Constraint propagation on GPU: A case study for the AllDifferent constraint

IF 0.7 4区 数学 Q3 COMPUTER SCIENCE, THEORY & METHODS
Fabio Tardivo, A. Dovier, A. Formisano, L. Michel, Enrico Pontelli
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引用次数: 0

Abstract

The AllDifferent constraint is a fundamental tool in Constraint Programming. It naturally arises in many problems, from puzzles to scheduling and routing applications. Such popularity has prompted an extensive literature on filtering and propagation for this constraint. This paper investigates the use of General Processing Units (GPUs) to accelerate filtering and propagation. In particular, the paper presents an efficient parallelization of the AllDifferent constraint on GPU, along with an analysis of different design and implementation choices and evaluation of the performance of the resulting system on several benchmarks.
GPU上的约束传播:AllDifferent约束的案例研究
AllDifferent约束是约束规划中的一个基本工具。它自然出现在许多问题中,从谜题到调度和路由应用程序。这种受欢迎程度促使了关于过滤和传播这一约束的大量文献。本文研究了使用通用处理器(gpu)来加速滤波和传播。特别地,本文提出了GPU上AllDifferent约束的有效并行化,以及对不同设计和实现选择的分析以及在几个基准测试上对最终系统性能的评估。
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来源期刊
Journal of Logic and Computation
Journal of Logic and Computation 工程技术-计算机:理论方法
CiteScore
1.90
自引率
14.30%
发文量
82
审稿时长
6-12 weeks
期刊介绍: Logic has found application in virtually all aspects of Information Technology, from software engineering and hardware to programming and artificial intelligence. Indeed, logic, artificial intelligence and theoretical computing are influencing each other to the extent that a new interdisciplinary area of Logic and Computation is emerging. The Journal of Logic and Computation aims to promote the growth of logic and computing, including, among others, the following areas of interest: Logical Systems, such as classical and non-classical logic, constructive logic, categorical logic, modal logic, type theory, feasible maths.... Logical issues in logic programming, knowledge-based systems and automated reasoning; logical issues in knowledge representation, such as non-monotonic reasoning and systems of knowledge and belief; logics and semantics of programming; specification and verification of programs and systems; applications of logic in hardware and VLSI, natural language, concurrent computation, planning, and databases. The bulk of the content is technical scientific papers, although letters, reviews, and discussions, as well as relevant conference reviews, are included.
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