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\(\mathsf {SATGraf}\): visualizing the evolution of SAT formula structure in solvers. (English) Zbl 06512565
Heule, Marijn (ed.) et al., Theory and applications of satisfiability testing – SAT 2015. 18th international conference, Austin, TX, USA, September 24–27, 2015. Proceedings. Cham: Springer (ISBN 978-3-319-24317-7/pbk; 978-3-319-24318-4/pbk). Lecture Notes in Computer Science 9340, 62-70 (2015).
Summary: In this paper, we present \mathsf SATGraf, a tool for visualizing the evolution of the structure of a Boolean SAT formula in real time as it is being processed by a conflict-driven clause-learning (CDCL) solver. The tool is parametric, allowing the user to define the structure to be visualized. In particular, the tool can visualize the community structure of real-world Boolean satisfiability (SAT) instances and their evolution during solving. Such visualizations have been the inspiration for several hypotheses about the connection between community structure and the running time of CDCL SAT solvers, some which we have already empirically verified. \mathsf SATGraf has enabled us in making the following empirical observations regarding CDCL solvers: first, we observe that the variable state independent decaying sum (VSIDS) branching heuristic consistently chooses variables with a high number of inter-community edges, i.e., high-centrality bridge variables. Second, we observe that the VSIDS branching heuristic and hence the CDCL search procedure is highly focused, i.e., VSIDS disproportionately picks variables from a few communities in the community-structure of input SAT formulas.
For the entire collection see [Zbl 1323.68009].

68Q25 Analysis of algorithms and problem complexity
68T20 Problem solving in the context of artificial intelligence (heuristics, search strategies, etc.)
Full Text: DOI
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