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‎.github/upgrades/prompts/SemanticKernelToAgentFramework.md‎

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‎.github/workflows/python-integration-tests.yml‎

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# Opens tcp port 6379 on the host and service container
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- 6379:6379
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weaviate:
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image: cr.weaviate.io/semitechnologies/weaviate:1.26.6
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image: cr.weaviate.io/semitechnologies/weaviate:1.33.3
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ports:
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- 8080:8080
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- 50051:50051

‎.gitignore‎

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*.iml
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*.iws
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# VS Code
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.vscode/
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.env
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certs/
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launchSettings.json

‎dotnet/Directory.Packages.props‎

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‎dotnet/SK-dotnet.slnx‎

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<Project Path="samples/GettingStartedWithVectorStores/GettingStartedWithVectorStores.csproj" />
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<Project Path="samples/LearnResources/LearnResources.csproj" />
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</Folder>
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<Folder Name="/samples/AgentFrameworkMigration/" />
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<Folder Name="/samples/AgentFrameworkMigration/OpenAI/">
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<Project Path="samples/AgentFrameworkMigration/OpenAI/Step01_Basics/OpenAI_Step01_Basics.csproj" />
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<Project Path="samples/AgentFrameworkMigration/OpenAI/Step02_ToolCall/OpenAI_Step02_ToolCall.csproj" />
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<Project Path="samples/AgentFrameworkMigration/OpenAI/Step03_DependencyInjection/OpenAI_Step03_DependencyInjection.csproj" />
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</Folder>
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<Folder Name="/samples/AgentFrameworkMigration/AzureOpenAI/">
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<Project Path="samples/AgentFrameworkMigration/AzureOpenAI/Step01_Basics/AzureOpenAI_Step01_Basics.csproj" />
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<Project Path="samples/AgentFrameworkMigration/AzureOpenAI/Step02_ToolCall/AzureOpenAI_Step02_ToolCall.csproj" />
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<Project Path="samples/AgentFrameworkMigration/AzureOpenAI/Step03_DependencyInjection/AzureOpenAI_Step03_DependencyInjection.csproj" />
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</Folder>
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<Folder Name="/samples/AgentFrameworkMigration/OpenAIAssistants/">
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<Project Path="samples/AgentFrameworkMigration/OpenAIAssistants/Step01_Basics/OpenAIAssistants_Step01_Basics.csproj" />
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<Project Path="samples/AgentFrameworkMigration/OpenAIAssistants/Step02_ToolCall/OpenAIAssistants_Step02_ToolCall.csproj" />
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<Project Path="samples/AgentFrameworkMigration/OpenAIAssistants/Step03_DependencyInjection/OpenAIAssistants_Step03_DependencyInjection.csproj" />
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<Project Path="samples/AgentFrameworkMigration/OpenAIAssistants/Step04_CodeInterpreter/OpenAIAssistants_Step04_CodeInterpreter.csproj" />
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</Folder>
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<Folder Name="/samples/AgentFrameworkMigration/AzureOpenAIAssistants/">
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<Project Path="samples/AgentFrameworkMigration/AzureOpenAIAssistants/Step01_Basics/AzureOpenAIAssistants_Step01_Basics.csproj" />
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<Project Path="samples/AgentFrameworkMigration/AzureOpenAIAssistants/Step02_ToolCall/AzureOpenAIAssistants_Step02_ToolCall.csproj" />
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<Project Path="samples/AgentFrameworkMigration/AzureOpenAIAssistants/Step03_DependencyInjection/AzureOpenAIAssistants_Step03_DependencyInjection.csproj" />
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<Project Path="samples/AgentFrameworkMigration/AzureOpenAIAssistants/Step04_CodeInterpreter/AzureOpenAIAssistants_Step04_CodeInterpreter.csproj" />
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</Folder>
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<Folder Name="/samples/AgentFrameworkMigration/OpenAIResponses/">
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<Project Path="samples/AgentFrameworkMigration/OpenAIResponses/Step01_Basics/OpenAIResponses_Step01_Basics.csproj" />
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<Project Path="samples/AgentFrameworkMigration/OpenAIResponses/Step02_ReasoningModel/OpenAIResponses_Step02_ReasoningModel.csproj" />
