diff --git a/Modules/SegmentationUI/Qmitk/QmitknnUNetFolderParser.cpp b/Modules/SegmentationUI/Qmitk/QmitknnUNetFolderParser.cpp new file mode 100644 index 0000000000..d1b50b09df --- /dev/null +++ b/Modules/SegmentationUI/Qmitk/QmitknnUNetFolderParser.cpp @@ -0,0 +1,96 @@ +/*============================================================================ + +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.s + +============================================================================*/ + +#include "QmitknnUNetFolderParser.h" + +QmitknnUNetFolderParser::QmitknnUNetFolderParser(const QString parentFolder) +{ + m_RootNode = std::make_shared(); + m_RootNode->path = parentFolder; + m_RootNode->name = QString("nnUNet"); + m_RootNode->subFolders.clear(); + InitDirs(m_RootNode, 0); +} + +QString QmitknnUNetFolderParser::getResultsFolder() +{ + return m_RootNode->path; +} + +std::function QmitknnUNetFolderParser::RuleEngine(int level) +{ + if (level == m_LEVEL - 1) + { + return [](QString path) + { + return (QFile::exists(path + QDir::separator() + QString("model_final_checkpoint.model")) && + QFile::exists(path + QDir::separator() + QString("model_final_checkpoint.model.pkl")) && + QFile::exists(path + QDir::separator() + QString("debug.json"))); + }; + } + if (level == m_LEVEL - 2) + { + return [](QString path) { return QFile::exists(path + QDir::separator() + QString("plans.pkl")); }; + } + else + { + return [](QString /*path*/) { return true; }; + } +} + +std::shared_ptr QmitknnUNetFolderParser::GetSubNodeMatchingNameCrietria( + const QString &queryName, std::shared_ptr parentNode) +{ + std::shared_ptr retNode; + std::vector> subNodes = parentNode->subFolders; + for (std::shared_ptr node : subNodes) + { + if (node->name == queryName) + { + retNode = node; + break; + } + } + return retNode; +} + +void QmitknnUNetFolderParser::InitDirs(std::shared_ptr parent, int level) +{ + QString searchFolder = parent->path + QDir::separator() + parent->name; + auto rules = RuleEngine(level); + auto subFolders = FetchFoldersFromDir(searchFolder, rules); + level++; + foreach (QString folder, subFolders) + { + std::shared_ptr fp = std::make_shared(); + fp->path = searchFolder; + fp->name = folder; + if (level < this->m_LEVEL) + { + InitDirs(fp, level); + } + parent->subFolders.push_back(fp); + } +} + +void QmitknnUNetFolderParser::DeleteDirs(std::shared_ptr parent, int level) +{ + level++; + for (std::shared_ptr subFolder : parent->subFolders) + { + if (level < m_LEVEL) + { + DeleteDirs(subFolder, level); + } + parent->subFolders.clear(); + } +} diff --git a/Modules/SegmentationUI/Qmitk/QmitknnUNetFolderParser.h b/Modules/SegmentationUI/Qmitk/QmitknnUNetFolderParser.h index 02eac9ea51..9e77cdcae0 100644 --- a/Modules/SegmentationUI/Qmitk/QmitknnUNetFolderParser.h +++ b/Modules/SegmentationUI/Qmitk/QmitknnUNetFolderParser.h @@ -1,301 +1,259 @@ /*============================================================================ 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.s ============================================================================*/ #ifndef QmitknnUNetFolderParser_h_Included #define QmitknnUNetFolderParser_h_Included -#include "QmitknnUNetToolGUI.h" #include +#include +#include #include #include /** * @brief Struct to store each (Folder) Node of the hierarchy tree structure. - * + * */ struct FolderNode { QString name; QString path; // parent std::vector> subFolders; }; /** - * @brief Class to store and retreive folder hierarchy information + * @brief Class to store and retreive folder hierarchy information * of RESULTS_FOLDER. Only Root node is explicitly stored in m_RootNode. * No. of sub levels in the hierachry is defined in the LEVEL constant. - * + * */ -class MITKSEGMENTATIONUI_EXPORT QmitknnUNetFolderParser +class QmitknnUNetFolderParser { public: - /** * @brief Construct a new QmitknnUNetFolderParser object * Initializes root folder node object pointer calls - * @param parentFolder + * @param parentFolder */ - QmitknnUNetFolderParser(const QString parentFolder) - { - m_RootNode = std::make_shared(); - m_RootNode->path = parentFolder; - m_RootNode->name = QString("nnUNet"); - m_RootNode->subFolders.clear(); - InitDirs(m_RootNode, 0); - } - + QmitknnUNetFolderParser(const QString parentFolder); /** * @brief Destroy the QmitknnUNetFolderParser object - * + * */ - ~QmitknnUNetFolderParser() = default; /*{ DeleteDirs(m_RootNode, LEVEL); }*/ - + ~QmitknnUNetFolderParser() = default; /** * @brief Returns the "Results Folder" string which is parent path of the root node. - * - * @return QString + * + * @return QString */ - QString getResultsFolder() { return m_RootNode->path; } + QString getResultsFolder(); /** - * @brief Returns the Model Names from root node. Template function, + * @brief Returns the Model Names from root node. Template function, * type can be any of stl or Qt containers which supports push_back call. - * - * @tparam T + * + * @tparam T * @return T (any of stl or Qt containers which supports push_back call) */ template T getModelNames() { auto models = GetSubFolderNamesFromNode(m_RootNode); return models; } - + /** - * @brief Returns the task names for a given model. Template function, + * @brief Returns the task names for a given model. Template function, * type can be any of stl or Qt containers which supports push_back call. - * - * @tparam T + * + * @tparam T * @param modelName * @return T (any of stl or Qt containers which supports push_back call) */ template T getTasksForModel(const QString &modelName) { std::shared_ptr modelNode = GetSubNodeMatchingNameCrietria(modelName, m_RootNode); auto tasks = GetSubFolderNamesFromNode(modelNode); return tasks; } /** - * @brief Returns the models names for a given task. Template function, + * @brief Returns the models names for a given task. Template function, * type can be any of stl or Qt containers which supports push_back call. - * - * @tparam T + * + * @tparam T * @param taskName * @return T (any of stl or Qt containers which supports push_back call) */ template T getModelsForTask(const QString &taskName) { T modelsForTask; auto models = GetSubFolderNamesFromNode(m_RootNode); foreach (QString model, models) { QStringList taskList = getTasksForModel(model); if (taskList.contains(taskName, Qt::CaseInsensitive)) { modelsForTask << model; } } return modelsForTask; } /** * @brief Returns all the task names present in the root node with possible duplicates. * Template function, type can be any of stl or Qt containers which supports push_back call. - * - * @param T + * + * @param T * @param taskName * @return T (any of stl or Qt containers which supports push_back call) */ template T getAllTasks() { T allTasks; auto models = GetSubFolderNamesFromNode(m_RootNode); foreach (QString model, models) { allTasks << getTasksForModel(model); } return allTasks; } /** - * @brief Returns the trainer / planner names for a given task & model. Template function, + * @brief Returns the trainer / planner names for a given task & model. Template function, * type can be any of stl or Qt containers which supports push_back call. - * - * @tparam T + * + * @tparam T * @param taskName * @param modelName * @return T (any of stl or Qt containers which supports push_back call) */ template T getTrainerPlannersForTask(const QString &taskName, const QString &modelName) { std::shared_ptr modelNode = GetSubNodeMatchingNameCrietria(modelName, m_RootNode); std::shared_ptr taskNode = GetSubNodeMatchingNameCrietria(taskName, modelNode); auto tps = GetSubFolderNamesFromNode(taskNode); return tps; } /** - * @brief Returns the Folds names for a given trainer,planner,task & model name. Template function, + * @brief Returns the Folds names for a given trainer,planner,task & model name. Template function, * type can be any of stl or Qt containers which supports push_back call. - * - * @tparam T + * + * @tparam T * @param trainer * @param planner * @param taskName * @param modelName * @return T (any of stl or Qt containers which supports push_back call) */ template T getFoldsForTrainerPlanner(const QString &trainer, const QString &planner, const QString &taskName, const QString &modelName) { std::shared_ptr modelNode = GetSubNodeMatchingNameCrietria(modelName, m_RootNode); std::shared_ptr taskNode = GetSubNodeMatchingNameCrietria(taskName, modelNode); QString trainerPlanner = trainer + QString("__") + planner; std::shared_ptr tpNode = GetSubNodeMatchingNameCrietria(trainerPlanner, taskNode); auto folds = GetSubFolderNamesFromNode(tpNode); return folds; } private: const int m_LEVEL = 4; std::shared_ptr m_RootNode; - + /** - * @brief Iterates through the root node and returns the sub FolderNode object Matching Name Crietria + * @brief Returns rule function wrapper to check for specific files at