chore: import upstream snapshot with attribution
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This commit is contained in:
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<Project Sdk="Microsoft.NET.Sdk">
|
||||
|
||||
<PropertyGroup>
|
||||
<OutputType>Exe</OutputType>
|
||||
<TargetFrameworks>net10.0</TargetFrameworks>
|
||||
|
||||
<Nullable>enable</Nullable>
|
||||
<ImplicitUsings>enable</ImplicitUsings>
|
||||
</PropertyGroup>
|
||||
|
||||
<ItemGroup>
|
||||
<PackageReference Include="Azure.Identity" />
|
||||
<ProjectReference Include="..\..\..\..\src\Microsoft.Agents.AI.Foundry\Microsoft.Agents.AI.Foundry.csproj" />
|
||||
<ProjectReference Include="..\..\..\..\src\Microsoft.Agents.AI.Workflows\Microsoft.Agents.AI.Workflows.csproj" />
|
||||
<ProjectReference Include="..\..\..\..\src\Microsoft.Agents.AI\Microsoft.Agents.AI.csproj" />
|
||||
</ItemGroup>
|
||||
|
||||
<ItemGroup>
|
||||
<None Include="..\..\Resources\*">
|
||||
<CopyToOutputDirectory>Always</CopyToOutputDirectory>
|
||||
<Link>Resources\%(Filename)%(Extension)</Link>
|
||||
</None>
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||||
</ItemGroup>
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|
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</Project>
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@@ -0,0 +1,460 @@
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// Copyright (c) Microsoft. All rights reserved.
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using System.Text.Json;
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using System.Text.Json.Serialization;
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using Azure.AI.Projects;
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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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namespace WorkflowMultiSelectionSample;
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/// <summary>
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||||
/// This sample introduces multi-selection routing where one executor can trigger multiple downstream executors.
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///
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/// Extending the switch-case pattern from the previous sample, the workflow can now
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/// trigger multiple executors simultaneously when certain conditions are met.
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///
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/// Key features:
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/// - For legitimate emails: triggers Email Assistant (always) + Email Summary (if email is long)
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/// - For spam emails: triggers Handle Spam executor only
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||||
/// - For uncertain emails: triggers Handle Uncertain executor only
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/// - Database logging happens for both short emails and summarized long emails
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///
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||||
/// This pattern is powerful for workflows that need parallel processing based on data characteristics,
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||||
/// such as triggering different analytics pipelines or multiple notification systems.
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/// </summary>
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/// <remarks>
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/// Pre-requisites:
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/// - Foundational samples should be completed first.
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/// - Shared state is used in this sample to persist email data between executors.
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/// - An Azure OpenAI chat completion deployment that supports structured outputs must be configured.
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/// </remarks>
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public static class Program
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||||
{
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private const int LongEmailThreshold = 100;
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private static async Task Main()
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||||
{
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// Set up the Azure AI Foundry client
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var endpoint = Environment.GetEnvironmentVariable("FOUNDRY_PROJECT_ENDPOINT") ?? throw new InvalidOperationException("FOUNDRY_PROJECT_ENDPOINT is not set.");
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var deploymentName = Environment.GetEnvironmentVariable("FOUNDRY_MODEL") ?? "gpt-5.4-mini";
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AIProjectClient aiProjectClient = new(new Uri(endpoint), new DefaultAzureCredential());
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// Create agents
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AIAgent emailAnalysisAgent = GetEmailAnalysisAgent(aiProjectClient, deploymentName);
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AIAgent emailAssistantAgent = GetEmailAssistantAgent(aiProjectClient, deploymentName);
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AIAgent emailSummaryAgent = GetEmailSummaryAgent(aiProjectClient, deploymentName);
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// Create executors
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var emailAnalysisExecutor = new EmailAnalysisExecutor(emailAnalysisAgent);
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var emailAssistantExecutor = new EmailAssistantExecutor(emailAssistantAgent);
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var emailSummaryExecutor = new EmailSummaryExecutor(emailSummaryAgent);
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||||
var sendEmailExecutor = new SendEmailExecutor();
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var handleSpamExecutor = new HandleSpamExecutor();
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var handleUncertainExecutor = new HandleUncertainExecutor();
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var databaseAccessExecutor = new DatabaseAccessExecutor();
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|
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// Build the workflow by adding executors and connecting them
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WorkflowBuilder builder = new(emailAnalysisExecutor);
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builder.AddFanOutEdge(
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||||
emailAnalysisExecutor,
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||||
[
|
||||
handleSpamExecutor,
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||||
emailAssistantExecutor,
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||||
emailSummaryExecutor,
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||||
handleUncertainExecutor,
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||||
],
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||||
GetTargetAssigner()
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||||
