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[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "3. Inserting Sparse Vectors" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(46)
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[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "3. Inserting Sparse Vectors" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(47)
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p
Those familiar with the Qdrant API will notice that the extra care taken to be consistent with the existing named vectors API – this is to make it easier to use sparse vectors in existing codebases.
[ "articles", "articles/sparse-vectors" ]
801
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "3. Inserting Sparse Vectors" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(47)
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p
As always, you’re able to apply payload filters, shard keys, and other advanced features you’ve come to expect from Qdrant.
[ "articles", "articles/sparse-vectors" ]
802
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "3. Inserting Sparse Vectors" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(47)
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p
To make things easier for you, the indices and values don’t have to be sorted before upsert.
[ "articles", "articles/sparse-vectors" ]
803
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "3. Inserting Sparse Vectors" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(47)
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p
Qdrant will sort them when the index is persisted e.g. on disk.
[ "articles", "articles/sparse-vectors" ]
804
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h3:nth-of-type(6)
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h3
4.
[ "articles", "articles/sparse-vectors" ]
805
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h3:nth-of-type(6)
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h3
Querying with Sparse Vectors
[ "articles", "articles/sparse-vectors" ]
806
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "4. Querying with Sparse Vectors" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(48)
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p
We use the same process to prepare a query vector as well.
[ "articles", "articles/sparse-vectors" ]
807
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "4. Querying with Sparse Vectors" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(48)
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p
This involves computing the vector from a query text and extracting its indices and values.
[ "articles", "articles/sparse-vectors" ]
808
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "4. Querying with Sparse Vectors" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(48)
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p
We then use these details to construct a query against our collection.
[ "articles", "articles/sparse-vectors" ]
809
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "4. Querying with Sparse Vectors" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(49)
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p
In this example, we use the same model for both document and query.
[ "articles", "articles/sparse-vectors" ]
810
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "4. Querying with Sparse Vectors" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(49)
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p
This is not a requirement, but it’s a simpler approach.
[ "articles", "articles/sparse-vectors" ]
811
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h3:nth-of-type(7)
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h3
5.
[ "articles", "articles/sparse-vectors" ]
812
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h3:nth-of-type(7)
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h3
Retrieving and Interpreting Results
[ "articles", "articles/sparse-vectors" ]
813
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "5. Retrieving and Interpreting Results" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(50)
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p
After setting up the collection and inserting sparse vectors, the next critical step is retrieving and interpreting the results.
[ "articles", "articles/sparse-vectors" ]
814
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "5. Retrieving and Interpreting Results" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(50)
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p
This process involves executing a search query and then analyzing the returned results.
[ "articles", "articles/sparse-vectors" ]
815
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "5. Retrieving and Interpreting Results" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(51)
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p
In the above code, we execute a search against our collection using the prepared sparse vector query.
[ "articles", "articles/sparse-vectors" ]
816
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "5. Retrieving and Interpreting Results" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(51)
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p
The client.search method takes the collection name and the query vector as inputs.
[ "articles", "articles/sparse-vectors" ]
817
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "5. Retrieving and Interpreting Results" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(51)
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p
The query vector is constructed using the models.NamedSparseVector, which includes the indices and values derived from the query text.
[ "articles", "articles/sparse-vectors" ]
818
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "5. Retrieving and Interpreting Results" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(51)
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p
This is a crucial step in efficiently retrieving relevant documents.
[ "articles", "articles/sparse-vectors" ]
819
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "5. Retrieving and Interpreting Results" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(52)
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p
The result, as shown above, is a ScoredPoint object containing the ID of the retrieved document, its version, a similarity score, and the sparse vector.
[ "articles", "articles/sparse-vectors" ]
820
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "5. Retrieving and Interpreting Results" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(52)
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p
The score is a key element as it quantifies the similarity between the query and the document, based on their respective vectors.
[ "articles", "articles/sparse-vectors" ]
821
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "5. Retrieving and Interpreting Results" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(53)
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p
To understand how this scoring works, we use the familiar dot product method:
[ "articles", "articles/sparse-vectors" ]
822
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "5. Retrieving and Interpreting Results" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(54)
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p
$$\text{Similarity}(\text{Query}, \text{Document}) = \sum_{i \in I} \text{Query}_i \times \text{Document}_i$$
[ "articles", "articles/sparse-vectors" ]
823
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "5. Retrieving and Interpreting Results" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(55)
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p
This formula calculates the similarity score by multiplying corresponding elements of the query and document vectors and summing these products.
