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GPU-PRISM: An Extension of PRISM for General Purpose Graphics Processing Units

机译:GPU-PRISM:PRISM的扩展,用于通用图形处理单元

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We present an extension of the model checker PRISM for (general purpose) graphics processing units (GPUs). The extension is based on parallel algorithms for probabilistic model checking which are tuned for GPUs. In particular, we parallelize the parts of the algorithms that boil down to linear algebraic operations, like solving systems of linear equations and matrix vector multiplication. These computations are performed very efficiently on GPGPUs which results inconsiderable runtime improvements compared to the standard versions of PRISM. We evaluated the extension of PRISM on several case studies in which we observed significant speedup over the standard CPU implementation of the tool.
机译:我们提出了针对(通用)图形处理单元(GPU)的模型检查器PRISM的扩展。该扩展基于针对概率模型检查的并行算法,这些算法针对GPU进行了调整。特别是,我们将归结为线性代数运算的算法部分并行化,例如线性方程组和矩阵向量乘法的求解系统。这些计算在GPGPU上非常有效地执行,与PRISM的标准版本相比,运行时间得到了显着改善。我们在几个案例研究中评估了PRISM的扩展性,在这些案例中,我们观察到该工具的标准CPU实施速度显着提高。

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