On Uniformly Sampling Traces of a Transition System (Extended Version)
Abstract
A key problem in constrained random verification (CRV) concerns generation of input stimuli that result in good coverage of the system's runs in targeted corners of its behavior space. Existing CRV solutions however provide no formal guarantees on the distribution of the system's runs. In this paper, we take a first step towards solving this problem. We present an algorithm based on Algebraic Decision Diagrams for sampling bounded traces (i.e. sequences of states) of a sequential circuit with provable uniformity (or bias) guarantees, while satisfying given constraints. We have implemented our algorithm in a tool called TraceSampler. Extensive experiments show that TraceSampler outperforms alternative approaches that provide similar uniformity guarantees.
Cite
@article{arxiv.2008.05102,
title = {On Uniformly Sampling Traces of a Transition System (Extended Version)},
author = {Supratik Chakraborty and Aditya A. Shrotri and Moshe Y. Vardi},
journal= {arXiv preprint arXiv:2008.05102},
year = {2020}
}
Comments
Extended version of paper that will appear in proceedings of International Conference on Computer-Aided Design (ICCAD '20); changed wrong text color in sec 7; added 'extended version'