非子句布尔公式的一种有效的两阶段素编译方法

Weilin Luo, Hai Wan, Hongzhen Zhong, Ou Wei, Biqing Fang, Xiaotong Song
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引用次数: 3

摘要

素数编译的目的是生成布尔公式的所有素数隐含项/隐含项。最近,非条款公式的初步编制受到了极大的关注。由于$\Sigma_{2}^{P}$很难,现有的方法存在性能问题。我们认为,主要的性能瓶颈源于使用双轨(DR)编码扩大搜索空间,并计算最小子句公式作为副产品。为了解决这一问题,我们建议采用两阶段方法,即CoAPI,对非条款公式进行初步汇编。得益于两阶段框架,我们构建了一个不使用DR编码的子句公式。此外,为了提高性能,我们工作的关键是一种新的有界素数提取(BPE)方法,该方法将提取素数隐含和提取小隐含交织在一起,可以构建简洁的子句公式,而不是最小的子句公式。根据最先进(SOTA)工作的评估方法,我们表明CoAPI达到了SOTA性能。特别是,在生成所有质数隐含时,CoAPI的速度要快一个数量级。此外,我们根据来自真实行业的基准来评估CoAPI。测试结果也证实了coapi11的优越性能。我们的代码和基准测试可以在https://github.com/LuoWeiLinWillam/CoAPI上公开获得。
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An Efficient Two-phase Method for Prime Compilation of Non-clausal Boolean Formulae
Prime compilation aims to generate all prime implicates/implicants of a Boolean formula. Recently, prime compilation of non-clausal formulae has received great attention. Since it is hard for $\Sigma_{2}^{P}$, existing methods have performance issues. We argue that the main performance bottleneck stems from enlarging the search space using dual rail (DR) encoding, and computing a minimal clausal formula as a by-product. To deal with the issue, we propose a two-phase approach, namely CoAPI, for prime compilation of non-clausal formulae. Thanks to the two-phase framework, we construct a clausal formula without using DR encoding. In addition, to improve performance, the key in our work is a novel bounded prime extraction (BPE) method that, interleaving extracting prime implicates with extracting small implicates, enables constructing a succinct clausal formula rather than a minimal one. Following the assessment way of the state-of-the-art (SOTA) work, we show that CoAPI achieves SOTA performance. Particularly, for generating all prime implicates, CoAPI is up to about one order of magnitude faster. Moreover, we evaluate CoAPI on a benchmark sourcing from real-world industries. The results also confirm the outperformance of CoAPI11Our code and benchmarks are publicly available at https://github.com/LuoWeiLinWillam/CoAPI.
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