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[ "Neural Search Tutorial - Qdrant", "Prepare data for neural search" ]
/articles/neural-search-tutorial/
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
One of the easiest libraries to work with pre-trained language models, in my opinion, is the sentence-transformers by UKPLab.
[ "articles", "articles/neural-search-tutorial" ]
6,672
[ "Neural Search Tutorial - Qdrant", "Prepare data for neural search" ]
/articles/neural-search-tutorial/
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
It provides a way to conveniently download and use many pre-trained models, mostly based on transformer architecture.
[ "articles", "articles/neural-search-tutorial" ]
6,673
[ "Neural Search Tutorial - Qdrant", "Prepare data for neural search" ]
/articles/neural-search-tutorial/
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
Transformers is not the only architecture suitable for neural search, but for our task, it is quite enough.
[ "articles", "articles/neural-search-tutorial" ]
6,674
[ "Neural Search Tutorial - Qdrant", "Prepare data for neural search" ]
/articles/neural-search-tutorial/
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
We will use a model called all-MiniLM-L6-v2.
[ "articles", "articles/neural-search-tutorial" ]
6,675
[ "Neural Search Tutorial - Qdrant", "Prepare data for neural search" ]
/articles/neural-search-tutorial/
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
This model is an all-round model tuned for many use-cases.
[ "articles", "articles/neural-search-tutorial" ]
6,676
[ "Neural Search Tutorial - Qdrant", "Prepare data for neural search" ]
/articles/neural-search-tutorial/
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
Trained on a large and diverse dataset of over 1 billion training pairs.
[ "articles", "articles/neural-search-tutorial" ]
6,677
[ "Neural Search Tutorial - Qdrant", "Prepare data for neural search" ]
/articles/neural-search-tutorial/
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
It is optimized for low memory consumption and fast inference.
[ "articles", "articles/neural-search-tutorial" ]
6,678
[ "Neural Search Tutorial - Qdrant", "Prepare data for neural search" ]
/articles/neural-search-tutorial/
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 complete code for data preparation with detailed comments can be found and run in Colab Notebook.
[ "articles", "articles/neural-search-tutorial" ]
6,679
[ "Neural Search Tutorial - Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h3:nth-of-type(2)
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h3
Vector search engine
[ "articles", "articles/neural-search-tutorial" ]
6,680
[ "Neural Search Tutorial - Qdrant", "Vector search engine" ]
/articles/neural-search-tutorial/
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
Now as we have a vector representation for all our records, we need to store them somewhere.
[ "articles", "articles/neural-search-tutorial" ]
6,681
[ "Neural Search Tutorial - Qdrant", "Vector search engine" ]
/articles/neural-search-tutorial/
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
In addition to storing, we may also need to add or delete a vector, save additional information with the vector.
[ "articles", "articles/neural-search-tutorial" ]
6,682
[ "Neural Search Tutorial - Qdrant", "Vector search engine" ]
/articles/neural-search-tutorial/
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
And most importantly, we need a way to search for the nearest vectors.
[ "articles", "articles/neural-search-tutorial" ]
6,683
[ "Neural Search Tutorial - Qdrant", "Vector search engine" ]
/articles/neural-search-tutorial/
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
The vector search engine can take care of all these tasks.
[ "articles", "articles/neural-search-tutorial" ]
6,684
[ "Neural Search Tutorial - Qdrant", "Vector search engine" ]
/articles/neural-search-tutorial/
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
It provides a convenient API for searching and managing vectors.
[ "articles", "articles/neural-search-tutorial" ]
6,685
[ "Neural Search Tutorial - Qdrant", "Vector search engine" ]
/articles/neural-search-tutorial/
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
In our tutorial we will use Qdrant vector search engine.
[ "articles", "articles/neural-search-tutorial" ]
6,686
[ "Neural Search Tutorial - Qdrant", "Vector search engine" ]
/articles/neural-search-tutorial/
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
It not only supports all necessary operations with vectors but also allows to store additional payload along with vectors and use it to perform filtering of the search result.
[ "articles", "articles/neural-search-tutorial" ]
6,687
[ "Neural Search Tutorial - Qdrant", "Vector search engine" ]
/articles/neural-search-tutorial/
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 has a client for python and also defines the API schema if you need to use it from other languages.
[ "articles", "articles/neural-search-tutorial" ]
6,688
[ "Neural Search Tutorial - Qdrant", "Vector search engine" ]
/articles/neural-search-tutorial/
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 easiest way to use Qdrant is to run a pre-built image.
