Ionite
1 year ago
25 changed files with 816 additions and 191 deletions
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using System.Diagnostics.CodeAnalysis; |
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using System.Text.Json.Nodes; |
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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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namespace StabilityMatrix.Core.Models.Packages; |
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public class StableDiffusionDirectMl : BaseGitPackage |
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{ |
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private static readonly Logger Logger = LogManager.GetCurrentClassLogger(); |
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public override string Name => "stable-diffusion-webui-directml"; |
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public override string DisplayName { get; set; } = "Stable Diffusion Web UI"; |
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public override string Author => "lshqqytiger"; |
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public override string LicenseType => "AGPL-3.0"; |
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public override string LicenseUrl => |
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"https://github.com/lshqqytiger/stable-diffusion-webui-directml/blob/master/LICENSE.txt"; |
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public override string Blurb => |
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"A fork of Automatic1111's Stable Diffusion WebUI with DirectML support"; |
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public override string LaunchCommand => "launch.py"; |
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public override Uri PreviewImageUri => |
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new( |
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"https://github.com/lshqqytiger/stable-diffusion-webui-directml/raw/master/screenshot.png" |
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); |
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public override SharedFolderMethod RecommendedSharedFolderMethod => SharedFolderMethod.Symlink; |
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public StableDiffusionDirectMl( |
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IGithubApiCache githubApi, |
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ISettingsManager settingsManager, |
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IDownloadService downloadService, |
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IPrerequisiteHelper prerequisiteHelper |
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) |
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: base(githubApi, settingsManager, downloadService, prerequisiteHelper) { } |
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public override Dictionary<SharedFolderType, IReadOnlyList<string>> SharedFolders => |
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new() |
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{ |
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[SharedFolderType.StableDiffusion] = new[] { "models/Stable-diffusion" }, |
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[SharedFolderType.ESRGAN] = new[] { "models/ESRGAN" }, |
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[SharedFolderType.RealESRGAN] = new[] { "models/RealESRGAN" }, |
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[SharedFolderType.SwinIR] = new[] { "models/SwinIR" }, |
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[SharedFolderType.Lora] = new[] { "models/Lora" }, |
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[SharedFolderType.LyCORIS] = new[] { "models/LyCORIS" }, |
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[SharedFolderType.ApproxVAE] = new[] { "models/VAE-approx" }, |
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[SharedFolderType.VAE] = new[] { "models/VAE" }, |
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[SharedFolderType.DeepDanbooru] = new[] { "models/deepbooru" }, |
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[SharedFolderType.Karlo] = new[] { "models/karlo" }, |
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[SharedFolderType.TextualInversion] = new[] { "embeddings" }, |
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[SharedFolderType.Hypernetwork] = new[] { "models/hypernetworks" }, |
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[SharedFolderType.ControlNet] = new[] { "models/ControlNet" }, |
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[SharedFolderType.Codeformer] = new[] { "models/Codeformer" }, |
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[SharedFolderType.LDSR] = new[] { "models/LDSR" }, |
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[SharedFolderType.AfterDetailer] = new[] { "models/adetailer" } |
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}; |
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public override Dictionary<SharedOutputType, IReadOnlyList<string>>? SharedOutputFolders => |
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new() |
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{ |
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[SharedOutputType.Extras] = new[] { "outputs/extras-images" }, |
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[SharedOutputType.Saved] = new[] { "log/images" }, |
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[SharedOutputType.Img2Img] = new[] { "outputs/img2img-images" }, |
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[SharedOutputType.Text2Img] = new[] { "outputs/txt2img-images" }, |
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[SharedOutputType.Img2ImgGrids] = new[] { "outputs/img2img-grids" }, |
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[SharedOutputType.Text2ImgGrids] = new[] { "outputs/txt2img-grids" } |
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}; |
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[SuppressMessage("ReSharper", "ArrangeObjectCreationWhenTypeNotEvident")] |
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public override List<LaunchOptionDefinition> LaunchOptions => |
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new() |
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{ |
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new() |
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{ |
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Name = "Host", |
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Type = LaunchOptionType.String, |
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DefaultValue = "localhost", |
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Options = new() { "--server-name" } |
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}, |
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new() |
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{ |
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Name = "Port", |
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Type = LaunchOptionType.String, |
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DefaultValue = "7860", |
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Options = new() { "--port" } |
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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 |
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.IterGpuInfo() |
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.Select(gpu => gpu.MemoryLevel) |
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.Max() switch |
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{ |
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Level.Low => "--lowvram", |
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Level.Medium => "--medvram", |
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_ => null |
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}, |
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Options = new() { "--lowvram", "--medvram", "--medvram-sdxl" } |
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}, |
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new() |
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{ |
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Name = "Xformers", |
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Type = LaunchOptionType.Bool, |
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InitialValue = HardwareHelper.HasNvidiaGpu(), |
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Options = new() { "--xformers" } |
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}, |
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new() |
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{ |
