diff --git a/Modules/SegmentationUI/Qmitk/QmitkTotalSegmentatorToolGUI.cpp b/Modules/SegmentationUI/Qmitk/QmitkTotalSegmentatorToolGUI.cpp index 59d6956f7a..1fcbd4f831 100644 --- a/Modules/SegmentationUI/Qmitk/QmitkTotalSegmentatorToolGUI.cpp +++ b/Modules/SegmentationUI/Qmitk/QmitkTotalSegmentatorToolGUI.cpp @@ -1,497 +1,497 @@ /*============================================================================ The Medical Imaging Interaction Toolkit (MITK) Copyright (c) German Cancer Research Center (DKFZ) All rights reserved. Use of this source code is governed by a 3-clause BSD license that can be found in the LICENSE file. ============================================================================*/ #include "QmitkTotalSegmentatorToolGUI.h" #include "mitkProcessExecutor.h" #include "mitkTotalSegmentatorTool.h" #include #include #include #include #include #include #include MITK_TOOL_GUI_MACRO(MITKSEGMENTATIONUI_EXPORT, QmitkTotalSegmentatorToolGUI, "") QmitkTotalSegmentatorToolGUI::QmitkTotalSegmentatorToolGUI() : QmitkMultiLabelSegWithPreviewToolGUIBase(), m_SuperclassEnableConfirmSegBtnFnc(m_EnableConfirmSegBtnFnc) { // Nvidia-smi command returning zero doesn't always imply lack of GPUs. // Pytorch uses its own libraries to communicate to the GPUs. Hence, only a warning can be given. if (m_GpuLoader.GetGPUCount() == 0) { std::string warning = "WARNING: No GPUs were detected on your machine. The TotalSegmentator tool can be very slow."; this->ShowErrorMessage(warning); } m_EnableConfirmSegBtnFnc = [this](bool enabled) { return !m_FirstPreviewComputation ? m_SuperclassEnableConfirmSegBtnFnc(enabled) : false; }; } void QmitkTotalSegmentatorToolGUI::ConnectNewTool(mitk::SegWithPreviewTool *newTool) { Superclass::ConnectNewTool(newTool); m_FirstPreviewComputation = true; } void QmitkTotalSegmentatorToolGUI::InitializeUI(QBoxLayout *mainLayout) { m_Controls.setupUi(this); #ifndef _WIN32 m_Controls.sysPythonComboBox->addItem("/usr/bin"); #endif this->AutoParsePythonPaths(); m_Controls.sysPythonComboBox->addItem("Select"); m_Controls.sysPythonComboBox->setCurrentIndex(0); m_Controls.pythonEnvComboBox->addItem("Select"); m_Controls.pythonEnvComboBox->setDuplicatesEnabled(false); m_Controls.pythonEnvComboBox->setDisabled(true); m_Controls.previewButton->setDisabled(true); m_Controls.statusLabel->setTextFormat(Qt::RichText); m_Controls.subtaskComboBox->addItems(VALID_TASKS); QString welcomeText; this->SetGPUInfo(); if (m_GpuLoader.GetGPUCount() != 0) { welcomeText = "STATUS: Welcome to TotalSegmentator tool. You're in luck: " + QString::number(m_GpuLoader.GetGPUCount()) + " GPU(s) were detected."; } else { welcomeText = "STATUS: Welcome to TotalSegmentator tool. Sorry, " + QString::number(m_GpuLoader.GetGPUCount()) + " GPUs were detected."; } connect(m_Controls.previewButton, SIGNAL(clicked()), this, SLOT(OnPreviewBtnClicked())); connect(m_Controls.clearButton, SIGNAL(clicked()), this, SLOT(OnClearInstall())); connect(m_Controls.installButton, SIGNAL(clicked()), this, SLOT(OnInstallBtnClicked())); connect(m_Controls.overrideBox, SIGNAL(stateChanged(int)), this, SLOT(OnOverrideChecked(int))); connect(m_Controls.pythonEnvComboBox, QOverload::of(&QComboBox::activated), [=](int index) { OnPythonPathChanged(m_Controls.pythonEnvComboBox->itemText(index)); }); connect(m_Controls.sysPythonComboBox, QOverload::of(&QComboBox::activated), [=](int index) { OnSystemPythonChanged(m_Controls.sysPythonComboBox->itemText(index)); }); QString lastSelectedPyEnv = m_Settings.value("TotalSeg/LastCustomPythonPath").toString(); if (!lastSelectedPyEnv.isEmpty() && lastSelectedPyEnv!