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Consensus checkpointing is a technique used in Raft to improve performance and simplify log management by periodically creating a consistent snapshot of the system state.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
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[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(92)
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p
This snapshot represents a point in time where all nodes in the cluster have reached agreement on the state, and it can be used to truncate the log, reducing the amount of data that needs to be stored and transferred between nodes.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,901
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(93)
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p
For example, if you attach a new node to the cluster, it should replay all the log entries to catch up with the current state.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,902
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(93)
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p
In long-running clusters, this can take a long time, and the log can grow very large.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,903
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(94)
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p
To prevent this, one can use a special checkpointing mechanism, that will truncate the log and create a snapshot of the current state.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,904
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(95)
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p
To use this feature, simply call the /cluster/recover API on required node:
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,905
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(96)
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p
This API can be triggered on any non-leader node, it will send a request to the current consensus leader to create a snapshot.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,906
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(96)
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p
The leader will in turn send the snapshot back to the requesting node for application.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,907
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(97)
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p
In some cases, this API can be used to recover from an inconsistent cluster state by forcing a snapshot creation.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,908
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(1)
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li
Weak data consistency and unordered updates: All records are streamed to the target node in order.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,909
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(1)
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li
New updates are received on the target node in parallel, while the transfer
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,910
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(1)
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li
of records is still happening.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,911
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(1)
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li
We therefore have weak ordering, regardless
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,912
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(1)
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li
of what ordering is used for updates. ↩︎ ↩︎
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,913
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(1) > p
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p
Weak data consistency and unordered updates: All records are streamed to the target node in order.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,914
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(1) > p
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p
New updates are received on the target node in parallel, while the transfer
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,915
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(1) > p
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p
of records is still happening.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,916
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(1) > p
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p
We therefore have weak ordering, regardless
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,917
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(1) > p
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p
of what ordering is used for updates. ↩︎ ↩︎
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,918
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(2)
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li
Strong data consistency and ordered updates: A snapshot of the shard
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,919
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(2)
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li
is created, it is transferred and recovered on the target node.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,920
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(2)
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li
That ensures
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,921
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(2)
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li
the state of the shard is kept consistent.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,922
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(2)
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New updates are queued on the
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7,923
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/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(2)
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source node, and transferred in order to the target node.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,924
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(2)
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li
Updates therefore
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,925
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(2)
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li
have the same ordering as the user selects, making
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,926
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(2)
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li
strong ordering possible. ↩︎ ↩︎
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,927
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(2) > p
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p
Strong data consistency and ordered updates: A snapshot of the shard
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,928
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(2) > p
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p
is created, it is transferred and recovered on the target node.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,929
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(2) > p
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p
That ensures
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,930
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(2) > p
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the state of the shard is kept consistent.
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7,931
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/documentation/guides/distributed_deployment/
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p
New updates are queued on the
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,932
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(2) > p
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p
source node, and transferred in order to the target node.
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,933
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(2) > p
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p
Updates therefore
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,934
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(2) > p
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p
have the same ordering as the user selects, making
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,935