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<Project Path="samples/AgentFrameworkMigration/OpenAIResponses/Step03_ToolCall/OpenAIResponses_Step03_ToolCall.csproj" />
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<Project Path="samples/AgentFrameworkMigration/OpenAIResponses/Step04_DependencyInjection/OpenAIResponses_Step04_DependencyInjection.csproj" />
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</Folder>
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<Folder Name="/samples/AgentFrameworkMigration/AzureOpenAIResponses/">
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<Project Path="samples/AgentFrameworkMigration/AzureOpenAIResponses/Step01_Basics/AzureOpenAIResponses_Step01_Basics.csproj" />
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<Project Path="samples/AgentFrameworkMigration/AzureOpenAIResponses/Step02_ReasoningModel/AzureOpenAIResponses_Step02_ReasoningModel.csproj" />
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<Project Path="samples/AgentFrameworkMigration/AzureOpenAIResponses/Step03_ToolCall/AzureOpenAIResponses_Step03_ToolCall.csproj" />
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<Project Path="samples/AgentFrameworkMigration/AzureOpenAIResponses/Step04_DependencyInjection/AzureOpenAIResponses_Step04_DependencyInjection.csproj" />
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</Folder>
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<Folder Name="/samples/AgentFrameworkMigration/AzureAIFoundry/">
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<Project Path="samples/AgentFrameworkMigration/AzureAIFoundry/Step01_Basics/AzureAIFoundry_Step01_Basics.csproj" />
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<Project Path="samples/AgentFrameworkMigration/AzureAIFoundry/Step02_ToolCall/AzureAIFoundry_Step02_ToolCall.csproj" />
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<Project Path="samples/AgentFrameworkMigration/AzureAIFoundry/Step03_DependencyInjection/AzureAIFoundry_Step03_DependencyInjection.csproj" />
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<Project Path="samples/AgentFrameworkMigration/AzureAIFoundry/Step04_CodeInterpreter/AzureAIFoundry_Step04_CodeInterpreter.csproj" />
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</Folder>
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<Folder Name="/samples/AgentFrameworkMigration/AgentOrchestrations/">
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<Project Path="samples/AgentFrameworkMigration/AgentOrchestrations/Step01_Concurrent/AgentOrchestrations_Step01_Concurrent.csproj" />
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<Project Path="samples/AgentFrameworkMigration/AgentOrchestrations/Step02_Sequential/AgentOrchestrations_Step02_Sequential.csproj" />
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<Project Path="samples/AgentFrameworkMigration/AgentOrchestrations/Step03_Handoff/AgentOrchestrations_Step03_Handoff.csproj" />
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</Folder>
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<Folder Name="/samples/AgentFrameworkMigration/Playground/">
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<Project Path="samples/AgentFrameworkMigration/Playground/SemanticKernelBasic/SemanticKernelBasic.csproj" />
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</Folder>
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<Folder Name="/samples/Demos/">
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<File Path="samples/Demos/README.md" />
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<Project Path="samples/Demos/AIModelRouter/AIModelRouter.csproj" />
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<Project Path="samples/Demos/ModelContextProtocolPlugin/ModelContextProtocolPlugin.csproj" />
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<Project Path="samples/Demos/ModelContextProtocolPluginAuth/ModelContextProtocolPluginAuth.csproj" />
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<Project Path="samples/Demos/OllamaFunctionCalling/OllamaFunctionCalling.csproj" />
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<Project Path="samples/Demos/OnnxSimpleRAG/OnnxSimpleRAG.csproj" />
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<Project Path="samples/Demos/OnnxSimpleChatWithCuda/OnnxSimpleChatWithCuda.csproj" />
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<Project Path="samples/Demos/OnnxSimpleRAG/OnnxSimpleRAG.csproj" />
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<Project Path="samples/Demos/OpenAIRealtime/OpenAIRealtime.csproj" />
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<Project Path="samples/Demos/ProcessWithDapr/ProcessWithDapr.csproj" />
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<Project Path="samples/Demos/QualityCheck/QualityCheckWithFilters/QualityCheckWithFilters.csproj" />
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<Project Path="samples/Demos/TelemetryWithAppInsights/TelemetryWithAppInsights.csproj" />
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<Project Path="samples/Demos/TimePlugin/TimePlugin.csproj" />
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<Project Path="samples/Demos/VectorStoreRAG/VectorStoreRAG.csproj" />
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<Project Path="samples/Demos/VoiceChat/VoiceChat.csproj" />
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</Folder>
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<Folder Name="/samples/Demos/A2AClientServer/">
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<Project Path="samples/Demos/A2AClientServer/A2AClient/A2AClient.csproj" />

