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[ "Introducing Qdrant 1.2.x - Qdrant", "Grouping requests" ]
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p
But that’s no longer the case.
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[ "Introducing Qdrant 1.2.x - Qdrant", "Grouping requests" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(10)
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p
Qdrant 1.2 provides a mechanism for grouping requests, which
[ "articles", "articles/qdrant-1.2.x" ]
3,773
[ "Introducing Qdrant 1.2.x - Qdrant", "Grouping requests" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(10)
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p
can handle that server-side, within a single call to the database.
[ "articles", "articles/qdrant-1.2.x" ]
3,774
[ "Introducing Qdrant 1.2.x - Qdrant", "Grouping requests" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(10)
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p
This mechanism is similar to the
[ "articles", "articles/qdrant-1.2.x" ]
3,775
[ "Introducing Qdrant 1.2.x - Qdrant", "Grouping requests" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(10)
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p
SQL GROUP BY clause.
[ "articles", "articles/qdrant-1.2.x" ]
3,776
[ "Introducing Qdrant 1.2.x - Qdrant", "Grouping requests" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(12)
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html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(12)
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3,778
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h3
Nested filters
[ "articles", "articles/qdrant-1.2.x" ]
3,779
[ "Introducing Qdrant 1.2.x - Qdrant", "Nested filters" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(13)
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p
Unlike some other vector databases, Qdrant accepts any arbitrary JSON payload, including
[ "articles", "articles/qdrant-1.2.x" ]
3,780
[ "Introducing Qdrant 1.2.x - Qdrant", "Nested filters" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(13)
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p
arrays, objects, and arrays of objects.
[ "articles", "articles/qdrant-1.2.x" ]
3,781
[ "Introducing Qdrant 1.2.x - Qdrant", "Nested filters" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(13)
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html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(13)
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html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(14)
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Before Qdrant 1.2 it was impossible to express some more complex conditions for the
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html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(14)
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p
nested structures.
[ "articles", "articles/qdrant-1.2.x" ]
3,785
[ "Introducing Qdrant 1.2.x - Qdrant", "Nested filters" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(14)
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p
For example, let’s assume we have the following payload:
[ "articles", "articles/qdrant-1.2.x" ]
3,786
[ "Introducing Qdrant 1.2.x - Qdrant", "Nested filters" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(15)
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p
We want to filter out the results to include the countries with a city with over 2 million citizens
[ "articles", "articles/qdrant-1.2.x" ]
3,787
[ "Introducing Qdrant 1.2.x - Qdrant", "Nested filters" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(15)
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p
and an area bigger than 500 square kilometers but no more than 1000.
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html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(15)
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p
There is no such a city in
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3,789
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html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(15)
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p
Japan, looking at our data, but if we wrote the following filter, it would be returned:
[ "articles", "articles/qdrant-1.2.x" ]
3,790
[ "Introducing Qdrant 1.2.x - Qdrant", "Nested filters" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(16)
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p
Japan would be returned because Tokyo and Osaka match the first criteria, while Kyoto fulfills
[ "articles", "articles/qdrant-1.2.x" ]
3,791
[ "Introducing Qdrant 1.2.x - Qdrant", "Nested filters" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(16)
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p
the second.
[ "articles", "articles/qdrant-1.2.x" ]
3,792
[ "Introducing Qdrant 1.2.x - Qdrant", "Nested filters" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(16)
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p
But that’s not what we wanted to achieve.
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3,793
[ "Introducing Qdrant 1.2.x - Qdrant", "Nested filters" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(16)
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p
That’s the motivation behind introducing
[ "articles", "articles/qdrant-1.2.x" ]
3,794
[ "Introducing Qdrant 1.2.x - Qdrant", "Nested filters" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(16)
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p
a new type of nested filter.
[ "articles", "articles/qdrant-1.2.x" ]
3,795
[ "Introducing Qdrant 1.2.x - Qdrant", "Nested filters" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(17)
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p
The syntax is consistent with all the other supported filters and enables new possibilities.
