Multi-Platform Package Manager for Stable Diffusion
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using System;
using System.Collections.Generic;
using System.Collections.ObjectModel;
using System.Diagnostics;
using System.Linq;
using System.Net.Http;
using System.Threading.Tasks;
using AsyncAwaitBestPractices;
using Avalonia.Collections;
using Avalonia.Controls;
using Avalonia.Controls.Notifications;
using CommunityToolkit.Mvvm.ComponentModel;
using CommunityToolkit.Mvvm.Input;
using FluentAvalonia.UI.Controls;
using NLog;
using Refit;
using StabilityMatrix.Avalonia.Services;
using StabilityMatrix.Avalonia.ViewModels.Base;
using StabilityMatrix.Avalonia.ViewModels.CheckpointBrowser;
using StabilityMatrix.Avalonia.Views;
using StabilityMatrix.Core.Api;
using StabilityMatrix.Core.Attributes;
using StabilityMatrix.Core.Database;
using StabilityMatrix.Core.Extensions;
using StabilityMatrix.Core.Helper;
using StabilityMatrix.Core.Helper.Cache;
using StabilityMatrix.Core.Models;
using StabilityMatrix.Core.Models.Api;
using StabilityMatrix.Core.Models.Settings;
using StabilityMatrix.Core.Services;
using Symbol = FluentIcons.Common.Symbol;
using SymbolIconSource = FluentIcons.FluentAvalonia.SymbolIconSource;
namespace StabilityMatrix.Avalonia.ViewModels;
[View(typeof(CheckpointBrowserPage))]
public partial class CheckpointBrowserViewModel : PageViewModelBase
{
private static readonly Logger Logger = LogManager.GetCurrentClassLogger();
private readonly ICivitApi civitApi;
private readonly IDownloadService downloadService;
private readonly ISettingsManager settingsManager;
private readonly ServiceManager<ViewModelBase> dialogFactory;
private readonly ILiteDbContext liteDbContext;
private readonly INotificationService notificationService;
private const int MaxModelsPerPage = 14;
private LRUCache<int /* model id */, CheckpointBrowserCardViewModel> cache = new(50);
[ObservableProperty] private ObservableCollection<CheckpointBrowserCardViewModel>? modelCards;
[ObservableProperty] private DataGridCollectionView? modelCardsView;
[ObservableProperty] private string searchQuery = string.Empty;
[ObservableProperty] private bool showNsfw;
[ObservableProperty] private bool showMainLoadingSpinner;
[ObservableProperty] private CivitPeriod selectedPeriod = CivitPeriod.Month;
[ObservableProperty] private CivitSortMode sortMode = CivitSortMode.HighestRated;
[ObservableProperty] private CivitModelType selectedModelType = CivitModelType.Checkpoint;
[ObservableProperty] private int currentPageNumber;
[ObservableProperty] private int totalPages;
[ObservableProperty] private bool hasSearched;
[ObservableProperty] private bool canGoToNextPage;
[ObservableProperty] private bool canGoToPreviousPage;
[ObservableProperty] private bool isIndeterminate;
[ObservableProperty] private bool noResultsFound;
[ObservableProperty] private string noResultsText = string.Empty;
[ObservableProperty] private string selectedBaseModelType = "All";
private List<CheckpointBrowserCardViewModel> allModelCards = new();
public IEnumerable<CivitPeriod> AllCivitPeriods => Enum.GetValues(typeof(CivitPeriod)).Cast<CivitPeriod>();
public IEnumerable<CivitSortMode> AllSortModes => Enum.GetValues(typeof(CivitSortMode)).Cast<CivitSortMode>();
public IEnumerable<CivitModelType> AllModelTypes => Enum.GetValues(typeof(CivitModelType))
.Cast<CivitModelType>()
.Where(t => t == CivitModelType.All || t.ConvertTo<SharedFolderType>() > 0)
.OrderBy(t => t.ToString());
public List<string> BaseModelOptions => new() {"All", "SD 1.5", "SD 2.1", "SDXL 0.9", "SDXL 1.0"};
public CheckpointBrowserViewModel(
ICivitApi civitApi,
IDownloadService downloadService,
ISettingsManager settingsManager,
ServiceManager<ViewModelBase> dialogFactory,