)
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||||
// After the email assistant writes a response, it will be sent to the send email executor
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.AddEdge(emailAssistantExecutor, sendEmailExecutor)
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// Save the analysis result to the database if summary is not needed
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.AddEdge<AnalysisResult>(
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emailAnalysisExecutor,
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databaseAccessExecutor,
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condition: analysisResult => analysisResult?.EmailLength <= LongEmailThreshold)
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// Save the analysis result to the database with summary
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.AddEdge(emailSummaryExecutor, databaseAccessExecutor)
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.WithOutputFrom(handleUncertainExecutor, handleSpamExecutor, sendEmailExecutor);
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var workflow = builder.Build();
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// Read a email from a text file
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string email = Resources.Read("email.txt");
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// Execute the workflow
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await using StreamingRun run = await InProcessExecution.RunStreamingAsync(workflow, new ChatMessage(ChatRole.User, email));
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await run.TrySendMessageAsync(new TurnToken(emitEvents: true));
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await foreach (WorkflowEvent evt in run.WatchStreamAsync())
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{
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||||
if (evt is WorkflowOutputEvent outputEvent)
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||||
{
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||||
Console.WriteLine($"{outputEvent}");
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||||
}
|
||||
else if (evt is ClassificationEvent classificationEvent)
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||||
{
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||||
Console.WriteLine($"{classificationEvent}");
|
||||
}
|
||||
else if (evt is DatabaseEvent databaseEvent)
|
||||
{
|
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Console.WriteLine($"{databaseEvent}");
|
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}
|
||||
else if (evt is WorkflowErrorEvent workflowError)
|
||||
{
|
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Console.ForegroundColor = ConsoleColor.Red;
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Console.Error.WriteLine(workflowError.Exception?.ToString() ?? "Unknown workflow error occurred.");
|
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Console.ResetColor();
|
||||
}
|
||||
else if (evt is ExecutorFailedEvent executorFailed)
|
||||
{
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Console.ForegroundColor = ConsoleColor.Red;
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Console.Error.WriteLine($"Executor '{executorFailed.ExecutorId}' failed with {(executorFailed.Data == null ? "unknown error" : $"exception {executorFailed.Data}")}.");
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||||
Console.ResetColor();
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||||
}
|
||||
}
|
||||
}
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||||
|
||||
/// <summary>
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||||
/// Creates a partitioner for routing messages based on the analysis result.
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/// </summary>
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||||
/// <returns>A function that takes an analysis result and returns the target partitions.</returns>
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private static Func<AnalysisResult?, int, IEnumerable<int>> GetTargetAssigner()
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||||
{
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||||
return (analysisResult, targetCount) =>
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||||
{
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||||
if (analysisResult is not null)
|
||||
{
|
||||
if (analysisResult.spamDecision == SpamDecision.Spam)
|
||||
{
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||||
return [0]; // Route to spam handler
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}
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else if (analysisResult.spamDecision == SpamDecision.NotSpam)
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||||
{
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List<int> targets = [1]; // Route to the email assistant
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||||
if (analysisResult.EmailLength > LongEmailThreshold)
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{
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targets.Add(2); // Route to the email summarizer too
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||||
}
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||||
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return targets;
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||||
}
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||||
else
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{
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||||
return [3];
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||||
}
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||||
}
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||||
throw new InvalidOperationException("Invalid analysis result.");
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||||
};
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}
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|
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/// <summary>
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||||
/// Create an email analysis agent.
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/// </summary>
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||||
/// <returns>A ChatClientAgent configured for email analysis</returns>
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private static ChatClientAgent GetEmailAnalysisAgent(AIProjectClient client, string model) =>
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client.AsAIAgent(new ChatClientAgentOptions()
|
||||
{
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||||
ChatOptions = new()
|
||||
{
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||||
ModelId = model,
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||||
Instructions = "You are a spam detection assistant that identifies spam emails.",
|
||||
ResponseFormat = ChatResponseFormat.ForJsonSchema<AnalysisResult>()
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||||
}
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||||
});
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|
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/// <summary>
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||||
/// Creates an email assistant agent.