= "Select") { m_Controls.pythonEnvComboBox->insertItem(0, lastSelectedPyEnv); } const QString storageDir = m_Installer.GetVirtualEnvPath(); m_IsInstalled = this->IsTotalSegmentatorInstalled(storageDir); if (m_IsInstalled) { m_PythonPath = QmitkSetupVirtualEnvUtil::GetExactPythonPath(storageDir).first; m_Installer.SetVirtualEnvPath(m_PythonPath); this->EnableAll(m_IsInstalled); welcomeText += " TotalSegmentator is already found installed."; } else { welcomeText += " TotalSegmentator is not installed. Please click on \"Install TotalSegmentator\" above."; } this->WriteStatusMessage(welcomeText); QIcon deleteIcon = QmitkStyleManager::ThemeIcon(QStringLiteral(":/org_mitk_icons/icons/awesome/scalable/actions/edit-delete.svg")); QIcon arrowIcon = QmitkStyleManager::ThemeIcon(QStringLiteral(":/org_mitk_icons/icons/tango/scalable/actions/media-playback-start.svg")); m_Controls.clearButton->setIcon(deleteIcon); m_Controls.previewButton->setIcon(arrowIcon); mainLayout->addLayout(m_Controls.verticalLayout); Superclass::InitializeUI(mainLayout); } void QmitkTotalSegmentatorToolGUI::SetGPUInfo() { std::vector specs = m_GpuLoader.GetAllGPUSpecs(); for (const QmitkGPUSpec &gpuSpec : specs) { m_Controls.gpuComboBox->addItem(QString::number(gpuSpec.id) + ": " + gpuSpec.name + " (" + gpuSpec.memory + ")"); } if (specs.empty()) { m_Controls.gpuComboBox->setEditable(true); m_Controls.gpuComboBox->addItem(QString::number(0)); m_Controls.gpuComboBox->setValidator(new QIntValidator(0, 999, this)); } } unsigned int QmitkTotalSegmentatorToolGUI::FetchSelectedGPUFromUI() const { QString gpuInfo = m_Controls.gpuComboBox->currentText(); if (m_GpuLoader.GetGPUCount() == 0) { return static_cast(gpuInfo.toInt()); } else { QString gpuId = gpuInfo.split(":", Qt::SkipEmptyParts).first(); return static_cast(gpuId.toInt()); } } void QmitkTotalSegmentatorToolGUI::EnableAll(bool isEnable) { m_Controls.previewButton->setEnabled(isEnable); m_Controls.subtaskComboBox->setEnabled(isEnable); m_Controls.installButton->setEnabled((!isEnable)); } void QmitkTotalSegmentatorToolGUI::OnInstallBtnClicked() { bool isInstalled = false; const auto [path, version] = OnSystemPythonChanged(m_Controls.sysPythonComboBox->currentText()); if (path.isEmpty()) { this->WriteErrorMessage("ERROR: Couldn't find compatible Python."); return; } - // check if python 3.12 and ask for confirmation + // check if python 3.13 and ask for confirmation if (version.startsWith("3.13") && QMessageBox::No == QMessageBox::question( nullptr, "Installing TotalSegmentator", QString("WARNING: This is an unsupported version of Python that may not work. " "We recommend using a supported Python version between 3.9 and 3.12.\n\n" "Continue anyway?"), QMessageBox::Yes | QMessageBox::No, QMessageBox::No)) { return; } this->WriteStatusMessage("STATUS: Installing TotalSegmentator..."); m_Installer.SetSystemPythonPath(path); isInstalled = m_Installer.SetupVirtualEnv(m_Installer.VENV_NAME); if (isInstalled) { m_PythonPath = QmitkSetupVirtualEnvUtil::GetExactPythonPath(m_Installer.GetVirtualEnvPath()).first; this->WriteStatusMessage("STATUS: Successfully installed TotalSegmentator."); } else { this->WriteErrorMessage("ERROR: Couldn't install TotalSegmentator."); } this->EnableAll(isInstalled); } void QmitkTotalSegmentatorToolGUI::OnPreviewBtnClicked() { auto tool = this->GetConnectedToolAs(); if (nullptr == tool) { return; } try { m_Controls.previewButton->setEnabled(false); qApp->processEvents(); if (!this->IsTotalSegmentatorInstalled(m_PythonPath)) { throw