--- name: "tech-qdrant-hnsw-timeout" title: "Qdrant: high-dim full scan timeouts" description: "Large float32 collections without HNSW/quantization can time out" type: "tech" category: "databases" tags: ["tech", "qdrant", "vector", "databases"] related: ["[[tech-qdrant-config-at-create]]", "[[tech-rag-metadata-key-drift]]"] --- High-dimension float32 collections can devolve to expensive scans. Tune HNSW + consider INT8 quantization. Config timing: [[tech-qdrant-config-at-create]]. Related: [[tech-rag-metadata-key-drift]].