background embed

This commit is contained in:
PaulKoudelka 2026-05-08 17:37:34 +02:00
parent e3cb7e9734
commit ac677c5ac7
20 changed files with 1623 additions and 98 deletions

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@ -5719,6 +5719,9 @@ UI_TEXT_CONTENT["AISTUDIO::LAYOUT::MAINLAYOUT::T1614176092"] = "Assistants"
-- Update
UI_TEXT_CONTENT["AISTUDIO::LAYOUT::MAINLAYOUT::T1847791252"] = "Update"
-- Data sync
UI_TEXT_CONTENT["AISTUDIO::LAYOUT::MAINLAYOUT::T1903948824"] = "Data sync"
-- Leave Chat Page
UI_TEXT_CONTENT["AISTUDIO::LAYOUT::MAINLAYOUT::T2124749705"] = "Leave Chat Page"
@ -5737,6 +5740,9 @@ UI_TEXT_CONTENT["AISTUDIO::LAYOUT::MAINLAYOUT::T2929332068"] = "Supporters"
-- Writer
UI_TEXT_CONTENT["AISTUDIO::LAYOUT::MAINLAYOUT::T2979224202"] = "Writer"
-- Embeddings are waiting to be processed.
UI_TEXT_CONTENT["AISTUDIO::LAYOUT::MAINLAYOUT::T3439916590"] = "Embeddings are waiting to be processed."
-- Show details
UI_TEXT_CONTENT["AISTUDIO::LAYOUT::MAINLAYOUT::T3692372066"] = "Show details"
@ -5746,6 +5752,18 @@ UI_TEXT_CONTENT["AISTUDIO::LAYOUT::MAINLAYOUT::T4256323669"] = "Information"
-- Chat
UI_TEXT_CONTENT["AISTUDIO::LAYOUT::MAINLAYOUT::T578410699"] = "Chat"
-- Some embeddings failed. {0} file(s) need attention.
UI_TEXT_CONTENT["AISTUDIO::LAYOUT::MAINLAYOUT::T640352868"] = "Some embeddings failed. {0} file(s) need attention."
-- Some embeddings failed and need attention.
UI_TEXT_CONTENT["AISTUDIO::LAYOUT::MAINLAYOUT::T671981715"] = "Some embeddings failed and need attention."
-- Embeddings are running: {0} of {1} files are indexed.
UI_TEXT_CONTENT["AISTUDIO::LAYOUT::MAINLAYOUT::T714077986"] = "Embeddings are running: {0} of {1} files are indexed."
-- Embeddings
UI_TEXT_CONTENT["AISTUDIO::LAYOUT::MAINLAYOUT::T951463987"] = "Embeddings"
-- Get coding and debugging support from an LLM.
UI_TEXT_CONTENT["AISTUDIO::PAGES::ASSISTANTS::T1243850917"] = "Get coding and debugging support from an LLM."
@ -5908,6 +5926,30 @@ UI_TEXT_CONTENT["AISTUDIO::PAGES::CHAT::T582100343"] = "Chat in Workspace"
-- Show your workspaces
UI_TEXT_CONTENT["AISTUDIO::PAGES::CHAT::T733672375"] = "Show your workspaces"
-- AI Studio indexes local RAG data sources in the background. Finished files stay recorded so unchanged files can be skipped after a restart, while added or deleted files are detected during the next run.
UI_TEXT_CONTENT["AISTUDIO::PAGES::EMBEDDINGS::T1064986263"] = "AI Studio indexes local RAG data sources in the background. Finished files stay recorded so unchanged files can be skipped after a restart, while added or deleted files are detected during the next run."
-- Current file: {0}
UI_TEXT_CONTENT["AISTUDIO::PAGES::EMBEDDINGS::T1166856644"] = "Current file: {0}"
-- Pending files: {0}
UI_TEXT_CONTENT["AISTUDIO::PAGES::EMBEDDINGS::T2471889605"] = "Pending files: {0}"
-- {0} of {1} files are indexed.
UI_TEXT_CONTENT["AISTUDIO::PAGES::EMBEDDINGS::T2525374657"] = "{0} of {1} files are indexed."
-- Background embeddings
UI_TEXT_CONTENT["AISTUDIO::PAGES::EMBEDDINGS::T2547971789"] = "Background embeddings"
-- Failed files: {0}
UI_TEXT_CONTENT["AISTUDIO::PAGES::EMBEDDINGS::T309404893"] = "Failed files: {0}"
-- Indexed files: {0}
UI_TEXT_CONTENT["AISTUDIO::PAGES::EMBEDDINGS::T3473125711"] = "Indexed files: {0}"
-- No local data source has been queued for embedding yet.
UI_TEXT_CONTENT["AISTUDIO::PAGES::EMBEDDINGS::T3774205531"] = "No local data source has been queued for embedding yet."
-- Unlike services like ChatGPT, which impose limits after intensive use, MindWork AI Studio offers unlimited usage through the providers API.
UI_TEXT_CONTENT["AISTUDIO::PAGES::HOME::T1009708591"] = "Unlike services like ChatGPT, which impose limits after intensive use, MindWork AI Studio offers unlimited usage through the providers API."
@ -6878,13 +6920,13 @@ UI_TEXT_CONTENT["AISTUDIO::TOOLS::CONFIDENCESCHEMESEXTENSIONS::T3893997203"] = "
UI_TEXT_CONTENT["AISTUDIO::TOOLS::CONFIDENCESCHEMESEXTENSIONS::T4107860491"] = "Trust all LLM providers"
-- Reason
UI_TEXT_CONTENT["AISTUDIO::TOOLS::DATABASES::NODATABASECLIENT::T1093747001"] = "Reason"
UI_TEXT_CONTENT["AISTUDIO::TOOLS::DATABASES::NOEMBEDDINGSTORE::T1093747001"] = "Reason"
-- Unavailable
UI_TEXT_CONTENT["AISTUDIO::TOOLS::DATABASES::NODATABASECLIENT::T3662391977"] = "Unavailable"
UI_TEXT_CONTENT["AISTUDIO::TOOLS::DATABASES::NOEMBEDDINGSTORE::T3662391977"] = "Unavailable"
-- Status
UI_TEXT_CONTENT["AISTUDIO::TOOLS::DATABASES::NODATABASECLIENT::T6222351"] = "Status"
UI_TEXT_CONTENT["AISTUDIO::TOOLS::DATABASES::NOEMBEDDINGSTORE::T6222351"] = "Status"
-- Storage size
UI_TEXT_CONTENT["AISTUDIO::TOOLS::DATABASES::QDRANT::QDRANTCLIENTIMPLEMENTATION::T1230141403"] = "Storage size"
@ -7528,6 +7570,27 @@ UI_TEXT_CONTENT["AISTUDIO::TOOLS::RUST::FILETYPES::T378481461"] = "Source like p
-- Document
UI_TEXT_CONTENT["AISTUDIO::TOOLS::RUST::FILETYPES::T4165204724"] = "Document"
-- Running
UI_TEXT_CONTENT["AISTUDIO::TOOLS::SERVICES::DATASOURCEEMBEDDINGSERVICE::T1160324588"] = "Running"
-- Idle
UI_TEXT_CONTENT["AISTUDIO::TOOLS::SERVICES::DATASOURCEEMBEDDINGSERVICE::T1168775091"] = "Idle"
-- Needs attention
UI_TEXT_CONTENT["AISTUDIO::TOOLS::SERVICES::DATASOURCEEMBEDDINGSERVICE::T1566837660"] = "Needs attention"
-- Queued
UI_TEXT_CONTENT["AISTUDIO::TOOLS::SERVICES::DATASOURCEEMBEDDINGSERVICE::T2655222900"] = "Queued"
-- Embedding
UI_TEXT_CONTENT["AISTUDIO::TOOLS::SERVICES::DATASOURCEEMBEDDINGSERVICE::T2838542994"] = "Embedding"
-- Completed
UI_TEXT_CONTENT["AISTUDIO::TOOLS::SERVICES::DATASOURCEEMBEDDINGSERVICE::T3968379570"] = "Completed"
-- Embeddings
UI_TEXT_CONTENT["AISTUDIO::TOOLS::SERVICES::DATASOURCEEMBEDDINGSERVICE::T951463987"] = "Embeddings"
-- Pandoc Installation
UI_TEXT_CONTENT["AISTUDIO::TOOLS::SERVICES::PANDOCAVAILABILITYSERVICE::T185447014"] = "Pandoc Installation"

