UMAP fast transform - #7754
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Closes #6215
This PR enables faster transform operations in UMAP.
fast_transform=False(default) matches current behavior, the transform function builds the KNN graph with bruteforce searchfast_transform=Truebuilds a CAGRA index during fitting and later use it for faster approximate build of the KNN graph during transform