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‎docs/ai/quickstarts/build-chat-app.md‎

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```bash
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dotnet add package Azure.Identity
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dotnet add package Azure.AI.OpenAI
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dotnet add package Microsoft.Extensions.AI.OpenAI
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dotnet add package Microsoft.Extensions.AI.OpenAI --prerelease
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dotnet add package Microsoft.Extensions.Configuration
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dotnet add package Microsoft.Extensions.Configuration.UserSecrets
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```
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```bash
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dotnet add package OpenAI
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dotnet add package Microsoft.Extensions.AI.OpenAI
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dotnet add package Microsoft.Extensions.AI.OpenAI --prerelease
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dotnet add package Microsoft.Extensions.Configuration
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dotnet add package Microsoft.Extensions.Configuration.UserSecrets
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```

‎docs/ai/quickstarts/build-vector-search-app.md‎

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dotnet add package Microsoft.SemanticKernel.Connectors.InMemory --prerelease
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dotnet add package Microsoft.Extensions.Configuration
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dotnet add package Microsoft.Extensions.Configuration.UserSecrets
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dotnet add package System.Linq.AsyncEnumerable
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```
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The following list describes what each package is used for in the `VectorDataAI` app:
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The following list describes each package in the `VectorDataAI` app:
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- [`Azure.Identity`](https://www.nuget.org/packages/Azure.Identity) provides [`Microsoft Entra ID`](/entra/fundamentals/whatis) token authentication support across the Azure SDK using classes such as `DefaultAzureCredential`.
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- [`Azure.AI.OpenAI`](https://www.nuget.org/packages/Azure.AI.OpenAI) is the official package for using OpenAI's .NET library with the Azure OpenAI Service.
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dotnet add package Microsoft.SemanticKernel.Connectors.InMemory --prerelease
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dotnet add package Microsoft.Extensions.Configuration
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dotnet add package Microsoft.Extensions.Configuration.UserSecrets
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dotnet add package System.Linq.AsyncEnumerable
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```
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The following list describes what each package is used for in the `VectorDataAI` app:
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The following list describes each package in the `VectorDataAI` app:
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- [`Microsoft.Extensions.AI.OpenAI`](https://www.nuget.org/packages/Microsoft.Extensions.AI.OpenAI) provides AI abstractions for OpenAI-compatible models or endpoints. This library also includes the official [`OpenAI`](https://www.nuget.org/packages/OpenAI) library for the OpenAI service API as a dependency.
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- [`Microsoft.SemanticKernel.Connectors.InMemory`](https://www.nuget.org/packages/Microsoft.SemanticKernel.Connectors.InMemory) provides an in-memory vector store class to hold queryable vector data records.
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## Add the app code
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1. Add a new class named **CloudService** to your project with the following properties:
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1. Add a new class named `CloudService` to your project with the following properties:
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:::code language="csharp" source="snippets/chat-with-data/azure-openai/CloudService.cs" :::
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In the preceding code:
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- The C# attributes provided by `Microsoft.Extensions.VectorData` influence how each property is handled when used in a vector store.
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- The **Vector** property stores a generated embedding that represents the semantic meaning of the **Name** and **Description** for vector searches.
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- The `Vector` property stores a generated embedding that represents the semantic meaning of the `Name` and `Description` for vector searches.
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1. In the **Program.cs** file, add the following code to create a data set that describes a collection of cloud services:
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1. In the `Program.cs` file, add the following code to create a data set that describes a collection of cloud services:
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:::code language="csharp" source="snippets/chat-with-data/azure-openai/program.cs" id="DataSet":::
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dotnet run
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```
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The app prints out the top result of the vector search, which is the cloud service that is most relevant to the original query. You can modify the query to try different search scenarios.
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The app prints out the top result of the vector search, which is the cloud service that's most relevant to the original query. You can modify the query to try different search scenarios.
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:::zone target="docs" pivot="azure-openai"
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‎docs/ai/quickstarts/snippets/chat-with-data/azure-openai/CloudService.cs‎

