Bottom-up evaluation of logic programs using binary decision diagrams

M. Iwaihara, Yusaku Inoue
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引用次数: 14

Abstract

Binary decision diagram (BDD) is a data structure to manipulate Boolean functions and recognized as a powerful tool in the VLSI CAD area. We consider that compactness and efficient operations of BDDs can be utilized for storing temporary relations in bottom-up evaluation of logic queries. We show two methods of encoding relations into BDDs, called logarithmic encoding and linear encoding, define relational operations on BDDs and discuss optimizations in ordering BDD variables to construct memory and time efficient BDDs. Our experiments show that our BDD-based bottom-up evaluator has remarkable performance against traditional hash table-based methods for transitive closure queries on dense graphs.<>
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使用二进制决策图的逻辑程序的自下而上的评价
二进制决策图(Binary decision diagram, BDD)是一种处理布尔函数的数据结构,在超大规模集成电路CAD领域被认为是一种强大的工具。我们认为在逻辑查询的自底向上求值中,可以利用bdd的紧凑性和高效操作来存储临时关系。本文给出了对数编码和线性编码两种将关系编码为BDD的方法,定义了BDD上的关系操作,并讨论了BDD变量排序的优化,以构建内存和时间效率高的BDD。我们的实验表明,对于密集图上的传递闭包查询,我们基于bdd的自下而上求值器与传统的基于哈希表的方法相比具有显著的性能
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