Comment by simonblanke

Okay that is interesting. You could realize that by making a restricted area in the search space by returning np.nan in the objective function for those cases. Gradient-Free-Optimizers can handle np.nan and np.inf just fine.

Maybe you could do something like:

If a+b>=1: return np.nan else: return score