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Draft: "implement calibration using bayesian optimization"

Johannes Boog requested to merge 37-add_calbayesopt into master

This MR will implement a Bayesian Optimization method for calibration of OGS6 models. Actually the code is rather an adjusted copy&paste from r2ogs5 Yest it works, :-)!

I think the code has to be restructured. Especially the BO-class should be converted from S3 to R6. This will be more in line with the actual structure of r2ogs6.

Closes #37 (closed)

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