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@ -13,6 +13,9 @@ namespace AIStudio.Components.Settings;
public partial class SettingsPanelEmbeddings : SettingsPanelProviderBase
{
[Inject]
private DataSourceEmbeddingService DataSourceEmbeddingService { get; init; } = null!;
[Parameter]
public List<ConfigurationSelectData<string>> AvailableEmbeddingProviders { get; set; } = new();
@ -59,6 +62,7 @@ public partial class SettingsPanelEmbeddings : SettingsPanelProviderBase
await this.UpdateEmbeddingProviders();
await this.SettingsManager.StoreSettings();
await this.DataSourceEmbeddingService.QueueAllInternalDataSourcesAsync();
await this.MessageBus.SendMessage<bool>(this, Event.CONFIGURATION_CHANGED);
}
@ -94,6 +98,7 @@ public partial class SettingsPanelEmbeddings : SettingsPanelProviderBase
await this.UpdateEmbeddingProviders();
await this.SettingsManager.StoreSettings();
await this.DataSourceEmbeddingService.QueueAllInternalDataSourcesAsync();
await this.MessageBus.SendMessage<bool>(this, Event.CONFIGURATION_CHANGED);
}
@ -133,6 +138,7 @@ public partial class SettingsPanelEmbeddings : SettingsPanelProviderBase
}
await this.UpdateEmbeddingProviders();
await this.DataSourceEmbeddingService.QueueAllInternalDataSourcesAsync();
await this.MessageBus.SendMessage<bool>(this, Event.CONFIGURATION_CHANGED);
}

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@ -1,11 +1,17 @@
using AIStudio.Settings;
using AIStudio.Settings.DataModel;
using AIStudio.Tools.ERIClient.DataModel;
using AIStudio.Tools.Services;
using Microsoft.AspNetCore.Components;
namespace AIStudio.Dialogs.Settings;
public partial class SettingsDialogDataSources : SettingsDialogBase
{
[Inject]
private DataSourceEmbeddingService DataSourceEmbeddingService { get; init; } = null!;
private string GetEmbeddingName(IDataSource dataSource)
{
if(dataSource is IInternalDataSource internalDataSource)
@ -84,6 +90,7 @@ public partial class SettingsDialogDataSources : SettingsDialogBase
this.SettingsManager.ConfigurationData.DataSources.Add(addedDataSource);
await this.SettingsManager.StoreSettings();
await this.DataSourceEmbeddingService.QueueDataSourceAsync(addedDataSource);
await this.MessageBus.SendMessage<bool>(this, Event.CONFIGURATION_CHANGED);
}
@ -146,6 +153,7 @@ public partial class SettingsDialogDataSources : SettingsDialogBase
this.SettingsManager.ConfigurationData.DataSources[this.SettingsManager.ConfigurationData.DataSources.IndexOf(dataSource)] = editedDataSource;
await this.SettingsManager.StoreSettings();
await this.DataSourceEmbeddingService.QueueDataSourceAsync(editedDataSource);
await this.MessageBus.SendMessage<bool>(this, Event.CONFIGURATION_CHANGED);
}
@ -184,6 +192,7 @@ public partial class SettingsDialogDataSources : SettingsDialogBase
{
this.SettingsManager.ConfigurationData.DataSources.Remove(dataSource);
await this.SettingsManager.StoreSettings();
await this.DataSourceEmbeddingService.RemoveDataSourceAsync(dataSource);
await this.MessageBus.SendMessage<bool>(this, Event.CONFIGURATION_CHANGED);
}
}
@ -220,4 +229,4 @@ public partial class SettingsDialogDataSources : SettingsDialogBase
break;
}
}
}
}

