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[ "Qdrant 1.7.0 has just landed! - Qdrant", "User-defined sharding" ]
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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
Well, there are multiple scenarios in which you may want to use custom sharding.
[ "articles", "articles/qdrant-1.7.x" ]
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[ "Qdrant 1.7.0 has just landed! - Qdrant", "User-defined sharding" ]
/articles/qdrant-1.7.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
For example, you may want to store some points on a dedicated node, or you may want to store points from the same user on the same shard and
[ "articles", "articles/qdrant-1.7.x" ]
1,001
[ "Qdrant 1.7.0 has just landed! - Qdrant", "User-defined sharding" ]
/articles/qdrant-1.7.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
While the existing behavior is still the default one, you can now define the shards when you create a collection.
[ "articles", "articles/qdrant-1.7.x" ]
1,002
[ "Qdrant 1.7.0 has just landed! - Qdrant", "User-defined sharding" ]
/articles/qdrant-1.7.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
Then, you can assign each point to a shard by providing a shard_key in the upsert operation.
[ "articles", "articles/qdrant-1.7.x" ]
1,003
[ "Qdrant 1.7.0 has just landed! - Qdrant", "User-defined sharding" ]
/articles/qdrant-1.7.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
What’s more, you can also search over the selected shards only, by providing the shard_key parameter in the search operation.
[ "articles", "articles/qdrant-1.7.x" ]
1,004
[ "Qdrant 1.7.0 has just landed! - Qdrant", "User-defined sharding" ]
/articles/qdrant-1.7.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
If you want to know more about the user-defined sharding, please refer to the sharding documentation.
[ "articles", "articles/qdrant-1.7.x" ]
1,005
[ "Qdrant 1.7.0 has just landed! - Qdrant" ]
/articles/qdrant-1.7.x/
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
Snapshot-based shard transfer
[ "articles", "articles/qdrant-1.7.x" ]
1,006
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Snapshot-based shard transfer" ]
/articles/qdrant-1.7.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
That’s a really more in depth technical improvement for the distributed mode users, that we implemented a new options the shard transfer mechanism.
[ "articles", "articles/qdrant-1.7.x" ]
1,007
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Snapshot-based shard transfer" ]
/articles/qdrant-1.7.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
The new approach is based on the snapshot of the shard, which is transferred to the target node.
[ "articles", "articles/qdrant-1.7.x" ]
1,008
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Snapshot-based shard transfer" ]
/articles/qdrant-1.7.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
Moving shards is required for dynamical scaling of the cluster.
[ "articles", "articles/qdrant-1.7.x" ]
1,009
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Snapshot-based shard transfer" ]
/articles/qdrant-1.7.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
Your data can migrate between nodes, and the way you move it is crucial for the performance of the whole system.
[ "articles", "articles/qdrant-1.7.x" ]
1,010
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Snapshot-based shard transfer" ]
/articles/qdrant-1.7.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
The good old stream_records method (still the default one) transmits all the records between the machines and indexes them on the target node.
[ "articles", "articles/qdrant-1.7.x" ]
1,011
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Snapshot-based shard transfer" ]
/articles/qdrant-1.7.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
In the case of moving the shard, it’s necessary to recreate the HNSW index each time.
[ "articles", "articles/qdrant-1.7.x" ]
1,012
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Snapshot-based shard transfer" ]
/articles/qdrant-1.7.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
However, with the introduction of the new snapshot approach, the snapshot itself, inclusive of all data and potentially quantized content, is transferred to the target node.
[ "articles", "articles/qdrant-1.7.x" ]
1,013
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Snapshot-based shard transfer" ]
/articles/qdrant-1.7.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 comprehensive snapshot includes the entire index, enabling the target node to seamlessly load it and promptly begin handling requests without the need for index recreation.
[ "articles", "articles/qdrant-1.7.x" ]
1,014
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Snapshot-based shard transfer" ]
/articles/qdrant-1.7.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-1.7.x" ]
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[ "Qdrant 1.7.0 has just landed! - Qdrant", "Snapshot-based shard transfer" ]
/articles/qdrant-1.7.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
Please check out the docs of the shard transfer method for more details and head-to-head comparison.
[ "articles", "articles/qdrant-1.7.x" ]
1,016
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Snapshot-based shard transfer" ]
/articles/qdrant-1.7.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
As for now, the old stream_records method is still the default one, but we may decide to change it in the future.
[ "articles", "articles/qdrant-1.7.x" ]
1,017
[ "Qdrant 1.7.0 has just landed! - Qdrant" ]
/articles/qdrant-1.7.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
Minor improvements
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1,018
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Minor improvements" ]
/articles/qdrant-1.7.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
Beyond introducing new features, Qdrant 1.7.0 enhances performance and addresses various minor issues.
