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* Python: .NET Samples - Restructure and Improve Samples (Feature Branch) (#4091) * Moved by agent (#4094) * Fix readme links * .NET Samples - Create `04-hosting` learning path step (#4098) * Agent move * Agent reorderd * Remove A2A section from README Removed A2A section from the Getting Started README. * Agent fixed links * Fix broken sample links in durable-agents README (#4101) * Initial plan * Fix broken internal links in documentation Co-authored-by: crickman <66376200+crickman@users.noreply.github.com> * Revert template link changes; keep only durable-agents README fix Co-authored-by: crickman <66376200+crickman@users.noreply.github.com> --------- Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com> Co-authored-by: crickman <66376200+crickman@users.noreply.github.com> * .NET Samples - Create `03-workflows` learning path step (#4102) * Fix solution project path * Python: Fix broken markdown links to repo resources (outside /docs) (#4105) * Initial plan * Fix broken markdown links to repo resources Co-authored-by: crickman <66376200+crickman@users.noreply.github.com> * Update README to rename .NET Workflows Samples section --------- Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com> Co-authored-by: crickman <66376200+crickman@users.noreply.github.com> * .NET Samples - Create `02-agents` learning path step (#4107) * .NET: Fix broken relative link in GroupChatToolApproval README (#4108) * Initial plan * Fix broken link in GroupChatToolApproval README Co-authored-by: crickman <66376200+crickman@users.noreply.github.com> --------- Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com> Co-authored-by: crickman <66376200+crickman@users.noreply.github.com> * Update labeler configuration for workflow samples * .NET - Reorder Agents samples to start from Step01 instead of Step04 (#4110) * Fix solution * Resolve new sample paths * Move new AgentSkills and AgentWithMemory_Step04 samples * Fix link * Fix readme path * fix: update stale dotnet/samples/Durable path reference in AGENTS.md Co-authored-by: crickman <66376200+crickman@users.noreply.github.com> * Moved new sample * Update solution * Resolve merge (new sample) * Sync to new sample - FoundryAgents_Step21_BingCustomSearch * Updated README * .NET Samples - Configuration Naming Update (#4149) * .NET: Restore AzureFunctions index parity with ConsoleApps under DurableAgents samples (#4221) * Clean-up `05_host_your_agent` * Config setting consistency * Refine samples * AGENTS.md * Move new samples * Re-order samples * Move new project and fixup solution * Fixup model config * Fix up new UT project --------- Co-authored-by: Copilot <198982749+Copilot@users.noreply.github.com>
260 lines
10 KiB
C#
260 lines
10 KiB
C#
// 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.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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namespace WorkflowEdgeConditionSample;
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/// <summary>
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/// This sample introduces conditional routing using edge conditions to create decision-based workflows.
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///
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/// This workflow creates an automated email response system that routes emails down different paths based
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/// on spam detection results:
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///
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/// 1. Spam Detection Agent analyzes incoming emails and classifies them as spam or legitimate
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/// 2. Based on the classification:
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/// - Legitimate emails → Email Assistant Agent → Send Email Executor
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/// - Spam emails → Handle Spam Executor (marks as spam)
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///
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/// Edge conditions enable workflows to make intelligent routing decisions, allowing you to
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/// build sophisticated automation that responds differently based on the data being processed.
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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 static async Task Main()
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{
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// Set up the Azure OpenAI client
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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 chatClient = new AzureOpenAIClient(new Uri(endpoint), new AzureCliCredential()).GetChatClient(deploymentName).AsIChatClient();
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// Create agents
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AIAgent spamDetectionAgent = GetSpamDetectionAgent(chatClient);
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AIAgent emailAssistantAgent = GetEmailAssistantAgent(chatClient);
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// Create executors
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var spamDetectionExecutor = new SpamDetectionExecutor(spamDetectionAgent);
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var emailAssistantExecutor = new EmailAssistantExecutor(emailAssistantAgent);
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var sendEmailExecutor = new SendEmailExecutor();
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var handleSpamExecutor = new HandleSpamExecutor();
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// Build the workflow by adding executors and connecting them
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var workflow = new WorkflowBuilder(spamDetectionExecutor)
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.AddEdge(spamDetectionExecutor, emailAssistantExecutor, condition: GetCondition(expectedResult: false))
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.AddEdge(emailAssistantExecutor, sendEmailExecutor)
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.AddEdge(spamDetectionExecutor, handleSpamExecutor, condition: GetCondition(expectedResult: true))
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.WithOutputFrom(handleSpamExecutor, sendEmailExecutor)
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.Build();
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// Read a email from a text file
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string email = Resources.Read("spam.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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}
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}
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}
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/// <summary>
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/// Creates a condition for routing messages based on the expected spam detection result.
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/// </summary>
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/// <param name="expectedResult">The expected spam detection result</param>
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/// <returns>A function that evaluates whether a message meets the expected result</returns>
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private static Func<object?, bool> GetCondition(bool expectedResult) =>
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detectionResult => detectionResult is DetectionResult result && result.IsSpam == expectedResult;
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/// <summary>
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/// Creates a spam detection agent.