[ "articles", "articles/neural-search-tutorial" ]
6,689
[ "Neural Search Tutorial - Qdrant", "Vector search engine" ]
/articles/neural-search-tutorial/
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
So make sure you have Docker installed on your system.
[ "articles", "articles/neural-search-tutorial" ]
6,690
[ "Neural Search Tutorial - Qdrant", "Vector search engine" ]
/articles/neural-search-tutorial/
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
To start Qdrant, use the instructions on its homepage.
[ "articles", "articles/neural-search-tutorial" ]
6,691
[ "Neural Search Tutorial - Qdrant", "Vector search engine" ]
/articles/neural-search-tutorial/
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
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[ "articles", "articles/neural-search-tutorial" ]
6,692
[ "Neural Search Tutorial - Qdrant", "Vector search engine" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(24)
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p
And run the service inside the docker:
[ "articles", "articles/neural-search-tutorial" ]
6,693
[ "Neural Search Tutorial - Qdrant", "Vector search engine" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(25)
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p
You should see output like this
[ "articles", "articles/neural-search-tutorial" ]
6,694
[ "Neural Search Tutorial - Qdrant", "Vector search engine" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(26)
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p
This means that the service is successfully launched and listening port 6333.
[ "articles", "articles/neural-search-tutorial" ]
6,695
[ "Neural Search Tutorial - Qdrant", "Vector search engine" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(26)
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p
To make sure you can test http://localhost:6333/ in your browser and get qdrant version info.
[ "articles", "articles/neural-search-tutorial" ]
6,696
[ "Neural Search Tutorial - Qdrant", "Vector search engine" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(27)
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p
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[ "articles", "articles/neural-search-tutorial" ]
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[ "Neural Search Tutorial - Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h3:nth-of-type(3)
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h3
Upload data to Qdrant
[ "articles", "articles/neural-search-tutorial" ]
6,698
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(28)
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p
Now once we have the vectors prepared and the search engine running, we can start uploading the data.
[ "articles", "articles/neural-search-tutorial" ]
6,699
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(28)
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p
To interact with Qdrant from python, I recommend using an out-of-the-box client library.
[ "articles", "articles/neural-search-tutorial" ]
6,700
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(29)
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p
To install it, use the following command
[ "articles", "articles/neural-search-tutorial" ]
6,701
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(30)
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p
At this point, we should have startup records in file startups.json, encoded vectors in file startup_vectors.npy, and running Qdrant on a local machine.
[ "articles", "articles/neural-search-tutorial" ]
6,702
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(30)
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p
Let’s write a script to upload all startup data and vectors into the search engine.
[ "articles", "articles/neural-search-tutorial" ]
6,703
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(31)
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p
First, let’s create a client object for Qdrant.
[ "articles", "articles/neural-search-tutorial" ]
6,704
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(32)
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p
Qdrant allows you to combine vectors of the same purpose into collections.
[ "articles", "articles/neural-search-tutorial" ]
6,705
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(32)
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p
Many independent vector collections can exist on one service at the same time.
[ "articles", "articles/neural-search-tutorial" ]
6,706
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(33)
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p
Let’s create a new collection for our startup vectors.
[ "articles", "articles/neural-search-tutorial" ]
6,707
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(34)
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p
The recreate_collection function first tries to remove an existing collection with the same name.
[ "articles", "articles/neural-search-tutorial" ]
6,708
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(34)
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p
This is useful if you are experimenting and running the script several times.
[ "articles", "articles/neural-search-tutorial" ]
6,709
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(35)
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p
The vector_size parameter is very important.
[ "articles", "articles/neural-search-tutorial" ]
6,710
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(35)
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p
It tells the service the size of the vectors in that collection.
[ "articles", "articles/neural-search-tutorial" ]
6,711
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(35)
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p
All vectors in a collection must have the same size, otherwise, it is impossible to calculate the distance between them.
[ "articles", "articles/neural-search-tutorial" ]
6,712
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(35)
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p
384 is the output dimensionality of the encoder we are using.
[ "articles", "articles/neural-search-tutorial" ]
6,713
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(36)
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p
The distance parameter allows specifying the function used to measure the distance between two points.
[ "articles", "articles/neural-search-tutorial" ]
6,714
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(37)
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p
The Qdrant client library defines a special function that allows you to load datasets into the service.