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@ -25,7 +25,17 @@
<MudSpacer/>
<MudStack AlignItems="AlignItems.Center">
@if (this.embeddingOverview.IsVisible)
{
<MudNavMenu>
<MudTooltip Text="@this.EmbeddingNavigationTooltip" Placement="Placement.Right">
<MudNavLink Href="@this.embeddingItem.Path" Match="@(this.embeddingItem.MatchAll ? NavLinkMatch.All : NavLinkMatch.Prefix)" Icon="@this.embeddingItem.Icon" Style="@this.embeddingItem.SetColorStyle(this.SettingsManager)" Class="custom-icon-color">
@T("Data sync")
</MudNavLink>
</MudTooltip>
</MudNavMenu>
}
<MudStack AlignItems="AlignItems.Center" Class="pb-2">
<MudToolBar WrapContent="true">
<VoiceRecorder />
</MudToolBar>
@ -53,8 +63,23 @@
</MudNavMenu>
<MudSpacer/>
<MudStack AlignItems="AlignItems.Center">
@if (this.embeddingOverview.IsVisible)
{
<MudNavMenu>
@if (this.SettingsManager.ConfigurationData.App.NavigationBehavior is NavBehavior.NEVER_EXPAND_USE_TOOLTIPS)
{
<MudTooltip Text="@this.EmbeddingNavigationTooltip" Placement="Placement.Right">
<MudNavLink Href="@this.embeddingItem.Path" Match="@(this.embeddingItem.MatchAll ? NavLinkMatch.All : NavLinkMatch.Prefix)" Icon="@this.embeddingItem.Icon" Style="@this.embeddingItem.SetColorStyle(this.SettingsManager)" Class="custom-icon-color"/>
</MudTooltip>
}
else
{
<MudNavLink Href="@this.embeddingItem.Path" Match="@(this.embeddingItem.MatchAll ? NavLinkMatch.All : NavLinkMatch.Prefix)" Icon="@this.embeddingItem.Icon" Style="@this.embeddingItem.SetColorStyle(this.SettingsManager)" Class="custom-icon-color"/>
}
</MudNavMenu>
}
<MudStack AlignItems="AlignItems.Center" Class="pb-2">
<MudToolBar WrapContent="true">
<VoiceRecorder />
</MudToolBar>
@ -79,4 +104,4 @@
</MudLayout>
</MudPaper>
<MudThemeProvider @ref="@this.themeProvider" Theme="@this.ColorTheme" IsDarkMode="@this.useDarkMode" />
<MudThemeProvider @ref="@this.themeProvider" Theme="@this.ColorTheme" IsDarkMode="@this.useDarkMode" />