ILiteDbContext liteDbContext,
INotificationService notificationService)
{
this.civitApi = civitApi;
this.downloadService = downloadService;
this.settingsManager = settingsManager;
this.dialogFactory = dialogFactory;
this.liteDbContext = liteDbContext;
this.notificationService = notificationService;
CurrentPageNumber = 1;
CanGoToNextPage = true;
}
public override void OnLoaded()
{
if (Design.IsDesignMode) return;
var searchOptions = settingsManager.Settings.ModelSearchOptions;
SelectedPeriod = searchOptions?.SelectedPeriod ?? CivitPeriod.Month;
SortMode = searchOptions?.SortMode ?? CivitSortMode.HighestRated;
SelectedModelType = searchOptions?.SelectedModelType ?? CivitModelType.Checkpoint;
SelectedBaseModelType = searchOptions?.SelectedBaseModelType ?? "All";
ShowNsfw = settingsManager.Settings.ModelBrowserNsfwEnabled;
settingsManager.RelayPropertyFor(this, model => model.ShowNsfw,
settings => settings.ModelBrowserNsfwEnabled);
}
/// <summary>
/// Filter predicate for model cards
/// </summary>
private bool FilterModelCardsPredicate(object? item)
{
if (item is not CheckpointBrowserCardViewModel card) return false;
return !card.CivitModel.Nsfw || ShowNsfw;
}
/// <summary>
/// Background update task
/// </summary>
private async Task CivitModelQuery(CivitModelsRequest request)
{
var timer = Stopwatch.StartNew();
var queryText = request.Query;
try
{
var modelsResponse = await civitApi.GetModels(request);
var models = modelsResponse.Items;
if (models is null)
{
Logger.Debug("CivitAI Query {Text} returned no results (in {Elapsed:F1} s)",
queryText, timer.Elapsed.TotalSeconds);
return;
}
Logger.Debug("CivitAI Query {Text} returned {Results} results (in {Elapsed:F1} s)",
queryText, models.Count, timer.Elapsed.TotalSeconds);
var unknown = models.Where(m => m.Type == CivitModelType.Unknown).ToList();
if (unknown.Any())
{
var names = unknown.Select(m => m.Name).ToList();
Logger.Warn("Excluded {Unknown} unknown model types: {Models}", unknown.Count,
names);
}
// Filter out unknown model types and archived/taken-down models
models = models.Where(m => m.Type.ConvertTo<SharedFolderType>() > 0)
.Where(m => m.Mode == null).ToList();
// Database update calls will invoke `OnModelsUpdated`
// Add to database
await liteDbContext.UpsertCivitModelAsync(models);
// Add as cache entry
var cacheNew = await liteDbContext.UpsertCivitModelQueryCacheEntryAsync(new()
{
Id = ObjectHash.GetMd5Guid(request),
InsertedAt = DateTimeOffset.UtcNow,
Request = request,
Items = models,
Metadata = modelsResponse.Metadata
});
if (cacheNew)
{
Logger.Debug("New cache entry, updating model cards");
UpdateModelCards(models, modelsResponse.Metadata);
}
else
{
Logger.Debug("Cache entry already exists, not updating model cards");
}
}
catch (OperationCanceledException)
{
notificationService.Show(new Notification("Request to CivitAI timed out",
"Please try again in a few minutes"));
Logger.Warn($"CivitAI query timed out ({request})");
}
catch (HttpRequestException e)
{
notificationService.Show(new Notification("CivitAI can't be reached right now",
"Please try again in a few minutes"));
Logger.Warn(e, $"CivitAI query HttpRequestException ({request})");
}
catch (ApiException e)
{
notificationService.Show(new Notification("CivitAI can't be reached right now",
"Please try again in a few minutes"));
Logger.Warn(e, $"CivitAI query ApiException ({request})");
}
catch (Exception e)
{
notificationService.Show(new Notification("CivitAI can't be reached right now",
$"Unknown exception during CivitAI query: {e.GetType().Name}"));
Logger.Error(e, $"CivitAI query unknown exception ({request})");
}
finally
{
ShowMainLoadingSpinner = false;
UpdateResultsText();
}
}
/// <summary>
/// Updates model cards using api response object.
