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docs: Adding Docs for new SQLServer Vector store package #28173

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3d29ffe
Add new SQL Vector Store Langchain Integration
Pookam90 Nov 11, 2024
513e63b
Fixing the link
Pookam90 Nov 11, 2024
3dc7538
Update microsoft.mdx
Pookam90 Nov 11, 2024
279639e
Merge branch 'langchain-ai:master' into sqlvector-langchain-branch
Pookam90 Nov 11, 2024
dbabe41
Update FeatureTables.js
Pookam90 Nov 18, 2024
f2994b0
Adding sqlserver vectorstore
Pookam90 Nov 18, 2024
ca91673
Adding SQLserver vector store
Pookam90 Nov 18, 2024
cff5839
Merge branch 'sqlvector-langchain-branch' of https://github.com/Pooka…
Pookam90 Nov 18, 2024
ec7fee0
Update FeatureTables.js
Pookam90 Nov 18, 2024
3aa8033
Adding SQL Server Vector store to MSFT integrations
Pookam90 Nov 18, 2024
3d41b9f
Merge branch 'sqlvector-langchain-branch' of https://github.com/Pooka…
Pookam90 Nov 18, 2024
68c6e08
Removing AzureSQL and replacing with SQLServer
Pookam90 Nov 18, 2024
090679a
Merge branch 'langchain-ai:master' into sqlvector-langchain-branch
Pookam90 Nov 18, 2024
4ee2b8f
Adding sqlserver vector store with makeformat,lint
Pookam90 Nov 18, 2024
6bbb645
adding sqlserver vector store with format
Pookam90 Nov 18, 2024
8f107d0
adding SQLserver vector store after format/lint
Pookam90 Nov 18, 2024
7add9f4
"Fixing missing headers for sqlserver vectorstore"
Pookam90 Nov 18, 2024
e269a7b
"updating sqlserver vector store documentation"
Pookam90 Nov 18, 2024
e0ab27e
"Updating sqlserver vector store with template"
Pookam90 Nov 18, 2024
3720e26
fixing typos sqlserver vectorstore
Pookam90 Nov 18, 2024
fc70b76
fixing typos
Pookam90 Nov 18, 2024
7bdf11c
Merge branch 'master' into sqlvector-langchain-branch
efriis Dec 9, 2024
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merge
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25 changes: 25 additions & 0 deletions docs/docs/integrations/providers/microsoft.mdx
Original file line number Diff line number Diff line change
Expand Up @@ -343,6 +343,31 @@ See a [usage example](/docs/integrations/memory/postgres_chat_message_history/).

Since Azure Database for PostgreSQL is open-source Postgres, you can use the [LangChain's Postgres support](/docs/integrations/vectorstores/pgvector/) to connect to Azure Database for PostgreSQL.

### Azure SQL Database

>[Azure SQL Database](https://learn.microsoft.com/azure/azure-sql/database/sql-database-paas-overview?view=azuresql) is a robust service that combines scalability, security, and high availability, providing all the benefits of a modern database solution. It also provides a dedicated Vector data type & built-in functions that simplifies the storage and querying of vector embeddings directly within a relational database. This eliminates the need for separate vector databases and related integrations, increasing the security of your solutions while reducing the overall complexity.
By leveraging your current SQL Server databases for vector search, you can enhance data capabilities while minimizing expenses and avoiding the challenges of transitioning to new systems.

##### Installation and Setup

See [detail configuration instructions](/docs/integrations/vectorstores/sqlserver).

We need to install the `langchain-sqlserver` python package.

```bash
!pip install langchain-sqlserver==0.1.1
```

##### Deploy Azure SQL DB on Microsoft Azure

[Sign Up](https://learn.microsoft.com/azure/azure-sql/database/free-offer?view=azuresql) for free to get started today.

See a [usage example](/docs/integrations/vectorstores/sqlserver).

```python
from langchain_sqlserver import SQLServer_VectorStore
```

### Azure AI Search

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