Multi-Platform Package Manager for Stable Diffusion
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using System.Diagnostics;
using System.Text.Json;
using System.Text.Json.Nodes;
using System.Text.Json.Serialization;
using System.Text.RegularExpressions;
using StabilityMatrix.Core.Attributes;
using StabilityMatrix.Core.Helper;
using StabilityMatrix.Core.Helper.Cache;
using StabilityMatrix.Core.Helper.HardwareInfo;
using StabilityMatrix.Core.Models.FileInterfaces;
using StabilityMatrix.Core.Models.Progress;
using StabilityMatrix.Core.Processes;
using StabilityMatrix.Core.Python;
using StabilityMatrix.Core.Services;
namespace StabilityMatrix.Core.Models.Packages;
[Singleton(typeof(BasePackage))]
public class Fooocus(
IGithubApiCache githubApi,
ISettingsManager settingsManager,
IDownloadService downloadService,
IPrerequisiteHelper prerequisiteHelper
) : BaseGitPackage(githubApi, settingsManager, downloadService, prerequisiteHelper)
{
public override string Name => "Fooocus";
public override string DisplayName { get; set; } = "Fooocus";
public override string Author => "lllyasviel";
public override string Blurb => "Fooocus is a rethinking of Stable Diffusion and Midjourney’s designs";
public override string LicenseType => "GPL-3.0";
public override string LicenseUrl => "https://github.com/lllyasviel/Fooocus/blob/main/LICENSE";
public override string LaunchCommand => "launch.py";
public override Uri PreviewImageUri =>
new(
"https://user-images.githubusercontent.com/19834515/261830306-f79c5981-cf80-4ee3-b06b-3fef3f8bfbc7.png"
);
public override List<LaunchOptionDefinition> LaunchOptions =>
new()
{
new LaunchOptionDefinition
{
Name = "Preset",
Type = LaunchOptionType.Bool,
Options = { "--preset anime", "--preset realistic" }
},
new LaunchOptionDefinition
{
Name = "Port",
Type = LaunchOptionType.String,
Description = "Sets the listen port",
Options = { "--port" }
},
new LaunchOptionDefinition
{
Name = "Share",
Type = LaunchOptionType.Bool,
Description = "Set whether to share on Gradio",
Options = { "--share" }
},
new LaunchOptionDefinition
{
Name = "Listen",
Type = LaunchOptionType.String,
Description = "Set the listen interface",
Options = { "--listen" }
},
new LaunchOptionDefinition
{
Name = "Output Directory",
Type = LaunchOptionType.String,
Description = "Override the output directory",
Options = { "--output-path" }
},
new LaunchOptionDefinition
{
Name = "Language",
Type = LaunchOptionType.String,
Description = "Change the language of the UI",
Options = { "--language" }
},
new LaunchOptionDefinition
{
Name = "Auto-Launch",
Type = LaunchOptionType.Bool,
Options = { "--auto-launch" }
},
new LaunchOptionDefinition
{
Name = "Disable Image Log",
Type = LaunchOptionType.Bool,
Options = { "--disable-image-log" }
},
new LaunchOptionDefinition
{
Name = "Disable Analytics",
Type = LaunchOptionType.Bool,
Options = { "--disable-analytics" }
},
new LaunchOptionDefinition
{
Name = "Disable Preset Model Downloads",
Type = LaunchOptionType.Bool,
Options = { "--disable-preset-download" }
},
new LaunchOptionDefinition
{
Name = "Always Download Newer Models",
Type = LaunchOptionType.Bool,
Options = { "--always-download-new-model" }
},
new()
{
Name = "VRAM",
Type = LaunchOptionType.Bool,
InitialValue = HardwareHelper.IterGpuInfo().Select(gpu => gpu.MemoryLevel).Max() switch
{
MemoryLevel.Low => "--always-low-vram",
MemoryLevel.Medium => "--always-normal-vram",
_ => null
},
Options =
{
"--always-high-vram",
"--always-normal-vram",