[ "articles", "articles/qdrant-1.7.x" ]
1,019
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Minor improvements" ]
/articles/qdrant-1.7.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
Here’s a rundown of the key improvements:
[ "articles", "articles/qdrant-1.7.x" ]
1,020
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Minor improvements" ]
/articles/qdrant-1.7.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol:nth-of-type(2) > li:nth-of-type(1)
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Improvement of HNSW Index Building on High CPU Systems (PR#2869).
[ "articles", "articles/qdrant-1.7.x" ]
1,021
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Minor improvements" ]
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Improvement of HNSW Index Building on High CPU Systems (PR#2869).
[ "articles", "articles/qdrant-1.7.x" ]
1,022
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Minor improvements" ]
/articles/qdrant-1.7.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol:nth-of-type(2) > li:nth-of-type(2)
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Improving Search Tail Latencies: improvement for high CPU systems with many parallel searches, directly impacting the user experience by reducing latency.
[ "articles", "articles/qdrant-1.7.x" ]
1,023
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Minor improvements" ]
/articles/qdrant-1.7.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol:nth-of-type(2) > li:nth-of-type(2) > p
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Improving Search Tail Latencies: improvement for high CPU systems with many parallel searches, directly impacting the user experience by reducing latency.
[ "articles", "articles/qdrant-1.7.x" ]
1,024
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Minor improvements" ]
/articles/qdrant-1.7.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol:nth-of-type(2) > li:nth-of-type(3)
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li
Adding Index for Geo Map Payloads: index for geo map payloads can significantly improve search performance, especially for applications involving geographical data.
[ "articles", "articles/qdrant-1.7.x" ]
1,025
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Minor improvements" ]
/articles/qdrant-1.7.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol:nth-of-type(2) > li:nth-of-type(3) > p
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p
Adding Index for Geo Map Payloads: index for geo map payloads can significantly improve search performance, especially for applications involving geographical data.
[ "articles", "articles/qdrant-1.7.x" ]
1,026
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Minor improvements" ]
/articles/qdrant-1.7.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol:nth-of-type(2) > li:nth-of-type(4)
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li
Stability of Consensus on Big High Load Clusters: enhancing the stability of consensus in large, high-load environments is critical for ensuring the reliability and scalability of the system (PR#3013, PR#3026, PR#2942, PR#3103, PR#3054).
[ "articles", "articles/qdrant-1.7.x" ]
1,027
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Minor improvements" ]
/articles/qdrant-1.7.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol:nth-of-type(2) > li:nth-of-type(4) > p
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p
Stability of Consensus on Big High Load Clusters: enhancing the stability of consensus in large, high-load environments is critical for ensuring the reliability and scalability of the system (PR#3013, PR#3026, PR#2942, PR#3103, PR#3054).
[ "articles", "articles/qdrant-1.7.x" ]
1,028
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Minor improvements" ]
/articles/qdrant-1.7.x/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol:nth-of-type(2) > li:nth-of-type(5)
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li
Configurable Timeout for Searches: allowing users to configure the timeout for searches provides greater flexibility and can help optimize system performance under different operational conditions (PR#2748, PR#2771).
[ "articles", "articles/qdrant-1.7.x" ]
1,029
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Minor improvements" ]
/articles/qdrant-1.7.x/
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p
Configurable Timeout for Searches: allowing users to configure the timeout for searches provides greater flexibility and can help optimize system performance under different operational conditions (PR#2748, PR#2771).
[ "articles", "articles/qdrant-1.7.x" ]
1,030
[ "Qdrant 1.7.0 has just landed! - Qdrant" ]
/articles/qdrant-1.7.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
Release notes
[ "articles", "articles/qdrant-1.7.x" ]
1,031
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Release notes" ]
/articles/qdrant-1.7.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
Our release notes are a place to go if you are interested in more details.
[ "articles", "articles/qdrant-1.7.x" ]
1,032
[ "Qdrant 1.7.0 has just landed! - Qdrant", "Release notes" ]
/articles/qdrant-1.7.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
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1,033
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant" ]
/articles/new-recommendation-api/
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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html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ul:nth-of-type(1) > li:nth-of-type(2)
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[ "articles", "articles/new-recommendation-api" ]
1,035
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ul:nth-of-type(1) > li:nth-of-type(3)
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[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant" ]
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Deliver Better Recommendations with Qdrant’s new API
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Deliver Better Recommendations with Qdrant’s new API
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[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Deliver Better Recommendations with Qdrant’s new API" ]
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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
The most popular use case for vector search engines, such as Qdrant, is Semantic search with a single query vector.
