Chaff: engineering an efficient SAT solver

M. Moskewicz, Conor F. Madigan, Ying Zhao, Lintao Zhang, S. Malik
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引用次数: 3715

Abstract

Boolean satisfiability is probably the most studied of the combinatorial optimization/search problems. Significant effort has been devoted to trying to provide practical solutions to this problem for problem instances encountered in a range of applications in electronic design automation (EDA), as well as in artificial intelligence (AI). This study has culminated in the development of several SAT packages, both proprietary and in the public domain (e.g. GRASP, SATO) which find significant use in both research and industry. Most existing complete solvers are variants of the Davis-Putnam (DP) search algorithm. In this paper we describe the development of a new complete solver, Chaff which achieves significant performance gains through careful engineering of all aspects of the search-especially a particularly efficient implementation of Boolean constraint propagation (BCP) and a novel low overhead decision strategy. Chaff has been able to obtain one to two orders of magnitude performance improvement on difficult SAT benchmarks in comparison with other solvers (DP or otherwise), including GRASP and SATO.
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谷壳:工程一个有效的SAT求解器
布尔可满足性可能是研究最多的组合优化/搜索问题。对于在电子设计自动化(EDA)和人工智能(AI)的一系列应用中遇到的问题实例,已经投入了大量的努力,试图为这个问题提供实际的解决方案。这项研究最终开发了几个SAT软件包,包括专有的和公共领域的(例如GRASP, SATO),这些软件包在研究和工业中都有重要的用途。大多数现有的完全求解器是戴维斯-普特南(DP)搜索算法的变体。在本文中,我们描述了一个新的完整求解器的发展,Chaff通过仔细设计搜索的各个方面,特别是布尔约束传播(BCP)的特别有效的实现和一种新的低开销决策策略,实现了显著的性能提升。与其他求解器(DP或其他)(包括GRASP和SATO)相比,Chaff已经能够在困难的SAT基准上获得一到两个数量级的性能改进。
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