[ "articles", "articles/neural-search-tutorial" ]
6,715
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(37)
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p
However, since there may be too much data to fit a single computer memory, the function takes an iterator over the data as input.
[ "articles", "articles/neural-search-tutorial" ]
6,716
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(38)
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p
Let’s create an iterator over the startup data and vectors.
[ "articles", "articles/neural-search-tutorial" ]
6,717
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(39)
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p
And the final step - data uploading
[ "articles", "articles/neural-search-tutorial" ]
6,718
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(40)
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p
Now we have vectors, uploaded to the vector search engine.
[ "articles", "articles/neural-search-tutorial" ]
6,719
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(40)
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p
On the next step we will learn how to actually search for closest vectors.
[ "articles", "articles/neural-search-tutorial" ]
6,720
[ "Neural Search Tutorial - Qdrant", "Upload data to Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(41)
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p
The full code for this step could be found here.
[ "articles", "articles/neural-search-tutorial" ]
6,721
[ "Neural Search Tutorial - Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h3:nth-of-type(4)
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h3
Make a search API
[ "articles", "articles/neural-search-tutorial" ]
6,722
[ "Neural Search Tutorial - Qdrant", "Make a search API" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(42)
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p
Now that all the preparations are complete, let’s start building a neural search class.
[ "articles", "articles/neural-search-tutorial" ]
6,723
[ "Neural Search Tutorial - Qdrant", "Make a search API" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(43)
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p
First, install all the requirements:
[ "articles", "articles/neural-search-tutorial" ]
6,724
[ "Neural Search Tutorial - Qdrant", "Make a search API" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(44)
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p
In order to process incoming requests neural search will need 2 things.
[ "articles", "articles/neural-search-tutorial" ]
6,725
[ "Neural Search Tutorial - Qdrant", "Make a search API" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(44)
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p
A model to convert the query into a vector and Qdrant client, to perform a search queries.
[ "articles", "articles/neural-search-tutorial" ]
6,726
[ "Neural Search Tutorial - Qdrant", "Make a search API" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(45)
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p
The search function looks as simple as possible:
[ "articles", "articles/neural-search-tutorial" ]
6,727
[ "Neural Search Tutorial - Qdrant", "Make a search API" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(46)
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p
With Qdrant it is also feasible to add some conditions to the search.
[ "articles", "articles/neural-search-tutorial" ]
6,728
[ "Neural Search Tutorial - Qdrant", "Make a search API" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(46)
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p
For example, if we wanted to search for startups in a certain city, the search query could look like this:
[ "articles", "articles/neural-search-tutorial" ]
6,729
[ "Neural Search Tutorial - Qdrant", "Make a search API" ]
/articles/neural-search-tutorial/
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
We now have a class for making neural search queries.
[ "articles", "articles/neural-search-tutorial" ]
6,730
[ "Neural Search Tutorial - Qdrant", "Make a search API" ]
/articles/neural-search-tutorial/
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
Let’s wrap it up into a service.
[ "articles", "articles/neural-search-tutorial" ]
6,731
[ "Neural Search Tutorial - Qdrant" ]
/articles/neural-search-tutorial/
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
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[ "Neural Search Tutorial - Qdrant", "Deploy as a service" ]
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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
To build the service we will use the FastAPI framework.
[ "articles", "articles/neural-search-tutorial" ]
6,733
[ "Neural Search Tutorial - Qdrant", "Deploy as a service" ]
/articles/neural-search-tutorial/
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
It is super easy to use and requires minimal code writing.
[ "articles", "articles/neural-search-tutorial" ]
6,734
[ "Neural Search Tutorial - Qdrant", "Deploy as a service" ]
/articles/neural-search-tutorial/
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
To install it, use the command
[ "articles", "articles/neural-search-tutorial" ]
6,735
[ "Neural Search Tutorial - Qdrant", "Deploy as a service" ]
/articles/neural-search-tutorial/
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
Our service will have only one API endpoint and will look like this:
[ "articles", "articles/neural-search-tutorial" ]
6,736
[ "Neural Search Tutorial - Qdrant", "Deploy as a service" ]
/articles/neural-search-tutorial/
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
Now, if you run the service with
[ "articles", "articles/neural-search-tutorial" ]
6,737
[ "Neural Search Tutorial - Qdrant", "Deploy as a service" ]
/articles/neural-search-tutorial/
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
and open your browser at http://localhost:8000/docs , you should be able to see a debug interface for your service.