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using Microsoft.Extensions.VectorData;
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namespace VectorDataAI
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namespace VectorDataAI;
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internal class CloudService
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{
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internal class CloudService
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{
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[VectorStoreRecordKey]
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public int Key { get; set; }
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[VectorStoreRecordKey]
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public int Key { get; set; }
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[VectorStoreRecordData]
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public string Name { get; set; }
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[VectorStoreRecordData]
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public string Name { get; set; }
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[VectorStoreRecordData]
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public string Description { get; set; }
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[VectorStoreRecordData]
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public string Description { get; set; }
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[VectorStoreRecordVector(384, DistanceFunction.CosineSimilarity)]
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public ReadOnlyMemory<float> Vector { get; set; }
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}
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[VectorStoreRecordVector(Dimensions: 384, DistanceFunction = DistanceFunction.CosineSimilarity)]
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public ReadOnlyMemory<float> Vector { get; set; }
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}

‎docs/ai/quickstarts/snippets/chat-with-data/azure-openai/Program.cs‎

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foreach (CloudService service in cloudServices)
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{
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service.Vector = await generator.GenerateEmbeddingVectorAsync(service.Description);
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service.Vector = await generator.GenerateVectorAsync(service.Description);
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await cloudServicesStore.UpsertAsync(service);
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}
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// </SnippetVectorStore>
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// <SnippetSearch>
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// Convert a search query to a vector and search the vector store
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string query = "Which Azure service should I use to store my Word documents?";
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ReadOnlyMemory<float> queryEmbedding = await generator.GenerateEmbeddingVectorAsync(query);
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ReadOnlyMemory<float> queryEmbedding = await generator.GenerateVectorAsync(query);
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VectorSearchResults<CloudService> results =
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await cloudServicesStore.VectorizedSearchAsync(queryEmbedding, new VectorSearchOptions<CloudService>()
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{
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Top = 1
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});
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List<VectorSearchResult<CloudService>> results =
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await cloudServicesStore.SearchEmbeddingAsync(queryEmbedding, top: 1).ToListAsync();
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await foreach (VectorSearchResult<CloudService> result in results.Results)
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foreach (VectorSearchResult<CloudService> result in results)
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{
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Console.WriteLine($"Name: {result.Record.Name}");
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Console.WriteLine($"Vector match score: {result.Score}");
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Console.WriteLine();
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}
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// </SnippetSearch>

‎docs/ai/quickstarts/snippets/chat-with-data/azure-openai/VectorDataAI.csproj‎

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<Project Sdk="Microsoft.NET.Sdk">
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<Project Sdk="Microsoft.NET.Sdk">
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<PropertyGroup>
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<OutputType>Exe</OutputType>
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<TargetFramework>net8.0</TargetFramework>
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<TargetFramework>net9.0</TargetFramework>
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<ImplicitUsings>enable</ImplicitUsings>
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<Nullable>enable</Nullable>
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<UserSecretsId>5981f38c-e59c-46cc-80bb-463f8c3f1691</UserSecretsId>
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</PropertyGroup>
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<ItemGroup>
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<PackageReference Include="Azure.Identity" Version="1.13.2" />
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<PackageReference Include="Azure.AI.OpenAI" Version="2.1.0" />
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<PackageReference Include="Microsoft.Extensions.AI.OpenAI" Version="9.4.0-preview.1.25207.5" />
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<PackageReference Include="Microsoft.Extensions.VectorData.Abstractions" Version="9.0.0-preview.1.25161.1" />
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<PackageReference Include="Microsoft.SemanticKernel.Connectors.InMemory" Version="1.41.0-preview" />
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<PackageReference Include="Microsoft.Extensions.AI.OpenAI" Version="9.4.3-preview.1.25230.7" />
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<PackageReference Include="Microsoft.Extensions.VectorData.Abstractions" Version="9.0.0-preview.1.25229.1" />
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<PackageReference Include="Microsoft.SemanticKernel.Connectors.InMemory" Version="1.48.0-preview" />
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<PackageReference Include="Microsoft.Extensions.Configuration" Version="10.0.0-preview.3.25171.5" />
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<PackageReference Include="Microsoft.Extensions.Configuration.UserSecrets" Version="10.0.0-preview.3.25171.5" />
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<PackageReference Include="System.Linq.AsyncEnumerable" Version="10.0.0-preview.3.25171.5" />
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</ItemGroup>
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</Project>

‎docs/ai/quickstarts/snippets/chat-with-data/openai/CloudService.cs‎

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[VectorStoreRecordVector(Dimensions: 384, DistanceFunction = DistanceFunction.CosineSimilarity)]
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‎docs/ai/quickstarts/snippets/chat-with-data/openai/Program.cs‎