[ "articles", "articles/sparse-vectors" ]
824
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "5. Retrieving and Interpreting Results" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(55)
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p
This method is particularly effective with sparse vectors, where many elements are zero, leading to a computationally efficient process.
[ "articles", "articles/sparse-vectors" ]
825
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "5. Retrieving and Interpreting Results" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(55)
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p
The higher the score, the greater the similarity between the query and the document, making it a valuable metric for assessing the relevance of the retrieved documents.
[ "articles", "articles/sparse-vectors" ]
826
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h2:nth-of-type(10)
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h2
Hybrid Search: Combining Sparse and Dense Vectors
[ "articles", "articles/sparse-vectors" ]
827
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Hybrid Search: Combining Sparse and Dense Vectors" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(56)
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p
By combining search results from both dense and sparse vectors, you can achieve a hybrid search that is both efficient and accurate.
[ "articles", "articles/sparse-vectors" ]
828
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Hybrid Search: Combining Sparse and Dense Vectors" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(56)
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p
Results from sparse vectors will guarantee, that all results with the required keywords are returned,
[ "articles", "articles/sparse-vectors" ]
829
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Hybrid Search: Combining Sparse and Dense Vectors" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(56)
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p
while dense vectors will cover the semantically similar results.
[ "articles", "articles/sparse-vectors" ]
830
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Hybrid Search: Combining Sparse and Dense Vectors" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(57)
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p
The mixture of dense and sparse results can be presented directly to the user, or used as a first stage of a two-stage retrieval process.
[ "articles", "articles/sparse-vectors" ]
831
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Hybrid Search: Combining Sparse and Dense Vectors" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(58)
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p
Let’s see how you can make a hybrid search query in Qdrant.
[ "articles", "articles/sparse-vectors" ]
832
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Hybrid Search: Combining Sparse and Dense Vectors" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(59)
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p
First, you need to create a collection with both dense and sparse vectors:
[ "articles", "articles/sparse-vectors" ]
833
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Hybrid Search: Combining Sparse and Dense Vectors" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(60)
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p
Then, assuming you have upserted both dense and sparse vectors, you can query them together:
[ "articles", "articles/sparse-vectors" ]
834
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Hybrid Search: Combining Sparse and Dense Vectors" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(61)
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p
The result will be a pair of result lists, one for dense and one for sparse vectors.
[ "articles", "articles/sparse-vectors" ]
835
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Hybrid Search: Combining Sparse and Dense Vectors" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(62)
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p
Having those results, there are several ways to combine them:
[ "articles", "articles/sparse-vectors" ]
836
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h3:nth-of-type(8)
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h3
Mixing or Fusion
[ "articles", "articles/sparse-vectors" ]
837
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Mixing or Fusion" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(63)
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p
You can mix the results from both dense and sparse vectors, based purely on their relative scores.
[ "articles", "articles/sparse-vectors" ]
838
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Mixing or Fusion" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(63)
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p
This is a simple and effective approach, but it doesn’t take into account the semantic similarity between the results.
[ "articles", "articles/sparse-vectors" ]
839
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Mixing or Fusion" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(63)
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p
Among the popular mixing methods are:
[ "articles", "articles/sparse-vectors" ]
840
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Mixing or Fusion" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > figure > figcaption > p
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p
Relative Score Fusion
[ "articles", "articles/sparse-vectors" ]
841
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Mixing or Fusion" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(64)
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Ranx is a great library for mixing results from different sources.
[ "articles", "articles/sparse-vectors" ]
842
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h3:nth-of-type(9)
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h3
Re-ranking
[ "articles", "articles/sparse-vectors" ]
843
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Re-ranking" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(65)
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p
You can use obtained results as a first stage of a two-stage retrieval process.
[ "articles", "articles/sparse-vectors" ]
844
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Re-ranking" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(65)
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p
In the second stage, you can re-rank the results from the first stage using a more complex model, such as Cross-Encoders or services like Cohere Rerank.
