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Title: Sqlserver integration - Docs by LangChain

Open Graph Title: Sqlserver integration - Docs by LangChain

X Title: Sqlserver integration - Docs by LangChain

Description: Integrate with the Sqlserver vector store using LangChain Python.

Open Graph Description: Integrate with the Sqlserver vector store using LangChain Python.

X Description: Integrate with the Sqlserver vector store using LangChain Python.

Opengraph URL: https://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver

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Text splittershttps://docs.langchain.com/oss/python/integrations/splitters
Embedding modelshttps://docs.langchain.com/oss/python/integrations/embeddings
Vector storeshttps://docs.langchain.com/oss/python/integrations/vectorstores
Document loadershttps://docs.langchain.com/oss/python/integrations/document_loaders
Setuphttps://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#setup
Credentialshttps://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#credentials
Initializationhttps://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#initialization
Manage vector storehttps://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#manage-vector-store
Add items to vector storehttps://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#add-items-to-vector-store
Query vector storehttps://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#query-vector-store
Filtering supporthttps://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#filtering-support
Similarity search with scorehttps://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#similarity-search-with-score
Similarity search when you already have embeddings you want to search onhttps://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#similarity-search-when-you-already-have-embeddings-you-want-to-search-on
Delete items from vector storehttps://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#delete-items-from-vector-store
Delete row by IDhttps://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#delete-row-by-id
Drop vector storehttps://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#drop-vector-store
Load a document from Azure Blob Storagehttps://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#load-a-document-from-azure-blob-storage
Query directlyhttps://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#query-directly
Usage for retrieval-augmented generationhttps://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#usage-for-retrieval-augmented-generation
Use case 1: Q&A system based on the story bookhttps://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#use-case-1-q%26a-system-based-on-the-story-book
Query by turning into retrieverhttps://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#query-by-turning-into-retriever
API referencehttps://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#api-reference
Relatedhttps://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#related
Vector data typehttps://docs.langchain.com/oss/python/integrations/vectorstores/%5Clearn.microsoft.com%5Csql%5Ct-sql%5Cdata-types%5Cvector-data-type?view=azuresqldb-current&viewFallbackFrom=sql-server-ver16&tabs=csharp-sample
Intelligent applications with Azure SQL Databasehttps://learn.microsoft.com/azure/azure-sql/database/ai-artificial-intelligence-intelligent-applications?view=azuresql
vector databasehttps://devblogs.microsoft.com/azure-sql/exciting-announcement-public-preview-of-native-vector-support-in-azure-sql-database/
​https://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#setup
langchain-sqlserverhttps://docs.langchain.com/oss/python/integrations/vectorstores/%5Cgithub.com%5Clangchain-ai%5Clangchain-azure%5Ctree%5Cmain%5Clibs%5Csqlserver
​https://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#credentials
LangSmithhttps://docs.langchain.com/langsmith/observability
​https://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#initialization
Connect to Azure SQL DB - Pythonhttps://docs.langchain.com/oss/python/integrations/vectorstores/%5Clearn.microsoft.com%5Cen-us%5Cazure%5Cazure-sql%5Cdatabase%5Cconnect-query-python?view=azuresql
guidehttps://docs.langchain.com/oss/python/integrations/vectorstores/%5Clearn.microsoft.com%5Cen-us%5Cazure%5Cai-services%5Copenai%5Chow-to%5Ccreate-resource?pivots=web-portal
​https://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#manage-vector-store
​https://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#add-items-to-vector-store
​https://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#query-vector-store
​https://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#filtering-support
​https://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#similarity-search-with-score
API referencehttps://reference.langchain.com/python/langchain-sqlserver
​https://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#similarity-search-when-you-already-have-embeddings-you-want-to-search-on
​https://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#delete-items-from-vector-store
​https://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#delete-row-by-id
​https://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#drop-vector-store
​https://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#load-a-document-from-azure-blob-storage
Azure Blog Storagehttps://learn.microsoft.com/en-us/azure/storage/blobs/storage-blobs-introduction
AzureBlobStorageFileLoaderhttps://reference.langchain.com/python/langchain-community/document_loaders/azure_blob_storage_file/AzureBlobStorageFileLoader
​https://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#query-directly
​https://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#usage-for-retrieval-augmented-generation
​https://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#use-case-1-q&a-system-based-on-the-story-book
​https://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#query-by-turning-into-retriever
LangChain RAG tutorials and terminologieshttps://docs.langchain.com/oss/python/langchain/rag
​https://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#api-reference
API referencehttps://reference.langchain.com/python/langchain-sqlserver/vectorstores/SQLServer_VectorStore
​https://docs.langchain.com/oss/python/integrations/vectorstores/sqlserver#related
conceptual guidehttps://python.langchain.com/docs/concepts/vectorstores/
how-to guideshttps://python.langchain.com/docs/how_to/#vector-stores
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