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@ -1,3 +1,4 @@
using System.Runtime.CompilerServices;
using AIStudio.Dialogs;
using AIStudio.Settings;
using AIStudio.Settings.DataModel;
@ -38,6 +39,9 @@ public partial class MainLayout : LayoutComponentBase, IMessageBusReceiver, ILan
[Inject]
private MudTheme ColorTheme { get; init; } = null!;
[Inject]
private DataSourceEmbeddingService DataSourceEmbeddingService { get; init; } = null!;
private ILanguagePlugin Lang { get; set; } = PluginFactory.BaseLanguage;
@ -56,7 +60,9 @@ public partial class MainLayout : LayoutComponentBase, IMessageBusReceiver, ILan
private bool startupCompleted;
private readonly SemaphoreSlim mandatoryInfoDialogSemaphore = new(1, 1);
private DataSourceEmbeddingOverview embeddingOverview = new(false, true, DataSourceEmbeddingState.COMPLETED, 0, 0, 0, string.Empty);
private IReadOnlyCollection<NavBarItem> navItems = [];
private NavBarItem embeddingItem = new NavBarItem(string.Empty, string.Empty, string.Empty, string.Empty, string.Empty, false);
#region Overrides of ComponentBase
@ -87,6 +93,7 @@ public partial class MainLayout : LayoutComponentBase, IMessageBusReceiver, ILan
// Ensure that all settings are loaded:
await this.SettingsManager.LoadSettings();
await this.DataSourceEmbeddingService.QueueAllInternalDataSourcesAsync();
// Register this component with the message bus:
this.MessageBus.RegisterComponent(this);
@ -94,7 +101,7 @@ public partial class MainLayout : LayoutComponentBase, IMessageBusReceiver, ILan
[
Event.UPDATE_AVAILABLE, Event.CONFIGURATION_CHANGED, Event.COLOR_THEME_CHANGED, Event.SHOW_ERROR,
Event.SHOW_WARNING, Event.SHOW_SUCCESS, Event.STARTUP_PLUGIN_SYSTEM, Event.PLUGINS_RELOADED,
Event.INSTALL_UPDATE, Event.STARTUP_COMPLETED,
Event.INSTALL_UPDATE, Event.STARTUP_COMPLETED, Event.RAG_EMBEDDING_STATUS_CHANGED,
]);
// Set the snackbar for the update service:
@ -114,6 +121,7 @@ public partial class MainLayout : LayoutComponentBase, IMessageBusReceiver, ILan
await this.themeProvider.WatchSystemDarkModeAsync(this.SystemeThemeChanged);
await this.UpdateThemeConfiguration();
this.LoadNavItems();
this.LoadEmbeddingItem();
await base.OnInitializedAsync();
}
@ -175,6 +183,7 @@ public partial class MainLayout : LayoutComponentBase, IMessageBusReceiver, ILan
await this.UpdateThemeConfiguration();
this.LoadNavItems();
this.LoadEmbeddingItem();
this.StateHasChanged();
if (this.startupCompleted)
_ = this.EnsureMandatoryInfosAcceptedAsync();
@ -263,6 +272,7 @@ public partial class MainLayout : LayoutComponentBase, IMessageBusReceiver, ILan
this.Lang = await this.SettingsManager.GetActiveLanguagePlugin();
I18N.Init(this.Lang);
this.LoadNavItems();
this.LoadEmbeddingItem();
await this.InvokeAsync(this.StateHasChanged);
if (this.startupCompleted)
@ -273,6 +283,12 @@ public partial class MainLayout : LayoutComponentBase, IMessageBusReceiver, ILan
this.startupCompleted = true;
_ = this.EnsureMandatoryInfosAcceptedAsync();
break;
case Event.RAG_EMBEDDING_STATUS_CHANGED:
this.LoadNavItems();
this.LoadEmbeddingItem();
this.StateHasChanged();
break;
}
});
}
@ -306,6 +322,32 @@ public partial class MainLayout : LayoutComponentBase, IMessageBusReceiver, ILan
yield return new(T("Settings"), Icons.Material.Filled.Settings, palette.DarkLighten, palette.GrayLight, Routes.SETTINGS, false);
}
private void LoadEmbeddingItem()
{
this.embeddingOverview = this.DataSourceEmbeddingService.GetOverview();
var palette = this.ColorTheme.GetCurrentPalette(this.SettingsManager);
(string icon, string lightcolor, string darkcolor) embeddingIcon = this.embeddingOverview.State switch
{
(DataSourceEmbeddingState.FAILED) => (Icons.Material.Filled.Warning, palette.Error.Value, "#d32f2f"),
(DataSourceEmbeddingState.QUEUED) => (Icons.Material.Filled.Sync, palette.Info.Value, "#1976d2"),
_ => (Icons.Material.Filled.Sync, palette.Warning.Value, "#d29f00"),
};
this.embeddingItem = new NavBarItem(T("Embeddings"), embeddingIcon.icon, embeddingIcon.lightcolor, embeddingIcon.darkcolor, Routes.EMBEDDINGS, false);
}
private string EmbeddingNavigationTooltip => this.embeddingOverview.State switch
{
DataSourceEmbeddingState.QUEUED => T("Embeddings are waiting to be processed."),
DataSourceEmbeddingState.RUNNING => string.Format(
T("Embeddings are running: {0} of {1} files are indexed."),
this.embeddingOverview.IndexedFiles,
this.embeddingOverview.TotalFiles),
DataSourceEmbeddingState.FAILED => this.embeddingOverview.FailedFiles > 0
? string.Format(T("Some embeddings failed. {0} file(s) need attention."), this.embeddingOverview.FailedFiles)
: T("Some embeddings failed and need attention."),
_ => this.embeddingOverview.NavLabel,
};
private async Task ShowUpdateDialog()
{
if(this.currentUpdateResponse is null)

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@ -0,0 +1,64 @@
@attribute [Route(Routes.EMBEDDINGS)]
@inherits MSGComponentBase
<MudStack Spacing="3">
<MudPaper Class="pa-4 border-dashed border rounded-lg" Elevation="0">
<MudText Typo="Typo.h5">@T("Background embeddings")</MudText>
<MudText Typo="Typo.body1" Class="mt-2">
@T("AI Studio indexes local RAG data sources in the background. Finished files stay recorded so unchanged files can be skipped after a restart, while added or deleted files are detected during the next run.")
</MudText>
<MudStack Row="true" Class="mt-3" Wrap="Wrap.Wrap" Spacing="2">
<MudChip T="string" Color="Color.Success" Variant="Variant.Filled">@string.Format(T("Indexed files: {0}"), this.TotalIndexedFiles)</MudChip>
<MudChip T="string" Color="Color.Info" Variant="Variant.Filled">@string.Format(T("Pending files: {0}"), this.TotalPendingFiles)</MudChip>
<MudChip T="string" Color="Color.Error" Variant="Variant.Filled">@string.Format(T("Failed files: {0}"), this.TotalFailedFiles)</MudChip>
</MudStack>
</MudPaper>
@if (this.Statuses.Count == 0)
{
<MudAlert Severity="Severity.Info" Variant="Variant.Outlined">
@T("No local data source has been queued for embedding yet.")
</MudAlert>
}
else
{
@foreach (var status in this.Statuses)
{
<MudPaper Class="pa-4 border rounded-lg" Elevation="0">
<MudStack Spacing="2">
<MudStack Row="true" Justify="Justify.SpaceBetween" AlignItems="AlignItems.Center">
<MudText Typo="Typo.h6">@status.DataSourceName</MudText>
<MudChip T="string" Color="@GetStatusColor(status)" Variant="Variant.Filled">@status.StateLabel</MudChip>
</MudStack>
<MudProgressLinear Value="@status.ProgressPercent" Rounded="@true" Color="@GetStatusColor(status)" />
<MudText Typo="Typo.body2">
@string.Format(T("{0} of {1} files are indexed."), status.IndexedFiles, status.TotalFiles)
</MudText>
@if (status.FailedFiles > 0)
{
<MudText Typo="Typo.body2">
@string.Format(T("Failed files: {0}"), status.FailedFiles)
</MudText>
}
@if (!string.IsNullOrWhiteSpace(status.CurrentFile))
{
<MudText Typo="Typo.body2">
@string.Format(T("Current file: {0}"), status.CurrentFile)
</MudText>
}
@if (!string.IsNullOrWhiteSpace(status.LastError))
{
<MudAlert Severity="Severity.Warning" Variant="Variant.Text">
@status.LastError
</MudAlert>
}
</MudStack>
</MudPaper>
}
}
</MudStack>