given Result_Folder hierarchy level. * - * @param queryName - * @param parentNode - * @return std::shared_ptr + * @param level + * @return std::function */ - std::shared_ptr GetSubNodeMatchingNameCrietria(const QString &queryName, - std::shared_ptr parentNode) - { - std::shared_ptr retNode; - std::vector> subNodes = parentNode->subFolders; - for (std::shared_ptr node : subNodes) - { - if (node->name == queryName) - { - retNode = node; - break; - } - } - return retNode; - } + std::function RuleEngine(int level); + + /** + * @brief Iterates through the root node and returns the sub FolderNode object Matching Name Crietria + * + * @param queryName + * @param parentNode + * @return std::shared_ptr + */ + std::shared_ptr GetSubNodeMatchingNameCrietria(const QString &queryName, std::shared_ptr parentNode); /** - * @brief Returns the sub folder names for a folder node object. Template function, + * @brief Returns the sub folder names for a folder node object. Template function, * type can be any of stl or Qt containers which supports push_back call. - * - * @tparam T + * + * @tparam T * @param std::shared_ptr * @return T (any of stl or Qt containers which supports push_back call) */ template T GetSubFolderNamesFromNode(const std::shared_ptr parent) { T folders; std::vector> subNodes = parent->subFolders; for (std::shared_ptr folder : subNodes) { folders.push_back(folder->name); } return folders; } /** * @brief Iterates through the sub folder hierarchy upto a level provided * and create a tree structure. - * - * @param parent - * @param level + * + * @param parent + * @param level */ - void InitDirs(std::shared_ptr parent, int level) - { - QString searchFolder = parent->path + QDir::separator() + parent->name; - auto subFolders = FetchFoldersFromDir(searchFolder); - level++; - foreach (QString folder, subFolders) - { - std::shared_ptr fp = std::make_shared(); - fp->path = searchFolder; - fp->name = folder; - if (level < this->m_LEVEL) - { - InitDirs(fp, level); - } - parent->subFolders.push_back(fp); - } - } + void InitDirs(std::shared_ptr parent, int level); /** * @brief Iterates through the sub folder hierarchy upto a level provided * and clears the sub folder std::vector from each node. - * - * @param parent - * @param level + * + * @param parent + * @param level */ - void DeleteDirs(std::shared_ptr parent, int level) - { - level++; - for (std::shared_ptr subFolder : parent->subFolders) - { - if (level < m_LEVEL) - { - DeleteDirs(subFolder, level); - } - parent->subFolders.clear(); - } - } + void DeleteDirs(std::shared_ptr parent, int level); /** * @brief Template function to fetch all folders inside a given path. * The type can be any of stl or Qt containers which supports push_back call. - * - * @tparam T - * @param path - * @return T + * + * @tparam T + * @param path + * @return T */ template - T FetchFoldersFromDir(const QString &path) + T FetchFoldersFromDir(const QString &path, std::function callback) { T folders; for (QDirIterator it(path, QDir::AllDirs, QDirIterator::NoIteratorFlags); it.hasNext();) { it.next(); - if (!it.fileName().startsWith('.')) + if (!it.fileName().startsWith('.') && callback(it.filePath())) { folders.push_back(it.fileName()); } } return folders; } }; #endif diff --git a/Modules/SegmentationUI/Qmitk/QmitknnUNetGPU.cpp b/Modules/SegmentationUI/Qmitk/QmitknnUNetGPU.cpp new file mode 100644 index 0000000000..d0478d1332 --- /dev/null +++ b/Modules/SegmentationUI/Qmitk/QmitknnUNetGPU.cpp @@ -0,0 +1,52 @@ +/*============================================================================ + +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.s + +============================================================================*/ + +#include "QmitknnUNetGPU.h" +#include + +QmitkGPULoader::QmitkGPULoader() +{ + QProcess process; + process.start("nvidia-smi --query-gpu=name,memory.total --format=csv"); + process.waitForFinished(-1); + QStringList infoStringList; + while (process.canReadLine()) + { + QString line = process.readLine(); + if (!line.startsWith("name")) + { + infoStringList << line; + } + } + unsigned int count = 0; + foreach (QString infoString, infoStringList) + { + QmitkGPUSpec spec; + QStringList gpuDetails; + gpuDetails = infoString.split(","); + spec.name = gpuDetails.at(0); + spec.id = count; + spec.memory = gpuDetails.at(1); + this->m_Gpus.push_back(spec); + ++count; + } +} + +int