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Another upvote for ScaNN. Used on Teclis.com search engine in production (replaced previously used Faiss, which was excellent). ScaNN is almost double the perfo
by freediver 4y ago
Another upvote for ScaNN. Used on Teclis.com search engine in production (replaced previously used Faiss, which was excellent). ScaNN is almost double the performance and with same 5 lines of code to implement locally.
At this point vector search is almost 'solved', the challenge remains the quality of vectors fed into the index. Producing accurate text/image/... vector representations (aka embeddings) is where lot more progress needs to be made.
- thirdtrigger 4y ago> At this point vector search is almost 'solved' Well, there is is still a lot to do. Going from memory to disk, etc. But I see your point. What might be a bit confusing is the mix of vector search libraries with vector search engines. It's a bit like comparing an inverted index library with SOLR :) But we (I.e., the wider vector search ecosystem) are working on this
- moab 4y agoThere are many "extra" features that one needs in practice which are patently not solved, starting with working in a dynamic setting.