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This commit is contained in:
@@ -0,0 +1,229 @@
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// Copyright (c) Microsoft. All rights reserved.
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using System.Net;
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using System.Text.Json;
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using Microsoft.Agents.AI;
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using Microsoft.Agents.AI.DurableTask;
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using Microsoft.Azure.Functions.Worker;
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using Microsoft.Azure.Functions.Worker.Http;
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using Microsoft.DurableTask;
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using Microsoft.DurableTask.Client;
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using Microsoft.Extensions.Logging;
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namespace AgentOrchestration_HITL;
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public static class FunctionTriggers
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{
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[Function(nameof(RunOrchestrationAsync))]
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public static async Task<object> RunOrchestrationAsync(
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[OrchestrationTrigger] TaskOrchestrationContext context)
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{
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// Get the input from the orchestration
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ContentGenerationInput input = context.GetInput<ContentGenerationInput>()
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?? throw new InvalidOperationException("Content generation input is required");
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// Get the writer agent
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DurableAIAgent writerAgent = context.GetAgent("WriterAgent");
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AgentThread writerThread = await writerAgent.GetNewThreadAsync();
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// Set initial status
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context.SetCustomStatus($"Starting content generation for topic: {input.Topic}");
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// Step 1: Generate initial content
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AgentResponse<GeneratedContent> writerResponse = await writerAgent.RunAsync<GeneratedContent>(
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message: $"Write a short article about '{input.Topic}'.",
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thread: writerThread);
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GeneratedContent content = writerResponse.Result;
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// Human-in-the-loop iteration - we set a maximum number of attempts to avoid infinite loops
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int iterationCount = 0;
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while (iterationCount++ < input.MaxReviewAttempts)
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{
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context.SetCustomStatus(
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$"Requesting human feedback. Iteration #{iterationCount}. Timeout: {input.ApprovalTimeoutHours} hour(s).");
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// Step 2: Notify user to review the content
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await context.CallActivityAsync(nameof(NotifyUserForApproval), content);
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// Step 3: Wait for human feedback with configurable timeout
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HumanApprovalResponse humanResponse;
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try
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{
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humanResponse = await context.WaitForExternalEvent<HumanApprovalResponse>(
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eventName: "HumanApproval",
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timeout: TimeSpan.FromHours(input.ApprovalTimeoutHours));
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}
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catch (OperationCanceledException)
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{
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// Timeout occurred - treat as rejection
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context.SetCustomStatus(
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$"Human approval timed out after {input.ApprovalTimeoutHours} hour(s). Treating as rejection.");
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throw new TimeoutException($"Human approval timed out after {input.ApprovalTimeoutHours} hour(s).");
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}
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if (humanResponse.Approved)
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{
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context.SetCustomStatus("Content approved by human reviewer. Publishing content...");
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// Step 4: Publish the approved content
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await context.CallActivityAsync(nameof(PublishContent), content);
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context.SetCustomStatus($"Content published successfully at {context.CurrentUtcDateTime:s}");
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return new { content = content.Content };
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}
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context.SetCustomStatus("Content rejected by human reviewer. Incorporating feedback and regenerating...");
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// Incorporate human feedback and regenerate
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writerResponse = await writerAgent.RunAsync<GeneratedContent>(
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message: $"""
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The content was rejected by a human reviewer. Please rewrite the article incorporating their feedback.