std::runtime_error(WARNING_TOTALSEG_NOT_FOUND); } bool isFast = m_Controls.fastBox->isChecked(); QString subTask = m_Controls.subtaskComboBox->currentText(); if (subTask != VALID_TASKS[0]) { isFast = true; } tool->SetPythonPath(m_PythonPath.toStdString()); tool->SetGpuId(FetchSelectedGPUFromUI()); tool->SetFast(isFast); tool->SetSubTask(subTask.toStdString()); this->WriteStatusMessage(QString("STATUS: Starting Segmentation task... This might take a while.")); tool->UpdatePreview(); m_Controls.previewButton->setEnabled(true); m_FirstPreviewComputation = false; } catch (const std::exception &e) { std::stringstream errorMsg; errorMsg << "STATUS: Error while processing parameters for TotalSegmentator segmentation. Reason: " << e.what(); this->ShowErrorMessage(errorMsg.str()); this->WriteErrorMessage(QString::fromStdString(errorMsg.str())); m_Controls.previewButton->setEnabled(true); return; } catch (...) { std::string errorMsg = "Unkown error occured while generation TotalSegmentator segmentation."; this->ShowErrorMessage(errorMsg); m_Controls.previewButton->setEnabled(true); return; } this->SetLabelSetPreview(tool->GetPreviewSegmentation()); this->ActualizePreviewLabelVisibility(); this->WriteStatusMessage("STATUS: Segmentation task finished successfully."); QString pythonPathTextItem = m_Controls.pythonEnvComboBox->currentText(); if (!pythonPathTextItem.isEmpty() && pythonPathTextItem != "Select") // only cache if the prediction ended without errors. { QString lastSelectedPyEnv = m_Settings.value("TotalSeg/LastCustomPythonPath").toString(); if (lastSelectedPyEnv != pythonPathTextItem) { m_Settings.setValue("TotalSeg/LastCustomPythonPath", pythonPathTextItem); } } } void QmitkTotalSegmentatorToolGUI::ShowErrorMessage(const std::string &message, QMessageBox::Icon icon) { this->setCursor(Qt::ArrowCursor); QMessageBox *messageBox = new QMessageBox(icon, nullptr, message.c_str()); messageBox->exec(); delete messageBox; MITK_WARN << message; } void QmitkTotalSegmentatorToolGUI::WriteStatusMessage(const QString &message) { m_Controls.statusLabel->setText(message); m_Controls.statusLabel->setStyleSheet("font-weight: bold; color: white"); qApp->processEvents(); } void QmitkTotalSegmentatorToolGUI::WriteErrorMessage(const QString &message) { m_Controls.statusLabel->setText(message); m_Controls.statusLabel->setStyleSheet("font-weight: bold; color: red"); qApp->processEvents(); } bool QmitkTotalSegmentatorToolGUI::IsTotalSegmentatorInstalled(const QString &pythonPath) { QString fullPath = pythonPath; bool isPythonExists = false, isExists = false; #ifdef _WIN32 isPythonExists = QFile::exists(fullPath + QDir::separator() + QString("python.exe")); if (!(fullPath.endsWith("Scripts", Qt::CaseInsensitive) || fullPath.endsWith("Scripts/", Qt::CaseInsensitive))) { fullPath += QDir::separator() + QString("Scripts"); isPythonExists = (!isPythonExists) ? QFile::exists(fullPath + QDir::separator() + QString("python.exe")) : isPythonExists; } isExists = QFile::exists(fullPath + QDir::separator() + QString("TotalSegmentator.exe")) && isPythonExists; #else isPythonExists = QFile::exists(fullPath + QDir::separator() + QString("python3")); if (!