[ "articles", "articles/sparse-vectors" ]
845
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Re-ranking" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(66)
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p
And that’s it!
[ "articles", "articles/sparse-vectors" ]
846
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Re-ranking" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(66)
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p
You’ve successfully achieved hybrid search with Qdrant!
[ "articles", "articles/sparse-vectors" ]
847
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h2:nth-of-type(11)
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h2
Additional Resources
[ "articles", "articles/sparse-vectors" ]
848
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Additional Resources" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(67)
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p
For those who want to dive deeper, here are the top papers on the topic most of which have code available:
[ "articles", "articles/sparse-vectors" ]
849
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Additional Resources" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol:nth-of-type(4) > li:nth-of-type(1)
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li
Problem Motivation: Sparse Overcomplete Word Vector Representations
[ "articles", "articles/sparse-vectors" ]
850
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Additional Resources" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol:nth-of-type(4) > li:nth-of-type(2)
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SPLADE v2: Sparse Lexical and Expansion Model for Information Retrieval
[ "articles", "articles/sparse-vectors" ]
851
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Additional Resources" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol:nth-of-type(4) > li:nth-of-type(3)
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li
SPLADE: Sparse Lexical and Expansion Model for First Stage Ranking
[ "articles", "articles/sparse-vectors" ]
852
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Additional Resources" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol:nth-of-type(4) > li:nth-of-type(4)
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Late Interaction - ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction
[ "articles", "articles/sparse-vectors" ]
853
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Additional Resources" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol:nth-of-type(4) > li:nth-of-type(5)
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SparseEmbed: Learning Sparse Lexical Representations with Contextual Embeddings for Retrieval
[ "articles", "articles/sparse-vectors" ]
854
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Additional Resources" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(68)
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p
Why just read when you try it out?
[ "articles", "articles/sparse-vectors" ]
855
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Additional Resources" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(69)
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p
We’ve packed an easy-to-use Colab for you on how to make a Sparse Vector: Sparse Vectors Single Encoder Demo.
[ "articles", "articles/sparse-vectors" ]
856
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Additional Resources" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(69)
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p
Run it, tinker with it, and start seeing the magic unfold in your projects.
[ "articles", "articles/sparse-vectors" ]
857
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Additional Resources" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(69)
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p
We can’t wait to hear how you use it!
[ "articles", "articles/sparse-vectors" ]
858
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h2:nth-of-type(12)
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h2
Conclusion
[ "articles", "articles/sparse-vectors" ]
859
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Conclusion" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(70)
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p
Alright, folks, let’s wrap it up.
[ "articles", "articles/sparse-vectors" ]
860
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Conclusion" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(70)
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p
Better search isn’t a ’nice-to-have,’ it’s a game-changer, and Qdrant can get you there.
[ "articles", "articles/sparse-vectors" ]
861
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Conclusion" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(71)
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p
Got questions?
[ "articles", "articles/sparse-vectors" ]
862
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Conclusion" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(71)
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[ "articles", "articles/sparse-vectors" ]
863
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Conclusion" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(72)
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[ "articles", "articles/sparse-vectors" ]
864
[ "Sparse Vectors in Qdrant: Pure Vector-based Hybrid Search - Qdrant", "Conclusion" ]
/articles/sparse-vectors/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(73)
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p
And, of course, a big thanks to you, our readers, for pushing us to make ranking better for everyone.