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@ -0,0 +1,57 @@
using AIStudio.Components;
using AIStudio.Tools.Services;
using Microsoft.AspNetCore.Components;
namespace AIStudio.Pages;
public partial class Embeddings : MSGComponentBase
{
[Inject]
private DataSourceEmbeddingService DataSourceEmbeddingService { get; init; } = null!;
private IReadOnlyList<DataSourceEmbeddingStatus> Statuses { get; set; } = [];
private int TotalIndexedFiles => this.Statuses.Sum(status => status.IndexedFiles);
private int TotalPendingFiles => this.Statuses.Sum(status => Math.Max(0, status.TotalFiles - status.IndexedFiles - status.FailedFiles));
private int TotalFailedFiles => this.Statuses.Sum(status => status.FailedFiles);
protected override async Task OnInitializedAsync()
{
this.ApplyFilters([], [ Event.RAG_EMBEDDING_STATUS_CHANGED, Event.CONFIGURATION_CHANGED ]);
await base.OnInitializedAsync();
this.ReloadStatuses();
}
protected override Task ProcessIncomingMessage<T>(ComponentBase? sendingComponent, Event triggeredEvent, T? data) where T : default
{
if (triggeredEvent is Event.RAG_EMBEDDING_STATUS_CHANGED or Event.CONFIGURATION_CHANGED)
{
this.ReloadStatuses();
this.StateHasChanged();
}
return Task.CompletedTask;
}
private void ReloadStatuses()
{
this.Statuses = this.DataSourceEmbeddingService
.GetStatuses()
.OrderBy(status => status.SortOrder)
.ThenBy(status => status.DataSourceName, StringComparer.OrdinalIgnoreCase)
.ToList();
}
private static Color GetStatusColor(DataSourceEmbeddingStatus status) => status.State switch
{
DataSourceEmbeddingState.RUNNING => Color.Warning,
DataSourceEmbeddingState.QUEUED => Color.Info,
DataSourceEmbeddingState.FAILED => Color.Error,
DataSourceEmbeddingState.COMPLETED when status.FailedFiles > 0 => Color.Warning,
DataSourceEmbeddingState.COMPLETED => Color.Success,
_ => Color.Default,
};
}

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@ -29,7 +29,7 @@ public partial class Information : MSGComponentBase
private ISnackbar Snackbar { get; init; } = null!;
[Inject]
private DatabaseClient DatabaseClient { get; init; } = null!;
private EmbeddingStore EmbeddingStore { get; init; } = null!;
private static readonly Assembly ASSEMBLY = Assembly.GetExecutingAssembly();
private static readonly MetaDataAttribute META_DATA = ASSEMBLY.GetCustomAttribute<MetaDataAttribute>()!;
@ -59,9 +59,9 @@ public partial class Information : MSGComponentBase
private string VersionPdfium => $"{T("Used PDFium version")}: v{META_DATA_LIBRARIES.PdfiumVersion}";
private string VersionDatabase => this.DatabaseClient.IsAvailable
? $"{T("Database version")}: {this.DatabaseClient.Name} v{META_DATA_DATABASES.DatabaseVersion}"
: $"{T("Database")}: {this.DatabaseClient.Name} - {T("not available")}";
private string VersionDatabase => this.EmbeddingStore.IsAvailable
? $"{T("Database version")}: {this.EmbeddingStore.Name} v{META_DATA_DATABASES.DatabaseVersion}"
: $"{T("Database")}: {this.EmbeddingStore.Name} - {T("not available")}";
private string versionPandoc = TB("Determine Pandoc version, please wait...");
private PandocInstallation pandocInstallation;
@ -130,7 +130,7 @@ public partial class Information : MSGComponentBase
this.osLanguage = await this.RustService.ReadUserLanguage();
this.logPaths = await this.RustService.GetLogPaths();
await foreach (var (label, value) in this.DatabaseClient.GetDisplayInfo())
await foreach (var (label, value) in this.EmbeddingStore.GetDisplayInfo())
{
this.databaseDisplayInfo.Add(new DatabaseDisplayInfo(label, value));
}

