Using Program Synthesis for Program Analysis

August 31, 2015 ยท The Ethereal ยท ๐Ÿ› Logic Programming and Automated Reasoning

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Authors Cristina David, Daniel Kroening, Matt Lewis arXiv ID 1508.07829 Category cs.LO: Logic in CS Cross-listed cs.PL Citations 21 Venue Logic Programming and Automated Reasoning Last Checked 2 months ago
Abstract
In this paper, we identify a fragment of second-order logic with restricted quantification that is expressive enough to capture numerous static analysis problems (e.g. safety proving, bug finding, termination and non-termination proving, superoptimisation). We call this fragment the {\it synthesis fragment}. Satisfiability of a formula in the synthesis fragment is decidable over finite domains; specifically the decision problem is NEXPTIME-complete. If a formula in this fragment is satisfiable, a solution consists of a satisfying assignment from the second order variables to \emph{functions over finite domains}. To concretely find these solutions, we synthesise \emph{programs} that compute the functions. Our program synthesis algorithm is complete for finite state programs, i.e. every \emph{function} over finite domains is computed by some \emph{program} that we can synthesise. We can therefore use our synthesiser as a decision procedure for the synthesis fragment of second-order logic, which in turn allows us to use it as a powerful backend for many program analysis tasks. To show the tractability of our approach, we evaluate the program synthesiser on several static analysis problems.
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