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/// </summary>
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/// <returns>A ChatClientAgent configured for email assistance</returns>
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private static ChatClientAgent GetEmailAssistantAgent(AIProjectClient client, string model) =>
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client.AsAIAgent(new ChatClientAgentOptions()
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||||
{
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ChatOptions = new()
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||||
{
|
||||
ModelId = model,
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||||
Instructions = "You are an email assistant that helps users draft responses to emails with professionalism.",
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ResponseFormat = ChatResponseFormat.ForJsonSchema<EmailResponse>()
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}
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});
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|
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/// <summary>
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/// Creates an agent that summarizes emails.
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/// </summary>
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||||
/// <returns>A ChatClientAgent configured for email summarization</returns>
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private static ChatClientAgent GetEmailSummaryAgent(AIProjectClient client, string model) =>
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client.AsAIAgent(new ChatClientAgentOptions()
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{
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ChatOptions = new()
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||||
{
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||||
ModelId = model,
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Instructions = "You are an assistant that helps users summarize emails.",
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ResponseFormat = ChatResponseFormat.ForJsonSchema<EmailSummary>()
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}
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});
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}
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|
||||
internal static class EmailStateConstants
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||||
{
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public const string EmailStateScope = "EmailState";
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}
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/// <summary>
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/// Represents the possible decisions for spam detection.
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/// </summary>
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public enum SpamDecision
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{
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NotSpam,
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Spam,
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Uncertain
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}
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/// <summary>
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/// Represents the result of email analysis.
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/// </summary>
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public sealed class AnalysisResult
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{
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[JsonPropertyName("spam_decision")]
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[JsonConverter(typeof(JsonStringEnumConverter))]
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public SpamDecision spamDecision { get; set; }
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[JsonPropertyName("reason")]
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public string Reason { get; set; } = string.Empty;
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[JsonIgnore]
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public int EmailLength { get; set; }
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[JsonIgnore]
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public string EmailSummary { get; set; } = string.Empty;
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[JsonIgnore]
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public string EmailId { get; set; } = string.Empty;
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}
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/// <summary>
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/// Represents an email.
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/// </summary>
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internal sealed class Email
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{
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[JsonPropertyName("email_id")]
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public string EmailId { get; set; } = string.Empty;
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[JsonPropertyName("email_content")]
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public string EmailContent { get; set; } = string.Empty;
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}
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/// <summary>
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/// Executor that analyzes emails using an AI agent.
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/// </summary>
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internal sealed class EmailAnalysisExecutor : Executor<ChatMessage, AnalysisResult>
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{
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private readonly AIAgent _emailAnalysisAgent;
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/// <summary>
|
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/// Creates a new instance of the <see cref="EmailAnalysisExecutor"/> class.
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/// </summary>
|
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/// <param name="emailAnalysisAgent">The AI agent used for email analysis</param>
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public EmailAnalysisExecutor(AIAgent emailAnalysisAgent) : base("EmailAnalysisExecutor")
|
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{
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this._emailAnalysisAgent = emailAnalysisAgent;
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}
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public override async ValueTask<AnalysisResult> HandleAsync(ChatMessage message, IWorkflowContext context, CancellationToken cancellationToken = default)
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||||
{
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// Generate a random email ID and store the email content
|
||||
var newEmail = new Email
|
||||
{
|
||||
EmailId = Guid.NewGuid().ToString("N"),
|
||||
EmailContent = message.Text
|
||||
};
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await context.QueueStateUpdateAsync(newEmail.EmailId, newEmail, scopeName: EmailStateConstants.EmailStateScope, cancellationToken);
|
||||
|
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// Invoke the agent
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var response = await this._emailAnalysisAgent.RunAsync(message, cancellationToken: cancellationToken);
|
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var AnalysisResult = JsonSerializer.Deserialize<AnalysisResult>(response.Text);
|
||||
|
||||
AnalysisResult!.EmailId = newEmail.EmailId;
|
||||
AnalysisResult!.EmailLength = newEmail.EmailContent.Length;
|
||||
|
||||
// Emit a classification event so the workflow output shows the spam decision.
|
||||
await context.AddEventAsync(
|
||||
new ClassificationEvent($"Email classified as: {AnalysisResult.spamDecision} — {AnalysisResult.Reason}"),
|
||||
cancellationToken);
|
||||
|
||||
return AnalysisResult;
|
||||
}
|
||||
}
|
||||
|
||||
/// <summary>
|
||||
/// Represents the response from the email assistant.
