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Reduce Pipnn Memory Consumption #1030

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@SeliMeli

Currently Pipnn consume more memory than Vamana, we need to explore options to reduce its mem footprint:

  1. reduce mem consumption by review/profiling/fix code issues in current implementation.
  2. use split build (partition + extract knn -> write knn graph on disk -> hashprune/final prune)
  3. like vamana, chunk build dataset and merge

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