‎dotnet/nuget/nuget-package.props‎

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<Project>
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<PropertyGroup>
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<!-- Central version prefix - applies to all nuget packages. -->
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<VersionPrefix>1.65.0</VersionPrefix>
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<VersionPrefix>1.66.0</VersionPrefix>
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<PackageVersion Condition="'$(VersionSuffix)' != ''">$(VersionPrefix)-$(VersionSuffix)</PackageVersion>
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<PackageVersion Condition="'$(VersionSuffix)' == ''">$(VersionPrefix)</PackageVersion>
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<Configurations>Debug;Release;Publish</Configurations>
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<IsPackable>true</IsPackable>
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<!-- Package validation. Baseline Version should be the latest version available on NuGet. -->
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<PackageValidationBaselineVersion>1.64.0</PackageValidationBaselineVersion>
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<PackageValidationBaselineVersion>1.65.0</PackageValidationBaselineVersion>
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<!-- Validate assembly attributes only for Publish builds -->
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<NoWarn Condition="'$(Configuration)' != 'Publish'">$(NoWarn);CP0003</NoWarn>
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<!-- Do not validate reference assemblies -->

‎dotnet/samples/AgentFrameworkMigration/AgentOrchestrations/Step01_Concurrent/AgentOrchestrations_Step01_Concurrent.csproj‎

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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>net9.0</TargetFramework>
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<ImplicitUsings>enable</ImplicitUsings>
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<Nullable>enable</Nullable>
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<NoWarn>$(NoWarn);CA1707;CA1812;CA2007;RCS1102;VSTHRD111;VSTHRD200</NoWarn>
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<InjectSharedThrow>true</InjectSharedThrow>
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</PropertyGroup>
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<ItemGroup>
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<PackageReference Include="Microsoft.Agents.AI.Abstractions" />
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<PackageReference Include="Microsoft.Agents.AI.AzureAI" />
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<PackageReference Include="Microsoft.Agents.AI.Workflows" />
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</ItemGroup>
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<ItemGroup>
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<ProjectReference Include="..\..\..\..\src\Agents\AzureAI\Agents.AzureAI.csproj" />
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<ProjectReference Include="..\..\..\..\src\Agents\Core\Agents.Core.csproj" />
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<ProjectReference Include="..\..\..\..\src\Agents\Orchestration\Agents.Orchestration.csproj" />
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<ProjectReference Include="..\..\..\..\src\Agents\Runtime\InProcess\Runtime.InProcess.csproj" />
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<ProjectReference Include="..\..\..\..\src\SemanticKernel.MetaPackage\SemanticKernel.MetaPackage.csproj" />
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</ItemGroup>
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</Project>

‎dotnet/samples/AgentFrameworkMigration/AgentOrchestrations/Step01_Concurrent/Program.cs‎

