Multi-Platform Package Manager for Stable Diffusion
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using System.Diagnostics;
using System.Diagnostics.CodeAnalysis;
using System.Text.RegularExpressions;
using StabilityMatrix.Core.Helper;
using StabilityMatrix.Core.Helper.Cache;
using StabilityMatrix.Core.Models.Progress;
using StabilityMatrix.Core.Processes;
using StabilityMatrix.Core.Python;
using StabilityMatrix.Core.Services;
namespace StabilityMatrix.Core.Models.Packages;
public class A3WebUI : BaseGitPackage
{
public override string Name => "stable-diffusion-webui";
public override string DisplayName { get; set; } = "Stable Diffusion WebUI";
public override string Author => "AUTOMATIC1111";
public override string Blurb =>
"A browser interface based on Gradio library for Stable Diffusion";
public override string LaunchCommand => "launch.py";
public override Uri PreviewImageUri =>
new("https://github.com/AUTOMATIC1111/stable-diffusion-webui/raw/master/screenshot.png");
public string RelativeArgsDefinitionScriptPath => "modules.cmd_args";
public A3WebUI(IGithubApiCache githubApi, ISettingsManager settingsManager, IDownloadService downloadService,
IPrerequisiteHelper prerequisiteHelper) :
base(githubApi, settingsManager, downloadService, prerequisiteHelper)
{
}
// From https://github.com/AUTOMATIC1111/stable-diffusion-webui/tree/master/models
public override Dictionary<SharedFolderType, string> SharedFolders => new()
{
[SharedFolderType.StableDiffusion] = "models/Stable-diffusion",
[SharedFolderType.ESRGAN] = "models/ESRGAN",
[SharedFolderType.RealESRGAN] = "models/RealESRGAN",
[SharedFolderType.SwinIR] = "models/SwinIR",
[SharedFolderType.Lora] = "models/Lora",
[SharedFolderType.LyCORIS] = "models/LyCORIS",
[SharedFolderType.ApproxVAE] = "models/VAE-approx",
[SharedFolderType.VAE] = "models/VAE",
[SharedFolderType.DeepDanbooru] = "models/deepbooru",
[SharedFolderType.Karlo] = "models/karlo",
[SharedFolderType.TextualInversion] = "embeddings",
[SharedFolderType.Hypernetwork] = "models/hypernetworks",
[SharedFolderType.ControlNet] = "models/ControlNet"
};
[SuppressMessage("ReSharper", "ArrangeObjectCreationWhenTypeNotEvident")]
public override List<LaunchOptionDefinition> LaunchOptions => new()
{
new()
{
Name = "Host",
Type = LaunchOptionType.String,
DefaultValue = "localhost",
Options = new() {"--host"}
},
new()
{
Name = "Port",
Type = LaunchOptionType.String,
DefaultValue = "7860",
Options = new() {"--port"}
},
new()
{
Name = "VRAM",
Type = LaunchOptionType.Bool,
InitialValue = HardwareHelper.IterGpuInfo().Select(gpu => gpu.MemoryLevel).Max() switch
{
Level.Low => "--lowvram",
Level.Medium => "--medvram",
_ => null
},
Options = new() { "--lowvram", "--medvram" }
},
new()
{
Name = "Xformers",
Type = LaunchOptionType.Bool,
InitialValue = HardwareHelper.HasNvidiaGpu(),
Options = new() { "--xformers" }
},
new()
{
Name = "API",
Type = LaunchOptionType.Bool,
InitialValue = true,
Options = new() {"--api"}
},
new()
{
Name = "Skip Torch CUDA Check",
Type = LaunchOptionType.Bool,
InitialValue = !HardwareHelper.HasNvidiaGpu(),
Options = new() {"--skip-torch-cuda-test"}
},
new()
{
Name = "Skip Python Version Check",
Type = LaunchOptionType.Bool,
InitialValue = true,
Options = new() {"--skip-python-version-check"}
},
LaunchOptionDefinition.Extras
};
public override async Task<string> GetLatestVersion()
{
var release = await GetLatestRelease();
return release.TagName!;
}
public override async Task<IEnumerable<PackageVersion>> GetAllVersions(bool isReleaseMode = true)
{
if (isReleaseMode)
{
var allReleases = await GetAllReleases();
return allReleases.Where(r => r.Prerelease == false).Select(r => new PackageVersion
{TagName = r.TagName!, ReleaseNotesMarkdown = r.Body});
}
// else, branch mode
var allBranches = await GetAllBranches();
return allBranches.Select(b => new PackageVersion
{
TagName = $"{b.Name}",
ReleaseNotesMarkdown = string.Empty
});
}
public override async Task InstallPackage(IProgress<ProgressReport>? progress = null)
{
await UnzipPackage(progress);
progress?.Report(new ProgressReport(-1, "Setting up venv", isIndeterminate: true));
// Setup venv
var venvRunner = new PyVenvRunner(Path.Combine(InstallLocation, "venv"));
if (!venvRunner.Exists())
{
await venvRunner.Setup();
}
// Install torch / xformers based on gpu info
var gpus = HardwareHelper.IterGpuInfo().ToList();
if (gpus.Any(g => g.IsNvidia))
{
progress?.Report(new ProgressReport(-1, "Installing PyTorch for CUDA", isIndeterminate: true));
Logger.Info("Starting torch install (CUDA)...");
await venvRunner.PipInstall(PyVenvRunner.TorchPipInstallArgsCuda,
InstallLocation, OnConsoleOutput);
Logger.Info("Installing xformers...");
await venvRunner.PipInstall("xformers", InstallLocation, OnConsoleOutput);
}
else
{
progress?.Report(new ProgressReport(-1, "Installing PyTorch for CPU", isIndeterminate: true));
Logger.Info("Starting torch install (CPU)...");
await venvRunner.PipInstall(PyVenvRunner.TorchPipInstallArgsCpu, InstallLocation, OnConsoleOutput);
}
// Install requirements file
progress?.Report(new ProgressReport(-1, "Installing Package Requirements", isIndeterminate: true));
Logger.Info("Installing requirements_versions.txt");
await venvRunner.PipInstall($"-r requirements_versions.txt", InstallLocation, OnConsoleOutput);
progress?.Report(new ProgressReport(1, "Installing Package Requirements", isIndeterminate: false));
}
public override async Task RunPackage(string installedPackagePath, string arguments)
{
await SetupVenv(installedPackagePath);
void HandleConsoleOutput(ProcessOutput s)
{
OnConsoleOutput(s);
if (s.Text.Contains("model loaded", StringComparison.OrdinalIgnoreCase))
{
OnStartupComplete(WebUrl);
}
if (s.Text.Contains("Running on", StringComparison.OrdinalIgnoreCase))
{
var regex = new Regex(@"(https?:\/\/)([^:\s]+):(\d+)");
var match = regex.Match(s.Text);
if (match.Success)
{
WebUrl = match.Value;
}
}
}
var args = $"\"{Path.Combine(installedPackagePath, LaunchCommand)}\" {arguments}";
VenvRunner.RunDetached(args.TrimEnd(), HandleConsoleOutput, OnExit, workingDirectory: installedPackagePath);
}
}