[ "articles", "articles/new-recommendation-api" ]
1,040
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Deliver Better Recommendations with Qdrant’s new API" ]
/articles/new-recommendation-api/
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
Given the
[ "articles", "articles/new-recommendation-api" ]
1,041
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Deliver Better Recommendations with Qdrant’s new API" ]
/articles/new-recommendation-api/
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
query, we can vectorize (embed) it and find the closest points in the index.
[ "articles", "articles/new-recommendation-api" ]
1,042
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Deliver Better Recommendations with Qdrant’s new API" ]
/articles/new-recommendation-api/
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
But Vector Similarity beyond Search
[ "articles", "articles/new-recommendation-api" ]
1,043
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Deliver Better Recommendations with Qdrant’s new API" ]
/articles/new-recommendation-api/
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
does exist, and recommendation systems are a great example.
[ "articles", "articles/new-recommendation-api" ]
1,044
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Deliver Better Recommendations with Qdrant’s new API" ]
/articles/new-recommendation-api/
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
Recommendations might be seen as a multi-aim search, where we want
[ "articles", "articles/new-recommendation-api" ]
1,045
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Deliver Better Recommendations with Qdrant’s new API" ]
/articles/new-recommendation-api/
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
to find items close to positive and far from negative examples.
[ "articles", "articles/new-recommendation-api" ]
1,046
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Deliver Better Recommendations with Qdrant’s new API" ]
/articles/new-recommendation-api/
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
This use of vector databases has many applications, including
[ "articles", "articles/new-recommendation-api" ]
1,047
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Deliver Better Recommendations with Qdrant’s new API" ]
/articles/new-recommendation-api/
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
recommendation systems for e-commerce, content, or even dating apps.
[ "articles", "articles/new-recommendation-api" ]
1,048
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Deliver Better Recommendations with Qdrant’s new API" ]
/articles/new-recommendation-api/
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
Qdrant has provided the Recommendation API for a while, and with the latest release, Qdrant 1.6,
[ "articles", "articles/new-recommendation-api" ]
1,049
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Deliver Better Recommendations with Qdrant’s new API" ]
/articles/new-recommendation-api/
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
we’re glad to give you more flexibility and control over the Recommendation API.
[ "articles", "articles/new-recommendation-api" ]
1,050
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Deliver Better Recommendations with Qdrant’s new API" ]
/articles/new-recommendation-api/
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
Here, we’ll discuss some internals and show how they may be used in practice.
[ "articles", "articles/new-recommendation-api" ]
1,051
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > h3:nth-of-type(1)
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h3
Recap of the old recommendations API
[ "articles", "articles/new-recommendation-api" ]
1,052
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
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
The previous Recommendation API in Qdrant came with some limitations.
[ "articles", "articles/new-recommendation-api" ]
1,053
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
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
First of all, it was required to pass vector IDs for
[ "articles", "articles/new-recommendation-api" ]
1,054
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
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
both positive and negative example points.
[ "articles", "articles/new-recommendation-api" ]
1,055
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
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
If you wanted to use vector embeddings directly, you had to either create a new point
[ "articles", "articles/new-recommendation-api" ]
1,056
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
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
in a collection or mimic the behaviour of the Recommendation API by using the Search API.
[ "articles", "articles/new-recommendation-api" ]
1,057
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
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
Moreover, in the previous releases of Qdrant, you were always asked to provide at least one positive example.
[ "articles", "articles/new-recommendation-api" ]
1,058
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
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
This requirement
[ "articles", "articles/new-recommendation-api" ]
1,059
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
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
was based on the algorithm used to combine multiple samples into a single query vector.
[ "articles", "articles/new-recommendation-api" ]
1,060
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
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 was a simple, yet effective approach.
[ "articles", "articles/new-recommendation-api" ]
1,061
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
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
However, if the only information you had was that your user dislikes some items, you couldn’t use it directly.
[ "articles", "articles/new-recommendation-api" ]
1,062
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(4)
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p
Qdrant 1.6 brings a more flexible API.
[ "articles", "articles/new-recommendation-api" ]
1,063
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(4)
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p
You can now provide both IDs and vectors of positive and negative examples.
[ "articles", "articles/new-recommendation-api" ]
1,064
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(4)
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p
You can even
[ "articles", "articles/new-recommendation-api" ]
1,065
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(4)
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p
combine them within a single request.
[ "articles", "articles/new-recommendation-api" ]
1,066
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(4)
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p
That makes the new implementation backward compatible, so you can easily upgrade an existing
[ "articles", "articles/new-recommendation-api" ]
1,067
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(4)
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p
Qdrant instance without any changes in your code.
[ "articles", "articles/new-recommendation-api" ]
1,068
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(4)
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p
And the default behaviour of the API is still the same as before.
