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497 lines
16 KiB
497 lines
16 KiB
using System.Collections.Immutable; |
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using System.Diagnostics.CodeAnalysis; |
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using System.Text; |
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using System.Text.RegularExpressions; |
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using NLog; |
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using Salaros.Configuration; |
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using StabilityMatrix.Core.Exceptions; |
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using StabilityMatrix.Core.Extensions; |
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using StabilityMatrix.Core.Helper; |
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using StabilityMatrix.Core.Models; |
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using StabilityMatrix.Core.Models.FileInterfaces; |
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using StabilityMatrix.Core.Processes; |
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namespace StabilityMatrix.Core.Python; |
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/// <summary> |
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/// Python runner using a subprocess, mainly for venv support. |
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/// </summary> |
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public class PyVenvRunner : IDisposable, IAsyncDisposable |
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{ |
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private static readonly Logger Logger = LogManager.GetCurrentClassLogger(); |
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private const string TorchPipInstallArgs = "torch==2.0.1 torchvision==2.0.1"; |
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public const string TorchPipInstallArgsCuda = |
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$"{TorchPipInstallArgs} --extra-index-url https://download.pytorch.org/whl/cu118"; |
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public const string TorchPipInstallArgsCpu = TorchPipInstallArgs; |
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public const string TorchPipInstallArgsDirectML = "torch-directml"; |
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public const string TorchPipInstallArgsRocm511 = |
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$"{TorchPipInstallArgs} --extra-index-url https://download.pytorch.org/whl/rocm5.1.1"; |
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public const string TorchPipInstallArgsRocm542 = |
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$"{TorchPipInstallArgs} --extra-index-url https://download.pytorch.org/whl/rocm5.4.2"; |
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public const string TorchPipInstallArgsRocmNightly56 = |
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$"--pre {TorchPipInstallArgs} --index-url https://download.pytorch.org/whl/nightly/rocm5.6"; |
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/// <summary> |
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/// Relative path to the site-packages folder from the venv root. |
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/// This is platform specific. |
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/// </summary> |
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public static string RelativeSitePackagesPath => |
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Compat.Switch( |
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(PlatformKind.Windows, "Lib/site-packages"), |
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(PlatformKind.Unix, "lib/python3.10/site-packages") |
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); |
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/// <summary> |
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/// The process running the python executable. |
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/// </summary> |
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public AnsiProcess? Process { get; private set; } |
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/// <summary> |
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/// The path to the venv root directory. |
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/// </summary> |
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public DirectoryPath RootPath { get; } |
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/// <summary> |
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/// Optional working directory for the python process. |
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/// </summary> |
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public DirectoryPath? WorkingDirectory { get; set; } |
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/// <summary> |
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/// Optional environment variables for the python process. |
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/// </summary> |
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public IReadOnlyDictionary<string, string>? EnvironmentVariables { get; set; } |
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/// <summary> |
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/// Name of the python binary folder. |
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/// 'Scripts' on Windows, 'bin' on Unix. |
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/// </summary> |
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public static string RelativeBinPath => |
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Compat.Switch((PlatformKind.Windows, "Scripts"), (PlatformKind.Unix, "bin")); |
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/// <summary> |
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/// The relative path to the python executable. |
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/// </summary> |
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public static string RelativePythonPath => |
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Compat.Switch( |
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(PlatformKind.Windows, Path.Combine("Scripts", "python.exe")), |
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(PlatformKind.Unix, Path.Combine("bin", "python3")) |
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); |
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/// <summary> |
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/// The full path to the python executable. |
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/// </summary> |
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public FilePath PythonPath => RootPath.JoinFile(RelativePythonPath); |
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/// <summary> |
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/// The relative path to the pip executable. |
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/// </summary> |
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public static string RelativePipPath => |
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Compat.Switch( |
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(PlatformKind.Windows, Path.Combine("Scripts", "pip.exe")), |
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(PlatformKind.Unix, Path.Combine("bin", "pip3")) |
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); |
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/// <summary> |
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/// The full path to the pip executable. |
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/// </summary> |
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public FilePath PipPath => RootPath.JoinFile(RelativePipPath); |
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/// <summary> |
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/// List of substrings to suppress from the output. |
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/// When a line contains any of these substrings, it will not be forwarded to callbacks. |
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/// A corresponding Info log will be written instead. |
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/// </summary> |
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public List<string> SuppressOutput { get; } = new() { "fatal: not a git repository" }; |
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public PyVenvRunner(DirectoryPath path) |
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{ |
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RootPath = path; |
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} |
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/// <returns>True if the venv has a Scripts\python.exe file</returns> |