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Human Feedback: {humanResponse.Feedback}
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""",
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thread: writerThread);
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content = writerResponse.Result;
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}
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// If we reach here, it means we exhausted the maximum number of iterations
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throw new InvalidOperationException(
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$"Content could not be approved after {input.MaxReviewAttempts} iterations.");
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}
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// POST /hitl/run
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[Function(nameof(StartOrchestrationAsync))]
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public static async Task<HttpResponseData> StartOrchestrationAsync(
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[HttpTrigger(AuthorizationLevel.Anonymous, "post", Route = "hitl/run")] HttpRequestData req,
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[DurableClient] DurableTaskClient client)
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{
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// Read the input from the request body
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ContentGenerationInput? input = await req.ReadFromJsonAsync<ContentGenerationInput>();
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if (input is null || string.IsNullOrWhiteSpace(input.Topic))
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{
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HttpResponseData badRequestResponse = req.CreateResponse(HttpStatusCode.BadRequest);
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await badRequestResponse.WriteAsJsonAsync(new { error = "Topic is required" });
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return badRequestResponse;
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}
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string instanceId = await client.ScheduleNewOrchestrationInstanceAsync(
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orchestratorName: nameof(RunOrchestrationAsync),
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input: input);
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HttpResponseData response = req.CreateResponse(HttpStatusCode.Accepted);
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await response.WriteAsJsonAsync(new
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{
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message = "HITL content generation orchestration started.",
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topic = input.Topic,
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instanceId,
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statusQueryGetUri = GetStatusQueryGetUri(req, instanceId),
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});
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return response;
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}
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// POST /hitl/approve/{instanceId}
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[Function(nameof(SendHumanApprovalAsync))]
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public static async Task<HttpResponseData> SendHumanApprovalAsync(
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[HttpTrigger(AuthorizationLevel.Anonymous, "post", Route = "hitl/approve/{instanceId}")] HttpRequestData req,
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string instanceId,
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[DurableClient] DurableTaskClient client)
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{
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// Read the approval response from the request body
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HumanApprovalResponse? approvalResponse = await req.ReadFromJsonAsync<HumanApprovalResponse>();
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if (approvalResponse is null)
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{
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HttpResponseData badRequestResponse = req.CreateResponse(HttpStatusCode.BadRequest);
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await badRequestResponse.WriteAsJsonAsync(new { error = "Approval response is required" });
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return badRequestResponse;
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}
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// Send the approval event to the orchestration
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await client.RaiseEventAsync(instanceId, "HumanApproval", approvalResponse);
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HttpResponseData response = req.CreateResponse(HttpStatusCode.OK);
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await response.WriteAsJsonAsync(new
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{
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message = "Human approval sent to orchestration.",
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instanceId,
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approved = approvalResponse.Approved
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});
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return response;
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}
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// GET /hitl/status/{instanceId}
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[Function(nameof(GetOrchestrationStatusAsync))]
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public static async Task<HttpResponseData> GetOrchestrationStatusAsync(
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[HttpTrigger(AuthorizationLevel.Anonymous, "get", Route = "hitl/status/{instanceId}")] HttpRequestData req,
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string instanceId,
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[DurableClient] DurableTaskClient client)
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{
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OrchestrationMetadata? status = await client.GetInstanceAsync(
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instanceId,
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getInputsAndOutputs: true,
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req.FunctionContext.CancellationToken);
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if (status is null)
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{
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HttpResponseData notFound = req.CreateResponse(HttpStatusCode.NotFound);
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await notFound.WriteAsJsonAsync(new { error = "Instance not found" });
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return notFound;
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}
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HttpResponseData response = req.CreateResponse(HttpStatusCode.OK);
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await response.WriteAsJsonAsync(new
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{
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instanceId = status.InstanceId,
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runtimeStatus = status.RuntimeStatus.ToString(),
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workflowStatus = status.SerializedCustomStatus is not null ? (object)status.ReadCustomStatusAs<JsonElement>() : null,
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input = status.SerializedInput is not null ? (object)status.ReadInputAs<JsonElement>() : null,
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output = status.SerializedOutput is not null ? (object)status.ReadOutputAs<JsonElement>() : null,
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failureDetails = status.FailureDetails
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});
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return response;
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}
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[Function(nameof(NotifyUserForApproval))]
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public static void NotifyUserForApproval(
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[ActivityTrigger] GeneratedContent content,
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FunctionContext functionContext)
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{
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ILogger logger = functionContext.GetLogger(nameof(NotifyUserForApproval));
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// In a real implementation, this would send notifications via email, SMS, etc.
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logger.LogInformation(
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"""
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NOTIFICATION: Please review the following content for approval:
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Title: {Title}
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Content: {Content}
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Use the approval endpoint to approve or reject this content.
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""",
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content.Title,
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content.Content);
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}
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[Function(nameof(PublishContent))]
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public static void PublishContent(
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[ActivityTrigger] GeneratedContent content,
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FunctionContext functionContext)
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{
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ILogger logger = functionContext.GetLogger(nameof(PublishContent));
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// In a real implementation, this would publish to a CMS, website, etc.
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logger.LogInformation(
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"""
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PUBLISHING: Content has been published successfully.
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Title: {Title}
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Content: {Content}
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""",
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content.Title,
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content.Content);
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}
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private static string GetStatusQueryGetUri(HttpRequestData req, string instanceId)
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{
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// NOTE: This can be made more robust by considering the value of
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// request headers like "X-Forwarded-Host" and "X-Forwarded-Proto".
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string authority = $"{req.Url.Scheme}://{req.Url.Authority}";
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return $"{authority}/api/hitl/status/{instanceId}";
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}
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}
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