[ "articles", "articles/qdrant-1.2.x" ]
3,796
[ "Introducing Qdrant 1.2.x - Qdrant", "Nested filters" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(17)
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p
In
[ "articles", "articles/qdrant-1.2.x" ]
3,797
[ "Introducing Qdrant 1.2.x - Qdrant", "Nested filters" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(17)
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p
our case, it allows us to express the joined condition on a nested structure and make the results
[ "articles", "articles/qdrant-1.2.x" ]
3,798
[ "Introducing Qdrant 1.2.x - Qdrant", "Nested filters" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(17)
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p
list empty but correct.
[ "articles", "articles/qdrant-1.2.x" ]
3,799
[ "Introducing Qdrant 1.2.x - Qdrant" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h2:nth-of-type(2)
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h2
Important changes
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3,800
[ "Introducing Qdrant 1.2.x - Qdrant", "Important changes" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(18)
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p
The latest release focuses not only on the new features but also introduces some changes making
[ "articles", "articles/qdrant-1.2.x" ]
3,801
[ "Introducing Qdrant 1.2.x - Qdrant", "Important changes" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(18)
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p
Qdrant even more reliable.
[ "articles", "articles/qdrant-1.2.x" ]
3,802
[ "Introducing Qdrant 1.2.x - Qdrant" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h3:nth-of-type(5)
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h3
Recovery mode
[ "articles", "articles/qdrant-1.2.x" ]
3,803
[ "Introducing Qdrant 1.2.x - Qdrant", "Recovery mode" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(19)
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p
There has been an issue in memory-constrained environments, such as cloud, happening when users were
[ "articles", "articles/qdrant-1.2.x" ]
3,804
[ "Introducing Qdrant 1.2.x - Qdrant", "Recovery mode" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(19)
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p
pushing massive amounts of data into the service using wait=false.
[ "articles", "articles/qdrant-1.2.x" ]
3,805
[ "Introducing Qdrant 1.2.x - Qdrant", "Recovery mode" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(19)
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p
This data influx resulted in an
[ "articles", "articles/qdrant-1.2.x" ]
3,806
[ "Introducing Qdrant 1.2.x - Qdrant", "Recovery mode" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(19)
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p
overreaching of disk or RAM limits before the Write-Ahead Logging (WAL) was fully applied.
[ "articles", "articles/qdrant-1.2.x" ]
3,807
[ "Introducing Qdrant 1.2.x - Qdrant", "Recovery mode" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(19)
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p
This
[ "articles", "articles/qdrant-1.2.x" ]
3,808
[ "Introducing Qdrant 1.2.x - Qdrant", "Recovery mode" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(19)
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p
situation was causing Qdrant to attempt a restart and reapplication of WAL, failing recurrently due
[ "articles", "articles/qdrant-1.2.x" ]
3,809
[ "Introducing Qdrant 1.2.x - Qdrant", "Recovery mode" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(19)
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p
to the same memory constraints and pushing the service into a frustrating crash loop with many
[ "articles", "articles/qdrant-1.2.x" ]
3,810
[ "Introducing Qdrant 1.2.x - Qdrant", "Recovery mode" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(19)
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p
Out-of-Memory errors.
[ "articles", "articles/qdrant-1.2.x" ]
3,811
[ "Introducing Qdrant 1.2.x - Qdrant", "Recovery mode" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(20)
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p
Qdrant 1.2 enters recovery mode, if enabled, when it detects a failure on startup.
[ "articles", "articles/qdrant-1.2.x" ]
3,812
[ "Introducing Qdrant 1.2.x - Qdrant", "Recovery mode" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(20)
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p
That makes the service halt the loading of collection data and commence operations in a partial state.
[ "articles", "articles/qdrant-1.2.x" ]
3,813
[ "Introducing Qdrant 1.2.x - Qdrant", "Recovery mode" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(20)
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p
This state allows for removing collections but doesn’t support search or update functions.