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public bool Exists() => PythonPath.Exists; |
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/// <summary> |
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/// Creates a venv at the configured path. |
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/// </summary> |
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public async Task Setup( |
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bool existsOk = false, |
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Action<ProcessOutput>? onConsoleOutput = null, |
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CancellationToken cancellationToken = default |
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) |
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{ |
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if (!existsOk && Exists()) |
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{ |
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throw new InvalidOperationException("Venv already exists"); |
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} |
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// Create RootPath if it doesn't exist |
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RootPath.Create(); |
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// Create venv (copy mode if windows) |
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var args = new string[] |
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{ |
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"-m", |
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"virtualenv", |
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Compat.IsWindows ? "--always-copy" : "", |
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RootPath |
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}; |
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var venvProc = ProcessRunner.StartAnsiProcess( |
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PyRunner.PythonExePath, |
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args, |
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WorkingDirectory?.FullPath, |
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onConsoleOutput |
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); |
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try |
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{ |
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await venvProc.WaitForExitAsync(cancellationToken).ConfigureAwait(false); |
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// Check return code |
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if (venvProc.ExitCode != 0) |
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{ |
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throw new ProcessException($"Venv creation failed with code {venvProc.ExitCode}"); |
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} |
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} |
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catch (OperationCanceledException) |
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{ |
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venvProc.CancelStreamReaders(); |
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} |
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finally |
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{ |
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venvProc.Kill(); |
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venvProc.Dispose(); |
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} |
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} |
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/// <summary> |
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/// Set current python path to pyvenv.cfg |
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/// This should be called before using the venv, in case user moves the venv directory. |
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/// </summary> |
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private void SetPyvenvCfg(string pythonDirectory) |
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{ |
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// Skip if we are not created yet |
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if (!Exists()) |
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return; |
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// Path to pyvenv.cfg |
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var cfgPath = Path.Combine(RootPath, "pyvenv.cfg"); |
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if (!File.Exists(cfgPath)) |
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{ |
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throw new FileNotFoundException("pyvenv.cfg not found", cfgPath); |
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} |
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Logger.Info("Updating pyvenv.cfg with embedded Python directory {PyDir}", pythonDirectory); |
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// Insert a top section |
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var topSection = "[top]" + Environment.NewLine; |
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var cfg = new ConfigParser(topSection + File.ReadAllText(cfgPath)); |
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// Need to set all path keys - home, base-prefix, base-exec-prefix, base-executable |
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cfg.SetValue("top", "home", pythonDirectory); |
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cfg.SetValue("top", "base-prefix", pythonDirectory); |
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cfg.SetValue("top", "base-exec-prefix", pythonDirectory); |
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cfg.SetValue( |
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"top", |
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"base-executable", |
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Path.Combine(pythonDirectory, Compat.IsWindows ? "python.exe" : RelativePythonPath) |
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); |
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// Convert to string for writing, strip the top section |
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var cfgString = cfg.ToString()!.Replace(topSection, ""); |
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File.WriteAllText(cfgPath, cfgString); |
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} |
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/// <summary> |
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/// Run a pip install command. Waits for the process to exit. |
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/// workingDirectory defaults to RootPath. |
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/// </summary> |
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public async Task PipInstall(string args, Action<ProcessOutput>? outputDataReceived = null) |
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{ |
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if (!File.Exists(PipPath)) |
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{ |
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throw new FileNotFoundException("pip not found", PipPath); |
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} |
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// Record output for errors |
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var output = new StringBuilder(); |
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var outputAction = new Action<ProcessOutput>(s => |
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{ |
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Logger.Debug($"Pip output: {s.Text}"); |
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// Record to output |
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output.Append(s.Text); |
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// Forward to callback |
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outputDataReceived?.Invoke(s); |
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}); |
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SetPyvenvCfg(PyRunner.PythonDir); |
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RunDetached($"-m pip install {args}", outputAction); |
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await Process.WaitForExitAsync().ConfigureAwait(false); |
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// Check return code |
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if (Process.ExitCode != 0) |
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{ |
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throw new ProcessException( |
