Vector Databases & ANN Indexes

Exact vs approximate search, HNSW and IVF-PQ, recall vs latency, filtered ANN, sharding, and pgvector.

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Question Tags Difficulty Success
1. One Store or Two
pgvectorvector-database +1
Medium —
2. Turning the Dial (2)
hnswrecall-at-k +1
Medium —
3. Half a Percent
filtered-vector-searchmulti-tenancy +1
Hard —
4. Ninety Six Bytes Each
product-quantizationvector-compression +2
Hard —
5. The Recall Ceiling
hnswann-index +3
Hard —

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5 of 5 questions here are still unsolved.