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// Copyright (c) Microsoft. All rights reserved.
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using Azure.AI.OpenAI;
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using Azure.Identity;
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using Microsoft.Agents.AI;
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using Microsoft.Agents.AI.Workflows;
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using Microsoft.Extensions.AI;
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using Microsoft.SemanticKernel;
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using Microsoft.SemanticKernel.Agents;
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using Microsoft.SemanticKernel.Agents.Orchestration;
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using Microsoft.SemanticKernel.Agents.Orchestration.Concurrent;
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using Microsoft.SemanticKernel.Agents.Runtime.InProcess;
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var endpoint = Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT") ?? throw new InvalidOperationException("AZURE_OPENAI_ENDPOINT is not set.");
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var deploymentName = Environment.GetEnvironmentVariable("AZURE_OPENAI_DEPLOYMENT_NAME") ?? "gpt-4o-mini";
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var agentInstructions = "You are a translation assistant who only responds in {0}. Respond to any input by outputting the name of the input language and then translating the input to {0}.";
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// This sample compares running concurrent orchestrations using
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// Semantic Kernel and the Agent Framework.
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Console.WriteLine("=== Semantic Kernel Concurrent Orchestration ===");
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await SKConcurrentOrchestration();
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Console.WriteLine("\n=== Agent Framework Concurrent Agent Workflow ===");
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await AFConcurrentAgentWorkflow();
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# region SKConcurrentOrchestration
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#pragma warning disable SKEXP0110 // Type is for evaluation purposes only and is subject to change or removal in future updates. Suppress this diagnostic to proceed.
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async Task SKConcurrentOrchestration()
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{
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ConcurrentOrchestration orchestration = new([
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GetSKTranslationAgent("French"),
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GetSKTranslationAgent("Spanish")])
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{
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StreamingResponseCallback = StreamingResultCallback,
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};
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InProcessRuntime runtime = new();
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await runtime.StartAsync();
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// Run the orchestration
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OrchestrationResult<string[]> result = await orchestration.InvokeAsync("Hello, world!", runtime);
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string[] texts = await result.GetValueAsync(TimeSpan.FromSeconds(20));
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await runtime.RunUntilIdleAsync();
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}
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#pragma warning restore SKEXP0110 // Type is for evaluation purposes only and is subject to change or removal in future updates. Suppress this diagnostic to proceed.
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ChatCompletionAgent GetSKTranslationAgent(string targetLanguage)
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{
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var kernel = Kernel.CreateBuilder().AddAzureOpenAIChatCompletion(deploymentName, endpoint, new AzureCliCredential()).Build();
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return new ChatCompletionAgent()
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{
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Kernel = kernel,
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Instructions = string.Format(agentInstructions, targetLanguage),
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Description = $"Agent that translates texts to {targetLanguage}",
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Name = $"SKTranslationAgent_{targetLanguage}"
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};
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}
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ValueTask StreamingResultCallback(StreamingChatMessageContent streamedResponse, bool isFinal)
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{
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Console.Write(streamedResponse.Content);
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if (isFinal)
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{
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Console.WriteLine();
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}
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return ValueTask.CompletedTask;
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}
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# endregion
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# region AFConcurrentAgentWorkflow
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async Task AFConcurrentAgentWorkflow()
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{
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var client = new AzureOpenAIClient(new Uri(endpoint), new AzureCliCredential()).GetChatClient(deploymentName).AsIChatClient();
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var frenchAgent = GetAFTranslationAgent("French", client);
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var spanishAgent = GetAFTranslationAgent("Spanish", client);
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var concurrentAgentWorkflow = AgentWorkflowBuilder.BuildConcurrent([frenchAgent, spanishAgent]);
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await using StreamingRun run = await InProcessExecution.StreamAsync(concurrentAgentWorkflow, "Hello, world!");
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await run.TrySendMessageAsync(new TurnToken(emitEvents: true));
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string? lastExecutorId = null;
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await foreach (WorkflowEvent evt in run.WatchStreamAsync().ConfigureAwait(false))
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{
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if (evt is AgentRunUpdateEvent e)
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{
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if (string.IsNullOrEmpty(e.Update.Text))
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{
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continue;
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}
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if (e.ExecutorId != lastExecutorId)
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{
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lastExecutorId = e.ExecutorId;
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Console.WriteLine();
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Console.Write($"{e.Update.AuthorName}: ");
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}
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Console.Write(e.Update.Text);
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}
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}
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}
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ChatClientAgent GetAFTranslationAgent(string targetLanguage, IChatClient chatClient) =>
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new(chatClient, string.Format(agentInstructions, targetLanguage), name: $"AFTranslationAgent_{targetLanguage}");
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# endregion

