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[ "Indexing - Qdrant", "Vector Index" ]
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html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(18)
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p
It builds a multi-layer navigation structure for an image according to certain rules.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,600
[ "Indexing - Qdrant", "Vector Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(18)
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p
In this structure, the upper layers are more sparse and the distances between nodes are farther.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,601
[ "Indexing - Qdrant", "Vector Index" ]
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html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(18)
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p
The lower layers are denser and the distances between nodes are closer.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,602
[ "Indexing - Qdrant", "Vector Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(18)
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p
The search starts from the uppermost layer, finds the node closest to the target in this layer, and then enters the next layer to begin another search.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,603
[ "Indexing - Qdrant", "Vector Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(18)
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p
After multiple iterations, it can quickly approach the target position.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,604
[ "Indexing - Qdrant", "Vector Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(19)
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p
In order to improve performance, HNSW limits the maximum degree of nodes on each layer of the graph to m.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,605
[ "Indexing - Qdrant", "Vector Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(19)
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p
In addition, you can use ef_construct (when building index) or ef (when searching targets) to specify a search range.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,606
[ "Indexing - Qdrant", "Vector Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(20)
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p
The corresponding parameters could be configured in the configuration file:
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,607
[ "Indexing - Qdrant", "Vector Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(21)
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p
And so in the process of creating a collection.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,608
[ "Indexing - Qdrant", "Vector Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(21)
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p
The ef parameter is configured during the search and by default is equal to ef_construct.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,609
[ "Indexing - Qdrant", "Vector Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(22)
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p
HNSW is chosen for several reasons.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,610
[ "Indexing - Qdrant", "Vector Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(22)
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p
First, HNSW is well-compatible with the modification that allows Qdrant to use filters during a search.
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7,611
[ "Indexing - Qdrant", "Vector Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(22)
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p
Second, it is one of the most accurate and fastest algorithms, according to public benchmarks.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,612
[ "Indexing - Qdrant", "Vector Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(23)
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p
Available as of v1.1.1
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,613
[ "Indexing - Qdrant", "Vector Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(24)
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p
The HNSW parameters can also be configured on a collection and named vector
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,614
[ "Indexing - Qdrant", "Vector Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(24)
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p
level by setting hnsw_config to fine-tune search
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,615
[ "Indexing - Qdrant", "Vector Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(24)
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p
performance.
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7,616
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html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h2:nth-of-type(3)
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h2
Sparse Vector Index
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7,617
[ "Indexing - Qdrant", "Sparse Vector Index" ]
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html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(25)
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p
Available as of v1.7.0
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,618
[ "Indexing - Qdrant" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h3:nth-of-type(2)
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h3
Key Features of Sparse Vector Index
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,619
[ "Indexing - Qdrant", "Key Features of Sparse Vector Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul:nth-of-type(3) > li:nth-of-type(1)
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li
Support for Sparse Vectors: Qdrant supports sparse vectors, characterized by a high proportion of zeroes.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,620
[ "Indexing - Qdrant", "Key Features of Sparse Vector Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul:nth-of-type(3) > li:nth-of-type(2)
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li
Efficient Indexing: Utilizes an inverted index structure to store vectors for each non-zero dimension, optimizing memory and search speed.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,621
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html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h3:nth-of-type(3)
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h3
Search Mechanism
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,622
[ "Indexing - Qdrant", "Search Mechanism" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul:nth-of-type(4) > li:nth-of-type(1)
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li