|
||||
/// </summary>
|
||||
public sealed class EmailResponse
|
||||
{
|
||||
[JsonPropertyName("response")]
|
||||
public string Response { get; set; } = string.Empty;
|
||||
}
|
||||
|
||||
/// <summary>
|
||||
/// Executor that assists with email responses using an AI agent.
|
||||
/// </summary>
|
||||
internal sealed class EmailAssistantExecutor : Executor<AnalysisResult, EmailResponse>
|
||||
{
|
||||
private readonly AIAgent _emailAssistantAgent;
|
||||
|
||||
/// <summary>
|
||||
/// Creates a new instance of the <see cref="EmailAssistantExecutor"/> class.
|
||||
/// </summary>
|
||||
/// <param name="emailAssistantAgent">The AI agent used for email assistance</param>
|
||||
public EmailAssistantExecutor(AIAgent emailAssistantAgent) : base("EmailAssistantExecutor")
|
||||
{
|
||||
this._emailAssistantAgent = emailAssistantAgent;
|
||||
}
|
||||
|
||||
public override async ValueTask<EmailResponse> HandleAsync(AnalysisResult message, IWorkflowContext context, CancellationToken cancellationToken = default)
|
||||
{
|
||||
if (message.spamDecision == SpamDecision.Spam)
|
||||
{
|
||||
throw new InvalidOperationException("This executor should only handle non-spam messages.");
|
||||
}
|
||||
|
||||
// Retrieve the email content from the context
|
||||
var email = await context.ReadStateAsync<Email>(message.EmailId, scopeName: EmailStateConstants.EmailStateScope, cancellationToken);
|
||||
|
||||
// Invoke the agent
|
||||
var response = await this._emailAssistantAgent.RunAsync(email!.EmailContent, cancellationToken: cancellationToken);
|
||||
var emailResponse = JsonSerializer.Deserialize<EmailResponse>(response.Text);
|
||||
|
||||
return emailResponse!;
|
||||
}
|
||||
}
|
||||
|
||||
/// <summary>
|
||||
/// Executor that sends emails.
|
||||
/// </summary>
|
||||
[YieldsOutput(typeof(string))]
|
||||
internal sealed class SendEmailExecutor() : Executor<EmailResponse>("SendEmailExecutor")
|
||||
{
|
||||
/// <summary>
|
||||
/// Simulate the sending of an email.
|
||||
/// </summary>
|
||||
public override async ValueTask HandleAsync(EmailResponse message, IWorkflowContext context, CancellationToken cancellationToken = default) =>
|
||||
await context.YieldOutputAsync($"Email sent: {message.Response}", cancellationToken);
|
||||
}
|
||||
|
||||
/// <summary>
|
||||
/// Executor that handles spam messages.
|
||||
/// </summary>
|
||||
[YieldsOutput(typeof(string))]
|
||||
internal sealed class HandleSpamExecutor() : Executor<AnalysisResult>("HandleSpamExecutor")
|
||||
{
|
||||
/// <summary>
|
||||
/// Simulate the handling of a spam message.
|
||||
/// </summary>
|
||||
public override async ValueTask HandleAsync(AnalysisResult message, IWorkflowContext context, CancellationToken cancellationToken = default)
|
||||
{
|
||||
if (message.spamDecision == SpamDecision.Spam)
|
||||
{
|
||||
await context.YieldOutputAsync($"Email marked as spam: {message.Reason}", cancellationToken);
|
||||
}
|
||||
else
|
||||
{
|
||||
throw new InvalidOperationException("This executor should only handle spam messages.");
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
/// <summary>
|
||||
/// Executor that handles uncertain messages.
|
||||
/// </summary>
|
||||
[YieldsOutput(typeof(string))]
|
||||
internal sealed class HandleUncertainExecutor() : Executor<AnalysisResult>("HandleUncertainExecutor")
|
||||
{
|
||||
/// <summary>
|
||||
/// Simulate the handling of an uncertain spam decision.
|
||||
/// </summary>
|
||||
public override async ValueTask HandleAsync(AnalysisResult message, IWorkflowContext context, CancellationToken cancellationToken = default)
|
||||
{
|
||||
if (message.spamDecision == SpamDecision.Uncertain)
|
||||
{
|
||||
var email = await context.ReadStateAsync<Email>(message.EmailId, scopeName: EmailStateConstants.EmailStateScope, cancellationToken);
|
||||
await context.YieldOutputAsync($"Email marked as uncertain: {message.Reason}. Email content: {email?.EmailContent}", cancellationToken);
|
||||
}
|
||||
else
|
||||
{
|
||||
throw new InvalidOperationException("This executor should only handle uncertain spam decisions.");
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
/// <summary>
|
||||
/// Represents the response from the email summary agent.
