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248 lines
10 KiB
248 lines
10 KiB
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 InstallPackage(string installLocation, IProgress<ProgressReport>? progress = null) |
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{ |
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await base.InstallPackage(installLocation, progress).ConfigureAwait(false); |
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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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