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using System.Diagnostics;
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using System.Text.RegularExpressions;
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using NLog;
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using StabilityMatrix.Core.Helper;
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using StabilityMatrix.Core.Helper.Cache;
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using StabilityMatrix.Core.Models.FileInterfaces;
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using StabilityMatrix.Core.Models.Progress;
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using StabilityMatrix.Core.Processes;
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using StabilityMatrix.Core.Python;
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using StabilityMatrix.Core.Services;
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using YamlDotNet.Serialization;
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using YamlDotNet.Serialization.NamingConventions;
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namespace StabilityMatrix.Core.Models.Packages;
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public class ComfyUI : BaseGitPackage
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{
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private static readonly Logger Logger = LogManager.GetCurrentClassLogger();
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public override string Name => "ComfyUI";
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public override string DisplayName { get; set; } = "ComfyUI";
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public override string Author => "comfyanonymous";
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public override string LicenseType => "GPL-3.0";
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public override string LicenseUrl =>
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"https://github.com/comfyanonymous/ComfyUI/blob/master/LICENSE";
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public override string Blurb => "A powerful and modular stable diffusion GUI and backend";
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public override string LaunchCommand => "main.py";
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public override Uri PreviewImageUri =>
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new("https://github.com/comfyanonymous/ComfyUI/raw/master/comfyui_screenshot.png");
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public override bool ShouldIgnoreReleases => true;
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public ComfyUI(IGithubApiCache githubApi, ISettingsManager settingsManager, IDownloadService downloadService,
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IPrerequisiteHelper prerequisiteHelper) :
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base(githubApi, settingsManager, downloadService, prerequisiteHelper)
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{
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}
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// https://github.com/comfyanonymous/ComfyUI/blob/master/folder_paths.py#L11
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public override Dictionary<SharedFolderType, IReadOnlyList<string>> SharedFolders => new()
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{
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[SharedFolderType.StableDiffusion] = new[] {"models/checkpoints"},
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[SharedFolderType.Diffusers] = new[] {"models/diffusers"},
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[SharedFolderType.Lora] = new[] {"models/loras"},
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[SharedFolderType.CLIP] = new[] {"models/clip"},
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[SharedFolderType.TextualInversion] = new[] {"models/embeddings"},
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[SharedFolderType.VAE] = new[] {"models/vae"},
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[SharedFolderType.ApproxVAE] = new[] {"models/vae_approx"},
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[SharedFolderType.ControlNet] = new[] {"models/controlnet"},
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[SharedFolderType.GLIGEN] = new[] {"models/gligen"},
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[SharedFolderType.ESRGAN] = new[] {"models/upscale_models"},
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[SharedFolderType.Hypernetwork] = new[] {"models/hypernetworks"},
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};
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public override List<LaunchOptionDefinition> LaunchOptions => new List<LaunchOptionDefinition>
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{
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new()
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{
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Name = "VRAM",
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Type = LaunchOptionType.Bool,
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InitialValue = HardwareHelper.IterGpuInfo().Select(gpu => gpu.MemoryLevel).Max() switch
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{
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Level.Low => "--lowvram",
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Level.Medium => "--normalvram",
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_ => null
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},
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Options = { "--highvram", "--normalvram", "--lowvram", "--novram" }
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},
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new()
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{
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Name = "Use CPU only",
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Type = LaunchOptionType.Bool,
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InitialValue = !HardwareHelper.HasNvidiaGpu(),
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Options = {"--cpu"}
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},
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new()
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{
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Name = "Disable Xformers",
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Type = LaunchOptionType.Bool,
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InitialValue = !HardwareHelper.HasNvidiaGpu(),
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Options = { "--disable-xformers" }
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},
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new()
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{
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Name = "Auto-Launch",
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Type = LaunchOptionType.Bool,
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Options = { "--auto-launch" }
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},
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LaunchOptionDefinition.Extras
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};
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public override Task<string> GetLatestVersion() => Task.FromResult("master");
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public override async Task<IEnumerable<PackageVersion>> GetAllVersions(bool isReleaseMode = true)
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{
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var allBranches = await GetAllBranches().ConfigureAwait(false);
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return allBranches.Select(b => new PackageVersion
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{
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TagName = $"{b.Name}",
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ReleaseNotesMarkdown = string.Empty
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});
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}
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public override async Task InstallPackage(IProgress<ProgressReport>? progress = null)
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{
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await UnzipPackage(progress);
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progress?.Report(new ProgressReport(-1, "Setting up venv", isIndeterminate: true));
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// Setup venv
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await using var venvRunner = new PyVenvRunner(Path.Combine(InstallLocation, "venv"));
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venvRunner.WorkingDirectory = InstallLocation;
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if (!venvRunner.Exists())
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{
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await venvRunner.Setup().ConfigureAwait(false);
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}
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// Install torch / xformers based on gpu info
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var gpus = HardwareHelper.IterGpuInfo().ToList();
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if (gpus.Any(g => g.IsNvidia))
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{
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progress?.Report(new ProgressReport(-1, "Installing PyTorch for CUDA", isIndeterminate: true));
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Logger.Info("Starting torch install (CUDA)...");
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await venvRunner.PipInstall(PyVenvRunner.TorchPipInstallArgsCuda, OnConsoleOutput)
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.ConfigureAwait(false);
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Logger.Info("Installing xformers...");
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await venvRunner.PipInstall("xformers", OnConsoleOutput).ConfigureAwait(false);
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}
