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258 lines
8.7 KiB
258 lines
8.7 KiB
using System.Diagnostics.CodeAnalysis; |
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using System.Text; |
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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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[SuppressMessage("ReSharper", "MemberCanBePrivate.Global")] |
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public class PyVenvRunner : IDisposable |
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{ |
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private static readonly Logger Logger = LogManager.GetCurrentClassLogger(); |
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public const string TorchPipInstallArgsCuda = |
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"torch torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/cu118"; |
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public const string TorchPipInstallArgsCpu = |
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"torch torchvision torchaudio"; |
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public const string TorchPipInstallArgsDirectML = |
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"torch-directml"; |
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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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/// 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 => Compat.Switch( |
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(PlatformKind.Windows, "Scripts"), |
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(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 => 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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/// <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 => 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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/// <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(bool existsOk = false) |
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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[] { "-m", "virtualenv", |
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Compat.IsWindows ? "--always-copy" : "", RootPath }; |
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var venvProc = ProcessRunner.StartAnsiProcess(PyRunner.PythonExePath, args); |
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await venvProc.WaitForExitAsync(); |
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// Check return code |
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var returnCode = venvProc.ExitCode; |
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if (returnCode != 0) |
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{ |
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var output = await venvProc.StandardOutput.ReadToEndAsync(); |
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output += await venvProc.StandardError.ReadToEndAsync(); |
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throw new InvalidOperationException($"Venv creation failed with code {returnCode}: {output}"); |
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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()) 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("top", "base-executable", |
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Path.Combine(pythonDirectory, Compat.IsWindows ? "python.exe" : RelativePythonPath)); |
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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, string? workingDirectory = null, 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 = outputDataReceived == null ? null : 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(s); |
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}); |
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SetPyvenvCfg(PyRunner.PythonDir); |
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RunDetached($"-m pip install {args}", outputAction, workingDirectory: workingDirectory ?? RootPath); |
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await Process.WaitForExitAsync(); |
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// Check return code |
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if (Process.ExitCode != 0) |
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{ |
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throw new ProcessException( |
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$"pip install failed with code {Process.ExitCode}: {output.ToString().ToRepr()}"); |
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} |
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} |
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[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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string workingDirectory = "") |
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{ |
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if (!Exists()) |
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{ |
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throw new InvalidOperationException("Venv python process does not exist"); |
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} |
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SetPyvenvCfg(PyRunner.PythonDir); |
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Logger.Debug($"Launching RunDetached at {PythonPath} with args {arguments}"); |
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var filteredOutput = outputDataReceived == null ? null : 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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{ |
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// Disable pip caching - uses significant memory for large packages like torch |
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{"PIP_NO_CACHE_DIR", "true"} |
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}; |
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// On windows, add portable git |
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if (Compat.IsWindows) |
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{ |
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var portableGit = GlobalConfig.LibraryDir.JoinDir("PortableGit", "bin"); |
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env["PATH"] = Compat.GetEnvPathWithExtensions(portableGit); |
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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(PythonPath, arguments, |
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workingDirectory: workingDirectory, |
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outputDataReceived: filteredOutput, |
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environmentVariables: env); |
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if (onExit != null) |
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{ |
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Process.EnableRaisingEvents = true; |
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Process.Exited += (_, _) => onExit(Process.ExitCode); |
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} |
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} |
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public void Dispose() |
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{ |
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Process?.Kill(); |
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GC.SuppressFinalize(this); |
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} |
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}
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