// Copyright (c) Microsoft. All rights reserved.

// This sample shows how to use TextSearchProvider to add retrieval augmented generation (RAG)
// capabilities to a hosted agent. The provider runs a search against an external knowledge base
// before each model invocation and injects the results into the model context.

using Azure.AI.Projects;
using Azure.Core;
using Azure.Identity;
using DotNetEnv;
using Hosted_Shared_Contributor_Setup;
using Microsoft.Agents.AI;
using Microsoft.Agents.AI.Foundry.Hosting;
using Microsoft.Extensions.AI;
using OpenAI.Chat;

// Load .env file if present (for local development)
Env.TraversePath().Load();

string endpoint = Environment.GetEnvironmentVariable("FOUNDRY_PROJECT_ENDPOINT")
    ?? throw new InvalidOperationException("FOUNDRY_PROJECT_ENDPOINT is not set.");
string deploymentName = Environment.GetEnvironmentVariable("FOUNDRY_MODEL") ?? "gpt-4o";

// WARNING: DefaultAzureCredential is convenient for development but requires careful consideration in production.
// In production, consider using a specific credential (e.g., ManagedIdentityCredential) to avoid
// latency issues, unintended credential probing, and potential security risks from fallback mechanisms.
// Use a chained credential: try a temporary dev token first (for local Docker debugging),
// then fall back to DefaultAzureCredential (for local dev via dotnet run / managed identity in production).
TokenCredential credential = new ChainedTokenCredential(
    new DevTemporaryTokenCredential(),
    new DefaultAzureCredential());

TextSearchProviderOptions textSearchOptions = new()
{
    SearchTime = TextSearchProviderOptions.TextSearchBehavior.BeforeAIInvoke,
    RecentMessageMemoryLimit = 6,
};

AIAgent agent = new AIProjectClient(new Uri(endpoint), credential)
    .AsAIAgent(new ChatClientAgentOptions
    {
        Name = Environment.GetEnvironmentVariable("AGENT_NAME") ?? "hosted-text-rag",
        ChatOptions = new ChatOptions
        {
            ModelId = deploymentName,
            Instructions = "You are a helpful support specialist for Contoso Outdoors. Answer questions using the provided context and cite the source document when available.",
        },
        AIContextProviders = [new TextSearchProvider(MockSearchAsync, textSearchOptions)]
    });

// Host the agent as a Foundry Hosted Agent using the Responses API.
var builder = WebApplication.CreateBuilder(args);
builder.Services.AddFoundryResponses(agent);

var app = builder.Build();
app.MapFoundryResponses();

// Contributor-only: in Development, also map the per-agent OpenAI route shape that live Foundry uses
// so a local REPL client can target this server via AIProjectClient.AsAIAgent(Uri agentEndpoint).
// Do not use this in production. Hosted Foundry agents only support the agent-endpoint path.
app.MapDevTemporaryLocalAgentEndpoint();

app.Run();

// ── Mock search function ─────────────────────────────────────────────────────
// In production, replace this with a real search provider (e.g., Azure AI Search).

static Task<IEnumerable<TextSearchProvider.TextSearchResult>> MockSearchAsync(string query, CancellationToken cancellationToken)
{
    List<TextSearchProvider.TextSearchResult> results = [];

    if (query.Contains("return", StringComparison.OrdinalIgnoreCase) || query.Contains("refund", StringComparison.OrdinalIgnoreCase))
    {
        results.Add(new()
        {
            SourceName = "Contoso Outdoors Return Policy",
            SourceLink = "https://contoso.com/policies/returns",
            Text = "Customers may return any item within 30 days of delivery. Items should be unused and include original packaging. Refunds are issued to the original payment method within 5 business days of inspection."
        });
    }

    if (query.Contains("shipping", StringComparison.OrdinalIgnoreCase))
    {
        results.Add(new()
        {
            SourceName = "Contoso Outdoors Shipping Guide",
            SourceLink = "https://contoso.com/help/shipping",
            Text = "Standard shipping is free on orders over $50 and typically arrives in 3-5 business days within the continental United States. Expedited options are available at checkout."
        });
    }

    if (query.Contains("tent", StringComparison.OrdinalIgnoreCase) || query.Contains("fabric", StringComparison.OrdinalIgnoreCase))
    {
        results.Add(new()
        {
            SourceName = "TrailRunner Tent Care Instructions",
            SourceLink = "https://contoso.com/manuals/trailrunner-tent",
            Text = "Clean the tent fabric with lukewarm water and a non-detergent soap. Allow it to air dry completely before storage and avoid prolonged UV exposure to extend the lifespan of the waterproof coating."
        });
    }

    return Task.FromResult<IEnumerable<TextSearchProvider.TextSearchResult>>(results);
}
