Accelerated SAT-based scheduling of control/data flow graphs

S. Memik, F. Fallah
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引用次数: 33

Abstract

In this paper we present a satisfiability-based approach to the scheduling problem in high-level synthesis. We formulate the resource constrained scheduling as a satisfiability (SAT) problem. We present experimental results on the performance of the state-of-the-art SAT solver Chaff, and demonstrate techniques to reduce the SAT problem size by applying bounding techniques on the scheduling problem. In addition, we demonstrate the use of transformations on control data flow graphs such that the same lower bound techniques can operate on them as well. Our experiments show that Chaff is able to outperform the integer linear program (ILP) solver CPLEX in terms of CPU time by as much as 59 fold. Finally, we conclude that the satisfiability-based approach is a promising alternative for obtaining optimal solutions to NP-complete scheduling problem instances.
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加速基于sat的控制/数据流图调度
本文提出了一种基于可满足性的高级综合调度问题求解方法。我们将资源约束调度表述为可满足性问题。我们展示了最先进的SAT求解器Chaff性能的实验结果,并演示了通过在调度问题上应用边界技术来减少SAT问题大小的技术。此外,我们还演示了在控制数据流图上使用转换,以便相同的下界技术也可以对它们进行操作。我们的实验表明,在CPU时间方面,Chaff能够优于整数线性规划(ILP)求解器CPLEX多达59倍。最后,我们得出结论,基于满意度的方法是求解np -完全调度问题实例最优解的一种有希望的替代方法。
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