthesis. In: Zorn BG, Aiken A (eds) PLDI. ACM, New york, pp 316–329 Kuncak V, Mayer M, Piskac R, Suter P (2010) Complete functional synthesis. In: Zorn BG, Aiken A (eds) PLDI. ACM, New york, pp 316–329
35.
Zurück zum Zitat Kuncak V, Rinard M (2003) Structural subtyping of non-recursive types is decidable. In: Eighteenth annual IEEE symposium on logic in computer science (LICS). IEEE Kuncak V, Rinard M (2003) Structural subtyping of non-recursive types is decidable. In: Eighteenth annual IEEE symposium on logic in computer science (LICS). IEEE
37.
Zurück zum Zitat Lopes NP, Monteiro J (2014) Weakest precondition synthesis for compiler optimizations. In: VMCAI 2014, pp 203–221 Lopes NP, Monteiro J (2014) Weakest precondition synthesis for compiler optimizations. In: VMCAI 2014, pp 203–221
38.
Zurück zum Zitat Maher MJ (1988) Complete axiomatizations of the algebras of the finite, rational, and infinite trees. In: IEEE symposium on logic in computer science Maher MJ (1988) Complete axiomatizations of the algebras of the finite, rational, and infinite trees. In: IEEE symposium on logic in computer science
39.
Zurück zum Zitat Mal’cev AI (1971) The metamathematics of algebraic systems, studies in logic and the foundations of mathematics, vol 66. North-Holland, Amsterdam Mal’cev AI (1971) The metamathematics of algebraic systems, studies in logic and the foundations of mathematics, vol 66. North-Holland, Amsterdam
40.
Zurück zum Zitat Monniaux D (2009) Automatic modular abstractions for linear constraints. In: POPL 2009, pp 140–151 Monniaux D (2009) Automatic modular abstractions for linear constraints. In: POPL 2009, pp 140–151
41.
Zurück zum Zitat Monniaux D (2010) Quantifier elimination by lazy model enumeration. In: Touili T, Cook B, Jackson P, (eds), CAV, LNCS, vol 6174. Springer, pp 585–599 Monniaux D (2010) Quantifier elimination by lazy model enumeration. In: Touili T, Cook B, Jackson P, (eds), CAV, LNCS, vol 6174. Springer, pp 585–599
43.
Zurück zum Zitat Nipkow T (2008) Linear quantifier elimination. In: Automated reasoning, pp 18–33 Nipkow T (2008) Linear quantifier elimination. In: Automated reasoning, pp 18–33
44.
Zurück zum Zitat Phan A, Bjørner N, Monniaux D (2012) Anatomy of alternating quantifier satisfiability (work in progress). In SMT 2012 Phan A, Bjørner N, Monniaux D (2012) Anatomy of alternating quantifier satisfiability (work in progress). In SMT 2012
45.
Zurück zum Zitat Platzer A, Quesel J-D, Rümmer P (2009) Real world verification. In: Automated Deduction–CADE-22, Springer, Berlin, Heidelberg, pp 485–501 Platzer A, Quesel J-D, Rümmer P (2009) Real world verification. In: Automated Deduction–CADE-22, Springer, Berlin, Heidelberg, pp 485–501
46.
Zurück zum Zitat Presburger M (1929) über die vollständigkeit eines gewissen systems der aritmethik ganzer zahlen, in welchem die addition als einzige operation hervortritt. In: Comptes Rendus du premier Congrès des Mathématiciens des Pays slaves, Warsawa, pp 92–101 Presburger M (1929) über die vollständigkeit eines gewissen systems der aritmethik ganzer zahlen, in welchem die addition als einzige operation hervortritt. In: Comptes Rendus du premier Congrès des Mathématiciens des Pays slaves, Warsawa, pp 92–101
47.
Zurück zum Zitat Pugh W (1991) The Omega test: a fast and practical integer programming algorithm for dependence analysis. In: ACM/IEEE conference supercomputing Pugh W (1991) The Omega test: a fast and practical integer programming algorithm for dependence analysis. In: ACM/IEEE conference supercomputing
48.
Zurück zum Zitat Reddy CR, Loveland DW (1978) Presburger arithmetic with bounded quantifier alternation. In: ACM STOC, ACM Press, pp 320–325 Reddy CR, Loveland DW (1978) Presburger arithmetic with bounded quantifier alternation. In: ACM STOC, ACM Press, pp 320–325
49.
Zurück zum Zitat Reger G, Suda M, Voronkov A (2015) Playing with avatar. In: Automated deduction-CADE-25, Springer, pp 399–415 Reger G, Suda M, Voronkov A (2015) Playing with avatar. In: Automated deduction-CADE-25, Springer, pp 399–415
50.
Zurück zum Zitat Reynolds A, Deters M, Kuncak V, Tinelli C, Barrett CW (2015) Counterexample-guided quantifier instantiation for synthesis in SMT. In: Computer aided verification —27th international conference, CAV 2015, San Francisco, CA, USA, 18-24 July 2015, Proceedings, Part II, pp 198–216 Reynolds A, Deters M, Kuncak V, Tinelli C, Barrett CW (2015) Counterexample-guided quantifier instantiation for synthesis in SMT. In: Computer aided verification —27th international conference, CAV 2015, San Francisco, CA, USA, 18-24 July 2015, Proceedings, Part II, pp 198–216
51.
Zurück zum Zitat Reynolds A, Tinelli C, Moura LD (2014) Finding conflicting instances of quantified formulas in SMT. In: Formal methods in computer-aided design (FMCAD) Reynolds A, Tinelli C, Moura LD (2014) Finding conflicting instances of quantified formulas in SMT. In: Formal methods in computer-aided design (FMCAD)
52.