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foreach (CloudService service in cloudServices)
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service.Vector = await generator.GenerateVectorAsync(service.Description);
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ReadOnlyMemory<float> queryEmbedding = await generator.GenerateVectorAsync(query);
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VectorSearchResults<CloudService> results =
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{
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await cloudServicesStore.SearchEmbeddingAsync(queryEmbedding, top: 1).ToListAsync();
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await foreach (VectorSearchResult<CloudService> result in results.Results)
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foreach (VectorSearchResult<CloudService> result in results)
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{
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‎docs/ai/quickstarts/snippets/chat-with-data/openai/VectorDataAI.csproj‎

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</PropertyGroup>
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<ItemGroup>
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<PackageReference Include="Microsoft.Extensions.AI.OpenAI" Version="9.4.0-preview.1.25207.5" />
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<PackageReference Include="Microsoft.Extensions.VectorData.Abstractions" Version="9.0.0-preview.1.25161.1" />
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<PackageReference Include="Microsoft.SemanticKernel.Connectors.InMemory" Version="1.41.0-preview" />
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<PackageReference Include="Microsoft.Extensions.AI.OpenAI" Version="9.4.3-preview.1.25230.7" />
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<PackageReference Include="Microsoft.Extensions.VectorData.Abstractions" Version="9.0.0-preview.1.25229.1" />
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<PackageReference Include="Microsoft.SemanticKernel.Connectors.InMemory" Version="1.48.0-preview" />
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<PackageReference Include="Microsoft.Extensions.Configuration" Version="10.0.0-preview.3.25171.5" />
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<PackageReference Include="System.Linq.AsyncEnumerable" Version="10.0.0-preview.3.25171.5" />
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‎docs/azure/includes/dotnet-all.md‎

