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https://github.com/MindWorkAI/AI-Studio.git
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Store the AI-selected data sources to the chat thread so that the user can see the selection
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@ -1,3 +1,4 @@
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using AIStudio.Components;
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using AIStudio.Settings;
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using AIStudio.Settings.DataModel;
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@ -33,6 +34,11 @@ public sealed record ChatThread
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/// </summary>
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public DataSourceOptions DataSourceOptions { get; set; } = new();
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/// <summary>
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/// The AI-selected data sources for this chat thread.
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/// </summary>
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public IReadOnlyList<DataSourceAgentSelected> AISelectedDataSources { get; set; } = [];
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/// <summary>
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/// The name of the chat thread. Usually generated by an AI model or manually edited by the user.
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/// </summary>
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@ -1,6 +1,7 @@
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using System.Text.Json.Serialization;
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using AIStudio.Agents;
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using AIStudio.Components;
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using AIStudio.Provider;
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using AIStudio.Settings;
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using AIStudio.Tools.Services;
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@ -74,6 +75,7 @@ public sealed class ContentText : IContent
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var selectionAgent = Program.SERVICE_PROVIDER.GetService<AgentDataSourceSelection>()!;
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// Let the AI agent do its work:
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IReadOnlyList<DataSourceAgentSelected> finalAISelection = [];
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var aiSelectedDataSources = await selectionAgent.PerformSelectionAsync(provider, lastPrompt, chatThread, dataSources, token);
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// Check if the AI selected any data sources:
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@ -81,6 +83,11 @@ public sealed class ContentText : IContent
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{
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logger.LogWarning("The AI did not select any data sources. The RAG process is skipped.");
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proceedWithRAG = false;
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// Send the selected data sources to the data source selection component.
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// Then, the user can see which data sources were selected by the AI.
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await MessageBus.INSTANCE.SendMessage(null, Event.RAG_AUTO_DATA_SOURCES_SELECTED, finalAISelection);
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chatThread.AISelectedDataSources = finalAISelection;
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}
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else
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{
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@ -96,6 +103,9 @@ public sealed class ContentText : IContent
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// Filter out the data sources that are not available:
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aiSelectedDataSources = aiSelectedDataSources.Where(x => settings.ConfigurationData.DataSources.FirstOrDefault(ds => ds.Id == x.Id) is not null).ToList();
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// Store the real AI-selected data sources:
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finalAISelection = aiSelectedDataSources.Select(x => new DataSourceAgentSelected { DataSource = settings.ConfigurationData.DataSources.First(ds => ds.Id == x.Id), AIDecision = x, Selected = false }).ToList();
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var numHallucinatedSources = totalAISelectedDataSources - aiSelectedDataSources.Count;
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if(numHallucinatedSources > 0)
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logger.LogWarning($"The AI hallucinated {numHallucinatedSources} data source(s). We ignore them.");
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@ -142,6 +152,10 @@ public sealed class ContentText : IContent
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// Filter the data sources by the threshold:
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//
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aiSelectedDataSources = aiSelectedDataSources.Where(x => x.Confidence >= threshold).ToList();
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foreach (var dataSource in finalAISelection)
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if(aiSelectedDataSources.Any(x => x.Id == dataSource.DataSource.Id))
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dataSource.Selected = true;
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logger.LogInformation($"The AI selected {aiSelectedDataSources.Count} data source(s) with a confidence of at least {threshold}.");
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// Transform the final data sources to the actual data sources:
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@ -151,12 +165,18 @@ public sealed class ContentText : IContent
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// We have max. 3 data sources. We take all of them:
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else
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{
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// Transform the selected data sources to the actual data sources.
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// Transform the selected data sources to the actual data sources:
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selectedDataSources = aiSelectedDataSources.Select(x => settings.ConfigurationData.DataSources.FirstOrDefault(ds => ds.Id == x.Id)).Where(ds => ds is not null).ToList()!;
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// Mark the data sources as selected:
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foreach (var dataSource in finalAISelection)
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dataSource.Selected = true;
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}
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// Store the changes in the chat thread:
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chatThread.DataSourceOptions.PreselectedDataSourceIds = selectedDataSources.Select(ds => ds.Id).ToList();
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// Send the selected data sources to the data source selection component.