[ "articles", "articles/qdrant-1.2.x" ]
3,814
[ "Introducing Qdrant 1.2.x - Qdrant", "Recovery mode" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(20)
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3,815
[ "Introducing Qdrant 1.2.x - Qdrant" ]
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html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h3:nth-of-type(6)
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p
For a long time, segments using mmap storage were non-appendable and could only be constructed by
[ "articles", "articles/qdrant-1.2.x" ]
3,817
[ "Introducing Qdrant 1.2.x - Qdrant", "Appendable mmap" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(21)
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p
the optimizer.
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3,818
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html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(21)
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p
Dynamically adding vectors to the mmap file is fairly complicated and thus not
[ "articles", "articles/qdrant-1.2.x" ]
3,819
[ "Introducing Qdrant 1.2.x - Qdrant", "Appendable mmap" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(21)
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p
implemented in Qdrant, but we did our best to implement it in the recent release.
[ "articles", "articles/qdrant-1.2.x" ]
3,820
[ "Introducing Qdrant 1.2.x - Qdrant", "Appendable mmap" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(21)
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p
If you want
[ "articles", "articles/qdrant-1.2.x" ]
3,821
[ "Introducing Qdrant 1.2.x - Qdrant", "Appendable mmap" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(21)
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p
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[ "articles", "articles/qdrant-1.2.x" ]
3,822
[ "Introducing Qdrant 1.2.x - Qdrant" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h2:nth-of-type(3)
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h2
Security
[ "articles", "articles/qdrant-1.2.x" ]
3,823
[ "Introducing Qdrant 1.2.x - Qdrant", "Security" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(22)
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p
There are two major changes in terms of security:
[ "articles", "articles/qdrant-1.2.x" ]
3,824
[ "Introducing Qdrant 1.2.x - Qdrant", "Security" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol > li:nth-of-type(1)
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li
API-key support - basic authentication with a static API key to prevent unwanted access.
[ "articles", "articles/qdrant-1.2.x" ]
3,825
[ "Introducing Qdrant 1.2.x - Qdrant", "Security" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol > li:nth-of-type(1)
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Previously
[ "articles", "articles/qdrant-1.2.x" ]
3,826
[ "Introducing Qdrant 1.2.x - Qdrant", "Security" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol > li:nth-of-type(1)
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li
API keys were only supported in Qdrant Cloud.
[ "articles", "articles/qdrant-1.2.x" ]
3,827
[ "Introducing Qdrant 1.2.x - Qdrant", "Security" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol > li:nth-of-type(2)
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li
TLS support - to use encrypted connections and prevent sniffing/MitM attacks.
[ "articles", "articles/qdrant-1.2.x" ]
3,828
[ "Introducing Qdrant 1.2.x - Qdrant" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h2:nth-of-type(4)
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h2
Release notes
[ "articles", "articles/qdrant-1.2.x" ]
3,829
[ "Introducing Qdrant 1.2.x - Qdrant", "Release notes" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(23)
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p
As usual, our release notes describe all the changes
[ "articles", "articles/qdrant-1.2.x" ]
3,830
[ "Introducing Qdrant 1.2.x - Qdrant", "Release notes" ]
/articles/qdrant-1.2.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(23)
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p
introduced in the latest version.
[ "articles", "articles/qdrant-1.2.x" ]
3,831
[ "On Hybrid Search - Qdrant" ]
/articles/hybrid-search/
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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3,835
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On Hybrid Search
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3,836
[ "On Hybrid Search - Qdrant" ]
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html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h1:nth-of-type(1)
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h1
On Hybrid Search
[ "articles", "articles/hybrid-search" ]
3,837
[ "On Hybrid Search - Qdrant", "On Hybrid Search" ]
/articles/hybrid-search/
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
There is not a single definition of hybrid search.
[ "articles", "articles/hybrid-search" ]
3,838
[ "On Hybrid Search - Qdrant", "On Hybrid Search" ]
/articles/hybrid-search/
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
Actually, if we use more than one search algorithm, it
[ "articles", "articles/hybrid-search" ]
3,839
[ "On Hybrid Search - Qdrant", "On Hybrid Search" ]
/articles/hybrid-search/
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
might be described as some sort of hybrid.