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| AI Model Inference | NuGet [1.0.0-beta.4](https://www.nuget.org/packages/Azure.AI.Inference/1.0.0-beta.4) | [docs](/dotnet/api/overview/azure/AI.Inference-readme?view=azure-dotnet-preview&amp;preserve-view=true) | GitHub [1.0.0-beta.4](https://github.com/Azure/azure-sdk-for-net/tree/Azure.AI.Inference_1.0.0-beta.4/sdk/ai/Azure.AI.Inference/) |
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| Anomaly Detector | NuGet [3.0.0-preview.7](https://www.nuget.org/packages/Azure.AI.AnomalyDetector/3.0.0-preview.7) | [docs](/dotnet/api/overview/azure/AI.AnomalyDetector-readme?view=azure-dotnet-preview&amp;preserve-view=true) | GitHub [3.0.0-preview.7](https://github.com/Azure/azure-sdk-for-net/tree/Azure.AI.AnomalyDetector_3.0.0-preview.7/sdk/anomalydetector/Azure.AI.AnomalyDetector/) |
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| App Configuration | NuGet [1.6.0](https://www.nuget.org/packages/Azure.Data.AppConfiguration/1.6.0) | [docs](/dotnet/api/overview/azure/Data.AppConfiguration-readme) | GitHub [1.6.0](https://github.com/Azure/azure-sdk-for-net/tree/Azure.Data.AppConfiguration_1.6.0/sdk/appconfiguration/Azure.Data.AppConfiguration/) |
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| App Configuration Provider | NuGet [8.1.1](https://www.nuget.org/packages/Microsoft.Extensions.Configuration.AzureAppConfiguration/8.1.1)<br>NuGet [8.2.0-preview](https://www.nuget.org/packages/Microsoft.Extensions.Configuration.AzureAppConfiguration/8.2.0-preview) | [docs](/dotnet/api/overview/azure/Microsoft.Extensions.Configuration.AzureAppConfiguration-readme) | GitHub [8.1.1](https://github.com/Azure/AppConfiguration-DotnetProvider) |
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| App Configuration Provider | NuGet [8.1.2](https://www.nuget.org/packages/Microsoft.Extensions.Configuration.AzureAppConfiguration/8.1.2)<br>NuGet [8.2.0-preview](https://www.nuget.org/packages/Microsoft.Extensions.Configuration.AzureAppConfiguration/8.2.0-preview) | [docs](/dotnet/api/overview/azure/Microsoft.Extensions.Configuration.AzureAppConfiguration-readme) | GitHub [8.1.2](https://github.com/Azure/AppConfiguration-DotnetProvider) |
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| Attestation | NuGet [1.0.0](https://www.nuget.org/packages/Azure.Security.Attestation/1.0.0) | [docs](/dotnet/api/overview/azure/Security.Attestation-readme) | GitHub [1.0.0](https://github.com/Azure/azure-sdk-for-net/tree/Azure.Security.Attestation_1.0.0/sdk/attestation/Azure.Security.Attestation/) |
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| Azure AI Search | NuGet [11.6.0](https://www.nuget.org/packages/Azure.Search.Documents/11.6.0)<br>NuGet [11.7.0-beta.3](https://www.nuget.org/packages/Azure.Search.Documents/11.7.0-beta.3) | [docs](/dotnet/api/overview/azure/Search.Documents-readme) | GitHub [11.6.0](https://github.com/Azure/azure-sdk-for-net/tree/Azure.Search.Documents_11.6.0/sdk/search/Azure.Search.Documents/)<br>GitHub [11.7.0-beta.3](https://github.com/Azure/azure-sdk-for-net/tree/Azure.Search.Documents_11.7.0-beta.3/sdk/search/Azure.Search.Documents/) |
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| Azure Object Anchors Conversion | NuGet [0.3.0-beta.6](https://www.nuget.org/packages/Azure.MixedReality.ObjectAnchors.Conversion/0.3.0-beta.6) | [docs](/dotnet/api/overview/azure/MixedReality.ObjectAnchors.Conversion-readme?view=azure-dotnet-preview&amp;preserve-view=true) | GitHub [0.3.0-beta.6](https://github.com/Azure/azure-sdk-for-net/tree/Azure.MixedReality.ObjectAnchors.Conversion_0.3.0-beta.6/sdk/objectanchors/Azure.MixedReality.ObjectAnchors.Conversion/) |
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| Health Insights Cancer Profiling | NuGet [1.0.0-beta.1](https://www.nuget.org/packages/Azure.Health.Insights.CancerProfiling/1.0.0-beta.1) | [docs](/dotnet/api/overview/azure/Health.Insights.CancerProfiling-readme?view=azure-dotnet-preview&amp;preserve-view=true) | GitHub [1.0.0-beta.1](https://github.com/Azure/azure-sdk-for-net/tree/Azure.Health.Insights.CancerProfiling_1.0.0-beta.1/sdk/healthinsights/Azure.Health.Insights.CancerProfiling/) |
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| Health Insights Clinical Matching | NuGet [1.0.0-beta.1](https://www.nuget.org/packages/Azure.Health.Insights.ClinicalMatching/1.0.0-beta.1) | [docs](/dotnet/api/overview/azure/Health.Insights.ClinicalMatching-readme?view=azure-dotnet-preview&amp;preserve-view=true) | GitHub [1.0.0-beta.1](https://github.com/Azure/azure-sdk-for-net/tree/Azure.Health.Insights.ClinicalMatching_1.0.0-beta.1/sdk/healthinsights/Azure.Health.Insights.ClinicalMatching/) |
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| Health Insights Radiology Insights | NuGet [1.0.0](https://www.nuget.org/packages/Azure.Health.Insights.RadiologyInsights/1.0.0) | [docs](/dotnet/api/overview/azure/Health.Insights.RadiologyInsights-readme) | GitHub [1.0.0](https://github.com/Azure/azure-sdk-for-net/tree/Azure.Health.Insights.RadiologyInsights_1.0.0/sdk/healthinsights/Azure.Health.Insights.RadiologyInsights/) |
