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209 lines
7.0 KiB
209 lines
7.0 KiB
using System.Diagnostics; |
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using NLog; |
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using Salaros.Configuration; |
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using StabilityMatrix.Core.Helper; |
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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 |
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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 Process? 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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/// The path to the python executable. |
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/// </summary> |
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public FilePath PythonPath => RootPath + @"Scripts\python.exe"; |
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/// <summary> |
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/// The path to the pip executable. |
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/// </summary> |
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public FilePath PipPath => RootPath + @"Scripts\pip.exe"; |
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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 |
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var args = new string[] { "-m", "virtualenv", "--always-copy", RootPath }; |
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var venvProc = ProcessRunner.StartProcess(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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/// Return the pip install command for torch, automatically chooses between Cuda and CPU. |
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/// </summary> |
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/// <returns></returns> |
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public string GetTorchInstallCommand() |
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{ |
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if (HardwareHelper.HasNvidiaGpu()) |
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{ |
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return "torch torchvision torchaudio --extra-index-url https://download.pytorch.org/whl/cu118"; |
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} |
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return "torch torchvision torchaudio"; |
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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", Path.Combine(pythonDirectory, "python.exe")); |
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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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/// Install torch with pip, automatically chooses between Cuda and CPU. |
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/// </summary> |
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public async Task InstallTorch(Action<ProcessOutput>? outputDataReceived = null) |
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{ |
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await PipInstall(GetTorchInstallCommand(), outputDataReceived: outputDataReceived); |
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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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SetPyvenvCfg(PyRunner.PythonDir); |
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Process = ProcessRunner.StartProcess(PythonPath, $"-m pip install {args}", workingDirectory ?? RootPath, outputDataReceived); |
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await ProcessRunner.WaitForExitConditionAsync(Process); |
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} |
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public void RunDetached( |
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string arguments, |
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Action<ProcessOutput>? outputDataReceived, |
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Action<int>? onExit = null, |
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bool unbuffered = true, |
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string workingDirectory = "") |
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{ |
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if (!Exists()) |
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{ |
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throw new InvalidOperationException("Venv python process does not exist"); |
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} |
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SetPyvenvCfg(PyRunner.PythonDir); |
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Logger.Debug($"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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if (unbuffered) |
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{ |
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var env = new Dictionary<string, string> |
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{ |
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{"PYTHONUNBUFFERED", "1"} |
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}; |
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Process = ProcessRunner.StartProcess(PythonPath, "-u " + arguments, workingDirectory, filteredOutput, |
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env); |
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} |
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else |
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{ |
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Process = ProcessRunner.StartProcess(PythonPath, arguments, outputDataReceived: filteredOutput, |
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workingDirectory: workingDirectory); |
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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 += (_, _) => 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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