53.
Zurück zum Zitat Saha S, Garg P, Madhusudan P (2015) Alchemist: learning guarded affine functions. In: Computer aided verification—27th international conference, CAV 2015, San Francisco, CA, USA, 18–24 July 2015, Proceedings, Part I, pp 440–446 Saha S, Garg P, Madhusudan P (2015) Alchemist: learning guarded affine functions. In: Computer aided verification—27th international conference, CAV 2015, San Francisco, CA, USA, 18–24 July 2015, Proceedings, Part I, pp 440–446
54.
Zurück zum Zitat Scholl C, Disch S, Pigorsch F, Kupferschmid S (2008) Using an smt solver and craig interpolation to detect and remove redundant linear constraints in representations of non-convex polyhedra. In: SMT, ACM, pp 18–26 Scholl C, Disch S, Pigorsch F, Kupferschmid S (2008) Using an smt solver and craig interpolation to detect and remove redundant linear constraints in representations of non-convex polyhedra. In: SMT, ACM, pp 18–26
55.
Zurück zum Zitat Skolem T (1919) Untersuchungen über die Axiome des Klassenkalküls and über “Produktations- und Summationsprobleme”, welche gewisse Klassen von Aussagen betreffen. Skrifter utgit av Vidnskapsselskapet i Kristiania, I. klasse, no. 3, Oslo Skolem T (1919) Untersuchungen über die Axiome des Klassenkalküls and über “Produktations- und Summationsprobleme”, welche gewisse Klassen von Aussagen betreffen. Skrifter utgit av Vidnskapsselskapet i Kristiania, I. klasse, no. 3, Oslo
56.
Zurück zum Zitat Sturm T, Tiwari A (2011) Verification and synthesis using real quantifier elimination. In: ISSAC 2011, pp 329–336 Sturm T, Tiwari A (2011) Verification and synthesis using real quantifier elimination. In: ISSAC 2011, pp 329–336
57.
Zurück zum Zitat Sturm T, Weispfenning V (2002) Quantifier elimination in term algebras: the case of finite languages. TUM Muenchen, In: Computer algebra in scientific computing (CASC) Sturm T, Weispfenning V (2002) Quantifier elimination in term algebras: the case of finite languages. TUM Muenchen, In: Computer algebra in scientific computing (CASC)
58.
Zurück zum Zitat Sutcliffe G (2009) The TPTP problem library and associated infrastructure: the FOF and CNF parts, v3.5.0. J Autom Reason 43(4):337–362MathSciNetCrossRefMATH Sutcliffe G (2009) The TPTP problem library and associated infrastructure: the FOF and CNF parts, v3.5.0. J Autom Reason 43(4):337–362MathSciNetCrossRefMATH
59.
Zurück zum Zitat Sutcliffe G (2016) The CADE ATP system competition—CASC. AI Magazine 37(2):99–101CrossRefMATH Sutcliffe G (2016) The CADE ATP system competition—CASC. AI Magazine 37(2):99–101CrossRefMATH
60.
Zurück zum Zitat Tarski A (1949) Arithmetical classes and types of algebraically closed and real-closed fields. Bull Am Math Soc 55(1):64 Tarski A (1949) Arithmetical classes and types of algebraically closed and real-closed fields. Bull Am Math Soc 55(1):64
61.
Zurück zum Zitat Tarski A (1949) Arithmetical classes and types of boolean algebras. Bull Am Math Soc 55(64):1192 Tarski A (1949) Arithmetical classes and types of boolean algebras. Bull Am Math Soc 55(64):1192
62.
Zurück zum Zitat Treinen R (1997) Feature trees over arbitrary structures, chapter 7. In: Blackburn P, de Rijke M (eds) Specifying syntactic structures. CSLI Publications and FoLLI, Stanford Treinen R (1997) Feature trees over arbitrary structures, chapter 7. In: Blackburn P, de Rijke M (eds) Specifying syntactic structures. CSLI Publications and FoLLI, Stanford
64.
Zurück zum Zitat Weispfenning V (1997) Complexity and uniformity of elimination in Presburger arithmetic. In: ISSAC ’97, New York, NY, USA, ACM, pp 48–53 Weispfenning V (1997) Complexity and uniformity of elimination in Presburger arithmetic. In: ISSAC ’97, New York, NY, USA, ACM, pp 48–53
65.
Zurück zum Zitat Weispfenning V (1999) Mixed real-integer linear quantifier elimination. In: Proceedings of the 1999 international symposium on symbolic and algebraic computation, ISSAC ’99, New York, NY, USA, ACM, pp 129–136 Weispfenning V (1999) Mixed real-integer linear quantifier elimination. In: Proceedings of the 1999 international symposium on symbolic and algebraic computation, ISSAC ’99, New York, NY, USA, ACM, pp 129–136
66.
Zurück zum Zitat Wintersteiger CM, Hamadi Y, De Moura L (2013) Efficiently solving quantified bit-vector formulas. Form Methods Syst Des 42(1):3–23CrossRefMATH Wintersteiger CM, Hamadi Y, De Moura L (2013) Efficiently solving quantified bit-vector formulas. Form Methods Syst Des 42(1):3–23CrossRefMATH
Metadaten
Titel
Solving quantified linear arithmetic by counterexample-guided instantiation
verfasst von
Andrew Reynolds
Tim King
Viktor Kuncak
Publikationsdatum
03.08.2017
Verlag
Springer US
Erschienen in
Formal Methods in System Design / Ausgabe 3/2017
Print ISSN: 0925-9856
Elektronische ISSN: 1572-8102
DOI
https://doi.org/10.1007/s10703-017-0290-y

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