‎dotnet/samples/AgentFrameworkMigration/AgentOrchestrations/Step02_Sequential/AgentOrchestrations_Step02_Sequential.csproj‎

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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>net9.0</TargetFramework>
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<ImplicitUsings>enable</ImplicitUsings>
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<Nullable>enable</Nullable>
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<NoWarn>$(NoWarn);CA1707;CA1812;CA2007;RCS1102;VSTHRD111;VSTHRD200</NoWarn>
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<InjectSharedThrow>true</InjectSharedThrow>
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</PropertyGroup>
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<ItemGroup>
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<PackageReference Include="Microsoft.Agents.AI.Abstractions" />
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<PackageReference Include="Microsoft.Agents.AI.AzureAI" />
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<PackageReference Include="Microsoft.Agents.AI.Workflows" />
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</ItemGroup>
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<ItemGroup>
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<ProjectReference Include="..\..\..\..\src\Agents\AzureAI\Agents.AzureAI.csproj" />
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<ProjectReference Include="..\..\..\..\src\Agents\Core\Agents.Core.csproj" />
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<ProjectReference Include="..\..\..\..\src\Agents\Orchestration\Agents.Orchestration.csproj" />
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<ProjectReference Include="..\..\..\..\src\Agents\Runtime\InProcess\Runtime.InProcess.csproj" />
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<ProjectReference Include="..\..\..\..\src\SemanticKernel.MetaPackage\SemanticKernel.MetaPackage.csproj" />
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</ItemGroup>
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</Project>

‎dotnet/samples/AgentFrameworkMigration/AgentOrchestrations/Step02_Sequential/Program.cs‎

