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.openpublishing.publish.config.json

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"build_output_subfolder": "postgresql-citus",
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"locale": "en-us",
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"monikers": [],
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"moniker_ranges": [],
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"open_to_public_contributors": false,
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"type_mapping": {
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"Conceptual": "Content"

articles/documentdb/quickstart-dotnet-vector-search.md

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ms.reviewer: khelanmodi
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ms.devlang: csharp
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ms.topic: quickstart-sdk
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ms.date: 10/23/2025
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ms.date: 02/12/2026
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ms.custom:
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- devx-track-dotnet
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- devx-track-dotnet-ai
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Learn to use vector search in Azure DocumentDB with the .NET MongoDB driver to store and query vector data efficiently.
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This quickstart provides a guided tour of key vector search techniques using a [.NET sample app](https://github.com/Azure-Samples/cosmos-db-vector-samples/tree/main/mongo-vcore-vector-search-dotnet) on GitHub.
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This quickstart provides a guided tour of key vector search techniques using a [.NET sample app](https://github.com/Azure-Samples/documentdb-samples/tree/main/ai/vector-search-dotnet) on GitHub.
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The app uses a sample hotel dataset in a JSON file with pre-calculated vectors from the `text-embedding-ada-002` model, though you can also generate the vectors yourself. The hotel data includes hotel names, locations, descriptions, and vector embeddings.
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Update the `appsettings.json` placeholder values with your own:
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:::code language="json" source="~/cosmos-db-vector-samples/mongo-vcore-vector-search-dotnet/appsettings.json" :::
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:::code language="json" source="~/documentdb-samples/ai/vector-search-dotnet/appsettings.json" :::
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### Authenticate to Azure
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The app prints a menu for you to select database and search options:
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```output
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=== Cosmos DB Vector Samples Menu ===
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=== DocumentDB Vector Samples Menu ===
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Please enter your choice (0-5):
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1. Create embeddings for data
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2. Show all database indexes
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Executing DiskANN vector search for top 5 results
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Search Results (5 found using DiskANN):
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1. Roach Motel (Similarity: 0.8399)
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2. Royal Cottage Resort (Similarity: 0.8385)
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3. Economy Universe Motel (Similarity: 0.8360)
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4. Foot Happy Suites (Similarity: 0.8354)
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5. Country Comfort Inn (Similarity: 0.8346)
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1. Royal Cottage Resort (Similarity: 0.4991)
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2. Country Comfort Inn (Similarity: 0.4786)
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3. Nordick's Valley Motel (Similarity: 0.4635)
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4. Economy Universe Motel (Similarity: 0.4461)
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5. Roach Motel (Similarity: 0.4388)
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```
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#### [IVF](#tab/tab-ivf)
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The app prints a menu for you to select database and search options:
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```output
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=== Cosmos DB Vector Samples Menu ===
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=== DocumentDB Vector Samples Menu ===
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Please enter your choice (0-5):
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1. Create embeddings for data
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2. Show all database indexes
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Executing IVF vector search for top 5 results
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Search Results (5 found using IVF):
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1. Roach Motel (Similarity: 0.8399)
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2. Royal Cottage Resort (Similarity: 0.8385)
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3. Economy Universe Motel (Similarity: 0.8360)
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4. Foot Happy Suites (Similarity: 0.8354)
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5. Country Comfort Inn (Similarity: 0.8346)
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1. Royal Cottage Resort (Similarity: 0.4991)
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2. Country Comfort Inn (Similarity: 0.4786)
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3. Nordick's Valley Motel (Similarity: 0.4635)
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4. Economy Universe Motel (Similarity: 0.4461)
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5. Roach Motel (Similarity: 0.4388)
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```
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#### [HNSW](#tab/tab-hnsw)
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The app prints a menu for you to select database and search options:
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```output
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=== Cosmos DB Vector Samples Menu ===
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=== DocumentDB Vector Samples Menu ===
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Please enter your choice (0-5):
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1. Create embeddings for data
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2. Show all database indexes
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Executing HNSW vector search for top 5 results
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Search Results (5 found using HNSW):
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1. Roach Motel (Similarity: 0.8399)
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2. Royal Cottage Resort (Similarity: 0.8385)
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3. Economy Universe Motel (Similarity: 0.8360)
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4. Foot Happy Suites (Similarity: 0.8354)
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5. Country Comfort Inn (Similarity: 0.8346)
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1. Royal Cottage Resort (Similarity: 0.4991)
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2. Country Comfort Inn (Similarity: 0.4786)
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3. Nordick's Valley Motel (Similarity: 0.4635)
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4. Economy Universe Motel (Similarity: 0.4461)
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5. Roach Motel (Similarity: 0.4388)
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```
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----
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---
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## Explore the app code
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The following sections provide details about the most important services and code in the sample app. [Visit the GitHub repo](https://github.com/Azure-Samples/cosmos-db-vector-samples/tree/main/mongo-vcore-vector-search-dotnet) to explore the full app code.
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The following sections provide details about the most important services and code in the sample app. [Visit the GitHub repo](https://github.com/Azure-Samples/documentdb-samples/tree/main/ai/vector-search-dotnet) to explore the full app code.
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### Explore the search service
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The `VectorSearchService` orchestrates an end‑to‑end vector similarity search using IVF, HNSW, and DiskANN search techniques with Azure OpenAI embeddings.
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:::code language="csharp" source="~/cosmos-db-vector-samples/mongo-vcore-vector-search-dotnet/services/vectorsearchservice.cs" :::
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:::code language="csharp" source="~/documentdb-samples/ai/vector-search-dotnet/services/vectorsearchservice.cs" :::
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In the preceding code, the `VectorSearchService` performs the following tasks:
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The `MongoDbService` manages interactions with Azure DocumentDB to handle tasks like loading data, vector index creation, index listing, and bulk inserts for hotel vector search.
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:::code language="csharp" source="~/cosmos-db-vector-samples/mongo-vcore-vector-search-dotnet/services/MongoDbService.cs" :::
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:::code language="csharp" source="~/documentdb-samples/ai/vector-search-dotnet/services/MongoDbService.cs" :::
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In the preceding code, the `MongoDbService` performs the following tasks:
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articles/postgresql/compute-storage/concepts-compute.md