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// Then, the user can see which data sources were selected by the AI.
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await MessageBus.INSTANCE.SendMessage(null, Event.RAG_AUTO_DATA_SOURCES_SELECTED, finalAISelection);
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chatThread.AISelectedDataSources = finalAISelection;
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}
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}
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else
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@ -111,7 +111,7 @@
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@if (PreviewFeatures.PRE_RAG_2024.IsEnabled(this.SettingsManager))
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{
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<DataSourceSelection @ref="@this.dataSourceSelectionComponent" PopoverTriggerMode="PopoverTriggerMode.BUTTON" PopoverButtonClasses="ma-3" LLMProvider="@this.Provider" DataSourceOptions="@this.GetCurrentDataSourceOptions()" DataSourceOptionsChanged="@(async options => await this.SetCurrentDataSourceOptions(options))"/>
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<DataSourceSelection @ref="@this.dataSourceSelectionComponent" PopoverTriggerMode="PopoverTriggerMode.BUTTON" PopoverButtonClasses="ma-3" LLMProvider="@this.Provider" DataSourceOptions="@this.GetCurrentDataSourceOptions()" DataSourceOptionsChanged="@(async options => await this.SetCurrentDataSourceOptions(options))" DataSourcesAISelected="@this.GetAgentSelectedDataSources()"/>
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}
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</MudToolBar>
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</FooterContent>
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@ -305,6 +305,14 @@ public partial class ChatComponent : MSGComponentBase, IAsyncDisposable
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await this.ChatThreadChanged.InvokeAsync(this.ChatThread);
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}
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private IReadOnlyList<DataSourceAgentSelected> GetAgentSelectedDataSources()
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{
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if (this.ChatThread is null)
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return [];
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return this.ChatThread.AISelectedDataSources;
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}
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private DataSourceOptions GetCurrentDataSourceOptions()
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{
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if (this.ChatThread is not null)
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@ -482,12 +490,6 @@ public partial class ChatComponent : MSGComponentBase, IAsyncDisposable
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// Disable the stream state:
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this.isStreaming = false;
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// Update the data source options. This is useful when
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// the AI is responsible for selecting the data source.
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// The user can then see the selected data source:
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if(this.ChatThread?.DataSourceOptions.AutomaticDataSourceSelection ?? false)
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this.dataSourceSelectionComponent?.ChangeOptionWithoutSaving(this.ChatThread!.DataSourceOptions);
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// Update the UI:
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this.StateHasChanged();
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}
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@ -682,7 +684,7 @@ public partial class ChatComponent : MSGComponentBase, IAsyncDisposable
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this.currentWorkspaceId = this.ChatThread.WorkspaceId;
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this.currentWorkspaceName = await WorkspaceBehaviour.LoadWorkspaceName(this.ChatThread.WorkspaceId);
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this.WorkspaceName(this.currentWorkspaceName);
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this.dataSourceSelectionComponent?.ChangeOptionWithoutSaving(this.ChatThread.DataSourceOptions);
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this.dataSourceSelectionComponent?.ChangeOptionWithoutSaving(this.ChatThread.DataSourceOptions, this.ChatThread.AISelectedDataSources);
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}
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else
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{
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25
app/MindWork AI Studio/Components/DataSourceAgentSelected.cs
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25
app/MindWork AI Studio/Components/DataSourceAgentSelected.cs
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using AIStudio.Agents;
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using AIStudio.Settings;
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namespace AIStudio.Components;
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/// <summary>
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/// A data structure to combine the data source and the underlying AI decision.
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/// </summary>
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public sealed class DataSourceAgentSelected
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{
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/// <summary>
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/// The data source.
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/// </summary>
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public required IDataSource DataSource { get; set; }
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/// <summary>
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/// The AI decision, which led to the selection of the data source.
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/// </summary>
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public required SelectedDataSource AIDecision { get; set; }
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/// <summary>
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/// Indicates whether the data source is part of the final selection for the RAG process.