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@ -2,7 +2,6 @@ using AIStudio.Agents;
using AIStudio.Agents.AssistantAudit;
using AIStudio.Settings;
using AIStudio.Tools.Databases;
using AIStudio.Tools.Databases.Qdrant;
using AIStudio.Tools.PluginSystem;
using AIStudio.Tools.PluginSystem.Assistants;
using AIStudio.Tools.Services;
@ -28,7 +27,7 @@ internal sealed class Program
public static string API_TOKEN = null!;
public static IServiceProvider SERVICE_PROVIDER = null!;
public static ILoggerFactory LOGGER_FACTORY = null!;
public static DatabaseClient DATABASE_CLIENT = null!;
public static EmbeddingStore EMBEDDING_STORE = null!;
public static async Task Main()
{
@ -87,47 +86,9 @@ internal sealed class Program
return;
}
var qdrantInfo = await rust.GetQdrantInfo();
DatabaseClient databaseClient;
if (!qdrantInfo.IsAvailable)
{
Console.WriteLine($"Warning: Qdrant is not available. Starting without vector database. Reason: '{qdrantInfo.UnavailableReason ?? "unknown"}'.");
databaseClient = new NoDatabaseClient("Qdrant", qdrantInfo.UnavailableReason);
}
else
{
if (qdrantInfo.Path == string.Empty)
{
Console.WriteLine("Error: Failed to get the Qdrant path from Rust.");
return;
}
if (qdrantInfo.PortHttp == 0)
{
Console.WriteLine("Error: Failed to get the Qdrant HTTP port from Rust.");
return;
}
if (qdrantInfo.PortGrpc == 0)
{
Console.WriteLine("Error: Failed to get the Qdrant gRPC port from Rust.");
return;
}
if (qdrantInfo.Fingerprint == string.Empty)
{
Console.WriteLine("Error: Failed to get the Qdrant fingerprint from Rust.");
return;
}
if (qdrantInfo.ApiToken == string.Empty)
{
Console.WriteLine("Error: Failed to get the Qdrant API token from Rust.");
return;
}
databaseClient = new QdrantClientImplementation("Qdrant", qdrantInfo.Path, qdrantInfo.PortHttp, qdrantInfo.PortGrpc, qdrantInfo.Fingerprint, qdrantInfo.ApiToken);
}
var embeddingStoreConfig = await rust.GetEmbeddingStoreConfiguration(EmbeddingStoreKind.QDRANT_REMOTE);
EmbeddingStore embeddingStore = EmbeddingStoreFactory.Create(embeddingStoreConfig);
var builder = WebApplication.CreateBuilder();
builder.WebHost.ConfigureKestrel(kestrelServerOptions =>
@ -173,6 +134,7 @@ internal sealed class Program
builder.Services.AddSingleton<ThreadSafeRandom>();
builder.Services.AddSingleton<VoiceRecordingAvailabilityService>();
builder.Services.AddSingleton<DataSourceService>();
builder.Services.AddSingleton<DataSourceEmbeddingService>();
builder.Services.AddScoped<PandocAvailabilityService>();
builder.Services.AddTransient<HTMLParser>();
builder.Services.AddTransient<AgentDataSourceSelection>();
@ -183,7 +145,8 @@ internal sealed class Program
builder.Services.AddHostedService<UpdateService>();
builder.Services.AddHostedService<TemporaryChatService>();
builder.Services.AddHostedService<EnterpriseEnvironmentService>();
builder.Services.AddSingleton(databaseClient);
builder.Services.AddHostedService(sp => sp.GetRequiredService<DataSourceEmbeddingService>());
builder.Services.AddSingleton(embeddingStore);
builder.Services.AddHostedService<GlobalShortcutService>();
builder.Services.AddHostedService<RustAvailabilityMonitorService>();
@ -243,9 +206,9 @@ internal sealed class Program
RUST_SERVICE = rust;
ENCRYPTION = encryption;
var databaseLogger = app.Services.GetRequiredService<ILogger<DatabaseClient>>();
databaseClient.SetLogger(databaseLogger);
DATABASE_CLIENT = databaseClient;
var databaseLogger = app.Services.GetRequiredService<ILogger<EmbeddingStore>>();
embeddingStore.SetLogger(databaseLogger);
EMBEDDING_STORE = embeddingStore;
programLogger.LogInformation("Initialize internal file system.");
app.Use(Redirect.HandlerContentAsync);
@ -283,7 +246,7 @@ internal sealed class Program
await serverTask;
RUST_SERVICE.Dispose();
DATABASE_CLIENT.Dispose();
EMBEDDING_STORE.Dispose();
PluginFactory.Dispose();
programLogger.LogInformation("The AI Studio server was stopped.");
}

View File

@ -4,6 +4,7 @@ public sealed partial class Routes
{
public const string HOME = "/";
public const string CHAT = "/chat";
public const string EMBEDDINGS = "/embeddings";
public const string ABOUT = "/about";
public const string ASSISTANTS = "/assistants";
public const string SETTINGS = "/settings";

View File

@ -0,0 +1,16 @@
namespace AIStudio.Tools.Databases;
public sealed record EmbeddingStoragePoint(
string PointId,
IReadOnlyList<float> Vector,
string DataSourceId,
string DataSourceName,
string DataSourceType,
string FilePath,
string FileName,
string RelativePath,
int ChunkIndex,
string Text,
string Fingerprint,
DateTime LastWriteUtc,
DateTime EmbeddedAtUtc);

View File

@ -1,6 +1,6 @@
namespace AIStudio.Tools.Databases;
public abstract class DatabaseClient(string name, string path)
public abstract class EmbeddingStore(string name, string path)
{
public string Name => name;
@ -8,7 +8,7 @@ public abstract class DatabaseClient(string name, string path)
private string Path => path;
private ILogger<DatabaseClient>? logger;
private ILogger<EmbeddingStore>? logger;
public abstract IAsyncEnumerable<(string Label, string Value)> GetDisplayInfo();
@ -45,10 +45,19 @@ public abstract class DatabaseClient(string name, string path)
return $"{size:0##} {suffixes[suffixIndex]}";
}
public void SetLogger(ILogger<DatabaseClient> logService)
public void SetLogger(ILogger<EmbeddingStore> logService)
{
this.logger = logService;
}
public abstract Task EnsureEmbeddingStoreExists(string collectionName, int vectorSize, CancellationToken token);
public abstract Task InsertEmbedding(string collectionName, IReadOnlyList<EmbeddingStoragePoint> points, CancellationToken token);
public abstract Task DeleteEmbeddingByFile(string collectionName, string filePath, CancellationToken token);
public abstract Task DeleteEmbeddingStore(string collectionName, CancellationToken token);
public abstract void Dispose();
}

