hnsw/observations.txt
2025-04-19 18:37:32 -07:00

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Increasing dimensionality slightly decreases the recall;
Increasing M significantly increases the recall but also increases the build time and query time;
As the numbers of vectors in the graph increases, the build time scales like linearly; also notice that recall decrease and processing time increase;
Changing ef_construction does not effect query time much; Increasing it can improve recall at the cost of build time, but recall saturates.