HyperOpt points_to_evaluate with conditional search spaces

I’m using hyperopt with a conditional search space, using sample_from

I want to start on the next fold using the best hyperparameters from the previous fold, but the sample_from function is called again, instead of using the hyperparameter from the previous fold.