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@ -0,0 +1,33 @@
using AIStudio.Tools.Databases.Qdrant;
namespace AIStudio.Tools.Databases;
public class EmbeddingStoreFactory
{
public static EmbeddingStore Create(EmbeddingStoreConfiguration configuration) => configuration.Kind switch
{
EmbeddingStoreKind.NONE => new NoEmbeddingStore(configuration.Name, configuration.UnavailableReason ?? "unknown"),
_ when configuration.Location is null => new NoEmbeddingStore(configuration.Name, $"No location specified for {configuration.Name}"),
EmbeddingStoreKind.QDRANT_REMOTE when configuration.Location is RemoteLocation location=> new QdrantClientImplementation(configuration.Name, location.Path, location.HttpPort, location.GrpcPort, location.Fingerprint, location.ApiToken),
_ => throw new ArgumentException("Invalid configuration for " + configuration.Name, nameof(configuration)),
};
}
public enum EmbeddingStoreKind
{
NONE,
QDRANT_EMBED,
QDRANT_REMOTE,
}
public abstract record EmbeddingStoreLocation;
public sealed record EmbeddedLocation(string Path) : EmbeddingStoreLocation;
public sealed record RemoteLocation(string Path, int? HttpPort, int? GrpcPort, string? Fingerprint, string? ApiToken) : EmbeddingStoreLocation;
public sealed record EmbeddingStoreConfiguration(
EmbeddingStoreKind Kind,
string Name,
EmbeddingStoreLocation? Location,
string? UnavailableReason);

View File

@ -1,24 +0,0 @@
using AIStudio.Tools.PluginSystem;
namespace AIStudio.Tools.Databases;
public sealed class NoDatabaseClient(string name, string? unavailableReason) : DatabaseClient(name, string.Empty)
{
private static string TB(string fallbackEN) => I18N.I.T(fallbackEN, typeof(NoDatabaseClient).Namespace, nameof(NoDatabaseClient));
public override bool IsAvailable => false;
public override async IAsyncEnumerable<(string Label, string Value)> GetDisplayInfo()
{
yield return (TB("Status"), TB("Unavailable"));
if (!string.IsNullOrWhiteSpace(unavailableReason))
yield return (TB("Reason"), unavailableReason);
await Task.CompletedTask;
}
public override void Dispose()
{
}
}

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@ -0,0 +1,39 @@
using AIStudio.Tools.PluginSystem;
namespace AIStudio.Tools.Databases;
public sealed class NoEmbeddingStore(string name, string? unavailableReason) : EmbeddingStore(name, string.Empty)
{
private static string TB(string fallbackEN) => I18N.I.T(fallbackEN, typeof(NoEmbeddingStore).Namespace, nameof(NoEmbeddingStore));
public override bool IsAvailable => false;
public override async IAsyncEnumerable<(string Label, string Value)> GetDisplayInfo()
{
yield return (TB("Status"), TB("Unavailable"));
if (!string.IsNullOrWhiteSpace(unavailableReason))
yield return (TB("Reason"), unavailableReason);
await Task.CompletedTask;
}
public override Task EnsureEmbeddingStoreExists(string collectionName, int vectorSize, CancellationToken token) => throw this.BuildUnavailableException();
public override Task InsertEmbedding(string collectionName, IReadOnlyList<EmbeddingStoragePoint> points, CancellationToken token) => throw this.BuildUnavailableException();
public override Task DeleteEmbeddingByFile(string collectionName, string filePath, CancellationToken token) => Task.CompletedTask;
public override Task DeleteEmbeddingStore(string collectionName, CancellationToken token) => Task.CompletedTask;
public override void Dispose()
{
}
private InvalidOperationException BuildUnavailableException()
{
return new InvalidOperationException(string.IsNullOrWhiteSpace(unavailableReason)
? "The vector database is not available."
: unavailableReason);
}
}

View File

@ -1,10 +1,11 @@
using Qdrant.Client;
using Qdrant.Client.Grpc;
using AIStudio.Tools.PluginSystem;
using static Qdrant.Client.Grpc.Conditions;
namespace AIStudio.Tools.Databases.Qdrant;
public class QdrantClientImplementation : DatabaseClient
public class QdrantClientImplementation : EmbeddingStore
{
private static string TB(string fallbackEN) => I18N.I.T(fallbackEN, typeof(QdrantClientImplementation).Namespace, nameof(QdrantClientImplementation));
@ -18,12 +19,12 @@ public class QdrantClientImplementation : DatabaseClient
private string ApiToken { get; }
public QdrantClientImplementation(string name, string path, int httpPort, int grpcPort, string fingerprint, string apiToken): base(name, path)
public QdrantClientImplementation(string name, string path, int? httpPort, int? grpcPort, string? fingerprint, string? apiToken): base(name, path)
{
this.HttpPort = httpPort;
this.GrpcPort = grpcPort;
this.Fingerprint = fingerprint;
this.ApiToken = apiToken;
this.HttpPort = httpPort ?? 0;
this.GrpcPort = grpcPort ?? 0;
this.Fingerprint = fingerprint ?? string.Empty;
this.ApiToken = apiToken ?? string.Empty;
this.GrpcClient = this.CreateQdrantClient();
}
@ -62,5 +63,56 @@ public class QdrantClientImplementation : DatabaseClient
yield return (TB("Number of collections"), await this.GetCollectionsAmount());
}
public override async Task EnsureEmbeddingStoreExists(string collectionName, int vectorSize, CancellationToken token)
{
var exists = await this.GrpcClient.CollectionExistsAsync(collectionName, token);
if (exists)
return;
await this.GrpcClient.CreateCollectionAsync(
collectionName,
new VectorParams
{
Size = (ulong)vectorSize,
Distance = Distance.Cosine,
},
cancellationToken: token);
}
public override Task InsertEmbedding(string collectionName, IReadOnlyList<EmbeddingStoragePoint> points, CancellationToken token)
{
var qdrantPoints = points.Select(point => new PointStruct
{
Id = Guid.Parse(point.PointId),
Vectors = point.Vector.ToArray(),
Payload =
{
["data_source_id"] = point.DataSourceId,
["data_source_name"] = point.DataSourceName,
["data_source_type"] = point.DataSourceType,
["file_path"] = point.FilePath,
["file_name"] = point.FileName,
["relative_path"] = point.RelativePath,
["chunk_index"] = (long)point.ChunkIndex,
["text"] = point.Text,
["fingerprint"] = point.Fingerprint,
["last_write_utc"] = point.LastWriteUtc.ToString("O"),
["embedded_at_utc"] = point.EmbeddedAtUtc.ToString("O"),
}
}).ToList();
return this.GrpcClient.UpsertAsync(collectionName, qdrantPoints, true, null, null, token);
}
public override Task DeleteEmbeddingByFile(string collectionName, string filePath, CancellationToken token)
{
return this.GrpcClient.DeleteAsync(collectionName, MatchKeyword("file_path", filePath), true, null, null, token);
}
public override Task DeleteEmbeddingStore(string collectionName, CancellationToken token)
{
return this.GrpcClient.DeleteCollectionAsync(collectionName, cancellationToken: token);
}
public override void Dispose() => this.GrpcClient.Dispose();
}
}