[ "articles", "articles/neural-search-tutorial" ]
6,738
[ "Neural Search Tutorial - Qdrant", "Deploy as a service" ]
/articles/neural-search-tutorial/
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
Feel free to play around with it, make queries and check out the results.
[ "articles", "articles/neural-search-tutorial" ]
6,739
[ "Neural Search Tutorial - Qdrant", "Deploy as a service" ]
/articles/neural-search-tutorial/
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
This concludes the tutorial.
[ "articles", "articles/neural-search-tutorial" ]
6,740
[ "Neural Search Tutorial - Qdrant" ]
/articles/neural-search-tutorial/
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
Online Demo
[ "articles", "articles/neural-search-tutorial" ]
6,741
[ "Neural Search Tutorial - Qdrant", "Online Demo" ]
/articles/neural-search-tutorial/
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 described code is the core of this online demo.
[ "articles", "articles/neural-search-tutorial" ]
6,742
[ "Neural Search Tutorial - Qdrant", "Online Demo" ]
/articles/neural-search-tutorial/
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
You can try it to get an intuition for cases when the neural search is useful.
[ "articles", "articles/neural-search-tutorial" ]
6,743
[ "Neural Search Tutorial - Qdrant", "Online Demo" ]
/articles/neural-search-tutorial/
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 demo contains a switch that selects between neural and full-text searches.
[ "articles", "articles/neural-search-tutorial" ]
6,744
[ "Neural Search Tutorial - Qdrant", "Online Demo" ]
/articles/neural-search-tutorial/
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
You can turn neural search on and off to compare the result with regular full-text search.
[ "articles", "articles/neural-search-tutorial" ]
6,745
[ "Neural Search Tutorial - Qdrant", "Online Demo" ]
/articles/neural-search-tutorial/
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
Try to use startup description to find similar ones.
[ "articles", "articles/neural-search-tutorial" ]
6,746
[ "Neural Search Tutorial - Qdrant" ]
/articles/neural-search-tutorial/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h2:nth-of-type(6)
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h2
Conclusion
[ "articles", "articles/neural-search-tutorial" ]
6,747
[ "Neural Search Tutorial - Qdrant", "Conclusion" ]
/articles/neural-search-tutorial/
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
In this tutorial, I have tried to give minimal information about neural search, but enough to start using it.
[ "articles", "articles/neural-search-tutorial" ]
6,748
[ "Neural Search Tutorial - Qdrant", "Conclusion" ]
/articles/neural-search-tutorial/
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
Many potential applications are not mentioned here, this is a space to go further into the subject.
[ "articles", "articles/neural-search-tutorial" ]
6,749
[ "Neural Search Tutorial - Qdrant", "Conclusion" ]
/articles/neural-search-tutorial/
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
Join our Discord community, where we talk about vector search and similarity learning, publish other examples of neural networks and neural search applications.
[ "articles", "articles/neural-search-tutorial" ]
6,750
[ "Cluster scaling - Qdrant" ]
/documentation/cloud/cluster-scaling/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h1
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h1
Cluster scaling
[ "documentation", "documentation/cloud", "documentation/cloud/cluster-scaling" ]
6,751
[ "Cluster scaling - Qdrant", "Cluster scaling" ]
/documentation/cloud/cluster-scaling/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(1)
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p
The amount of data is always growing and at some point you might need to upgrade the capacity of your cluster.
[ "documentation", "documentation/cloud", "documentation/cloud/cluster-scaling" ]
6,752
[ "Cluster scaling - Qdrant", "Cluster scaling" ]
/documentation/cloud/cluster-scaling/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(1)
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p
There are different options for how it can be done.
[ "documentation", "documentation/cloud", "documentation/cloud/cluster-scaling" ]
6,753
[ "Cluster scaling - Qdrant" ]
/documentation/cloud/cluster-scaling/
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
Vertical scaling
[ "documentation", "documentation/cloud", "documentation/cloud/cluster-scaling" ]
6,754
[ "Cluster scaling - Qdrant", "Vertical scaling" ]
/documentation/cloud/cluster-scaling/
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
Vertical scaling, also known as vertical expansion, is the process of increasing the capacity of a cluster by adding more resources, such as memory, storage, or processing power.
[ "documentation", "documentation/cloud", "documentation/cloud/cluster-scaling" ]
6,755
[ "Cluster scaling - Qdrant", "Vertical scaling" ]
/documentation/cloud/cluster-scaling/
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
You can start with a minimal cluster configuration of 2GB of RAM and resize it up to 64GB of RAM (or even more if desired) over the time step by step with the growing amount of data in your application.