[ "articles", "articles/hybrid-search" ]
3,840
[ "On Hybrid Search - Qdrant", "On Hybrid Search" ]
/articles/hybrid-search/
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
Some of the most popular definitions are:
[ "articles", "articles/hybrid-search" ]
3,841
[ "On Hybrid Search - Qdrant", "On Hybrid Search" ]
/articles/hybrid-search/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol:nth-of-type(1) > li:nth-of-type(1)
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li
A combination of vector search with attribute filtering.
[ "articles", "articles/hybrid-search" ]
3,842
[ "On Hybrid Search - Qdrant", "On Hybrid Search" ]
/articles/hybrid-search/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol:nth-of-type(1) > li:nth-of-type(1)
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li
We won’t dive much into details, as we like to call it just filtered vector search.
[ "articles", "articles/hybrid-search" ]
3,843
[ "On Hybrid Search - Qdrant", "On Hybrid Search" ]
/articles/hybrid-search/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol:nth-of-type(1) > li:nth-of-type(2)
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li
Vector search with keyword-based search.
[ "articles", "articles/hybrid-search" ]
3,844
[ "On Hybrid Search - Qdrant", "On Hybrid Search" ]
/articles/hybrid-search/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol:nth-of-type(1) > li:nth-of-type(2)
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li
This one is covered in this article.
[ "articles", "articles/hybrid-search" ]
3,845
[ "On Hybrid Search - Qdrant", "On Hybrid Search" ]
/articles/hybrid-search/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol:nth-of-type(1) > li:nth-of-type(3)
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li
A mix of dense and sparse vectors.
[ "articles", "articles/hybrid-search" ]
3,846
[ "On Hybrid Search - Qdrant", "On Hybrid Search" ]
/articles/hybrid-search/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol:nth-of-type(1) > li:nth-of-type(3)
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li
That strategy will be covered in the upcoming article.
[ "articles", "articles/hybrid-search" ]
3,847
[ "On Hybrid Search - Qdrant" ]
/articles/hybrid-search/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h2:nth-of-type(1)
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h2
Why do we still need keyword search?
[ "articles", "articles/hybrid-search" ]
3,848
[ "On Hybrid Search - Qdrant", "Why do we still need keyword search?" ]
/articles/hybrid-search/
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
A keyword-based search was the obvious choice for search engines in the past.
[ "articles", "articles/hybrid-search" ]
3,849
[ "On Hybrid Search - Qdrant", "Why do we still need keyword search?" ]
/articles/hybrid-search/
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
It struggled with some
[ "articles", "articles/hybrid-search" ]
3,850
[ "On Hybrid Search - Qdrant", "Why do we still need keyword search?" ]
/articles/hybrid-search/
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
common issues, but since we didn’t have any alternatives, we had to overcome them with additional
[ "articles", "articles/hybrid-search" ]
3,851
[ "On Hybrid Search - Qdrant", "Why do we still need keyword search?" ]
/articles/hybrid-search/
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
preprocessing of the documents and queries.
