Specialised parameter search

[frankier]

Can get k = max knn graph and then iteratively truncate it and rerun

Can produce histogram as well as validation indices

[frankier]

https://scikit-learn.org/stable/auto_examples/neighbors/plot_caching_nearest_neighbors.html#sphx-glr-auto-examples-neighbors-plot-caching-nearest-neighbors-py