[ "articles", "articles/new-recommendation-api" ]
1,069
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(4)
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p
However, we
[ "articles", "articles/new-recommendation-api" ]
1,070
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(4)
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p
extended the API, so you can now choose the strategy of how to find the recommended points.
[ "articles", "articles/new-recommendation-api" ]
1,071
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(5)
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p
There are two key changes in the request.
[ "articles", "articles/new-recommendation-api" ]
1,072
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(5)
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p
First of all, we can adjust the strategy of search and set it to average_vector (the
[ "articles", "articles/new-recommendation-api" ]
1,073
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(5)
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default) or best_score.
[ "articles", "articles/new-recommendation-api" ]
1,074
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(5)
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p
Moreover, we can pass both IDs (718) and embeddings ([0.2, 0.3, 0.4, 0.5]) as both positive and
[ "articles", "articles/new-recommendation-api" ]
1,075
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "Recap of the old recommendations API" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(5)
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p
negative examples.
[ "articles", "articles/new-recommendation-api" ]
1,076
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant" ]
/articles/new-recommendation-api/
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
HNSW ANN example and strategy
[ "articles", "articles/new-recommendation-api" ]
1,077
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "HNSW ANN example and strategy" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(6)
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p
Let’s start with an example to help you understand the HNSW graph.
[ "articles", "articles/new-recommendation-api" ]
1,078
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "HNSW ANN example and strategy" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(6)
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p
Assume you want
[ "articles", "articles/new-recommendation-api" ]
1,079
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "HNSW ANN example and strategy" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(6)
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p
to travel to a small city on another continent:
[ "articles", "articles/new-recommendation-api" ]
1,080
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "HNSW ANN example and strategy" ]
/articles/new-recommendation-api/
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
You start from your hometown and take a bus to the local airport.
[ "articles", "articles/new-recommendation-api" ]
1,081
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "HNSW ANN example and strategy" ]
/articles/new-recommendation-api/
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
Then, take a flight to one of the closest hubs.
[ "articles", "articles/new-recommendation-api" ]
1,082
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "HNSW ANN example and strategy" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol > li:nth-of-type(3)
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li
From there, you have to take another flight to a hub on your destination continent.
[ "articles", "articles/new-recommendation-api" ]
1,083
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "HNSW ANN example and strategy" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol > li:nth-of-type(4)
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Hopefully, one last flight to your destination city.
[ "articles", "articles/new-recommendation-api" ]
1,084
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "HNSW ANN example and strategy" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > ol > li:nth-of-type(5)
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li
You still have one more leg on local transport to get to your final address.
[ "articles", "articles/new-recommendation-api" ]
1,085
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "HNSW ANN example and strategy" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(7)
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p
This journey is similar to the HNSW graph’s use in Qdrant’s approximate nearest neighbours search.
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1,086
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html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(9)
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p
HNSW is a multilayer graph of vectors (embeddings), with connections based on vector proximity.
[ "articles", "articles/new-recommendation-api" ]
1,087
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "HNSW ANN example and strategy" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(9)
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html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(9)
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p
The deeper we go, the more points we have, and the distances
[ "articles", "articles/new-recommendation-api" ]
1,090
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "HNSW ANN example and strategy" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(9)
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p
get closer.
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1,091
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "HNSW ANN example and strategy" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(9)
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p
The graph is built in a way that the points are connected to their closest neighbours at every layer.
[ "articles", "articles/new-recommendation-api" ]
1,092
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "HNSW ANN example and strategy" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(10)
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All the points from a particular layer are also in the layer below, so switching the search layer while staying in the same
[ "articles", "articles/new-recommendation-api" ]
1,093
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "HNSW ANN example and strategy" ]
/articles/new-recommendation-api/
html > body > div:nth-of-type(1) > div:nth-of-type(1) > div > section > article > p:nth-of-type(10)
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location is possible.
[ "articles", "articles/new-recommendation-api" ]
1,094
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "HNSW ANN example and strategy" ]
/articles/new-recommendation-api/
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
In the case of transport networks, the top layer would be the airline hubs, well-connected but with big
[ "articles", "articles/new-recommendation-api" ]
1,095
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "HNSW ANN example and strategy" ]
/articles/new-recommendation-api/
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
distances between the airports.
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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
Local airports, along with railways and buses, with higher density and smaller distances, make
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1,097
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/articles/new-recommendation-api/
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
up the middle layers.
[ "articles", "articles/new-recommendation-api" ]
1,098
[ "Deliver Better Recommendations with Qdrant’s new API - Qdrant", "HNSW ANN example and strategy" ]
/articles/new-recommendation-api/
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
Lastly, our bottom layer consists of local means of transport, which is the densest and has the smallest
[ "articles", "articles/new-recommendation-api" ]
1,099