(fullPath.endsWith("bin", Qt::CaseInsensitive) || fullPath.endsWith("bin/", Qt::CaseInsensitive))) { fullPath += QDir::separator() + QString("bin"); isPythonExists = (!isPythonExists) ? QFile::exists(fullPath + QDir::separator() + QString("python3")) : isPythonExists; } isExists = QFile::exists(fullPath + QDir::separator() + QString("TotalSegmentator")) && isPythonExists; #endif return isExists; } void QmitkTotalSegmentatorToolGUI::AutoParsePythonPaths() { QString homeDir = QDir::homePath(); std::vector searchDirs; #ifdef _WIN32 searchDirs.push_back(QString("C:") + QDir::separator() + QString("ProgramData") + QDir::separator() + QString("anaconda3")); #else // Add search locations for possible standard python paths here searchDirs.push_back(homeDir + QDir::separator() + "environments"); searchDirs.push_back(homeDir + QDir::separator() + "anaconda3"); searchDirs.push_back(homeDir + QDir::separator() + "miniconda3"); searchDirs.push_back(homeDir + QDir::separator() + "opt" + QDir::separator() + "miniconda3"); searchDirs.push_back(homeDir + QDir::separator() + "opt" + QDir::separator() + "anaconda3"); #endif for (QString searchDir : searchDirs) { if (searchDir.endsWith("anaconda3", Qt::CaseInsensitive)) { if (QDir(searchDir).exists()) { m_Controls.sysPythonComboBox->addItem("(base): " + searchDir); searchDir.append((QDir::separator() + QString("envs"))); } } for (QDirIterator subIt(searchDir, QDir::AllDirs, QDirIterator::NoIteratorFlags); subIt.hasNext();) { subIt.next(); QString envName = subIt.fileName(); if (!envName.startsWith('.')) // Filter out irrelevent hidden folders, if any. { m_Controls.pythonEnvComboBox->addItem("(" + envName + "): " + subIt.filePath()); } } } } std::pair QmitkTotalSegmentatorToolGUI::OnSystemPythonChanged(const QString &pyEnv) { std::pair pyPath; if (pyEnv == QString("Select")) { m_Controls.previewButton->setDisabled(true); QString path = QFileDialog::getExistingDirectory(m_Controls.sysPythonComboBox->parentWidget(), "Python Path", "dir"); if (!path.isEmpty()) { this->OnSystemPythonChanged(path); // recall same function for new path validation bool oldState = m_Controls.sysPythonComboBox->blockSignals(true); // block signal firing while inserting item m_Controls.sysPythonComboBox->insertItem(0, path); m_Controls.sysPythonComboBox->setCurrentIndex(0); m_Controls.sysPythonComboBox->blockSignals( oldState); // unblock signal firing after inserting item. Remove this after Qt6 migration } } else { QString uiPyPath = this->GetPythonPathFromUI(pyEnv); pyPath = QmitkSetupVirtualEnvUtil::GetExactPythonPath(uiPyPath); } return pyPath; } void QmitkTotalSegmentatorToolGUI::OnPythonPathChanged(const QString &pyEnv) { if (pyEnv == QString("Select")) { m_Controls.previewButton->setDisabled(true); QString path = QFileDialog::getExistingDirectory(m_Controls.pythonEnvComboBox->parentWidget(), "Python Path", "dir"); if (!path.isEmpty()) { this->OnPythonPathChanged(path); // recall same function for new path validation bool oldState = m_Controls.pythonEnvComboBox->blockSignals(true); // block signal firing while inserting item m_Controls.pythonEnvComboBox->insertItem(0, path); m_Controls.pythonEnvComboBox->setCurrentIndex(0); m_Controls.pythonEnvComboBox->blockSignals( oldState); // unblock signal firing after inserting item. Remove this after Qt6 migration } } else if (!this->IsTotalSegmentatorInstalled(this->GetPythonPathFromUI(pyEnv))) { this->ShowErrorMessage(WARNING_TOTALSEG_NOT_FOUND); m_Controls.previewButton->setDisabled(true); } else {// Show positive status meeage m_Controls.previewButton->setDisabled(false); QString uiPyPath = this->GetPythonPathFromUI(pyEnv); m_PythonPath = QmitkSetupVirtualEnvUtil::GetExactPythonPath(uiPyPath).first; } } QString QmitkTotalSegmentatorToolGUI::GetPythonPathFromUI(const QString &pyUI) const { QString fullPath = pyUI; if (-1 != fullPath.indexOf(")")) { fullPath = fullPath.mid(fullPath.indexOf(")") + 2); } return fullPath.simplified(); } void