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@@ -0,0 +1,76 @@
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// Copyright (c) Microsoft. All rights reserved.
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// This sample shows how to use TextSearchProvider to add retrieval augmented generation (RAG)
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// capabilities to an AI agent. The provider runs a search against an external knowledge base
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// before each model invocation and injects the results into the model context.
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using Azure.AI.AgentServer.AgentFramework.Extensions;
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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.Extensions.AI;
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using OpenAI.Chat;
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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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TextSearchProviderOptions textSearchOptions = new()
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{
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// Run the search prior to every model invocation and keep a short rolling window of conversation context.
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SearchTime = TextSearchProviderOptions.TextSearchBehavior.BeforeAIInvoke,
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RecentMessageMemoryLimit = 6,
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};
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AIAgent agent = new AzureOpenAIClient(
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new Uri(endpoint),
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new DefaultAzureCredential())
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.GetChatClient(deploymentName)
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.CreateAIAgent(new ChatClientAgentOptions
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{
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ChatOptions = new ChatOptions
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{
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Instructions = "You are a helpful support specialist for Contoso Outdoors. Answer questions using the provided context and cite the source document when available.",
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},
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AIContextProviderFactory = ctx => new TextSearchProvider(MockSearchAsync, ctx.SerializedState, ctx.JsonSerializerOptions, textSearchOptions)
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});
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await agent.RunAIAgentAsync();
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static Task<IEnumerable<TextSearchProvider.TextSearchResult>> MockSearchAsync(string query, CancellationToken cancellationToken)
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{
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// The mock search inspects the user's question and returns pre-defined snippets
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// that resemble documents stored in an external knowledge source.
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List<TextSearchProvider.TextSearchResult> results = [];
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if (query.Contains("return", StringComparison.OrdinalIgnoreCase) || query.Contains("refund", StringComparison.OrdinalIgnoreCase))
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{
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results.Add(new()
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{
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SourceName = "Contoso Outdoors Return Policy",
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SourceLink = "https://contoso.com/policies/returns",
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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."
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});
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}
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if (query.Contains("shipping", StringComparison.OrdinalIgnoreCase))
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{
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results.Add(new()
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{
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SourceName = "Contoso Outdoors Shipping Guide",
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SourceLink = "https://contoso.com/help/shipping",
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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."
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});
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}
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if (query.Contains("tent", StringComparison.OrdinalIgnoreCase) || query.Contains("fabric", StringComparison.OrdinalIgnoreCase))
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{
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results.Add(new()
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{
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SourceName = "TrailRunner Tent Care Instructions",
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SourceLink = "https://contoso.com/manuals/trailrunner-tent",
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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."
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});
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}
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return Task.FromResult<IEnumerable<TextSearchProvider.TextSearchResult>>(results);
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}
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