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perf: faster and more balanced clustering #4663

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@BubbleCal
  • balanced clustering: this is needed because if some partitions go much larger than the others, any queries hitting such partitions would be with high tail latency
  • faster clustering for large K (the number of partitions): to limit the size of single partition, we have to be able to train IVF with large K

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