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/// </summary>
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/// <returns>A ChatClientAgent configured for spam detection</returns>
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private static ChatClientAgent GetSpamDetectionAgent(IChatClient chatClient) =>
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new(chatClient, new ChatClientAgentOptions()
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{
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ChatOptions = new()
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{
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Instructions = "You are a spam detection assistant that identifies spam emails.",
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ResponseFormat = ChatResponseFormat.ForJsonSchema<DetectionResult>()
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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(IChatClient chatClient) =>
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new(chatClient, new ChatClientAgentOptions()
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{
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ChatOptions = new()
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{
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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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/// Constants for shared state scopes.
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/// </summary>
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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 result of spam detection.
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/// </summary>
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public sealed class DetectionResult
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{
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[JsonPropertyName("is_spam")]
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public bool IsSpam { get; set; }
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[JsonPropertyName("reason")]
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public string Reason { get; set; } = string.Empty;
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// Email ID is generated by the executor not the agent
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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 detects spam using an AI agent.
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/// </summary>
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internal sealed class SpamDetectionExecutor : Executor<ChatMessage, DetectionResult>
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{
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private readonly AIAgent _spamDetectionAgent;
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/// <summary>
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/// Creates a new instance of the <see cref="SpamDetectionExecutor"/> class.
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/// </summary>
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/// <param name="spamDetectionAgent">The AI agent used for spam detection</param>
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public SpamDetectionExecutor(AIAgent spamDetectionAgent) : base("SpamDetectionExecutor")
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{
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this._spamDetectionAgent = spamDetectionAgent;
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}
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public override async ValueTask<DetectionResult> 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 to the shared state
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var newEmail = new Email
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{
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EmailId = Guid.NewGuid().ToString("N"),
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EmailContent = message.Text
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};
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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._spamDetectionAgent.RunAsync(message, cancellationToken: cancellationToken);
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var detectionResult = JsonSerializer.Deserialize<DetectionResult>(response.Text);
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detectionResult!.EmailId = newEmail.EmailId;
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return detectionResult;
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}
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}
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/// <summary>
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/// Represents the response from the email assistant.
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/// </summary>
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public sealed class EmailResponse
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{
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[JsonPropertyName("response")]
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public string Response { get; set; } = string.Empty;
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}
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/// <summary>
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/// Executor that assists with email responses using an AI agent.
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/// </summary>
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internal sealed class EmailAssistantExecutor : Executor<DetectionResult, EmailResponse>
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{
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private readonly AIAgent _emailAssistantAgent;
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/// <summary>
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/// Creates a new instance of the <see cref="EmailAssistantExecutor"/> class.
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/// </summary>
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/// <param name="emailAssistantAgent">The AI agent used for email assistance</param>
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public EmailAssistantExecutor(AIAgent emailAssistantAgent) : base("EmailAssistantExecutor")
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{
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this._emailAssistantAgent = emailAssistantAgent;
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}
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public override async ValueTask<EmailResponse> HandleAsync(DetectionResult message, IWorkflowContext context, CancellationToken cancellationToken = default)
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{
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if (message.IsSpam)
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{
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throw new InvalidOperationException("This executor should only handle non-spam messages.");
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}
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// Retrieve the email content from the shared state
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var email = await context.ReadStateAsync<Email>(message.EmailId, scopeName: EmailStateConstants.EmailStateScope, cancellationToken)
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?? throw new InvalidOperationException("Email not found.");
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// Invoke the agent
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var response = await this._emailAssistantAgent.RunAsync(email.EmailContent, cancellationToken: cancellationToken);
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var emailResponse = JsonSerializer.Deserialize<EmailResponse>(response.Text);
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return emailResponse!;
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}
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}
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/// <summary>
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/// Executor that sends emails.
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/// </summary>
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internal sealed class SendEmailExecutor() : Executor<EmailResponse>("SendEmailExecutor")
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{
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/// <summary>
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/// Simulate the sending of an email.
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/// </summary>
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public override async ValueTask HandleAsync(EmailResponse message, IWorkflowContext context, CancellationToken cancellationToken = default) =>
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await context.YieldOutputAsync($"Email sent: {message.Response}", cancellationToken);
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}
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/// <summary>
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/// Executor that handles spam messages.
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/// </summary>
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internal sealed class HandleSpamExecutor() : Executor<DetectionResult>("HandleSpamExecutor")
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{
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/// <summary>
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/// Simulate the handling of a spam message.
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/// </summary>
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public override async ValueTask HandleAsync(DetectionResult message, IWorkflowContext context, CancellationToken cancellationToken = default)
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{
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if (message.IsSpam)
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{
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await context.YieldOutputAsync($"Email marked as spam: {message.Reason}", cancellationToken);
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}
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else
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{
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throw new InvalidOperationException("This executor should only handle spam messages.");
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}
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}
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}
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