The Potential and Limitation of Probability-Based Combinational Equivalence Checking

Shih-Chieh Wu, Chun-Yao Wang, Jan-An Hsieh
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引用次数: 2

Abstract

This paper presents a probability based approach to logic equivalence checking. First, a general probability assignment procedure is proposed to uniquely characterize output probability of a network. Thus, the equivalence of two networks can be asserted by the equality of output probabilities. To improve the efficiency of probability calculation, a new encoding scheme and operations are proposed. These encoding scheme and operations also solve the signal correlation issue during the output probability evaluation. As a result, an exact output probability of a network is successfully derived in one pass. Finally, the equivalence of internal gates between two networks are exploited to reduce the number of required input assignments and improve the efficiency of our approach. In the experiments, our approach is compared with a BDD based approach in terms of CPU time and memory usage. The results disclose the potential and limitation of the probabilistic approach to logic equivalence checking
基于概率的组合等价检验的潜力和局限性
本文提出了一种基于概率的逻辑等价检验方法。首先,提出了一种通用的概率分配方法来唯一表征网络的输出概率。因此,可以通过输出概率的相等来断言两个网络的等价性。为了提高概率计算的效率,提出了一种新的编码方案和运算方法。这些编码方案和操作也解决了输出概率计算过程中的信号相关问题。结果表明,该方法可以一次成功地推导出网络的精确输出概率。最后,利用两个网络之间的内部门的等效性来减少所需输入分配的数量并提高我们的方法的效率。在实验中,我们的方法在CPU时间和内存使用方面与基于BDD的方法进行了比较。结果揭示了概率方法在逻辑等价检验中的潜力和局限性
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