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1+
// Copyright (c) Microsoft. All rights reserved.
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using Azure.AI.OpenAI;
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using Azure.Identity;
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using Microsoft.Agents.AI;
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using Microsoft.Agents.AI.Workflows;
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using Microsoft.Extensions.AI;
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using Microsoft.SemanticKernel;
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using Microsoft.SemanticKernel.Agents;
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using Microsoft.SemanticKernel.Agents.Orchestration;
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using Microsoft.SemanticKernel.Agents.Orchestration.Sequential;
12+
using Microsoft.SemanticKernel.Agents.Runtime.InProcess;
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var endpoint = Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT") ?? throw new InvalidOperationException("AZURE_OPENAI_ENDPOINT is not set.");
15+
var deploymentName = Environment.GetEnvironmentVariable("AZURE_OPENAI_DEPLOYMENT_NAME") ?? "gpt-4o-mini";
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17+
var agentInstructions = "You are a translation assistant who only responds in {0}. Respond to any input by outputting the name of the input language and then translating the input to {0}.";
18+
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// This sample compares running sequential orchestrations using
20+
// Semantic Kernel and the Agent Framework.
21+
Console.WriteLine("=== Semantic Kernel Sequential Orchestration ===");
22+
await SKSequentialOrchestration();
23+
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Console.WriteLine("\n=== Agent Framework Sequential Agent Workflow ===");
25+
await AFSequentialAgentWorkflow();
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# region SKSequentialOrchestration
28+
#pragma warning disable SKEXP0110 // Type is for evaluation purposes only and is subject to change or removal in future updates. Suppress this diagnostic to proceed.
29+
async Task SKSequentialOrchestration()
30+
{
31+
SequentialOrchestration orchestration = new([
32+
GetSKTranslationAgent("French"),
33+
GetSKTranslationAgent("Spanish"),
34+
GetSKTranslationAgent("English")])
35+
{
36+
StreamingResponseCallback = StreamingResultCallback,
37+
};
38+
39+
InProcessRuntime runtime = new();
40+
await runtime.StartAsync();
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// Run the orchestration
43+
OrchestrationResult<string> result = await orchestration.InvokeAsync("Hello, world!", runtime);
44+
string text = await result.GetValueAsync(TimeSpan.FromSeconds(20));
45+
46+
await runtime.RunUntilIdleAsync();
47+
}
48+
#pragma warning restore SKEXP0110 // Type is for evaluation purposes only and is subject to change or removal in future updates. Suppress this diagnostic to proceed.
49+
50+
ChatCompletionAgent GetSKTranslationAgent(string targetLanguage)
51+
{
52+
var kernel = Kernel.CreateBuilder().AddAzureOpenAIChatCompletion(deploymentName, endpoint, new AzureCliCredential()).Build();
53+
return new ChatCompletionAgent()
54+
{
55+
Kernel = kernel,
56+
Instructions = string.Format(agentInstructions, targetLanguage),
57+
Description = $"Agent that translates texts to {targetLanguage}",
58+
Name = $"SKTranslationAgent_{targetLanguage}"
59+
};
60+
}
61+
62+
ValueTask StreamingResultCallback(StreamingChatMessageContent streamedResponse, bool isFinal)
63+
{
64+
Console.Write(streamedResponse.Content);
65+
66+
if (isFinal)
67+
{
68+
Console.WriteLine();
69+
}
70+
71+
return ValueTask.CompletedTask;
72+
}
73+
# endregion
74+
75+
# region AFSequentialAgentWorkflow
76+
async Task AFSequentialAgentWorkflow()
77+
{
78+
var client = new AzureOpenAIClient(new Uri(endpoint), new AzureCliCredential()).GetChatClient(deploymentName).AsIChatClient();
79+
var frenchAgent = GetAFTranslationAgent("French", client);
80+
var spanishAgent = GetAFTranslationAgent("Spanish", client);
81+
var englishAgent = GetAFTranslationAgent("English", client);
82+
var sequentialAgentWorkflow = AgentWorkflowBuilder.BuildSequential(
83+
[frenchAgent, spanishAgent, englishAgent]);
84+
85+
await using StreamingRun run = await InProcessExecution.StreamAsync(sequentialAgentWorkflow, "Hello, world!");
86+
await run.TrySendMessageAsync(new TurnToken(emitEvents: true));
87+
88+
string? lastExecutorId = null;
89+
await foreach (WorkflowEvent evt in run.WatchStreamAsync().ConfigureAwait(false))
90+
{
91+
if (evt is AgentRunUpdateEvent e)
92+
{
93+
if (string.IsNullOrEmpty(e.Update.Text))
94+
{
95+
continue;
96+
}
97+
98+
if (e.ExecutorId != lastExecutorId)
99+
{
100+
lastExecutorId = e.ExecutorId;
101+
Console.WriteLine();
102+
Console.Write($"{e.Update.AuthorName}: ");
103+
}
104+
105+
Console.Write(e.Update.Text);
106+
}
107+
}
108+
}
109+
110+
ChatClientAgent GetAFTranslationAgent(string targetLanguage, IChatClient chatClient) =>
111+
new(chatClient, string.Format(agentInstructions, targetLanguage), name: $"AFTranslationAgent_{targetLanguage}");
112+
# endregion

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