/// </summary>
private void UpdateModelCards(IEnumerable<CivitModel>? models, CivitMetadata? metadata)
{
if (models is null)
{
ModelCards?.Clear();
}
else
{
var updateCards = models
.Select(model =>
{
var cachedViewModel = cache.Get(model.Id);
if (cachedViewModel != null)
{
if (!cachedViewModel.IsImporting)
{
cache.Remove(model.Id);
}
return cachedViewModel;
}
var newCard = dialogFactory.Get<CheckpointBrowserCardViewModel>(vm =>
{
vm.CivitModel = model;
vm.OnDownloadStart = viewModel =>
{
if (cache.Get(viewModel.CivitModel.Id) != null) return;
cache.Add(viewModel.CivitModel.Id, viewModel);
};
return vm;
});
return newCard;
}).ToList();
allModelCards = updateCards;
ModelCards =
new ObservableCollection<CheckpointBrowserCardViewModel>(
updateCards.Where(FilterModelCardsPredicate));
}
TotalPages = metadata?.TotalPages ?? 1;
CanGoToPreviousPage = CurrentPageNumber > 1;
CanGoToNextPage = CurrentPageNumber < TotalPages;
// Status update
ShowMainLoadingSpinner = false;
IsIndeterminate = false;
HasSearched = true;
}
private string previousSearchQuery = string.Empty;
[RelayCommand]
private async Task SearchModels()
{
var timer = Stopwatch.StartNew();
if (SearchQuery != previousSearchQuery)
{
// Reset page number
CurrentPageNumber = 1;
previousSearchQuery = SearchQuery;
}
// Build request
var modelRequest = new CivitModelsRequest
{
Limit = MaxModelsPerPage,
Nsfw = "true", // Handled by local view filter
Sort = SortMode,
Period = SelectedPeriod,
Page = CurrentPageNumber
};
if (SearchQuery.StartsWith("#"))
{
modelRequest.Tag = SearchQuery[1..];
}
else if (SearchQuery.StartsWith("@"))
{
modelRequest.Username = SearchQuery[1..];
}
else
{
modelRequest.Query = SearchQuery;
}
if (SelectedModelType != CivitModelType.All)
{
modelRequest.Types = new[] {SelectedModelType};
}
if (SelectedBaseModelType != "All")
{
modelRequest.BaseModel = SelectedBaseModelType;
}
// See if query is cached
var cachedQuery = await liteDbContext.CivitModelQueryCache
.IncludeAll()
.FindByIdAsync(ObjectHash.GetMd5Guid(modelRequest));
// If cached, update model cards
if (cachedQuery is not null)
{
var elapsed = timer.Elapsed;
Logger.Debug("Using cached query for {Text} [{RequestHash}] (in {Elapsed:F1} s)",
SearchQuery, modelRequest.GetHashCode(), elapsed.TotalSeconds);
UpdateModelCards(cachedQuery.Items, cachedQuery.Metadata);
// Start remote query (background mode)
// Skip when last query was less than 2 min ago
var timeSinceCache = DateTimeOffset.UtcNow - cachedQuery.InsertedAt;
if (timeSinceCache?.TotalMinutes >= 2)
{
CivitModelQuery(modelRequest).SafeFireAndForget();
Logger.Debug(
"Cached query was more than 2 minutes ago ({Seconds:F0} s), updating cache with remote query",
timeSinceCache.Value.TotalSeconds);
}
}
else
{
// Not cached, wait for remote query
ShowMainLoadingSpinner = true;
await CivitModelQuery(modelRequest);
}
UpdateResultsText();
}
[RelayCommand]
private async Task PreviousPage()
{
if (CurrentPageNumber == 1) return;
CurrentPageNumber--;
await TrySearchAgain(false);
}
[RelayCommand]
private async Task NextPage()
{
CurrentPageNumber++;
await TrySearchAgain(false);
}
partial void OnShowNsfwChanged(bool value)
{
settingsManager.Transaction(s => s.ModelBrowserNsfwEnabled, value);
// ModelCardsView?.Refresh();
var updateCards = allModelCards
.Where(FilterModelCardsPredicate);
ModelCards = new ObservableCollection<CheckpointBrowserCardViewModel>(updateCards);
if (!HasSearched) return;
UpdateResultsText();
}
partial void OnSelectedPeriodChanged(CivitPeriod value)
{
TrySearchAgain().SafeFireAndForget();
settingsManager.Transaction(s => s.ModelSearchOptions = new ModelSearchOptions(
value, SortMode, SelectedModelType, SelectedBaseModelType));
}
partial void OnSortModeChanged(CivitSortMode value)
{
TrySearchAgain().SafeFireAndForget();
settingsManager.Transaction(s => s.ModelSearchOptions = new ModelSearchOptions(
SelectedPeriod, value, SelectedModelType, SelectedBaseModelType));
}
partial void OnSelectedModelTypeChanged(CivitModelType value)
{
TrySearchAgain().SafeFireAndForget();
settingsManager.Transaction(s => s.ModelSearchOptions = new ModelSearchOptions(
SelectedPeriod, SortMode, value, SelectedBaseModelType));
}
partial void OnSelectedBaseModelTypeChanged(string value)
{
TrySearchAgain().SafeFireAndForget();
settingsManager.Transaction(s => s.ModelSearchOptions = new ModelSearchOptions(
SelectedPeriod, SortMode, SelectedModelType, value));
}
private async Task TrySearchAgain(bool shouldUpdatePageNumber = true)
{
if (!HasSearched) return;
ModelCards?.Clear();
if (shouldUpdatePageNumber)
{
CurrentPageNumber = 1;
}
// execute command instead of calling method directly so that the IsRunning property gets updated
await SearchModelsCommand.ExecuteAsync(null);
}
private void UpdateResultsText()
{
NoResultsFound = ModelCards?.Count <= 0;
NoResultsText = allModelCards.Count > 0
? $"{allModelCards.Count} results hidden by filters"
: "No results found";
}
public override string Title => "Model Browser";
public override IconSource IconSource => new SymbolIconSource { Symbol = Symbol.BrainCircuit, IsFilled = true };
}