Index Usage: The index identifies vectors with non-zero values in query dimensions during a search.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,623
[ "Indexing - Qdrant", "Search Mechanism" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul:nth-of-type(4) > li:nth-of-type(2)
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li
Scoring Method: Vectors are scored using the dot product.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,624
[ "Indexing - Qdrant" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h3:nth-of-type(4)
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h3
Optimizations
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,625
[ "Indexing - Qdrant", "Optimizations" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul:nth-of-type(5) > li
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li
Reducing Vectors to Score: Implementations are in place to minimize the number of vectors scored, especially for dimensions with numerous vectors.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,626
[ "Indexing - Qdrant" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h3:nth-of-type(5)
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h3
Filtering and Configuration
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,627
[ "Indexing - Qdrant", "Filtering and Configuration" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul:nth-of-type(6) > li:nth-of-type(1)
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li
Filtering Support: Similar to dense vectors, supports filtering by payload fields.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,628
[ "Indexing - Qdrant", "Filtering and Configuration" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul:nth-of-type(6) > li:nth-of-type(2)
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li
full_scan_threshold Configuration: Allows control over when to switch search from the payload index to minimize scoring vectors.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,629
[ "Indexing - Qdrant", "Filtering and Configuration" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul:nth-of-type(6) > li:nth-of-type(3)
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li
Threshold for Sparse Vectors: Specifies the threshold in terms of the number of matching vectors found by the query planner.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,630
[ "Indexing - Qdrant" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h3:nth-of-type(6)
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h3
Index Storage and Management
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7,631
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html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul:nth-of-type(7) > li:nth-of-type(1)
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li
Memory-Based Index: The index resides in memory for appendable segments, ensuring fast search and update operations.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,632
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/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul:nth-of-type(7) > li:nth-of-type(2)
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li
Handling Immutable Segments: For immutable segments, the sparse index can either stay in memory or be mapped to disk with the on_disk flag.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,633
[ "Indexing - Qdrant", "Index Storage and Management" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(26)
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p
Example Configuration: To enable on-disk storage for immutable segments and full scan for queries inspecting less than 5000 vectors:
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,634
[ "Indexing - Qdrant" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h2:nth-of-type(4)
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h2
Filtrable Index
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,635
[ "Indexing - Qdrant", "Filtrable Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(27)
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p
Separately, payload index and vector index cannot solve the problem of search using the filter completely.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,636
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/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(28)
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p
In the case of weak filters, you can use the HNSW index as it is.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,637
[ "Indexing - Qdrant", "Filtrable Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(28)
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p
In the case of stringent filters, you can use the payload index and complete rescore.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,638
[ "Indexing - Qdrant", "Filtrable Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(28)
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p
However, for cases in the middle, this approach does not work well.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,639
[ "Indexing - Qdrant", "Filtrable Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(29)
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p
On the one hand, we cannot apply a full scan on too many vectors.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,640
[ "Indexing - Qdrant", "Filtrable Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(29)
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p
On the other hand, the HNSW graph starts to fall apart when using too strict filters.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,641
[ "Indexing - Qdrant", "Filtrable Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(32)
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p
You can find more information on why this happens in our blog post.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,642
[ "Indexing - Qdrant", "Filtrable Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(32)
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p
Qdrant solves this problem by extending the HNSW graph with additional edges based on the stored payload values.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,643
[ "Indexing - Qdrant", "Filtrable Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(33)
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p
Extra edges allow you to efficiently search for nearby vectors using the HNSW index and apply filters as you search in the graph.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,644
[ "Indexing - Qdrant", "Filtrable Index" ]
/documentation/concepts/indexing/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(34)
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p
This approach minimizes the overhead on condition checks since you only need to calculate the conditions for a small fraction of the points involved in the search.