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else if (HardwareHelper.PreferRocm())
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{
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progress?.Report(new ProgressReport(-1, "Installing PyTorch for ROCm", isIndeterminate: true));
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await venvRunner
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.PipInstall(PyVenvRunner.TorchPipInstallArgsRocm542, OnConsoleOutput)
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.ConfigureAwait(false);
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}
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else
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{
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progress?.Report(new ProgressReport(-1, "Installing PyTorch for CPU", isIndeterminate: true));
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Logger.Info("Starting torch install (CPU)...");
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await venvRunner.PipInstall(PyVenvRunner.TorchPipInstallArgsCpu, OnConsoleOutput)
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.ConfigureAwait(false);
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}
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// Install requirements file
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progress?.Report(new ProgressReport(-1, "Installing Package Requirements", isIndeterminate: true));
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Logger.Info("Installing requirements.txt");
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await venvRunner.PipInstall($"-r requirements.txt", OnConsoleOutput).ConfigureAwait(false);
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progress?.Report(new ProgressReport(1, "Installing Package Requirements", isIndeterminate: false));
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}
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public override async Task RunPackage(string installedPackagePath, string command, string arguments)
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{
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await SetupVenv(installedPackagePath).ConfigureAwait(false);
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void HandleConsoleOutput(ProcessOutput s)
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{
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OnConsoleOutput(s);
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if (s.Text.Contains("To see the GUI go to", StringComparison.OrdinalIgnoreCase))
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{
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var regex = new Regex(@"(https?:\/\/)([^:\s]+):(\d+)");
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var match = regex.Match(s.Text);
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if (match.Success)
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{
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WebUrl = match.Value;
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}
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OnStartupComplete(WebUrl);
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}
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}
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void HandleExit(int i)
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{
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Debug.WriteLine($"Venv process exited with code {i}");
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OnExit(i);
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}
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var args = $"\"{Path.Combine(installedPackagePath, command)}\" {arguments}";
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VenvRunner?.RunDetached(
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args.TrimEnd(),
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HandleConsoleOutput,
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HandleExit);
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}
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public override Task SetupModelFolders(DirectoryPath installDirectory)
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{
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var extraPathsYamlPath = installDirectory + "extra_model_paths.yaml";
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var modelsDir = SettingsManager.ModelsDirectory;
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var deserializer = new DeserializerBuilder()
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.WithNamingConvention(UnderscoredNamingConvention.Instance)
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.IgnoreUnmatchedProperties()
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.Build();
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var exists = File.Exists(extraPathsYamlPath);
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if (!exists)
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{
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Logger.Info("Creating extra_model_paths.yaml");
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File.WriteAllText(extraPathsYamlPath, string.Empty);
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}
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var yaml = File.ReadAllText(extraPathsYamlPath);
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var comfyModelPaths = deserializer.Deserialize<ComfyModelPathsYaml>(yaml) ??
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// ReSharper disable once NullCoalescingConditionIsAlwaysNotNullAccordingToAPIContract
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// cuz it can actually be null lol
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new ComfyModelPathsYaml();
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comfyModelPaths.StabilityMatrix ??= new ComfyModelPathsYaml.SmData();
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comfyModelPaths.StabilityMatrix.Checkpoints = Path.Combine(modelsDir, "StableDiffusion");
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comfyModelPaths.StabilityMatrix.Vae = Path.Combine(modelsDir, "VAE");
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comfyModelPaths.StabilityMatrix.Loras = $"{Path.Combine(modelsDir, "Lora")}\n" +
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$"{Path.Combine(modelsDir, "LyCORIS")}";
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comfyModelPaths.StabilityMatrix.UpscaleModels = $"{Path.Combine(modelsDir, "ESRGAN")}\n" +
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$"{Path.Combine(modelsDir, "RealESRGAN")}\n" +
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$"{Path.Combine(modelsDir, "SwinIR")}";
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comfyModelPaths.StabilityMatrix.Embeddings = Path.Combine(modelsDir, "TextualInversion");
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comfyModelPaths.StabilityMatrix.Hypernetworks = Path.Combine(modelsDir, "Hypernetwork");
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comfyModelPaths.StabilityMatrix.Controlnet = Path.Combine(modelsDir, "ControlNet");
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comfyModelPaths.StabilityMatrix.Clip = Path.Combine(modelsDir, "CLIP");
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comfyModelPaths.StabilityMatrix.Diffusers = Path.Combine(modelsDir, "Diffusers");
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comfyModelPaths.StabilityMatrix.Gligen = Path.Combine(modelsDir, "GLIGEN");
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comfyModelPaths.StabilityMatrix.VaeApprox = Path.Combine(modelsDir, "ApproxVAE");
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var serializer = new SerializerBuilder()
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.WithNamingConvention(UnderscoredNamingConvention.Instance)
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.Build();
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var yamlData = serializer.Serialize(comfyModelPaths);
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File.WriteAllText(extraPathsYamlPath, yamlData);
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return Task.CompletedTask;
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}
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public override Task UpdateModelFolders(DirectoryPath installDirectory) =>
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SetupModelFolders(installDirectory);
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public override Task RemoveModelFolderLinks(DirectoryPath installDirectory) =>
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Task.CompletedTask;
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public class ComfyModelPathsYaml
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{
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public class SmData
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{
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public string Checkpoints { get; set; }
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public string Vae { get; set; }
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public string Loras { get; set; }
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public string UpscaleModels { get; set; }
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public string Embeddings { get; set; }
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public string Hypernetworks { get; set; }
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public string Controlnet { get; set; }
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public string Clip { get; set; }
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public string Diffusers { get; set; }
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public string Gligen { get; set; }
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public string VaeApprox { get; set; }
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}
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public SmData? StabilityMatrix { get; set; }
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}
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}
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