[ "articles", "articles/hybrid-search" ]
3,852
[ "On Hybrid Search - Qdrant", "Why do we still need keyword search?" ]
/articles/hybrid-search/
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
Vector search turned out to be a breakthrough, as it has
[ "articles", "articles/hybrid-search" ]
3,853
[ "On Hybrid Search - Qdrant", "Why do we still need keyword search?" ]
/articles/hybrid-search/
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
some clear advantages in the following scenarios:
[ "articles", "articles/hybrid-search" ]
3,854
[ "On Hybrid Search - Qdrant", "Why do we still need keyword search?" ]
/articles/hybrid-search/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ul:nth-of-type(2) > li:nth-of-type(1)
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🌍 Multi-lingual & multi-modal search
[ "articles", "articles/hybrid-search" ]
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[ "On Hybrid Search - Qdrant", "Why do we still need keyword search?" ]
/articles/hybrid-search/
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🤔 For short texts with typos and ambiguous content-dependent meanings
[ "articles", "articles/hybrid-search" ]
3,856
[ "On Hybrid Search - Qdrant", "Why do we still need keyword search?" ]
/articles/hybrid-search/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ul:nth-of-type(2) > li:nth-of-type(3)
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li
👨‍🔬 Specialized domains with tuned encoder models
[ "articles", "articles/hybrid-search" ]
3,857
[ "On Hybrid Search - Qdrant", "Why do we still need keyword search?" ]
/articles/hybrid-search/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ul:nth-of-type(2) > li:nth-of-type(4)
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li
📄 Document-as-a-Query similarity search
[ "articles", "articles/hybrid-search" ]
3,858
[ "On Hybrid Search - Qdrant", "Why do we still need keyword search?" ]
/articles/hybrid-search/
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
It doesn’t mean we do not keyword search anymore.
[ "articles", "articles/hybrid-search" ]
3,859
[ "On Hybrid Search - Qdrant", "Why do we still need keyword search?" ]
/articles/hybrid-search/
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
There are also some cases in which this kind of method
[ "articles", "articles/hybrid-search" ]
3,860
[ "On Hybrid Search - Qdrant", "Why do we still need keyword search?" ]
/articles/hybrid-search/
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
might be useful:
[ "articles", "articles/hybrid-search" ]
3,861
[ "On Hybrid Search - Qdrant", "Why do we still need keyword search?" ]
/articles/hybrid-search/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ul:nth-of-type(3) > li:nth-of-type(1)
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li
Words are just words, no matter what they mean.
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3,863
[ "On Hybrid Search - Qdrant", "Why do we still need keyword search?" ]
/articles/hybrid-search/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ul:nth-of-type(3) > li:nth-of-type(1)
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li
BM25 ranking represents the
[ "articles", "articles/hybrid-search" ]
3,864
[ "On Hybrid Search - Qdrant", "Why do we still need keyword search?" ]
/articles/hybrid-search/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ul:nth-of-type(3) > li:nth-of-type(1)
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li
universal property of the natural language - less frequent words are more important, as they carry
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3,865
[ "On Hybrid Search - Qdrant", "Why do we still need keyword search?" ]
/articles/hybrid-search/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ul:nth-of-type(3) > li:nth-of-type(1)
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li
most of the meaning.
[ "articles", "articles/hybrid-search" ]
3,866
[ "On Hybrid Search - Qdrant", "Why do we still need keyword search?" ]
/articles/hybrid-search/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ul:nth-of-type(3) > li:nth-of-type(2)
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li
⌨️💨 Search-as-you-type, when there are only a few characters types in, and we cannot use vector search yet.
[ "articles", "articles/hybrid-search" ]
3,867
[ "On Hybrid Search - Qdrant", "Why do we still need keyword search?" ]
/articles/hybrid-search/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ul:nth-of-type(3) > li:nth-of-type(3)
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li
🎯🔍 Exact phrase matching when we want to find the occurrences of a specific term in the documents.
[ "articles", "articles/hybrid-search" ]
3,868
[ "On Hybrid Search - Qdrant", "Why do we still need keyword search?" ]
/articles/hybrid-search/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ul:nth-of-type(3) > li:nth-of-type(3)
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li
That’s
[ "articles", "articles/hybrid-search" ]
3,869
[ "On Hybrid Search - Qdrant", "Why do we still need keyword search?" ]
/articles/hybrid-search/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ul:nth-of-type(3) > li:nth-of-type(3)
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li
especially useful for names of the products, people, part numbers, etc.
[ "articles", "articles/hybrid-search" ]
3,870
[ "On Hybrid Search - Qdrant" ]
/articles/hybrid-search/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h2:nth-of-type(2)
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h2
Matching the tool to the task
[ "articles", "articles/hybrid-search" ]
3,871