Quantisation

• Product Quantisation

  Vector compression technique decomposing high-dimensional vectors into products of lower-dimensional quantisers for memory-efficient ANN. Abbreviated PQ.

• Binary Embeddings

  Embeddings compressed to 1-bit per dimension; enables Hamming distance similarity search with integer POPCNT operations, dramatically reducing index size and retrieval latency.