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Name = "API", |
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Type = LaunchOptionType.Bool, |
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InitialValue = true, |
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Options = new() { "--api" } |
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}, |
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new() |
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{ |
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Name = "Auto Launch Web UI", |
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Type = LaunchOptionType.Bool, |
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InitialValue = false, |
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Options = new() { "--autolaunch" } |
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}, |
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new() |
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{ |
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Name = "Skip Torch CUDA Check", |
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Type = LaunchOptionType.Bool, |
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InitialValue = !HardwareHelper.HasNvidiaGpu(), |
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Options = new() { "--skip-torch-cuda-test" } |
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}, |
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new() |
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{ |
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Name = "Skip Python Version Check", |
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Type = LaunchOptionType.Bool, |
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InitialValue = true, |
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Options = new() { "--skip-python-version-check" } |
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}, |
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new() |
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{ |
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Name = "No Half", |
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Type = LaunchOptionType.Bool, |
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Description = "Do not switch the model to 16-bit floats", |
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InitialValue = HardwareHelper.HasAmdGpu(), |
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Options = new() { "--no-half" } |
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}, |
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new() |
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{ |
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Name = "Skip SD Model Download", |
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Type = LaunchOptionType.Bool, |
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InitialValue = false, |
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Options = new() { "--no-download-sd-model" } |
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}, |
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new() |
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{ |
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Name = "Skip Install", |
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Type = LaunchOptionType.Bool, |
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Options = new() { "--skip-install" } |
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}, |
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LaunchOptionDefinition.Extras |
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}; |
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public override IEnumerable<SharedFolderMethod> AvailableSharedFolderMethods => |
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new[] { SharedFolderMethod.Symlink, SharedFolderMethod.None }; |
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public override IEnumerable<TorchVersion> AvailableTorchVersions => |
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new[] { TorchVersion.Cpu, TorchVersion.DirectMl }; |
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public override Task<string> GetLatestVersion() => Task.FromResult("master"); |
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public override bool ShouldIgnoreReleases => true; |
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public override string OutputFolderName => "outputs"; |
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public override async Task InstallPackage( |
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string installLocation, |
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TorchVersion torchVersion, |
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DownloadPackageVersionOptions versionOptions, |
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IProgress<ProgressReport>? progress = null, |
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Action<ProcessOutput>? onConsoleOutput = null |
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) |
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{ |
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progress?.Report(new ProgressReport(-1f, "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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await venvRunner.Setup(true, onConsoleOutput).ConfigureAwait(false); |
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switch (torchVersion) |
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{ |
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case TorchVersion.DirectMl: |
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await InstallDirectMlTorch(venvRunner, progress, onConsoleOutput) |
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.ConfigureAwait(false); |
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break; |
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case TorchVersion.Cpu: |
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await InstallCpuTorch(venvRunner, progress, onConsoleOutput).ConfigureAwait(false); |
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break; |
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} |
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// Install requirements file |
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progress?.Report( |
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new ProgressReport(-1f, "Installing Package Requirements", isIndeterminate: true) |
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); |
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Logger.Info("Installing requirements_versions.txt"); |
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var requirements = new FilePath(installLocation, "requirements_versions.txt"); |
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await venvRunner |
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.PipInstallFromRequirements(requirements, onConsoleOutput, excludes: "torch") |
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.ConfigureAwait(false); |
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progress?.Report(new ProgressReport(1f, "Install complete", isIndeterminate: false)); |
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} |
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public override async Task RunPackage( |
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string installedPackagePath, |
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string command, |
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string arguments, |
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Action<ProcessOutput>? onConsoleOutput |
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) |
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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?.Invoke(s); |
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if (!s.Text.Contains("Running on", StringComparison.OrdinalIgnoreCase)) |
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return; |
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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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return; |
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WebUrl = match.Value; |
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OnStartupComplete(WebUrl); |
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} |
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var args = $"\"{Path.Combine(installedPackagePath, command)}\" {arguments}"; |
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VenvRunner.RunDetached(args.TrimEnd(), HandleConsoleOutput, OnExit); |
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} |
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} |
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