benwtrent commented on issue #15612:
URL: https://github.com/apache/lucene/issues/15612#issuecomment-3824950485

   So, the merging and splitting of centroids should fit in nicely with graph 
updates. 
   
   - Merge vectors according to their centroids nearest centroid. Possibly 
first finding a candidate number of centroids given the vector centroids 
(centroid to centroid search). Then refine by the vectors and append to the 
correct centroid
   - Then if the centroid gets too large, split it. 
   - On split, you can use the initial centroid's graph connections as a 
bootstrapped set of neighbors to search in the graph and update its connections.
   - Rinse and repeat
   
   That is likely way faster than doing this one vector at a time and just 
attempting to add to the graph directly.


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