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