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Vector databases (3): Not all indexes are created equal

thedataquarry.com · published 24 July 2023

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https://en.wikipedia.org/wiki/Voronoi_diagram
en.wikipedia.org
https://arxiv.org/abs/1603.09320
arxiv.org
https://en.wikipedia.org/wiki/Small-world_network
en.wikipedia.org
https://proceedings.neurips.cc/paper_files/paper/2019/file/09853c7fb1d3f8ee67a61b6bf4a7f8e6-Paper.pdf
proceedings.neurips.cc
https://github.com/microsoft/DiskANN
github.com
https://lancedb.github.io/lancedb/
lancedb.github.io
https://github.com/lancedb/lance
github.com
https://towardsdatascience.com/milvus-pinecone-vespa-weaviate-vald-gsi-what-unites-these-buzz-words-and-what-makes-each-9c65a3bd0696
towardsdatascience.com
https://milvus.io/blog/Milvus-Was-Built-for-Massive-Scale-Think-Trillion-Vector-Similarity-Search.md
milvus.io
https://arxiv.org/abs/2101.12631
arxiv.org
https://thesequence.substack.com/p/guest-post-choosing-the-right-vector
thesequence.substack.com
https://lear.inrialpes.fr/pubs/2011/JDS11/jegou_searching_with_quantization.pdf
lear.inrialpes.fr
https://zilliz.com/blog/scalar-quantization-and-product-quantization
zilliz.com
Product Quantization: Compressing high-dimensional vectors by 97% Read at the source ↗
pinecone.io
https://lancedb.github.io/lancedb/ann_indexes/
lancedb.github.io
https://weaviate.io/blog/ann-algorithms-hnsw-pq
weaviate.io
https://milvus.io/docs/disk_index.md
milvus.io
https://weaviate.io/blog/ann-algorithms-vamana-vs-hnsw
weaviate.io