[ "documentation", "documentation/concepts", "documentation/concepts/indexing" ]
7,645
[ "Distributed Deployment - Qdrant" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h1
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h1
Distributed deployment
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,646
[ "Distributed Deployment - Qdrant", "Distributed deployment" ]
/documentation/guides/distributed_deployment/
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
Since version v0.8.0 Qdrant supports a distributed deployment mode.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,647
[ "Distributed Deployment - Qdrant", "Distributed deployment" ]
/documentation/guides/distributed_deployment/
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
In this mode, multiple Qdrant services communicate with each other to distribute the data across the peers to extend the storage capabilities and increase stability.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,648
[ "Distributed Deployment - Qdrant", "Distributed deployment" ]
/documentation/guides/distributed_deployment/
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
To enable distributed deployment - enable the cluster mode in the configuration or using the ENV variable: QDRANT__CLUSTER__ENABLED=true.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,649
[ "Distributed Deployment - Qdrant", "Distributed deployment" ]
/documentation/guides/distributed_deployment/
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
By default, Qdrant will use port 6335 for its internal communication.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,650
[ "Distributed Deployment - Qdrant", "Distributed deployment" ]
/documentation/guides/distributed_deployment/
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
All peers should be accessible on this port from within the cluster, but make sure to isolate this port from outside access, as it might be used to perform write operations.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,651
[ "Distributed Deployment - Qdrant", "Distributed deployment" ]
/documentation/guides/distributed_deployment/
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
Additionally, you must provide the --uri flag to the first peer so it can tell other nodes how it should be reached:
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,652
[ "Distributed Deployment - Qdrant", "Distributed deployment" ]
/documentation/guides/distributed_deployment/
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
Subsequent peers in a cluster must know at least one node of the existing cluster to synchronize through it with the rest of the cluster.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,653
[ "Distributed Deployment - Qdrant", "Distributed deployment" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(6)
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p
To do this, they need to be provided with a bootstrap URL:
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,654
[ "Distributed Deployment - Qdrant", "Distributed deployment" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(7)
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p
The URL of the new peers themselves will be calculated automatically from the IP address of their request.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,655
[ "Distributed Deployment - Qdrant", "Distributed deployment" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(7)
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p
But it is also possible to provide them individually using the --uri argument.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,656
[ "Distributed Deployment - Qdrant", "Distributed deployment" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(8)
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p
After a successful synchronization you can observe the state of the cluster through the REST API:
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,657
[ "Distributed Deployment - Qdrant", "Distributed deployment" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(9)
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p
Example result:
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,658
[ "Distributed Deployment - Qdrant" ]
/documentation/guides/distributed_deployment/
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
Raft
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,659
[ "Distributed Deployment - Qdrant", "Raft" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(10)
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p
Qdrant uses the Raft consensus protocol to maintain consistency regarding the cluster topology and the collections structure.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,660
[ "Distributed Deployment - Qdrant", "Raft" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(11)
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p
Operations on points, on the other hand, do not go through the consensus infrastructure.
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7,661
[ "Distributed Deployment - Qdrant", "Raft" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(11)
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p
Qdrant is not intended to have strong transaction guarantees, which allows it to perform point operations with low overhead.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,662
[ "Distributed Deployment - Qdrant", "Raft" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(11)
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p
In practice, it means that Qdrant does not guarantee atomic distributed updates but allows you to wait until the operation is complete to see the results of your writes.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,663
[ "Distributed Deployment - Qdrant", "Raft" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(12)
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p
Operations on collections, on the contrary, are part of the consensus which guarantees that all operations are durable and eventually executed by all nodes.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,664
[ "Distributed Deployment - Qdrant", "Raft" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(12)
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p
In practice it means that a majority of nodes agree on what operations should be applied before the service will perform them.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,665
[ "Distributed Deployment - Qdrant", "Raft" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(13)
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p
Practically, it means that if the cluster is in a transition state - either electing a new leader after a failure or starting up, the collection update operations will be denied.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,666
[ "Distributed Deployment - Qdrant", "Raft" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(14)
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p
You may use the cluster REST API to check the state of the consensus.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,667
[ "Distributed Deployment - Qdrant" ]
/documentation/guides/distributed_deployment/
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
Sharding
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7,668
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/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(15)
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p
A Collection in Qdrant is made of one or more shards.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,669
[ "Distributed Deployment - Qdrant", "Sharding" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(15)
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p
A shard is an independent store of points which is able to perform all operations provided by collections.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,670
[ "Distributed Deployment - Qdrant", "Sharding" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(15)
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p
There are two methods of distributing points across shards:
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,671
[ "Distributed Deployment - Qdrant", "Sharding" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul:nth-of-type(1) > li:nth-of-type(1)
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li
Automatic sharding: Points are distributed among shards by using a consistent hashing algorithm, so that shards are managing non-intersecting subsets of points.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,672