[ "Distributed Deployment - Qdrant", "Consensus Checkpointing" ]
/documentation/guides/distributed_deployment/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > div:nth-of-type(58) > ol > li:nth-of-type(2) > p
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p
strong ordering possible. ↩︎ ↩︎
[ "documentation", "documentation/guides", "documentation/guides/distributed_deployment" ]
7,936
[ "LangChain - Qdrant" ]
/documentation/frameworks/langchain/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h1
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h1
LangChain
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,937
[ "LangChain - Qdrant", "LangChain" ]
/documentation/frameworks/langchain/
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
LangChain is a library that makes developing Large Language Models based applications much easier.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,938
[ "LangChain - Qdrant", "LangChain" ]
/documentation/frameworks/langchain/
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
It unifies the interfaces
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,939
[ "LangChain - Qdrant", "LangChain" ]
/documentation/frameworks/langchain/
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
to different libraries, including major embedding providers and Qdrant.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,940
[ "LangChain - Qdrant", "LangChain" ]
/documentation/frameworks/langchain/
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
Using LangChain, you can focus on the business value
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,941
[ "LangChain - Qdrant", "LangChain" ]
/documentation/frameworks/langchain/
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
instead of writing the boilerplate.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,942
[ "LangChain - Qdrant", "LangChain" ]
/documentation/frameworks/langchain/
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
Langchain comes with the Qdrant integration by default.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,943
[ "LangChain - Qdrant", "LangChain" ]
/documentation/frameworks/langchain/
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
It might be installed with pip:
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,944
[ "LangChain - Qdrant", "LangChain" ]
/documentation/frameworks/langchain/
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
Qdrant acts as a vector index that may store the embeddings with the documents used to generate them.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,945
[ "LangChain - Qdrant", "LangChain" ]
/documentation/frameworks/langchain/
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
There are various ways
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,946
[ "LangChain - Qdrant", "LangChain" ]
/documentation/frameworks/langchain/
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
how to use it, but calling Qdrant.from_texts is probably the most straightforward way how to get started:
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,947
[ "LangChain - Qdrant", "LangChain" ]
/documentation/frameworks/langchain/
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
Calling Qdrant.from_documents or Qdrant.from_texts will always recreate the collection and remove all the existing points.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,948
[ "LangChain - Qdrant", "LangChain" ]
/documentation/frameworks/langchain/
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
That’s fine for some experiments, but you’ll prefer not to start from scratch every single time in a real-world scenario.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,949
[ "LangChain - Qdrant", "LangChain" ]
/documentation/frameworks/langchain/
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
If you prefer reusing an existing collection, you can create an instance of Qdrant on your own:
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,950
[ "LangChain - Qdrant" ]
/documentation/frameworks/langchain/
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
Local mode
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7,951
[ "LangChain - Qdrant", "Local mode" ]
/documentation/frameworks/langchain/
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
Python client allows you to run the same code in local mode without running the Qdrant server.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,952
[ "LangChain - Qdrant", "Local mode" ]
/documentation/frameworks/langchain/
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
That’s great for testing things
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,953
[ "LangChain - Qdrant", "Local mode" ]
/documentation/frameworks/langchain/
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
out and debugging or if you plan to store just a small amount of vectors.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,954
[ "LangChain - Qdrant", "Local mode" ]
/documentation/frameworks/langchain/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(5)
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p
The embeddings might be fully kept in memory or
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,955
[ "LangChain - Qdrant", "Local mode" ]
/documentation/frameworks/langchain/
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
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7,956
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/documentation/frameworks/langchain/
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
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7,957
[ "LangChain - Qdrant", "In-memory" ]
/documentation/frameworks/langchain/
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
For some testing scenarios and quick experiments, you may prefer to keep all the data in memory only, so it gets lost when the
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,958
[ "LangChain - Qdrant", "In-memory" ]
/documentation/frameworks/langchain/
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
client is destroyed - usually at the end of your script/notebook.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,959
[ "LangChain - Qdrant" ]
/documentation/frameworks/langchain/
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
On-disk storage
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,960
[ "LangChain - Qdrant", "On-disk storage" ]
/documentation/frameworks/langchain/
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
Local mode, without using the Qdrant server, may also store your vectors on disk so they’re persisted between runs.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,961
[ "LangChain - Qdrant" ]
/documentation/frameworks/langchain/
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
On-premise server deployment
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,962
[ "LangChain - Qdrant", "On-premise server deployment" ]
/documentation/frameworks/langchain/
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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No matter if you choose to launch Qdrant locally with a Docker container, or
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7,963
[ "LangChain - Qdrant", "On-premise server deployment" ]
/documentation/frameworks/langchain/
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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select a Kubernetes deployment with the official Helm chart, the way you’re
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,964
[ "LangChain - Qdrant", "On-premise server deployment" ]
/documentation/frameworks/langchain/
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
going to connect to such an instance will be identical.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,965
[ "LangChain - Qdrant", "On-premise server deployment" ]
/documentation/frameworks/langchain/
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
You’ll need to provide a URL pointing to the service.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,966
[ "LangChain - Qdrant" ]
/documentation/frameworks/langchain/
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
Next steps
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,967
[ "LangChain - Qdrant", "Next steps" ]
/documentation/frameworks/langchain/
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
If you’d like to know more about running Qdrant in a LangChain-based application, please read our article
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,968
[ "LangChain - Qdrant", "Next steps" ]
/documentation/frameworks/langchain/
