Under-Approximating loops in c programs for fast counterexample detection

  • Authors:
  • Daniel Kroening;Matt Lewis;Georg Weissenbacher

  • Affiliations:
  • Oxford University, UK;Oxford University, UK;Vienna University of Technology, Austria

  • Venue:
  • CAV'13 Proceedings of the 25th international conference on Computer Aided Verification
  • Year:
  • 2013

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Abstract

Many software model checkers only detect counterexamples with deep loops after exploring numerous spurious and increasingly longer counterexamples. We propose a technique that aims at eliminating this weakness by constructing auxiliary paths that represent the effect of a range of loop iterations. Unlike acceleration, which captures the exact effect of arbitrarily many loop iterations, these auxiliary paths may under-approximate the behaviour of the loops. In return, the approximation is sound with respect to the bit-vector semantics of programs. Our approach supports arbitrary conditions and assignments to arrays in the loop body, but may as a result introduce quantified conditionals. To reduce the resulting performance penalty, we present two quantifier elimination techniques specially geared towards our application. Loop under-approximation can be combined with a broad range of verification techniques. We paired our techniques with lazy abstraction and bounded model checking, and evaluated the resulting tool on a number of buffer overflow benchmarks, demonstrating its ability to efficiently detect deep counterexamples in C programs that manipulate arrays.