[ "documentation", "documentation/cloud", "documentation/cloud/cluster-scaling" ]
6,756
[ "Cluster scaling - Qdrant", "Vertical scaling" ]
/documentation/cloud/cluster-scaling/
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 your cluster consists of several nodes each node will need to be scaled to the same size.
[ "documentation", "documentation/cloud", "documentation/cloud/cluster-scaling" ]
6,757
[ "Cluster scaling - Qdrant", "Vertical scaling" ]
/documentation/cloud/cluster-scaling/
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
Please note that vertical cluster scaling will require a short downtime period to restart your cluster.
[ "documentation", "documentation/cloud", "documentation/cloud/cluster-scaling" ]
6,758
[ "Cluster scaling - Qdrant", "Vertical scaling" ]
/documentation/cloud/cluster-scaling/
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
In order to avoid a downtime you can make use of data replication, which can be configured on the collection level.
[ "documentation", "documentation/cloud", "documentation/cloud/cluster-scaling" ]
6,759
[ "Cluster scaling - Qdrant", "Vertical scaling" ]
/documentation/cloud/cluster-scaling/
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
Vertical scaling can be initiated on the cluster detail page via the button “scale up”.
[ "documentation", "documentation/cloud", "documentation/cloud/cluster-scaling" ]
6,760
[ "Cluster scaling - Qdrant" ]
/documentation/cloud/cluster-scaling/
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
Horizontal scaling
[ "documentation", "documentation/cloud", "documentation/cloud/cluster-scaling" ]
6,761
[ "Cluster scaling - Qdrant", "Horizontal scaling" ]
/documentation/cloud/cluster-scaling/
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
Vertical scaling can be an effective way to improve the performance of a cluster and extend the capacity, but it has some limitations.
[ "documentation", "documentation/cloud", "documentation/cloud/cluster-scaling" ]
6,762
[ "Cluster scaling - Qdrant", "Horizontal scaling" ]
/documentation/cloud/cluster-scaling/
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
The main disadvantage of vertical scaling is that there are limits to how much a cluster can be expanded.
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6,763
[ "Cluster scaling - Qdrant", "Horizontal scaling" ]
/documentation/cloud/cluster-scaling/
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
At some point, adding more resources to a cluster can become impractical or cost-prohibitive.
[ "documentation", "documentation/cloud", "documentation/cloud/cluster-scaling" ]
6,764
[ "Cluster scaling - Qdrant", "Horizontal scaling" ]
/documentation/cloud/cluster-scaling/
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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In such cases, horizontal scaling may be a more effective solution.
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6,765
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/documentation/cloud/cluster-scaling/
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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Horizontal scaling, also known as horizontal expansion, is the process of increasing the capacity of a cluster by adding more nodes and distributing the load and data among them.
[ "documentation", "documentation/cloud", "documentation/cloud/cluster-scaling" ]
6,766
[ "Cluster scaling - Qdrant", "Horizontal scaling" ]
/documentation/cloud/cluster-scaling/
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
The horizontal scaling at Qdrant starts on the collection level.
[ "documentation", "documentation/cloud", "documentation/cloud/cluster-scaling" ]
6,767
[ "Cluster scaling - Qdrant", "Horizontal scaling" ]
/documentation/cloud/cluster-scaling/
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
You have to choose the number of shards you want to distribute your collection around while creating the collection.
[ "documentation", "documentation/cloud", "documentation/cloud/cluster-scaling" ]
6,768
[ "Cluster scaling - Qdrant", "Horizontal scaling" ]
/documentation/cloud/cluster-scaling/
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
Please refer to the sharding documentation section for details.
[ "documentation", "documentation/cloud", "documentation/cloud/cluster-scaling" ]
6,769
[ "Cluster scaling - Qdrant", "Horizontal scaling" ]
/documentation/cloud/cluster-scaling/
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
Important: The number of shards means the maximum amount of nodes you can add to your cluster.
[ "documentation", "documentation/cloud", "documentation/cloud/cluster-scaling" ]
6,770
[ "Cluster scaling - Qdrant", "Horizontal scaling" ]
/documentation/cloud/cluster-scaling/
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
In the beginning, all the shards can reside on one node.
[ "documentation", "documentation/cloud", "documentation/cloud/cluster-scaling" ]
6,771