This might be helpful. I was dealing with similar problem.
https://discourse.pymc.io/t/bayesian-model-calibration-with-gaussian-process/948
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This might be helpful. I was dealing with similar problem.
https://discourse.pymc.io/t/bayesian-model-calibration-with-gaussian-process/948