|
||||
/// </summary>
|
||||
public sealed class EmailSummary
|
||||
{
|
||||
[JsonPropertyName("summary")]
|
||||
public string Summary { get; set; } = string.Empty;
|
||||
}
|
||||
|
||||
/// <summary>
|
||||
/// Executor that summarizes emails using an AI agent.
|
||||
/// </summary>
|
||||
internal sealed class EmailSummaryExecutor : Executor<AnalysisResult, AnalysisResult>
|
||||
{
|
||||
private readonly AIAgent _emailSummaryAgent;
|
||||
|
||||
/// <summary>
|
||||
/// Creates a new instance of the <see cref="EmailSummaryExecutor"/> class.
|
||||
/// </summary>
|
||||
/// <param name="emailSummaryAgent">The AI agent used for email summarization</param>
|
||||
public EmailSummaryExecutor(AIAgent emailSummaryAgent) : base("EmailSummaryExecutor")
|
||||
{
|
||||
this._emailSummaryAgent = emailSummaryAgent;
|
||||
}
|
||||
|
||||
public override async ValueTask<AnalysisResult> HandleAsync(AnalysisResult message, IWorkflowContext context, CancellationToken cancellationToken = default)
|
||||
{
|
||||
// Read the email content from the shared states
|
||||
var email = await context.ReadStateAsync<Email>(message.EmailId, scopeName: EmailStateConstants.EmailStateScope, cancellationToken);
|
||||
|
||||
// Invoke the agent
|
||||
var response = await this._emailSummaryAgent.RunAsync(email!.EmailContent, cancellationToken: cancellationToken);
|
||||
var emailSummary = JsonSerializer.Deserialize<EmailSummary>(response.Text);
|
||||
message.EmailSummary = emailSummary!.Summary;
|
||||
|
||||
return message;
|
||||
}
|
||||
}
|
||||
|
||||
/// <summary>
|
||||
/// A custom workflow event for classification operations.
|
||||
/// </summary>
|
||||
/// <param name="message">The classification message</param>
|
||||
internal sealed class ClassificationEvent(string message) : WorkflowEvent(message) { }
|
||||
|
||||
/// <summary>
|
||||
/// A custom workflow event for database operations.
|
||||
/// </summary>
|
||||
/// <param name="message">The message associated with the event</param>
|
||||
internal sealed class DatabaseEvent(string message) : WorkflowEvent(message) { }
|
||||
|
||||
/// <summary>
|
||||
/// Executor that handles database access.
|
||||
/// </summary>
|
||||
internal sealed class DatabaseAccessExecutor() : Executor<AnalysisResult>("DatabaseAccessExecutor")
|
||||
{
|
||||
public override async ValueTask HandleAsync(AnalysisResult message, IWorkflowContext context, CancellationToken cancellationToken = default)
|
||||
{
|
||||
// 1. Save the email content
|
||||
await context.ReadStateAsync<Email>(message.EmailId, scopeName: EmailStateConstants.EmailStateScope, cancellationToken);
|
||||
await Task.Delay(100, cancellationToken); // Simulate database access delay
|
||||
|
||||
// 2. Save the analysis result
|
||||
await Task.Delay(100, cancellationToken); // Simulate database access delay
|
||||
|
||||
// Not using the `WorkflowCompletedEvent` because this is not the end of the workflow.
|
||||
// The end of the workflow is signaled by the `SendEmailExecutor` or the `HandleUnknownExecutor`.
|
||||
await context.AddEventAsync(new DatabaseEvent($"Email {message.EmailId} saved to database."), cancellationToken);
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,13 @@
|
||||
// Copyright (c) Microsoft. All rights reserved.
|
||||
|
||||
namespace WorkflowMultiSelectionSample;
|
||||
|
||||
/// <summary>
|
||||
/// Resource helper to load resources.
|
||||
/// </summary>
|
||||
internal static class Resources
|
||||
{
|
||||
private const string ResourceFolder = "Resources";
|
||||
|
||||
public static string Read(string fileName) => File.ReadAllText(Path.Combine(AppContext.BaseDirectory, ResourceFolder, fileName));
|
||||
}
|
||||
Reference in New Issue
Block a user