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html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(40)
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p
\text{context score} = \sum \min(s(v^+_i) - s(v^-_i), 0.0)
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7,001
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/documentation/concepts/explore/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(40)
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p
$$
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7,002
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/documentation/concepts/explore/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(41)
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p
Where $v^+_i$ and $v^-_i$ are the positive and negative examples of each pair, and $s(v)$ is the similarity function.
[ "documentation", "documentation/concepts", "documentation/concepts/explore" ]
7,003
[ "Explore - Qdrant", "Context search" ]
/documentation/concepts/explore/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(42)
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p
Using this kind of search, you can expect the output to not necessarily be around a single point, but rather, to be any point that isn’t closer to a negative example, which creates a constrained diverse result.
[ "documentation", "documentation/concepts", "documentation/concepts/explore" ]
7,004
[ "Explore - Qdrant", "Context search" ]
/documentation/concepts/explore/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(42)
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p
So, even when the API is not called recommend, recommendation systems can also use this approach and adapt it for their specific use-cases.
[ "documentation", "documentation/concepts", "documentation/concepts/explore" ]
7,005
[ "Explore - Qdrant", "Context search" ]
/documentation/concepts/explore/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(36)
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p
Example:
[ "documentation", "documentation/concepts", "documentation/concepts/explore" ]
7,006
[ "Explore - Qdrant", "Context search" ]
/documentation/concepts/explore/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > aside:nth-of-type(5) > ul > li:nth-of-type(1)
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li
When providing ids as examples, they will be excluded from the results.
[ "documentation", "documentation/concepts", "documentation/concepts/explore" ]
7,007
[ "Explore - Qdrant", "Context search" ]
/documentation/concepts/explore/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > aside:nth-of-type(5) > ul > li:nth-of-type(2)
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li
Score is always in descending order (larger is better), regardless of the metric used.
[ "documentation", "documentation/concepts", "documentation/concepts/explore" ]
7,008
[ "Explore - Qdrant", "Context search" ]
/documentation/concepts/explore/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > aside:nth-of-type(5) > ul > li:nth-of-type(3)
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li
Best possible score is 0.0, and it is normal that many points get this score.
[ "documentation", "documentation/concepts", "documentation/concepts/explore" ]
7,009
[ "Filtrable HNSW - Qdrant" ]
/articles/filtrable-hnsw/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ul:nth-of-type(1) > li:nth-of-type(1)
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7,012
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html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ul:nth-of-type(1) > li:nth-of-type(2)
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7,013
[ "Filtrable HNSW - Qdrant" ]
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html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ul:nth-of-type(1) > li:nth-of-type(5)
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Filtrable HNSW
[ "articles", "articles/filtrable-hnsw" ]
7,014
[ "Filtrable HNSW - Qdrant" ]
/articles/filtrable-hnsw/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h1
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h1
Filtrable HNSW
[ "articles", "articles/filtrable-hnsw" ]
7,015
[ "Filtrable HNSW - Qdrant", "Filtrable HNSW" ]
/articles/filtrable-hnsw/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(1)
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p
If you need to find some similar objects in vector space, provided e.g. by embeddings or matching NN, you can choose among a variety of libraries: Annoy, FAISS or NMSLib.
[ "articles", "articles/filtrable-hnsw" ]
7,016
[ "Filtrable HNSW - Qdrant", "Filtrable HNSW" ]
/articles/filtrable-hnsw/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(1)
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p
All of them will give you a fast approximate neighbors search within almost any space.
[ "articles", "articles/filtrable-hnsw" ]
7,017
[ "Filtrable HNSW - Qdrant", "Filtrable HNSW" ]
/articles/filtrable-hnsw/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(2)
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p
But what if you need to introduce some constraints in your search?
[ "articles", "articles/filtrable-hnsw" ]
7,018
[ "Filtrable HNSW - Qdrant", "Filtrable HNSW" ]
/articles/filtrable-hnsw/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(2)
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p
For example, you want search only for products in some category or select the most similar customer of a particular brand.
[ "articles", "articles/filtrable-hnsw" ]
7,019
[ "Filtrable HNSW - Qdrant", "Filtrable HNSW" ]
/articles/filtrable-hnsw/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(2)
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p
I did not find any simple solutions for this.
[ "articles", "articles/filtrable-hnsw" ]
7,020
[ "Filtrable HNSW - Qdrant", "Filtrable HNSW" ]
/articles/filtrable-hnsw/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(2)
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p
There are several discussions like this, but they only suggest to iterate over top search results and apply conditions consequently after the search.
[ "articles", "articles/filtrable-hnsw" ]
7,021
[ "Filtrable HNSW - Qdrant", "Filtrable HNSW" ]
/articles/filtrable-hnsw/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(3)
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p
Let’s see if we could somehow modify any of ANN algorithms to be able to apply constrains during the search itself.
[ "articles", "articles/filtrable-hnsw" ]
7,022

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