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ms.date: 02/12/2026
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articles/postgresql/compute-storage/concepts-storage-premium-ssd-v2.md

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## Supported features
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SSDv2 now supports *High Availability, Geo Replicas, Geo Redundant Backups, Major Version Upgrade and, Geo DR* features for Azure Database for PostgreSQL – Flexible Server in all below supported regions.
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SSDv2 now supports *High Availability, Geo-Redundant backups Geo Replicas, Major Version Upgrade and, Geo DR* features for Azure Database for PostgreSQL – Flexible Server in all below supported regions.
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Australia Central 2*, Australia East, Australia South East, Brazil South*, Canada Central, Canada East, Central India*, Central US, China North 3**, East Asia, East US, East US 2, Germany West Central*, Indonesia Central*, Israel Central*, Italy North*, Japan East, Korea Central*, Mexico Central*, New Zealand North*, North Central US, North Europe, Norway East, Norway West, Poland Central*, South African North*, Southeast Asia, Sweden Central*, Switzerland North*, UAE North*, UK South, UK West, US Gov Virginia**, support US South Central US, West Central US, West Europe, West US, West US 2 and West US 3* regions.
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> [!NOTE]
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> 1. *** Indicates High availability and Geo-Redundant Backups are not supported in the region.
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> 2. ** Indicates Geo‑Redundant backups are currently unavailable in this region because one of the paired regions does not support native SSDv2 storage or the region does not have an Azure paired region.
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> 3. If SSDv2 is unavailable in a region, disable the High Availability option to enable SSDv2 storage.
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East Asia, Australia Central 2, Australia East, Australia South East, Brazil South, Canada Central, Canada East, Central India, Central US, China North 3, East US, East US 2, Germany West Central, Indonesia Central, Israel Central, Italy North, Japan East, Korea Central, Mexico Central, New Zealand North, North Central US, North Europe, Norway East, Norway West, Poland Central, South African North, Southeast Asia, Sweden Central, Switzerland North, UAE North, UK West, US South Central US, West Central US, West Europe, West US and West US 3 regions.
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> If SSDv2 is unavailable in a region, disable the High Availability option to enable SSDv2 storage.
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### Supported features limitations
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citus/Includes/all-versions.md

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Citus 13.3 and later versions

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