How does imblearn apply the transformations during prediction?
You generally shouldn't apply resampling to the test set (although there are some differing opinions on whether to do so on various levels of validation data).  imblearn has its own version of the pipeline to accomplish this; in particular, the pipeline docs say:


  The samplers are only applied during fit.