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@ -37,6 +37,7 @@ public enum Event
// RAG events:
RAG_AUTO_DATA_SOURCES_SELECTED,
RAG_EMBEDDING_STATUS_CHANGED,
// File attachment events:
REGISTER_FILE_DROP_AREA,

File diff suppressed because it is too large Load Diff

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@ -1,9 +1,46 @@
using AIStudio.Tools.Rust;
using AIStudio.Tools.Databases;
using AIStudio.Tools.Rust;
namespace AIStudio.Tools.Services;
public sealed partial class RustService
{
public async Task<EmbeddingStoreConfiguration> GetEmbeddingStoreConfiguration(EmbeddingStoreKind kind)
{
switch (kind)
{
case EmbeddingStoreKind.QDRANT_REMOTE:
{
var qdrantInfo = await this.GetQdrantInfo();
var invalidFields = new List<string>();
if (!qdrantInfo.IsAvailable)
invalidFields.Add(qdrantInfo.UnavailableReason ?? "unknown");
if (string.IsNullOrWhiteSpace(qdrantInfo.Path))
invalidFields.Add("Path");
if (qdrantInfo.PortHttp == 0)
invalidFields.Add("HttpPort");
if (qdrantInfo.PortGrpc == 0)
invalidFields.Add("GrpcPort");
if (string.IsNullOrWhiteSpace(qdrantInfo.Fingerprint))
invalidFields.Add("Fingerprint");
if (string.IsNullOrWhiteSpace(qdrantInfo.ApiToken))
invalidFields.Add("ApiToken");
if (invalidFields.Count <= 0) return new EmbeddingStoreConfiguration(kind, "Qdrant", new RemoteLocation(qdrantInfo.Path, qdrantInfo.PortHttp, qdrantInfo.PortGrpc, qdrantInfo.Fingerprint, qdrantInfo.ApiToken), null);
var reason = string.Join(", ", invalidFields);
Console.WriteLine($"Warning: Qdrant is not available. Starting without vector database. Reason: '{reason}'.");
return new EmbeddingStoreConfiguration(
EmbeddingStoreKind.NONE,
"Qdrant",
null,
reason);
}
default:
return new EmbeddingStoreConfiguration(kind, kind.ToString(), null, $"No configuration available for {kind}");
}
}
public async Task<QdrantInfo> GetQdrantInfo()
{
try

View File

@ -1,5 +1,6 @@
using System.Text;
using System.Text.Json;
using System.Runtime.CompilerServices;
namespace AIStudio.Tools.Services;
@ -48,6 +49,9 @@ public sealed partial class RustService
}
catch (JsonException)
{
if (this.TryLogSseErrorMessage(jsonContent, path))
continue;
this.logger?.LogError("Failed to deserialize SSE event: {JsonContent}", jsonContent);
}
}
@ -65,4 +69,77 @@ public sealed partial class RustService
return resultBuilder.ToString();
}
}
public async IAsyncEnumerable<string> StreamArbitraryFileData(string path, bool extractImages = false, [EnumeratorCancellation] CancellationToken token = default)
{
var streamId = Guid.NewGuid().ToString();
var requestUri = $"/retrieval/fs/extract?path={Uri.EscapeDataString(path)}&stream_id={streamId}&extract_images={extractImages}";
using var request = new HttpRequestMessage(HttpMethod.Get, requestUri);
using var response = await this.http.SendAsync(request, HttpCompletionOption.ResponseHeadersRead, token);
if (!response.IsSuccessStatusCode)
yield break;
string? finalContentChunk = null;
try
{
await using var stream = await response.Content.ReadAsStreamAsync(token);
using var reader = new StreamReader(stream);
while (!reader.EndOfStream && !token.IsCancellationRequested)
{
var line = await reader.ReadLineAsync(token);
if (string.IsNullOrWhiteSpace(line))
continue;
if (!line.StartsWith("data:", StringComparison.InvariantCulture))
continue;
var jsonContent = line[5..];
ContentStreamSseEvent? sseEvent = null;
try
{
sseEvent = JsonSerializer.Deserialize<ContentStreamSseEvent>(jsonContent);
}
catch (JsonException)
{
if (this.TryLogSseErrorMessage(jsonContent, path))
continue;
this.logger?.LogError("Failed to deserialize SSE event: {JsonContent}", jsonContent);
}
if (sseEvent is null)
continue;
var content = ContentStreamSseHandler.ProcessEvent(sseEvent, extractImages);
if (!string.IsNullOrWhiteSpace(content))
yield return content;
}
}
finally
{
finalContentChunk = ContentStreamSseHandler.Clear(streamId);
}
if (!string.IsNullOrWhiteSpace(finalContentChunk))
yield return finalContentChunk;
}
private bool TryLogSseErrorMessage(string jsonContent, string path)
{
try
{
var errorMessage = JsonSerializer.Deserialize<string>(jsonContent);
if (string.IsNullOrWhiteSpace(errorMessage))
return false;
this.logger?.LogError("Rust retrieval stream error for '{Path}': {ErrorMessage}", path, errorMessage);
return true;
}
catch (JsonException)
{
return false;
}
}
}