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Variable Ordering for Efficient SAT Search by Analyzing Constraint-Variable Dependencies

机译:通过分析约束变量依赖性来实现有效的SAT搜索的可变排序

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This paper presents a new technique to derive an initial static variable ordering for efficient SAT search. Our approach not only exploits variable activity and connectivity information simultaneously, but it also analyzes how tightly the variables are related to each other. For this purpose, a new metric is proposed - the degree of correlation among pairs of variables. Variable activity and correlation information is modeled (implicitly) as a weighted graph. A topological analysis of this graph generates an order for SAT search. Also, the effect of decision-assignments on clause-variable dependencies is taken into account during this analysis. An algorithm called ACCORD (Activity -CORrelation -ORDering) is proposed for this purpose. Using efficient implementations of the above, experiments are conducted over a wide range of benchmarks. The results demonstrate that: (ⅰ) the variable order generated by our approach significantly improves the performance of SAT solvers; (ⅱ) time to derive this order is a fraction of the overall solving time. As a result, our approach delivers faster performance as compared to contemporary approaches.
机译:本文介绍了推导出初始静态可变排序以实现高效SAT搜索的新技术。我们的方法不仅可以同时利用可变活动和连接信息,而且还分析了变量彼此相关的紧密关系。为此目的,提出了一种新的度量标准 - 变量对之间的相关程度。可变活动和相关信息被建模(隐式地)作为加权图。对该图的拓扑分析生成SAT搜索的顺序。此外,在此分析期间考虑了决策分配对条款变量依赖性的影响。为此目的提出了一种称为Accord(Activity -Corleration)的算法。使用上述有效实现,实验在广泛的基准上进行。结果表明:(Ⅰ)我们方法产生的可变秩序显着提高了SAT溶剂的性能; (Ⅱ)导出此订单的时间是整体解决时间的一小部分。因此,与当代方法相比,我们的方法能够更快地提供更快的性能。

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