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.Net: New Azure AI Inference Connector #7963
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### Motivation and Context - Resolves Partially #7958 - [x] Update current Maas Connector with latest version of Azure.AI.Inference beta.1
### Motivation and Context First Phase of Adding Unit Tests. - Resolve Partially #7958 - Add Unit Tests + Coverage > 85%.
### Motivation and Context First Phase of Adding Unit Tests. - Resolve Partially #7958 - Add Unit Tests + Coverage > 85%.
### Motivation and Context First Phase of Adding Unit Tests. - Resolve Partially #7958 - Add Unit Tests + Coverage > 85%.
### Motivation and Context Adding Missing Integration Tests. - Resolve Partially #7958 - Add Integration Tests.
### Motivation and Context First Phase of Adding Unit Tests. - Resolve Partially #7958 - Demo and Samples
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I'm still reviewing but posting my feedback. Will get back to this later today.
The integration tests are failing for this branch: https://github.com/microsoft/semantic-kernel/actions/runs/10700124790
dotnet/src/Connectors/Connectors.AzureAIInference/Connectors.AzureAIInference.csproj
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...Connectors/Connectors.AzureAIInference/Extensions/AzureAIInferenceKernelBuilderExtensions.cs
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...ectors/Connectors.AzureAIInference/Extensions/AzureAIInferenceServiceCollectionExtensions.cs
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dotnet/src/Connectors/Connectors.AzureAIInference/Connectors.AzureAIInference.csproj
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dotnet/src/InternalUtilities/samples/InternalUtilities/TestConfiguration.cs
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dotnet/src/IntegrationTests/TestSettings/AzureAIInferenceConfiguration.cs
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...src/Connectors/Connectors.AzureAIInference/Services/AzureAIInferenceChatCompletionService.cs
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...c/Connectors/Connectors.AzureAIInference/Settings/AzureAIInferencePromptExecutionSettings.cs
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dotnet/samples/Concepts/ChatCompletion/AzureAIInference_ChatCompletion.cs
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dotnet/samples/Concepts/ChatCompletion/AzureAIInference_ChatCompletionStreaming.cs
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dotnet/samples/Concepts/ChatCompletion/AzureAIInference_ChatCompletionStreaming.cs
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dotnet/src/Connectors/Connectors.AzureAIInference.UnitTests/Core/ChatClientCoreTests.cs
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dotnet/src/Connectors/Connectors.AzureAIInference.UnitTests/Core/ChatClientCoreTests.cs
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dotnet/src/Connectors/Connectors.AzureAIInference/Core/ChatClientCore.cs
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dotnet/src/Connectors/Connectors.AzureAIInference/Core/ChatClientCore.cs
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dotnet/src/Connectors/Connectors.AzureAIInference/Core/ChatClientCore.cs
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dotnet/src/Connectors/Connectors.AzureAIInference/Core/ChatClientCore.cs
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dotnet/src/Connectors/Connectors.AzureAIInference/Core/ChatClientCore.cs
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### Motivation and Context Addresses all feedback from - #7963
...c/IntegrationTests/Connectors/AzureAIInference/AzureAIInferenceChatCompletionServiceTests.cs
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...c/IntegrationTests/Connectors/AzureAIInference/AzureAIInferenceChatCompletionServiceTests.cs
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dotnet/src/SemanticKernel.Abstractions/AI/ChatCompletion/ChatCompletionServiceExtensions.cs
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dotnet/src/InternalUtilities/samples/InternalUtilities/TestConfiguration.cs
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Once Dmytro's comments are addressed we should be good to merge this. Please verify that the integration tests pass for this branch.
Motivation and Context
This PR brings support for Azure AI Studio Model Catalogs also deployed thru GitHub Models, this Connector uses the
Azure AI Inference SDK
library client.Closes #3992
Closes #7958