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
Question Answering with LangChain and Qdrant without boilerplate.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,969
[ "LangChain - Qdrant", "Next steps" ]
/documentation/frameworks/langchain/
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
Some more information
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,970
[ "LangChain - Qdrant", "Next steps" ]
/documentation/frameworks/langchain/
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
might also be found in the LangChain documentation.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain" ]
7,971
[ "Langchain4J - Qdrant" ]
/documentation/frameworks/langchain4j/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h1
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h1
LangChain for Java
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain4j" ]
7,972
[ "Langchain4J - Qdrant", "LangChain for Java" ]
/documentation/frameworks/langchain4j/
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
LangChain for Java, also known as Langchain4J, is a community port of Langchain for building context-aware AI applications in Java
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain4j" ]
7,973
[ "Langchain4J - Qdrant", "LangChain for Java" ]
/documentation/frameworks/langchain4j/
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
You can use Qdrant as a vector store in Langchain4J through the langchain4j-qdrant module.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain4j" ]
7,974
[ "Langchain4J - Qdrant" ]
/documentation/frameworks/langchain4j/
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
Setup
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain4j" ]
7,975
[ "Langchain4J - Qdrant", "Setup" ]
/documentation/frameworks/langchain4j/
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
Add the langchain4j-qdrant to your project dependencies.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain4j" ]
7,976
[ "Langchain4J - Qdrant" ]
/documentation/frameworks/langchain4j/
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
Usage
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain4j" ]
7,977
[ "Langchain4J - Qdrant", "Usage" ]
/documentation/frameworks/langchain4j/
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
Before you use the following code sample, customize the following values for your configuration:
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain4j" ]
7,978
[ "Langchain4J - Qdrant", "Usage" ]
/documentation/frameworks/langchain4j/
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
YOUR_COLLECTION_NAME: Use our Collections guide to create or
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain4j" ]
7,979
[ "Langchain4J - Qdrant", "Usage" ]
/documentation/frameworks/langchain4j/
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
list collections.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain4j" ]
7,980
[ "Langchain4J - Qdrant", "Usage" ]
/documentation/frameworks/langchain4j/
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
YOUR_HOST_URL: Use the GRPC URL for your system.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain4j" ]
7,981
[ "Langchain4J - Qdrant", "Usage" ]
/documentation/frameworks/langchain4j/
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
If you used the Quick Start guide,
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain4j" ]
7,982
[ "Langchain4J - Qdrant", "Usage" ]
/documentation/frameworks/langchain4j/
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
it may be http://localhost:6334.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain4j" ]
7,983
[ "Langchain4J - Qdrant", "Usage" ]
/documentation/frameworks/langchain4j/
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
If you’ve deployed in the Qdrant Cloud, you may have a
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain4j" ]
7,984
[ "Langchain4J - Qdrant", "Usage" ]
/documentation/frameworks/langchain4j/
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
longer URL such as https://example.location.cloud.qdrant.io:6334.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain4j" ]
7,985
[ "Langchain4J - Qdrant", "Usage" ]
/documentation/frameworks/langchain4j/
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(3)
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li
YOUR_API_KEY: Substitute the API key associated with your configuration.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain4j" ]
7,986
[ "Langchain4J - Qdrant", "Usage" ]
/documentation/frameworks/langchain4j/
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
QdrantEmbeddingStore supports all the semantic features of Langchain4J.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain4j" ]
7,987
[ "Langchain4J - Qdrant" ]
/documentation/frameworks/langchain4j/
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
Further Reading
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain4j" ]
7,988
[ "Langchain4J - Qdrant", "Further Reading" ]
/documentation/frameworks/langchain4j/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > ul:nth-of-type(2) > li
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li
You can refer to the Langchain4J examples to get started.
[ "documentation", "documentation/frameworks", "documentation/frameworks/langchain4j" ]
7,989
[ "Snapshots - Qdrant" ]
/documentation/concepts/snapshots/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > h1
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h1
Snapshots
[ "documentation", "documentation/concepts", "documentation/concepts/snapshots" ]
7,990
[ "Snapshots - Qdrant", "Snapshots" ]
/documentation/concepts/snapshots/
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
Available as of v0.8.4
[ "documentation", "documentation/concepts", "documentation/concepts/snapshots" ]
7,991
[ "Snapshots - Qdrant", "Snapshots" ]
/documentation/concepts/snapshots/
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
Snapshots are tar archive files that contain data and configuration of a specific collection on a specific node at a specific time.
[ "documentation", "documentation/concepts", "documentation/concepts/snapshots" ]
7,992
[ "Snapshots - Qdrant", "Snapshots" ]
/documentation/concepts/snapshots/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(2)
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p
In a distributed setup, when you have multiple nodes in your cluster, you must create snapshots for each node separately when dealing with a single collection.
[ "documentation", "documentation/concepts", "documentation/concepts/snapshots" ]
7,993
[ "Snapshots - Qdrant", "Snapshots" ]
/documentation/concepts/snapshots/
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
This feature can be used to archive data or easily replicate an existing deployment.
[ "documentation", "documentation/concepts", "documentation/concepts/snapshots" ]
7,994
[ "Snapshots - Qdrant", "Snapshots" ]
/documentation/concepts/snapshots/
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
For disaster recovery, Qdrant Cloud users may prefer to use Backups instead, which are physical disk-level copies of your data.
[ "documentation", "documentation/concepts", "documentation/concepts/snapshots" ]
7,995
[ "Snapshots - Qdrant", "Snapshots" ]
/documentation/concepts/snapshots/
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
For a step-by-step guide on how to use snapshots, see our tutorial.
[ "documentation", "documentation/concepts", "documentation/concepts/snapshots" ]
7,996
[ "Snapshots - Qdrant" ]
/documentation/concepts/snapshots/
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
Store snapshots
[ "documentation", "documentation/concepts", "documentation/concepts/snapshots" ]
7,997
[ "Snapshots - Qdrant", "Store snapshots" ]
/documentation/concepts/snapshots/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(5)
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p
The target directory used to store generated snapshots is controlled through the configuration or using the ENV variable: QDRANT__STORAGE__SNAPSHOTS_PATH=./snapshots.
[ "documentation", "documentation/concepts", "documentation/concepts/snapshots" ]
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[ "Snapshots - Qdrant", "Store snapshots" ]
/documentation/concepts/snapshots/
html > body > div:nth-of-type(1) > section > div > div > div:nth-of-type(2) > article > p:nth-of-type(6)
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p
You can set the snapshots storage directory from the config.yaml file.
[ "documentation", "documentation/concepts", "documentation/concepts/snapshots" ]
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