QmitkTotalSegmentatorToolGUI::OnOverrideChecked(int state) { bool isEnabled = false; if (state == Qt::Checked) { isEnabled = true; m_Controls.previewButton->setDisabled(true); m_PythonPath.clear(); } else { m_PythonPath.clear(); m_Controls.previewButton->setDisabled(true); if (m_IsInstalled) { const QString pythonPath = m_Installer.GetVirtualEnvPath(); auto pathObject = QmitkSetupVirtualEnvUtil::GetExactPythonPath(pythonPath); m_PythonPath = pathObject.first; this->EnableAll(m_IsInstalled); } } m_Controls.pythonEnvComboBox->setEnabled(isEnabled); } void QmitkTotalSegmentatorToolGUI::OnClearInstall() { QDir folderPath(m_Installer.GetVirtualEnvPath()); if (folderPath.removeRecursively()) { m_Controls.installButton->setEnabled(true); m_IsInstalled = false; if (!m_Controls.overrideBox->isChecked()) { m_Controls.previewButton->setEnabled(false); } } else { MITK_ERROR << "The virtual environment couldn't be removed. Please check if you have the required access privileges or, some other process is accessing the folders."; } } bool QmitkTotalSegmentatorToolInstaller::SetupVirtualEnv(const QString& venvName) { if (GetSystemPythonPath().isEmpty()) { return false; } QDir folderPath(GetBaseDir()); folderPath.mkdir(venvName); if (!folderPath.cd(venvName)) { return false; // Check if directory creation was successful. } mitk::ProcessExecutor::ArgumentListType args; auto spExec = mitk::ProcessExecutor::New(); auto spCommand = itk::CStyleCommand::New(); spCommand->SetCallback(&PrintProcessEvent); spExec->AddObserver(mitk::ExternalProcessOutputEvent(), spCommand); args.push_back("-m"); args.push_back("venv"); args.push_back(venvName.toStdString()); #ifdef _WIN32 QString pythonFile = GetSystemPythonPath() + QDir::separator() + "python.exe"; QString pythonExeFolder = "Scripts"; #else QString pythonFile = GetSystemPythonPath() + QDir::separator() + "python3"; QString pythonExeFolder = "bin"; #endif spExec->Execute(GetBaseDir().toStdString(), pythonFile.toStdString(), args); // Setup local virtual environment if (folderPath.cd(pythonExeFolder)) { this->SetPythonPath(folderPath.absolutePath()); this->SetPipPath(folderPath.absolutePath()); this->InstallPytorch(); for (auto &package : PACKAGES) { this->PipInstall(package.toStdString(), &PrintProcessEvent); } std::string pythonCode; // python syntax to check if torch is installed with CUDA. pythonCode.append("import torch;"); pythonCode.append("print('Pytorch was installed with CUDA') if torch.cuda.is_available() else print('PyTorch was " "installed WITHOUT CUDA');"); this->ExecutePython(pythonCode, &PrintProcessEvent); return true; } return false; } QString QmitkTotalSegmentatorToolInstaller::GetVirtualEnvPath() { return STORAGE_DIR + VENV_NAME; } diff --git a/Plugins/org.mitk.gui.qt.segmentation/src/QmitkSegmentAnythingPreferencePage.ui b/Plugins/org.mitk.gui.qt.segmentation/src/QmitkSegmentAnythingPreferencePage.ui index 120d8c3b74..301f55cb71 100644 --- a/Plugins/org.mitk.gui.qt.segmentation/src/QmitkSegmentAnythingPreferencePage.ui +++ b/Plugins/org.mitk.gui.qt.segmentation/src/QmitkSegmentAnythingPreferencePage.ui @@ -1,153 +1,153 @@ QmitkSegmentAnythingPreferencePage 0 0 656 779 Form 0 0 Install Segment Anything 0 0 Clear Install - System Python (>=v3.9) + System Python (v3.9 - v3.12) Model Type <html><head/><body><p><span style=" font-style:italic; color:#808080;">Tip: Select vit_b for VRAM &lt; 4GB, vit_l for VRAM &lt; 6GB or vit_h for VRAM &gt; 6GB.</span></p></body></html> Qt::RichText true 0 0 Device Id: 300 0 0 Time Out (s): Qt::RichText true Qt::Vertical 20 40 ctkComboBox QWidget
ctkComboBox.h