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$"pip install failed with code {Process.ExitCode}: {output.ToString().ToRepr()}" |
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); |
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} |
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} |
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/// <summary> |
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/// Pip install from a requirements.txt file. |
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/// </summary> |
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public async Task PipInstallFromRequirements( |
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FilePath file, |
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Action<ProcessOutput>? outputDataReceived = null, |
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[StringSyntax(StringSyntaxAttribute.Regex)] string? excludes = null |
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) |
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{ |
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var requirementsText = await file.ReadAllTextAsync().ConfigureAwait(false); |
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var requirements = requirementsText |
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.SplitLines(StringSplitOptions.TrimEntries | StringSplitOptions.RemoveEmptyEntries) |
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.AsEnumerable(); |
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if (excludes is not null) |
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{ |
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var excludeRegex = new Regex(excludes); |
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requirements = requirements.Where(s => !excludeRegex.IsMatch(s)); |
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} |
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var pipArgs = string.Join(' ', requirements); |
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Logger.Info("Installing {FileName} ({PipArgs})", file.Name, pipArgs); |
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await PipInstall(pipArgs, outputDataReceived).ConfigureAwait(false); |
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} |
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/// <summary> |
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/// Run a custom install command. Waits for the process to exit. |
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/// workingDirectory defaults to RootPath. |
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/// </summary> |
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public async Task CustomInstall(string args, Action<ProcessOutput>? outputDataReceived = null) |
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{ |
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// Record output for errors |
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var output = new StringBuilder(); |
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var outputAction = |
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outputDataReceived == null |
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? null |
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: new Action<ProcessOutput>(s => |
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{ |
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Logger.Debug($"Install output: {s.Text}"); |
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// Record to output |
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output.Append(s.Text); |
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// Forward to callback |
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outputDataReceived(s); |
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}); |
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SetPyvenvCfg(PyRunner.PythonDir); |
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RunDetached(args, outputAction); |
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await Process.WaitForExitAsync().ConfigureAwait(false); |
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// Check return code |
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if (Process.ExitCode != 0) |
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{ |
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throw new ProcessException( |
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$"install script failed with code {Process.ExitCode}: {output.ToString().ToRepr()}" |
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); |
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} |
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} |
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/// <summary> |
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/// Run a command using the venv Python executable and return the result. |
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/// </summary> |
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/// <param name="arguments">Arguments to pass to the Python executable.</param> |
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public async Task<ProcessResult> Run(string arguments) |
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{ |
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// Record output for errors |
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var output = new StringBuilder(); |
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var outputAction = new Action<string?>(s => |
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{ |
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if (s == null) |
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return; |
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Logger.Debug("Pip output: {Text}", s); |
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output.Append(s); |
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}); |
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SetPyvenvCfg(PyRunner.PythonDir); |
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using var process = ProcessRunner.StartProcess( |
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PythonPath, |
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arguments, |
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WorkingDirectory?.FullPath, |
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outputAction, |
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EnvironmentVariables |
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); |
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await process.WaitForExitAsync().ConfigureAwait(false); |
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return new ProcessResult |
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{ |
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ExitCode = process.ExitCode, |
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StandardOutput = output.ToString() |
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}; |
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} |
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[MemberNotNull(nameof(Process))] |
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public void RunDetached( |
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string arguments, |
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Action<ProcessOutput>? outputDataReceived, |
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Action<int>? onExit = null, |
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bool unbuffered = true |
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) |
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{ |
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if (!PythonPath.Exists) |
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{ |
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throw new FileNotFoundException("Venv python not found", PythonPath); |
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} |
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SetPyvenvCfg(PyRunner.PythonDir); |
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Logger.Info( |
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"Launching venv process [{PythonPath}] " |
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+ "in working directory [{WorkingDirectory}] with args {arguments.ToRepr()}", |
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PythonPath, |
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WorkingDirectory, |
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arguments.ToRepr() |
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); |
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var filteredOutput = |
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outputDataReceived == null |
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? null |