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/// </summary>
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public bool Selected { get; set; }
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}
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@ -24,7 +24,7 @@
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<MudText Typo="Typo.h5">Data Source Selection</MudText>
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</CardHeaderContent>
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</MudCardHeader>
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<MudCardContent Style="max-height: 60vh; overflow: auto;">
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<MudCardContent Style="min-width: 24em; max-height: 60vh; max-width: 45vw; overflow: auto;">
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@if (this.waitingForDataSources)
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{
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<MudSkeleton Width="30%" Height="42px;"/>
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@ -38,16 +38,54 @@
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{
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<MudTextSwitch Label="AI-based data source selection" Value="@this.aiBasedSourceSelection" LabelOn="Yes, let the AI decide which data sources are needed." LabelOff="No, I manually decide which data source to use." ValueChanged="@this.AutoModeChanged"/>
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<MudTextSwitch Label="AI-based data validation" Value="@this.aiBasedValidation" LabelOn="Yes, let the AI validate & filter the retrieved data." LabelOff="No, use all data retrieved from the data sources." ValueChanged="@this.ValidationModeChanged"/>
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<MudField Label="Available Data Sources" Variant="Variant.Outlined" Class="mb-3" Disabled="@this.aiBasedSourceSelection">
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<MudList T="IDataSource" SelectionMode="MudBlazor.SelectionMode.MultiSelection" @bind-SelectedValues:get="@this.selectedDataSources" @bind-SelectedValues:set="@(x => this.SelectionChanged(x))" Style="max-height: 14em;">
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@foreach (var source in this.availableDataSources)
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{
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<MudListItem Value="@source">
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@source.Name
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</MudListItem>
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}
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</MudList>
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</MudField>
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@if (this.aiBasedSourceSelection is false || this.DataSourcesAISelected.Count == 0)
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{
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<MudField Label="Available Data Sources" Variant="Variant.Outlined" Class="mb-3" Disabled="@this.aiBasedSourceSelection">
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<MudList T="IDataSource" SelectionMode="@this.GetListSelectionMode()" @bind-SelectedValues:get="@this.selectedDataSources" @bind-SelectedValues:set="@(x => this.SelectionChanged(x))" Style="max-height: 14em;">
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@foreach (var source in this.availableDataSources)
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{
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<MudListItem Value="@source">
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@source.Name
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</MudListItem>
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}
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</MudList>
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</MudField>
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}
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else
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{
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<MudExpansionPanels MultiExpansion="@false" Class="mt-3" Style="max-height: 14em;">
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<ExpansionPanel HeaderIcon="@Icons.Material.Filled.TouchApp" HeaderText="Available Data Sources">
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<MudList T="IDataSource" SelectionMode="MudBlazor.SelectionMode.SingleSelection" SelectedValues="@this.selectedDataSources" Style="max-height: 14em;">
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@foreach (var source in this.availableDataSources)
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{
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<MudListItem Value="@source">
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@source.Name
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</MudListItem>
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}
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</MudList>
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</ExpansionPanel>
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<ExpansionPanel HeaderIcon="@Icons.Material.Filled.Filter" HeaderText="AI-Selected Data Sources">
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<MudList T="DataSourceAgentSelected" SelectionMode="MudBlazor.SelectionMode.MultiSelection" ReadOnly="@true" SelectedValues="@this.GetSelectedDataSourcesWithAI()" Style="max-height: 14em;">
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@foreach (var source in this.DataSourcesAISelected)
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{
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<MudListItem Value="@source">
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<ChildContent>
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<MudText Typo="Typo.body1">
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@source.DataSource.Name
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</MudText>
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<MudProgressLinear Color="Color.Info" Min="0" Max="1" Value="@source.AIDecision.Confidence"/>
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<MudJustifiedText Typo="Typo.body2">
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@this.GetAIReasoning(source)
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</MudJustifiedText>
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</ChildContent>
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</MudListItem>
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}
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</MudList>
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</ExpansionPanel>
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</MudExpansionPanels>
