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Added a semantic search tool (#1005)
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@@ -60,9 +60,22 @@
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<MudTextSwitch Label="@T("Are data sources enabled?")" Value="@this.areDataSourcesEnabled" LabelOn="@T("Yes, I want to use data sources.")" LabelOff="@T("No, I don't want to use data sources.")" ValueChanged="@this.EnabledChanged" Dense="@true"/>
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@if (this.areDataSourcesEnabled)
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{
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@* Where Semantic Search cannot be used, there is no choice to make, only the reason to tell: *@
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@if (this.IsSemanticSearchUnavailable)
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{
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<MudJustifiedText Typo="Typo.body2" Color="Color.Info" Class="mb-2">
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@this.GetSemanticSearchUnavailableMessage()
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</MudJustifiedText>
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}
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else
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{
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<MudTextSwitch Label="@T("Semantic Search")" Value="@this.IsSemanticSearchPreferred" LabelOn="@T("Yes, the AI searches your data sources itself, whenever a question calls for it (Semantic Search).")" LabelOff="@T("No, AI Studio searches your data sources with every message, before the AI answers (classic RAG).")" ValueChanged="@this.SemanticSearchChanged" Dense="@true"/>
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}
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<MudTextSwitch Label="@T("AI-based data source selection")" Value="@this.aiBasedSourceSelection" LabelOn="@T("Yes, let the AI decide which data sources are needed.")" LabelOff="@T("No, I manually decide which data source to use.")" ValueChanged="@this.AutoModeChanged" Dense="@true"/>
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@if (this.SettingsManager.ConfigurationData.AgentRetrievalContextValidation.EnableRetrievalContextValidation)
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@* With Semantic Search, no agent takes part: nothing would validate the retrieved data. *@
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@if (this.SettingsManager.ConfigurationData.AgentRetrievalContextValidation.EnableRetrievalContextValidation && !this.IsSemanticSearchEffective)
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{
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<MudTextSwitch Label="@T("AI-based data validation")" Value="@this.aiBasedValidation" LabelOn="@T("Yes, let the AI validate & filter the retrieved data.")" LabelOff="@T("No, use all data retrieved from the data sources.")" ValueChanged="@this.ValidationModeChanged" Dense="@true"/>
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}
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@@ -75,12 +88,6 @@
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</MudText>
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break;
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case true when this.DataSourcesAISelected.Count == 0:
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<MudText Typo="Typo.body2" Class="mb-2">
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@T("The AI evaluates each of your inputs to determine whether and which data sources are necessary. Currently, the AI has not selected any source.")
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</MudText>
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break;
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case false when this.GetListedDataSources().Count == 0:
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<MudText Typo="Typo.body2" Class="mb-2">
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@T("Your data sources cannot be used with the selected providers due to data privacy or confidence-level requirements, or they are currently unavailable.")
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@@ -99,6 +106,19 @@
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break;
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case true:
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@if (this.IsSemanticSearchEffective)
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{
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<MudText Typo="Typo.body2" Class="mb-2">
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@T("Whenever a question calls for it, the AI picks the fitting ones among these data sources itself.")
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</MudText>
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}
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else if (this.DataSourcesAISelected.Count == 0)
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{
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<MudText Typo="Typo.body2" Class="mb-2">
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@T("The AI evaluates each of your inputs to determine whether and which data sources are necessary. Currently, the AI has not selected any source.")
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</MudText>
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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" IconSize="Size.Small" HeaderTypo="Typo.subtitle1" HeaderClass="expansion-panel-header-compact" HeaderText="@T("Available Data Sources")">
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<MudList T="IDataSource" Dense="@true" Class="data-source-rows" SelectionMode="MudBlazor.SelectionMode.SingleSelection" SelectedValues="@this.selectedDataSources" Style="max-height: 14em;">
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@@ -108,34 +128,42 @@
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}
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</MudList>
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</ExpansionPanel>
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<ExpansionPanel HeaderIcon="@Icons.Material.Filled.Filter" IconSize="Size.Small" HeaderTypo="Typo.subtitle1" HeaderClass="expansion-panel-header-compact" HeaderText="@T("AI-Selected Data Sources")">
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<MudList T="DataSourceAgentSelected" Dense="@true" Class="data-source-rows" 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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<MudStack Row="true" AlignItems="AlignItems.Center" Spacing="1" Style="min-width: 0; width: 100%;">
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<MudText Typo="Typo.body2" Style="min-width: 0; white-space: normal; overflow-wrap: anywhere;">
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@source.DataSource.Name
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</MudText>
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@if (source.DataSource is IInternalDataSource internalSource)
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{
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<MudSpacer/>
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<MudTooltip Text="@internalSource.ConfidenceLevel.GetName()">
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<MudIcon Icon="@Icons.Material.Filled.Security" Size="Size.Small" Class="confidence-icon" Style="@this.GetConfidenceIconStyle(internalSource)"/>
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</MudTooltip>
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}
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</MudStack>
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@*
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With Semantic Search, no agent selects: the chat model picks with each search, and its
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searches show in the answer. With classic RAG, there is something to show once the agent
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picked for a message.