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: new Action<ProcessOutput>(s => |
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{ |
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if (SuppressOutput.Any(s.Text.Contains)) |
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{ |
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Logger.Info("Filtered output: {S}", s); |
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return; |
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} |
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outputDataReceived.Invoke(s); |
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}); |
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var env = new Dictionary<string, string>(); |
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if (EnvironmentVariables != null) |
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{ |
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env.Update(EnvironmentVariables); |
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} |
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// Disable pip caching - uses significant memory for large packages like torch |
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env["PIP_NO_CACHE_DIR"] = "true"; |
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// On windows, add portable git to PATH and binary as GIT |
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if (Compat.IsWindows) |
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{ |
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var portableGitBin = GlobalConfig.LibraryDir.JoinDir("PortableGit", "bin"); |
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env["PATH"] = Compat.GetEnvPathWithExtensions(portableGitBin); |
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env["GIT"] = portableGitBin.JoinFile("git.exe"); |
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} |
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if (unbuffered) |
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{ |
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env["PYTHONUNBUFFERED"] = "1"; |
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// If arguments starts with -, it's a flag, insert `u` after it for unbuffered mode |
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if (arguments.StartsWith('-')) |
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{ |
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arguments = arguments.Insert(1, "u"); |
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} |
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// Otherwise insert -u at the beginning |
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else |
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{ |
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arguments = "-u " + arguments; |
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} |
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} |
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Process = ProcessRunner.StartAnsiProcess( |
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PythonPath, |
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arguments, |
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workingDirectory: WorkingDirectory?.FullPath, |
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outputDataReceived: filteredOutput, |
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environmentVariables: env |
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); |
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if (onExit != null) |
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{ |
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Process.EnableRaisingEvents = true; |
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Process.Exited += (sender, _) => |
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{ |
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onExit((sender as AnsiProcess)?.ExitCode ?? -1); |
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}; |
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} |
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} |
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/// <summary> |
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/// Get entry points for a package. |
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/// https://packaging.python.org/en/latest/specifications/entry-points/#entry-points |
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/// </summary> |
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public async Task<string?> GetEntryPoint(string entryPointName) |
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{ |
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// ReSharper disable once StringLiteralTypo |
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var code = $""" |
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from importlib.metadata import entry_points |
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results = entry_points(group='console_scripts', name='{entryPointName}') |
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print(tuple(results)[0].value, end='') |
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"""; |
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var result = await Run($"-c \"{code}\"").ConfigureAwait(false); |
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if (result.ExitCode == 0 && !string.IsNullOrWhiteSpace(result.StandardOutput)) |
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{ |
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return result.StandardOutput; |
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} |
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return null; |
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} |
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/// <summary> |
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/// Kills the running process and cancels stream readers, does not wait for exit. |
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/// </summary> |
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public void Dispose() |
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{ |
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if (Process is not null) |
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{ |
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Process.CancelStreamReaders(); |
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Process.Kill(); |
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Process.Dispose(); |
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} |
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Process = null; |
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GC.SuppressFinalize(this); |
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} |
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/// <summary> |
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/// Kills the running process, waits for exit. |
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/// </summary> |
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public async ValueTask DisposeAsync() |
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{ |
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if (Process is { HasExited: false }) |
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{ |
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Process.Kill(); |
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try |
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{ |
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await Process |
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.WaitForExitAsync(new CancellationTokenSource(1000).Token) |
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.ConfigureAwait(false); |
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} |
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catch (OperationCanceledException e) |
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{ |
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Logger.Error(e, "Venv Process did not exit in time in DisposeAsync"); |
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Process.CancelStreamReaders(); |
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} |
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} |
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Process = null; |
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GC.SuppressFinalize(this); |
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} |
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~PyVenvRunner() |
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{ |
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Dispose(); |
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} |
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}
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