[ "Distributed Deployment - Qdrant", "Sharding" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul:nth-of-type(1) > li:nth-of-type(1)
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li
This is the default behavior.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,673
[ "Distributed Deployment - Qdrant", "Sharding" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul:nth-of-type(1) > li:nth-of-type(1) > p
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p
Automatic sharding: Points are distributed among shards by using a consistent hashing algorithm, so that shards are managing non-intersecting subsets of points.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,674
[ "Distributed Deployment - Qdrant", "Sharding" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul:nth-of-type(1) > li:nth-of-type(1) > p
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p
This is the default behavior.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,675
[ "Distributed Deployment - Qdrant", "Sharding" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul:nth-of-type(1) > li:nth-of-type(2)
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li
User-defined sharding: Available as of v1.7.0 - Each point is uploaded to a specific shard, so that operations can hit only the shard or shards they need.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,676
[ "Distributed Deployment - Qdrant", "Sharding" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul:nth-of-type(1) > li:nth-of-type(2)
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li
Even with this distribution, shards still ensure having non-intersecting subsets of points.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,677
[ "Distributed Deployment - Qdrant", "Sharding" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul:nth-of-type(1) > li:nth-of-type(2)
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li
See more…
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,678
[ "Distributed Deployment - Qdrant", "Sharding" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul:nth-of-type(1) > li:nth-of-type(2) > p
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p
User-defined sharding: Available as of v1.7.0 - Each point is uploaded to a specific shard, so that operations can hit only the shard or shards they need.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,679
[ "Distributed Deployment - Qdrant", "Sharding" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul:nth-of-type(1) > li:nth-of-type(2) > p
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p
Even with this distribution, shards still ensure having non-intersecting subsets of points.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,680
[ "Distributed Deployment - Qdrant", "Sharding" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul:nth-of-type(1) > li:nth-of-type(2) > p
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p
See more…
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,681
[ "Distributed Deployment - Qdrant", "Sharding" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(16)
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p
Each node knows where all parts of the collection are stored through the consensus protocol, so when you send a search request to one Qdrant node, it automatically queries all other nodes to obtain the full search result.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,682
[ "Distributed Deployment - Qdrant", "Sharding" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(17)
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p
When you create a collection, Qdrant splits the collection into shard_number shards.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,683
[ "Distributed Deployment - Qdrant", "Sharding" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(17)
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p
If left unset, shard_number is set to the number of nodes in your cluster:
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,684
[ "Distributed Deployment - Qdrant", "Sharding" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(18)
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p
We recommend setting the number of shards to be a multiple of the number of nodes you are currently running in your cluster.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,685
[ "Distributed Deployment - Qdrant", "Sharding" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(19)
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p
For example, if you have 3 nodes, 6 shards could be a good option.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,686
[ "Distributed Deployment - Qdrant", "Sharding" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(20)
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p
Shards are evenly distributed across all existing nodes when a collection is first created, but Qdrant does not automatically rebalance shards if your cluster size or replication factor changes (since this is an expensive operation on large clusters).
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,687
[ "Distributed Deployment - Qdrant", "Sharding" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(20)
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p
See the next section for how to move shards after scaling operations.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,688
[ "Distributed Deployment - Qdrant" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h3:nth-of-type(1)
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h3
Moving shards
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,689
[ "Distributed Deployment - Qdrant", "Moving shards" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(21)
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p
Available as of v0.9.0
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,690
[ "Distributed Deployment - Qdrant", "Moving shards" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(22)
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p
Qdrant allows moving shards between nodes in the cluster and removing nodes from the cluster.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,691
[ "Distributed Deployment - Qdrant", "Moving shards" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(22)
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p
This functionality unlocks the ability to dynamically scale the cluster size without downtime.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,692
[ "Distributed Deployment - Qdrant", "Moving shards" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(22)
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p
It also allows you to upgrade or migrate nodes without downtime.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,693
[ "Distributed Deployment - Qdrant", "Moving shards" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(23)
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p
Qdrant provides the information regarding the current shard distribution in the cluster with the Collection Cluster info API.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,694
[ "Distributed Deployment - Qdrant", "Moving shards" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(24)
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p
Use the Update collection cluster setup API to initiate the shard transfer:
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,695
[ "Distributed Deployment - Qdrant", "Moving shards" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(25)
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p
After the transfer is initiated, the service will process it based on the used
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,696
[ "Distributed Deployment - Qdrant", "Moving shards" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(25)
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p
transfer method keeping both shards in sync.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,697
[ "Distributed Deployment - Qdrant", "Moving shards" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(25)
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p
Once the
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,698
[ "Distributed Deployment - Qdrant", "Moving shards" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(25)
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p
transfer is completed, the old shard is deleted from the source node.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,699