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*@
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@if (!this.IsSemanticSearchEffective && this.DataSourcesAISelected.Count > 0)
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{
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<ExpansionPanel HeaderIcon="@Icons.Material.Filled.Filter" IconSize="Size.Small" HeaderTypo="Typo.subtitle1" HeaderClass="expansion-panel-header-compact" HeaderText="@T("AI-Selected Data Sources")">
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<MudList T="DataSourceAgentSelected" Dense="@true" Class="data-source-rows" 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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<MudStack Row="true" AlignItems="AlignItems.Center" Spacing="1" Style="min-width: 0; width: 100%;">
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<MudText Typo="Typo.body2" Style="min-width: 0; white-space: normal; overflow-wrap: anywhere;">
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@source.DataSource.Name
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</MudText>
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@if (source.DataSource is IInternalDataSource internalSource)
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{
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<MudSpacer/>
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<MudTooltip Text="@internalSource.ConfidenceLevel.GetName()">
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<MudIcon Icon="@Icons.Material.Filled.Security" Size="Size.Small" Class="confidence-icon" Style="@this.GetConfidenceIconStyle(internalSource)"/>
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</MudTooltip>
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}
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</MudStack>
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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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<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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}
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</MudExpansionPanels>
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break;
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}
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@@ -182,8 +210,24 @@ else if (this.SelectionMode is DataSourceSelectionMode.CONFIGURATION_MODE)
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<MudTextSwitch Label="@T("Are data sources enabled?")" Value="@this.areDataSourcesEnabled" LabelOn="@T("Yes, I want to use data sources.")" LabelOff="@T("No, I don't want to use data sources.")" ValueChanged="@this.EnabledChanged" Disabled="@(this.ReadOnly || this.IsPreselectedDataSourcesDisabledLocked())"/>
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@if (this.areDataSourcesEnabled)
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{
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<MudTextSwitch Label="@T("Semantic Search")" Value="@this.IsSemanticSearchPreferred" LabelOn="@T("Yes, the AI searches your data sources itself, whenever a question calls for it (Semantic Search).")" LabelOff="@T("No, AI Studio searches your data sources with every message, before the AI answers (classic RAG).")" ValueChanged="@this.SemanticSearchChanged" Disabled="@(this.ReadOnly || this.IsPreselectedDataSourcesRetrievalModeLocked())"/>
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@* No provider is known here, so this says in general what the chat itself tells about its model: *@
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@if (this.IsSemanticSearchPreferred)
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{
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<MudJustifiedText Typo="Typo.body2" Class="mb-3">
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@T("When the model of a chat cannot use tools, AI Studio uses classic RAG instead and searches your data sources with every message.")
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</MudJustifiedText>
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}
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<MudTextSwitch Label="@T("AI-based data source selection")" Value="@this.aiBasedSourceSelection" LabelOn="@T("Yes, let the AI decide which data sources are needed.")" LabelOff="@T("No, I manually decide which data source to use.")" ValueChanged="@this.AutoModeChanged" Disabled="@(this.ReadOnly || this.IsPreselectedDataSourcesAutomaticSelectionLocked())"/>
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<MudTextSwitch Label="@T("AI-based data validation")" Value="@this.aiBasedValidation" LabelOn="@T("Yes, let the AI validate & filter the retrieved data.")" LabelOff="@T("No, use all data retrieved from the data sources.")" ValueChanged="@this.ValidationModeChanged" Disabled="@(this.ReadOnly || this.IsPreselectedDataSourcesAutomaticValidationLocked())"/>
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@* Semantic Search may fall back to searching with every message, so the validation is kept, marked as belonging to that way only: *@
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<MudPaper Class="pa-3 mb-3 border-dashed border rounded-lg">
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<MudJustifiedText Typo="Typo.body2" Class="mb-2">
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@T("Only used with classic RAG, which searches your data sources with every message:")
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</MudJustifiedText>
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<MudTextSwitch Label="@T("AI-based data validation")" Value="@this.aiBasedValidation" LabelOn="@T("Yes, let the AI validate & filter the retrieved data.")" LabelOff="@T("No, use all data retrieved from the data sources.")" ValueChanged="@this.ValidationModeChanged" Disabled="@(this.ReadOnly || this.IsPreselectedDataSourcesAutomaticValidationLocked())"/>
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</MudPaper>
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<MudField Label="@T("Available Data Sources")" Variant="Variant.Outlined" Class="mb-3" Disabled="@(this.ReadOnly || this.aiBasedSourceSelection || this.IsPreselectedDataSourceIdsLocked())">
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<MudList T="IDataSource" Dense="@true" Class="data-source-rows" SelectionMode="@this.GetListSelectionMode()" @bind-SelectedValues:get="@this.selectedDataSources" @bind-SelectedValues:set="@(x => this.SelectionChanged(x))" ReadOnly="@(this.ReadOnly || this.IsPreselectedDataSourceIdsLocked())">
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@*
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