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}
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}
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}
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</MudCardContent>
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@ -79,7 +117,7 @@ else if (this.SelectionMode is DataSourceSelectionMode.CONFIGURATION_MODE)
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<MudTextSwitch Label="AI-based data source selection" Value="@this.aiBasedSourceSelection" LabelOn="Yes, let the AI decide which data sources are needed." LabelOff="No, I manually decide which data source to use." ValueChanged="@this.AutoModeChanged"/>
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<MudTextSwitch Label="AI-based data validation" Value="@this.aiBasedValidation" LabelOn="Yes, let the AI validate & filter the retrieved data." LabelOff="No, use all data retrieved from the data sources." ValueChanged="@this.ValidationModeChanged"/>
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<MudField Label="Available Data Sources" Variant="Variant.Outlined" Class="mb-3" Disabled="@this.aiBasedSourceSelection">
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<MudList T="IDataSource" SelectionMode="MudBlazor.SelectionMode.MultiSelection" @bind-SelectedValues:get="@this.selectedDataSources" @bind-SelectedValues:set="@(x => this.SelectionChanged(x))">
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<MudList T="IDataSource" SelectionMode="@this.GetListSelectionMode()" @bind-SelectedValues:get="@this.selectedDataSources" @bind-SelectedValues:set="@(x => this.SelectionChanged(x))">
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@foreach (var source in this.availableDataSources)
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{
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<MudListItem Value="@source">
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@ -25,6 +25,9 @@ public partial class DataSourceSelection : ComponentBase, IMessageBusReceiver, I
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[Parameter]
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public EventCallback<DataSourceOptions> DataSourceOptionsChanged { get; set; }
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[Parameter]
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public IReadOnlyList<DataSourceAgentSelected> DataSourcesAISelected { get; set; } = [];
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[Parameter]
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public string ConfigurationHeaderMessage { get; set; } = string.Empty;
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@ -58,7 +61,7 @@ public partial class DataSourceSelection : ComponentBase, IMessageBusReceiver, I
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protected override async Task OnInitializedAsync()
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{
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this.MessageBus.RegisterComponent(this);
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this.MessageBus.ApplyFilters(this, [], [ Event.COLOR_THEME_CHANGED ]);
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this.MessageBus.ApplyFilters(this, [], [ Event.COLOR_THEME_CHANGED, Event.RAG_AUTO_DATA_SOURCES_SELECTED ]);
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//
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// Load the settings:
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@ -129,9 +132,17 @@ public partial class DataSourceSelection : ComponentBase, IMessageBusReceiver, I
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#endregion
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public void ChangeOptionWithoutSaving(DataSourceOptions options)
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private SelectionMode GetListSelectionMode() => this.aiBasedSourceSelection ? MudBlazor.SelectionMode.SingleSelection : MudBlazor.SelectionMode.MultiSelection;
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private IReadOnlyCollection<DataSourceAgentSelected> GetSelectedDataSourcesWithAI() => this.DataSourcesAISelected.Where(n => n.Selected).ToList();
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private string GetAIReasoning(DataSourceAgentSelected source) => $"AI reasoning (confidence {source.AIDecision.Confidence:P0}): {source.AIDecision.Reason}";
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public void ChangeOptionWithoutSaving(DataSourceOptions options, IReadOnlyList<DataSourceAgentSelected>? aiSelectedDataSources = null)
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{
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this.DataSourceOptions = options;
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this.DataSourcesAISelected = aiSelectedDataSources ?? [];
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this.aiBasedSourceSelection = this.DataSourceOptions.AutomaticDataSourceSelection;
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this.aiBasedValidation = this.DataSourceOptions.AutomaticValidation;
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this.areDataSourcesEnabled = !this.DataSourceOptions.DisableDataSources;
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@ -237,6 +248,13 @@ public partial class DataSourceSelection : ComponentBase, IMessageBusReceiver, I
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this.showDataSourceSelection = false;
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this.StateHasChanged();
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break;
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case Event.RAG_AUTO_DATA_SOURCES_SELECTED:
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if(data is IReadOnlyList<DataSourceAgentSelected> aiSelectedDataSources)
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this.DataSourcesAISelected = aiSelectedDataSources;
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this.StateHasChanged();
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break;
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}
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return Task.CompletedTask;
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@ -23,6 +23,9 @@ public enum Event
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WORKSPACE_LOADED_CHAT_CHANGED,
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WORKSPACE_TOGGLE_OVERLAY,
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// RAG events:
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RAG_AUTO_DATA_SOURCES_SELECTED,
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// Send events:
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SEND_TO_GRAMMAR_SPELLING_ASSISTANT,
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SEND_TO_ICON_FINDER_ASSISTANT,
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