[ "articles", "articles/sparse-vectors" ]
865
[ "Semantic Search 101 - Qdrant" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h1
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h1
Semantic Search for Beginners
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
866
[ "Semantic Search 101 - Qdrant" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h2:nth-of-type(1)
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h2
Overview
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
867
[ "Semantic Search 101 - Qdrant", "Overview" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(2)
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p
If you are new to vector databases, this tutorial is for you.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
868
[ "Semantic Search 101 - Qdrant", "Overview" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(2)
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p
In 5 minutes you will build a semantic search engine for science fiction books.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
869
[ "Semantic Search 101 - Qdrant", "Overview" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(2)
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p
After you set it up, you will ask the engine about an impending alien threat.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
870
[ "Semantic Search 101 - Qdrant", "Overview" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(2)
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p
Your creation will recommend books as preparation for a potential space attack.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
871
[ "Semantic Search 101 - Qdrant", "Overview" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(3)
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p
Before you begin, you need to have a recent version of Python installed.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
872
[ "Semantic Search 101 - Qdrant", "Overview" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(3)
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p
If you don’t know how to run this code in a virtual environment, follow Python documentation for Creating Virtual Environments first.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
873
[ "Semantic Search 101 - Qdrant", "Overview" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(4)
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p
This tutorial assumes you’re in the bash shell.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
874
[ "Semantic Search 101 - Qdrant", "Overview" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(4)
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p
Use the Python documentation to activate a virtual environment, with commands such as:
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
875
[ "Semantic Search 101 - Qdrant" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h2:nth-of-type(2)
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h2
1.
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876
[ "Semantic Search 101 - Qdrant" ]
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html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h2:nth-of-type(2)
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h2
Installation
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877
[ "Semantic Search 101 - Qdrant", "1. Installation" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(5)
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p
You need to process your data so that the search engine can work with it.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
878
[ "Semantic Search 101 - Qdrant", "1. Installation" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(5)
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p
The Sentence Transformers framework gives you access to common Large Language Models that turn raw data into embeddings.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
879
[ "Semantic Search 101 - Qdrant", "1. Installation" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(6)
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p
Once encoded, this data needs to be kept somewhere.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
880
[ "Semantic Search 101 - Qdrant", "1. Installation" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(6)
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p
Qdrant lets you store data as embeddings.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
881
[ "Semantic Search 101 - Qdrant", "1. Installation" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(6)
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p
You can also use Qdrant to run search queries against this data.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
882
[ "Semantic Search 101 - Qdrant", "1. Installation" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(6)
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p
This means that you can ask the engine to give you relevant answers that go way beyond keyword matching.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
883
[ "Semantic Search 101 - Qdrant" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h3:nth-of-type(1)
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h3
Import the models
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
884
[ "Semantic Search 101 - Qdrant", "Import the models" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(7)
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p
Once the two main frameworks are defined, you need to specify the exact models this engine will use.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
885
[ "Semantic Search 101 - Qdrant", "Import the models" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(7)
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p
Before you do, activate the Python prompt (>>>) with the python command.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
886
[ "Semantic Search 101 - Qdrant", "Import the models" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(8)
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p
The Sentence Transformers framework contains many embedding models.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
887
[ "Semantic Search 101 - Qdrant", "Import the models" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(8)
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p
However, all-MiniLM-L6-v2 is the fastest encoder for this tutorial.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
888
[ "Semantic Search 101 - Qdrant" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h2:nth-of-type(3)
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h2
2.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
889
[ "Semantic Search 101 - Qdrant" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h2:nth-of-type(3)
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h2
Add the dataset
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
890
[ "Semantic Search 101 - Qdrant", "2. Add the dataset" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(9)
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p
all-MiniLM-L6-v2 will encode the data you provide.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
891
[ "Semantic Search 101 - Qdrant", "2. Add the dataset" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(9)
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p
Here you will list all the science fiction books in your library.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
892
[ "Semantic Search 101 - Qdrant", "2. Add the dataset" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(9)
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893
[ "Semantic Search 101 - Qdrant" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h2:nth-of-type(4)
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3.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
894
[ "Semantic Search 101 - Qdrant" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h2:nth-of-type(4)
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h2
Define storage location
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
895
[ "Semantic Search 101 - Qdrant", "3. Define storage location" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(10)
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p
You need to tell Qdrant where to store embeddings.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
896
[ "Semantic Search 101 - Qdrant", "3. Define storage location" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(10)
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p
This is a basic demo, so your local computer will use its memory as temporary storage.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
897
[ "Semantic Search 101 - Qdrant" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h2:nth-of-type(5)
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h2
4.
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
898
[ "Semantic Search 101 - Qdrant" ]
/documentation/tutorials/search-beginners/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h2:nth-of-type(5)
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h2
Create a collection
[ "documentation", "documentation/tutorials", "documentation/tutorials/search-beginners" ]
899