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| Identity | NuGet [1.13.2](https://www.nuget.org/packages/Azure.Identity/1.13.2)<br>NuGet [1.14.0-beta.3](https://www.nuget.org/packages/Azure.Identity/1.14.0-beta.3) | [docs](/dotnet/api/overview/azure/Identity-readme) | GitHub [1.13.2](https://github.com/Azure/azure-sdk-for-net/tree/Azure.Identity_1.13.2/sdk/identity/Azure.Identity/)<br>GitHub [1.14.0-beta.3](https://github.com/Azure/azure-sdk-for-net/tree/Azure.Identity_1.14.0-beta.3/sdk/identity/Azure.Identity/) |
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| Identity | NuGet [1.13.2](https://www.nuget.org/packages/Azure.Identity/1.13.2)<br>NuGet [1.14.0-beta.4](https://www.nuget.org/packages/Azure.Identity/1.14.0-beta.4) | [docs](/dotnet/api/overview/azure/Identity-readme) | GitHub [1.13.2](https://github.com/Azure/azure-sdk-for-net/tree/Azure.Identity_1.13.2/sdk/identity/Azure.Identity/)<br>GitHub [1.14.0-beta.4](https://github.com/Azure/azure-sdk-for-net/tree/Azure.Identity_1.14.0-beta.4/sdk/identity/Azure.Identity/) |
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| Identity Broker | NuGet [1.2.0](https://www.nuget.org/packages/Azure.Identity.Broker/1.2.0)<br>NuGet [1.3.0-beta.2](https://www.nuget.org/packages/Azure.Identity.Broker/1.3.0-beta.2) | [docs](/dotnet/api/overview/azure/Identity.Broker-readme) | GitHub [1.2.0](https://github.com/Azure/azure-sdk-for-net/tree/Azure.Identity.Broker_1.2.0/sdk/identity/Azure.Identity.Broker/)<br>GitHub [1.3.0-beta.2](https://github.com/Azure/azure-sdk-for-net/tree/Azure.Identity.Broker_1.3.0-beta.2/sdk/identity/Azure.Identity.Broker/) |
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| Image Analysis | NuGet [1.0.0](https://www.nuget.org/packages/Azure.AI.Vision.ImageAnalysis/1.0.0) | [docs](/dotnet/api/overview/azure/AI.Vision.ImageAnalysis-readme) | GitHub [1.0.0](https://github.com/Azure/azure-sdk-for-net/tree/Azure.AI.Vision.ImageAnalysis_1.0.0/sdk/vision/Azure.AI.Vision.ImageAnalysis/) |
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| Key Vault - Administration | NuGet [4.5.0](https://www.nuget.org/packages/Azure.Security.KeyVault.Administration/4.5.0)<br>NuGet [4.6.0-beta.1](https://www.nuget.org/packages/Azure.Security.KeyVault.Administration/4.6.0-beta.1) | [docs](/dotnet/api/overview/azure/Security.KeyVault.Administration-readme) | GitHub [4.5.0](https://github.com/Azure/azure-sdk-for-net/tree/Azure.Security.KeyVault.Administration_4.5.0/sdk/keyvault/Azure.Security.KeyVault.Administration/)<br>GitHub [4.6.0-beta.1](https://github.com/Azure/azure-sdk-for-net/tree/Azure.Security.KeyVault.Administration_4.6.0-beta.1/sdk/keyvault/Azure.Security.KeyVault.Administration/) |
@@ -383,9 +383,9 @@
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| Functions Worker Extension MCP | NuGet [1.0.0-preview.2](https://www.nuget.org/packages/Microsoft.Azure.Functions.Worker.Extensions.Mcp/1.0.0-preview.2) | | |
384384
| Functions Worker Extension MySQL | NuGet [1.0.129](https://www.nuget.org/packages/Microsoft.Azure.Functions.Worker.Extensions.MySql/1.0.129) | | |
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| HTTP ASPNETCore Analyzers | NuGet [1.0.3](https://www.nuget.org/packages/Microsoft.Azure.Functions.Worker.Extensions.Http.AspNetCore.Analyzers/1.0.3) | | |
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| IoT Operations MQTT | NuGet [0.10.0](https://www.nuget.org/packages/Azure.Iot.Operations.Mqtt/0.10.0) | | |
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| IoT Operations Protocol | NuGet [0.10.0](https://www.nuget.org/packages/Azure.Iot.Operations.Protocol/0.10.0) | | |
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| IoT Operations Services | NuGet [0.10.1](https://www.nuget.org/packages/Azure.Iot.Operations.Services/0.10.1) | | |
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| IoT Operations MQTT | NuGet [0.10.1](https://www.nuget.org/packages/Azure.Iot.Operations.Mqtt/0.10.1) | | |
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| IoT Operations Protocol | NuGet [0.11.0](https://www.nuget.org/packages/Azure.Iot.Operations.Protocol/0.11.0) | | |
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| IoT Operations Services | NuGet [0.11.0](https://www.nuget.org/packages/Azure.Iot.Operations.Services/0.11.0) | | |
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| Item Templates NetCore | NuGet [4.0.5086](https://www.nuget.org/packages/Microsoft.Azure.Functions.Worker.ItemTemplates.NetCore/4.0.5086) | | |
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| Item Templates NetFx | NuGet [4.0.5086](https://www.nuget.org/packages/Microsoft.Azure.Functions.Worker.ItemTemplates.NetFx/4.0.5086) | | |
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| Microsoft.Azure.DataFactoryTestingFramework.Expressions | NuGet [0.2.7](https://www.nuget.org/packages/Microsoft.Azure.DataFactoryTestingFramework.Expressions/0.2.7) | | |

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