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Vector Search Optimization: Scaling to Billions of Vectors
Quantization and HNSW tuning enable vector search at billion-scale with reasonable latency.
Scale
3 articles
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Product Quantization for Extreme-Scale Vector Search
PQ divides each vector into subvectors and quantizes each independently: For even faster search, combine with inverted file index: Dataset Size n subvectors…
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Provisioned Throughput Deep Dive: Architecture and Implementation
1. Multi region deployment Distribute for resilience 2. Monitor continuously Track utilization and latency 3. Plan scaling windows PTU changes aren't…