"--always-low-vram",
"--always-no-vram"
}
},
new LaunchOptionDefinition
{
Name = "Use DirectML",
Type = LaunchOptionType.Bool,
Description = "Use pytorch with DirectML support",
InitialValue = HardwareHelper.PreferDirectML(),
Options = { "--directml" }
},
new LaunchOptionDefinition
{
Name = "Disable Xformers",
Type = LaunchOptionType.Bool,
InitialValue = !HardwareHelper.HasNvidiaGpu(),
Options = { "--disable-xformers" }
},
LaunchOptionDefinition.Extras
};
public override SharedFolderMethod RecommendedSharedFolderMethod => SharedFolderMethod.Configuration;
public override IEnumerable<SharedFolderMethod> AvailableSharedFolderMethods =>
new[] { SharedFolderMethod.Symlink, SharedFolderMethod.Configuration, SharedFolderMethod.None };
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 Dictionary<SharedOutputType, IReadOnlyList<string>>? SharedOutputFolders =>
new() { [SharedOutputType.Text2Img] = new[] { "outputs" } };
public override IEnumerable<TorchVersion> AvailableTorchVersions =>
new[] { TorchVersion.Cpu, TorchVersion.Cuda, TorchVersion.DirectMl, TorchVersion.Rocm };
public override string MainBranch => "main";
public override bool ShouldIgnoreReleases => true;
public override string OutputFolderName => "outputs";
public override PackageDifficulty InstallerSortOrder => PackageDifficulty.Simple;
public override async Task InstallPackage(
string installLocation,
TorchVersion torchVersion,
SharedFolderMethod selectedSharedFolderMethod,
DownloadPackageVersionOptions versionOptions,
IProgress<ProgressReport>? progress = null,
Action<ProcessOutput>? onConsoleOutput = null
)
{
var venvRunner = await SetupVenv(installLocation, forceRecreate: true).ConfigureAwait(false);
venvRunner.EnvironmentVariables = settingsManager.Settings.EnvironmentVariables;
progress?.Report(new ProgressReport(-1f, "Installing requirements...", isIndeterminate: true));
var pipArgs = new PipInstallArgs();
if (torchVersion == TorchVersion.DirectMl)
{
pipArgs = pipArgs.WithTorchDirectML();
}
else
{
pipArgs = pipArgs
.WithTorch("==2.1.0")
.WithTorchVision("==0.16.0")
.WithTorchExtraIndex(
torchVersion switch
{
TorchVersion.Cpu => "cpu",
TorchVersion.Cuda => "cu121",
TorchVersion.Rocm => "rocm5.6",
_ => throw new ArgumentOutOfRangeException(nameof(torchVersion), torchVersion, null)
}
);
}
var requirements = new FilePath(installLocation, "requirements_versions.txt");
pipArgs = pipArgs.WithParsedFromRequirementsTxt(
await requirements.ReadAllTextAsync().ConfigureAwait(false),
excludePattern: "torch"
);
await venvRunner.PipInstall(pipArgs, onConsoleOutput).ConfigureAwait(false);
}
public override async Task RunPackage(
string installedPackagePath,
string command,
string arguments,
Action<ProcessOutput>? onConsoleOutput
)
{
await SetupVenv(installedPackagePath).ConfigureAwait(false);
void HandleConsoleOutput(ProcessOutput s)
{
onConsoleOutput?.Invoke(s);
if (s.Text.Contains("Use the app with", 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,
SharedFolderMethod sharedFolderMethod
)
{
return sharedFolderMethod switch
{
SharedFolderMethod.Symlink
=> base.SetupModelFolders(installDirectory, SharedFolderMethod.Symlink),
SharedFolderMethod.Configuration => SetupModelFoldersConfig(installDirectory),
SharedFolderMethod.None => Task.CompletedTask,
_ => throw new ArgumentOutOfRangeException(nameof(sharedFolderMethod), sharedFolderMethod, null)
};
}
public override Task RemoveModelFolderLinks(
DirectoryPath installDirectory,
SharedFolderMethod sharedFolderMethod
)
{
