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Decision methods for arithmetic Third summer school on formal methods Leonardo de Moura Microsoft Research
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Software analysis/verification tools need some form of symbolic reasoning Symbolic Reasoning Logic is “The Calculus of Computer Science” Zohar Manna
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Saturation x Search Proof-findingModel-finding Models Proofs Conflict Resolution Conflict Resolution
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SAT CNF is a set (conjunction) set of clauses Clause is a disjunction of literals Literal is an atom or the negation of an atom
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Two procedures ResolutionDPLL Proof-finderModel-finder SaturationSearch
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Resolution
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Resolution: Example
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Resolution: Problem Exponential time and space
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Unit Resolution
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DPLL DPLL = Unit Resolution + Split rule
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DPLL
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CDCL: Conflict Driven Clause Learning Resolution DPLL Conflict Resolution Conflict Resolution Proof Model
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MCSat
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Propagations
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MCSat Propagations
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MCSat Propagations
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MCSat Decisions
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MCSat Model Assignments
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MCSat Model Assignments We can’t falsify any fact in the trail.
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MCSat Conflict
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MCSat Conflict
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MCSat
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Conflict
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MCSat Learned by resolution
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MCSat
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MCSat – Finite Basis Every theory that admits quantifier elimination has a finite basis (given a fixed assignment order)
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MCSat – Finite Basis
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Every “finite” theory has a finite basis
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MCSat – Finite Basis Theory of uninterpreted functions has a finite basis Theory of arrays has a finite basis [Brummayer- Biere 2009] In both cases the Finite Basis is essentially composed of equalities between existing terms.
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MCSat: Termination Propagations Decisions Model Assignments
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MCSat Propagations Decisions Model Assignments
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MCSat Propagations Decisions Model Assignments
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MCSat … Maximal Elements
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Conflict
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MCSat
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Conflict (evaluates to false)
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MCSat New clause
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MCSat New clause
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MCSat New clause
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MCSat: Architecture Arithmetic Boolean Lists Arrays
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MCSat: development
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