Scikit-Learn Gridsearch AttributeError: 'HDBSCAN' object has no attribute 'predict'

Question

I am trying to tune the HDSBCAN model with Scikit-Learn\'s GridsearchCV. I want to use purity as my scorer so I defined it like this:

from sklearn.metrics imp