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[Feature]: Support OceanBase/seekdb Index-Merge for Index Efficiency #30

@Teingi

Description

@Teingi

Describe your use case

Currently, PowerMem creates vector indexes for semantic search, but as the number of memories grows, index performance can degrade. OceanBase/SeekDB provides index-merge functionality that can optimize multiple indexes and improve query performance, especially for:

  • Large-scale memory databases with millions of vectors
  • Complex queries combining vector search and full-text search
  • Multi-index scenarios (vector index + fulltext index + regular indexes)
  • Frequent insert/update operations that fragment indexes

Pain points:

  • Index fragmentation over time reduces search performance
  • Multiple indexes (vector, fulltext, regular) are not optimized together
  • No automatic index maintenance after bulk operations
  • Query latency increases as data volume grows

Describe the solution you'd like

Add support for OceanBase/SeekDB index-merge functionality to optimize index performance

Describe alternatives you've considered

No response

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