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Showing sources coming from data providers (#559)
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@@ -11,6 +11,8 @@ namespace AIStudio.Tools.RAG.RAGProcesses;
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public sealed class AISrcSelWithRetCtxVal : IRagProcess
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{
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private static readonly ILogger<AISrcSelWithRetCtxVal> LOGGER = Program.LOGGER_FACTORY.CreateLogger<AISrcSelWithRetCtxVal>();
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private static string TB(string fallbackEN) => I18N.I.T(fallbackEN, typeof(AISrcSelWithRetCtxVal).Namespace, nameof(AISrcSelWithRetCtxVal));
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#region Implementation of IRagProcess
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@@ -25,9 +27,8 @@ public sealed class AISrcSelWithRetCtxVal : IRagProcess
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public string Description => TB("This RAG process filters data sources, automatically selects appropriate sources, optionally allows manual source selection, retrieves data, and automatically validates the retrieval context.");
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/// <inheritdoc />
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public async Task<ChatThread> ProcessAsync(IProvider provider, IContent lastPrompt, ChatThread chatThread, CancellationToken token = default)
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public async Task<ChatThread> ProcessAsync(IProvider provider, IContent lastUserPrompt, ChatThread chatThread, CancellationToken token = default)
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{
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var logger = Program.SERVICE_PROVIDER.GetService<ILogger<AISrcSelWithRetCtxVal>>()!;
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var settings = Program.SERVICE_PROVIDER.GetService<SettingsManager>()!;
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var dataSourceService = Program.SERVICE_PROVIDER.GetService<DataSourceService>()!;
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@@ -36,7 +37,7 @@ public sealed class AISrcSelWithRetCtxVal : IRagProcess
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//
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if (chatThread.DataSourceOptions.IsEnabled())
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{
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logger.LogInformation("Data sources are enabled for this chat.");
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LOGGER.LogInformation("Data sources are enabled for this chat.");
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// Across the different code-branches, we keep track of whether it
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// makes sense to proceed with the RAG process:
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@@ -49,13 +50,13 @@ public sealed class AISrcSelWithRetCtxVal : IRagProcess
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//
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if(chatThread.Blocks.Count == 0)
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{
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logger.LogError("The chat thread is empty. Skipping the RAG process.");
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LOGGER.LogError("The chat thread is empty. Skipping the RAG process.");
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return chatThread;
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}
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if (chatThread.Blocks.Last().Role != ChatRole.AI)
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{
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logger.LogError("The last block in the chat thread is not the AI block. There is something wrong with the chat thread. Skipping the RAG process.");
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LOGGER.LogError("The last block in the chat thread is not the AI block. There is something wrong with the chat thread. Skipping the RAG process.");
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return chatThread;
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}
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@@ -82,7 +83,7 @@ public sealed class AISrcSelWithRetCtxVal : IRagProcess
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if (chatThread.DataSourceOptions.AutomaticDataSourceSelection)
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{
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var dataSourceSelectionProcess = new AgenticSrcSelWithDynHeur();
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var result = await dataSourceSelectionProcess.SelectDataSourcesAsync(provider, lastPrompt, chatThread, dataSources, token);
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var result = await dataSourceSelectionProcess.SelectDataSourcesAsync(provider, lastUserPrompt, chatThread, dataSources, token);
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proceedWithRAG = result.ProceedWithRAG;
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selectedDataSources = result.SelectedDataSources;
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}
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@@ -92,12 +93,12 @@ public sealed class AISrcSelWithRetCtxVal : IRagProcess
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// No, the user made the choice manually:
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//
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var selectedDataSourceInfo = selectedDataSources.Select(ds => ds.Name).Aggregate((a, b) => $"'{a}', '{b}'");
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logger.LogInformation($"The user selected the data sources manually. {selectedDataSources.Count} data source(s) are selected: {selectedDataSourceInfo}.");
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LOGGER.LogInformation($"The user selected the data sources manually. {selectedDataSources.Count} data source(s) are selected: {selectedDataSourceInfo}.");
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}
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if(selectedDataSources.Count == 0)
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{
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logger.LogWarning("No data sources are selected. The RAG process is skipped.");
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LOGGER.LogWarning("No data sources are selected. The RAG process is skipped.");
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proceedWithRAG = false;
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}
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else
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@@ -148,7 +149,7 @@ public sealed class AISrcSelWithRetCtxVal : IRagProcess
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};
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if (previousDataSecurity != chatThread.DataSecurity)
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logger.LogInformation($"The data security of the chat thread was updated from '{previousDataSecurity}' to '{chatThread.DataSecurity}'.");
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LOGGER.LogInformation($"The data security of the chat thread was updated from '{previousDataSecurity}' to '{chatThread.DataSecurity}'.");
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}
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//
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@@ -162,7 +163,7 @@ public sealed class AISrcSelWithRetCtxVal : IRagProcess
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//
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var retrievalTasks = new List<Task<IReadOnlyList<IRetrievalContext>>>(selectedDataSources.Count);
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foreach (var dataSource in selectedDataSources)
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retrievalTasks.Add(dataSource.RetrieveDataAsync(lastPrompt, chatThreadWithoutWaitingAIBlock, token));
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retrievalTasks.Add(dataSource.RetrieveDataAsync(lastUserPrompt, chatThreadWithoutWaitingAIBlock, token));
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//
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// Wait for all retrieval tasks to finish:
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@@ -175,7 +176,7 @@ public sealed class AISrcSelWithRetCtxVal : IRagProcess
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}
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catch (Exception e)
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{
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logger.LogError(e, "An error occurred during the retrieval process.");
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LOGGER.LogError(e, "An error occurred during the retrieval process.");
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}
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}
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}
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@@ -186,8 +187,38 @@ public sealed class AISrcSelWithRetCtxVal : IRagProcess
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if (proceedWithRAG)
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{
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var augmentationProcess = new AugmentationOne();
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chatThread = await augmentationProcess.ProcessAsync(provider, lastPrompt, chatThread, dataContexts, token);
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chatThread = await augmentationProcess.ProcessAsync(provider, lastUserPrompt, chatThread, dataContexts, token);
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}
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//
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// Add sources from the selected data
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//
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// We know that the last block is the AI answer block (cf. check above):
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var aiAnswerBlock = chatThread.Blocks.Last();
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var aiAnswerSources = aiAnswerBlock.Content?.Sources;
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// It should never happen that the AI answer block does not contain a content part.
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// Just in case, we check this:
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if(aiAnswerSources is null)
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return chatThread;
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var ragSources = new List<ISource>();
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foreach (var retrievalContext in dataContexts)
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{
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var title = retrievalContext.DataSourceName;
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if(string.IsNullOrWhiteSpace(title))
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continue;
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var link = retrievalContext.Path;
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if(!link.StartsWith("http", StringComparison.OrdinalIgnoreCase))
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continue;
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ragSources.Add(new Source(title, link, SourceOrigin.RAG));
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}
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// Merge the sources, avoiding duplicates:
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aiAnswerSources.MergeSources(ragSources);
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}
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return chatThread;
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