return sharedFolderMethod switch
{
SharedFolderMethod.Symlink => base.RemoveModelFolderLinks(installDirectory, sharedFolderMethod),
SharedFolderMethod.Configuration => WriteDefaultConfig(installDirectory),
SharedFolderMethod.None => Task.CompletedTask,
_ => throw new ArgumentOutOfRangeException(nameof(sharedFolderMethod), sharedFolderMethod, null)
};
}
private JsonSerializerOptions jsonSerializerOptions =
new() { WriteIndented = true, DefaultIgnoreCondition = JsonIgnoreCondition.WhenWritingDefault };
private async Task SetupModelFoldersConfig(DirectoryPath installDirectory)
{
var fooocusConfigPath = installDirectory.JoinFile("config.txt");
var fooocusConfig = new JsonObject();
if (fooocusConfigPath.Exists)
{
fooocusConfig =
JsonSerializer.Deserialize<JsonObject>(
await fooocusConfigPath.ReadAllTextAsync().ConfigureAwait(false)
) ?? new JsonObject();
}
fooocusConfig["path_checkpoints"] = Path.Combine(settingsManager.ModelsDirectory, "StableDiffusion");
fooocusConfig["path_loras"] = Path.Combine(settingsManager.ModelsDirectory, "Lora");
fooocusConfig["path_embeddings"] = Path.Combine(settingsManager.ModelsDirectory, "TextualInversion");
fooocusConfig["path_vae_approx"] = Path.Combine(settingsManager.ModelsDirectory, "ApproxVAE");
fooocusConfig["path_upscale_models"] = Path.Combine(settingsManager.ModelsDirectory, "ESRGAN");
fooocusConfig["path_inpaint"] = Path.Combine(installDirectory, "models", "inpaint");
fooocusConfig["path_controlnet"] = Path.Combine(settingsManager.ModelsDirectory, "ControlNet");
fooocusConfig["path_clip_vision"] = Path.Combine(settingsManager.ModelsDirectory, "CLIP");
fooocusConfig["path_fooocus_expansion"] = Path.Combine(
installDirectory,
"models",
"prompt_expansion",
"fooocus_expansion"
);
var outputsPath = Path.Combine(installDirectory, OutputFolderName);
// doesn't always exist on first install
Directory.CreateDirectory(outputsPath);
fooocusConfig["path_outputs"] = outputsPath;
await fooocusConfigPath
.WriteAllTextAsync(JsonSerializer.Serialize(fooocusConfig, jsonSerializerOptions))
.ConfigureAwait(false);
}
private async Task WriteDefaultConfig(DirectoryPath installDirectory)
{
var fooocusConfigPath = installDirectory.JoinFile("config.txt");
var fooocusConfig = new JsonObject();
if (fooocusConfigPath.Exists)
{
fooocusConfig =
JsonSerializer.Deserialize<JsonObject>(
await fooocusConfigPath.ReadAllTextAsync().ConfigureAwait(false)
) ?? new JsonObject();
}
fooocusConfig["path_checkpoints"] = Path.Combine(installDirectory, "models", "checkpoints");
fooocusConfig["path_loras"] = Path.Combine(installDirectory, "models", "loras");
fooocusConfig["path_embeddings"] = Path.Combine(installDirectory, "models", "embeddings");
fooocusConfig["path_vae_approx"] = Path.Combine(installDirectory, "models", "vae_approx");
fooocusConfig["path_upscale_models"] = Path.Combine(installDirectory, "models", "upscale_models");
fooocusConfig["path_inpaint"] = Path.Combine(installDirectory, "models", "inpaint");
fooocusConfig["path_controlnet"] = Path.Combine(installDirectory, "models", "controlnet");
fooocusConfig["path_clip_vision"] = Path.Combine(installDirectory, "models", "clip_vision");
fooocusConfig["path_fooocus_expansion"] = Path.Combine(
installDirectory,
"models",
"prompt_expansion",
"fooocus_expansion"
);
fooocusConfig["path_outputs"] = Path.Combine(installDirectory, OutputFolderName);
await fooocusConfigPath
.WriteAllTextAsync(JsonSerializer.Serialize(fooocusConfig, jsonSerializerOptions))
.ConfigureAwait(false);
}
}