chore: import upstream snapshot with attribution
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// Copyright (c) Microsoft. All rights reserved.
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using System.Globalization;
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using Azure;
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using Azure.AI.OpenAI;
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using Azure.Identity;
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using Microsoft.Extensions.AI;
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using Microsoft.Extensions.Configuration;
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using Microsoft.Extensions.DependencyInjection;
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using Microsoft.Extensions.Hosting;
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using Microsoft.SemanticKernel;
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using OpenAI;
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using VectorStoreRAG;
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using VectorStoreRAG.Options;
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HostApplicationBuilder builder = Host.CreateApplicationBuilder(args);
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// Configure configuration and load the application configuration.
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builder.Configuration.AddUserSecrets<Program>();
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builder.Services.Configure<RagConfig>(builder.Configuration.GetSection(RagConfig.ConfigSectionName));
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var appConfig = new ApplicationConfig(builder.Configuration);
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// Create a cancellation token and source to pass to the application service to allow them
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// to request a graceful application shutdown.
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CancellationTokenSource appShutdownCancellationTokenSource = new();
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CancellationToken appShutdownCancellationToken = appShutdownCancellationTokenSource.Token;
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builder.Services.AddKeyedSingleton("AppShutdown", appShutdownCancellationTokenSource);
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// Register the kernel with the dependency injection container
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// and add Chat Completion and Text Embedding Generation services.
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var kernelBuilder = builder.Services.AddKernel();
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switch (appConfig.RagConfig.AIChatService)
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{
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case "AzureOpenAI":
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kernelBuilder.AddAzureOpenAIChatCompletion(
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appConfig.AzureOpenAIConfig.ChatDeploymentName,
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appConfig.AzureOpenAIConfig.Endpoint,
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new AzureCliCredential());
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break;
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case "OpenAI":
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kernelBuilder.AddOpenAIChatCompletion(
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appConfig.OpenAIConfig.ModelId,
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appConfig.OpenAIConfig.ApiKey,
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appConfig.OpenAIConfig.OrgId);
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break;
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default:
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throw new NotSupportedException($"AI Chat Service type '{appConfig.RagConfig.AIChatService}' is not supported.");
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}
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switch (appConfig.RagConfig.AIEmbeddingService)
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{
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case "AzureOpenAIEmbeddings":
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builder.Services.AddSingleton<IEmbeddingGenerator>(
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sp => new AzureOpenAIClient(new Uri(appConfig.AzureOpenAIEmbeddingsConfig.Endpoint), new AzureCliCredential())
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.GetEmbeddingClient(appConfig.AzureOpenAIEmbeddingsConfig.DeploymentName)
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.AsIEmbeddingGenerator());
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break;
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case "OpenAIEmbeddings":
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builder.Services.AddSingleton<IEmbeddingGenerator>(
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sp => new OpenAIClient(appConfig.OpenAIEmbeddingsConfig.ApiKey)
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.GetEmbeddingClient(appConfig.OpenAIEmbeddingsConfig.ModelId)
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.AsIEmbeddingGenerator());
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break;
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default:
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throw new NotSupportedException($"AI Embedding Service type '{appConfig.RagConfig.AIEmbeddingService}' is not supported.");
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}
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// Add the configured vector store record collection type to the
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// dependency injection container.
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switch (appConfig.RagConfig.VectorStoreType)
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{
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case "AzureAISearch":
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kernelBuilder.Services.AddAzureAISearchCollection<TextSnippet<string>>(
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appConfig.RagConfig.CollectionName,
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new Uri(appConfig.AzureAISearchConfig.Endpoint),
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new AzureKeyCredential(appConfig.AzureAISearchConfig.ApiKey));
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break;
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case "CosmosMongoDB":
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kernelBuilder.Services.AddCosmosMongoCollection<TextSnippet<string>>(
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appConfig.RagConfig.CollectionName,
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appConfig.CosmosMongoConfig.ConnectionString,
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appConfig.CosmosMongoConfig.DatabaseName);
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break;
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case "CosmosNoSql":
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kernelBuilder.Services.AddCosmosNoSqlCollection<string, TextSnippet<string>>(
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appConfig.RagConfig.CollectionName,
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appConfig.CosmosNoSqlConfig.ConnectionString,
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appConfig.CosmosNoSqlConfig.DatabaseName);
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break;
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case "InMemory":
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kernelBuilder.Services.AddInMemoryVectorStoreRecordCollection<string, TextSnippet<string>>(
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appConfig.RagConfig.CollectionName);
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break;
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case "Qdrant":
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kernelBuilder.Services.AddQdrantCollection<Guid, TextSnippet<Guid>>(
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appConfig.RagConfig.CollectionName,
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appConfig.QdrantConfig.Host,
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appConfig.QdrantConfig.Port,
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appConfig.QdrantConfig.Https,
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appConfig.QdrantConfig.ApiKey);
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break;
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case "Redis":
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kernelBuilder.Services.AddRedisJsonCollection<TextSnippet<string>>(
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appConfig.RagConfig.CollectionName,
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appConfig.RedisConfig.ConnectionConfiguration);
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break;
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case "Weaviate":
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kernelBuilder.Services.AddWeaviateCollection<TextSnippet<Guid>>(
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// Weaviate collection names must start with an upper case letter.
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char.ToUpper(appConfig.RagConfig.CollectionName[0], CultureInfo.InvariantCulture) + appConfig.RagConfig.CollectionName.Substring(1),
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endpoint: new Uri(appConfig.WeaviateConfig.Endpoint),
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apiKey: null);
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break;
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default:
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throw new NotSupportedException($"Vector store type '{appConfig.RagConfig.VectorStoreType}' is not supported.");
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}
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// Register all the other required services.
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switch (appConfig.RagConfig.VectorStoreType)
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{
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case "AzureAISearch":
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case "CosmosMongoDB":
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case "CosmosNoSql":
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case "InMemory":
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case "Redis":
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RegisterServices<string>(builder, kernelBuilder, appConfig);
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break;
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case "Qdrant":
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case "Weaviate":
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RegisterServices<Guid>(builder, kernelBuilder, appConfig);
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break;
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default:
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throw new NotSupportedException($"Vector store type '{appConfig.RagConfig.VectorStoreType}' is not supported.");
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}
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// Build and run the host.
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using IHost host = builder.Build();
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await host.RunAsync(appShutdownCancellationToken).ConfigureAwait(false);
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static void RegisterServices<TKey>(HostApplicationBuilder builder, IKernelBuilder kernelBuilder, ApplicationConfig vectorStoreRagConfig)
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where TKey : notnull
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{
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// Add a text search implementation that uses the registered vector store record collection for search.
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kernelBuilder.AddVectorStoreTextSearch<TextSnippet<TKey>>();
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// Add the key generator and data loader to the dependency injection container.
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builder.Services.AddSingleton<UniqueKeyGenerator<Guid>>(new UniqueKeyGenerator<Guid>(() => Guid.NewGuid()));
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builder.Services.AddSingleton<UniqueKeyGenerator<string>>(new UniqueKeyGenerator<string>(() => Guid.NewGuid().ToString()));
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builder.Services.AddSingleton<IDataLoader, DataLoader<TKey>>();
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// Add the main service for this application.
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builder.Services.AddHostedService<RAGChatService<TKey>>();
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}
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