Abstract This sampler optimizes the objective function given input perturbations. For example, most industrial productions have their own tolerance, and any differences within this tolerance are considered acceptable. For this reason, even if we transfer the optimized result of a design simulation to its production, it is mostly impossible to reproduce the precise simulated design setup. This necessitates accounting for noisy input so that the deployed setup remains sufficiently performant even in the presence of arbitrary noise.