QmitkGPULoader::GetGPUCount() +{ + return static_cast(m_Gpus.size()); +} + +std::vector QmitkGPULoader::GetAllGPUSpecs() +{ + return m_Gpus; +} diff --git a/Modules/SegmentationUI/Qmitk/QmitknnUNetGPU.h b/Modules/SegmentationUI/Qmitk/QmitknnUNetGPU.h index cf92c9e028..b7f0ccbf7d 100644 --- a/Modules/SegmentationUI/Qmitk/QmitknnUNetGPU.h +++ b/Modules/SegmentationUI/Qmitk/QmitknnUNetGPU.h @@ -1,92 +1,63 @@ /*============================================================================ 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.s ============================================================================*/ #ifndef QmitknnUNetToolGPU_h_Included #define QmitknnUNetToolGPU_h_Included -#include -#include -#include #include +#include +#include /** * @brief Struct to store GPU info. * */ struct QmitkGPUSpec { QString name; QString memory; unsigned int id; }; /** * @brief Class to load and save GPU information * for further validation */ -class QmitkGPULoader : public QObject +class MITKSEGMENTATIONUI_EXPORT QmitkGPULoader { - Q_OBJECT - private: std::vector m_Gpus; public: /** * @brief Construct a new Qmitk GPU Loader object. * Parses GPU info using `nvidia-smi` command and saves it as QmitkGPUSpec objects. */ - QmitkGPULoader() - { - QProcess process; - process.start("nvidia-smi --query-gpu=name,memory.total --format=csv"); - process.waitForFinished(-1); - QStringList infoStringList; - while (process.canReadLine()) - { - QString line = process.readLine(); - if (!line.startsWith("name")) - { - infoStringList << line; - } - } - unsigned int count = 0; - foreach (QString infoString, infoStringList) - { - QmitkGPUSpec spec; - QStringList gpuDetails; - gpuDetails = infoString.split(","); - spec.name = gpuDetails.at(0); - spec.id = count; - spec.memory = gpuDetails.at(1); - this->m_Gpus.push_back(spec); - ++count; - } - } + QmitkGPULoader(); ~QmitkGPULoader() = default; /** * @brief Returns the number of GPUs parsed and saved as QmitkGPUSpec objects. * * @return int */ - int GetGPUCount() { return static_cast(m_Gpus.size()); } + int GetGPUCount(); /** * @brief Returns all the parsed GPU information * * @return std::vector */ - std::vector GetAllGPUSpecs() { return m_Gpus; } + std::vector GetAllGPUSpecs(); }; #endif diff --git a/Modules/SegmentationUI/Qmitk/QmitknnUNetToolGUI.cpp b/Modules/SegmentationUI/Qmitk/QmitknnUNetToolGUI.cpp index a6959acdfd..764889c5a5 100644 --- a/Modules/SegmentationUI/Qmitk/QmitknnUNetToolGUI.cpp +++ b/Modules/SegmentationUI/Qmitk/QmitknnUNetToolGUI.cpp @@ -1,1182 +1,1221 @@ /*============================================================================ 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 "QmitknnUNetToolGUI.h" #include "mitkProcessExecutor.h" #include "mitknnUnetTool.h" #include #include #include #include #include #include #include #include #include #include #include #include MITK_TOOL_GUI_MACRO(MITKSEGMENTATIONUI_EXPORT, QmitknnUNetToolGUI, "") QmitknnUNetToolGUI::QmitknnUNetToolGUI() : 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 nnUNet tool might not work."; this->ShowErrorMessage(warning); } // define predicates for multi modal data selection combobox auto imageType = mitk::TNodePredicateDataType::New(); auto labelSetImageType = mitk::NodePredicateNot::New(mitk::TNodePredicateDataType::New()); m_MultiModalPredicate = mitk::NodePredicateAnd::New(imageType, labelSetImageType).GetPointer(); m_nnUNetThread = new QThread(this); m_Worker = new nnUNetDownloadWorker; m_Worker->moveToThread(m_nnUNetThread); m_EnableConfirmSegBtnFnc = [this](bool enabled) { return !m_FirstPreviewComputation ? m_SuperclassEnableConfirmSegBtnFnc(enabled) : false; }; } QmitknnUNetToolGUI::~QmitknnUNetToolGUI() { m_nnUNetThread->quit(); m_nnUNetThread->wait(); } void QmitknnUNetToolGUI::ConnectNewTool(mitk::SegWithPreviewTool *newTool) { Superclass::ConnectNewTool(newTool); newTool->IsTimePointChangeAwareOff(); m_FirstPreviewComputation = true; } void QmitknnUNetToolGUI::InitializeUI(QBoxLayout *mainLayout) { m_Controls.setupUi(this); #ifndef _WIN32 m_Controls.pythonEnvComboBox->addItem("/usr/bin"); #endif m_Controls.pythonEnvComboBox->addItem("Select"); AutoParsePythonPaths(); SetGPUInfo(); connect(m_Controls.previewButton, SIGNAL(clicked()), this, SLOT(OnPreviewRequested())); connect(m_Controls.modeldirectoryBox, SIGNAL(directoryChanged(const QString &)), this, SLOT(OnDirectoryChanged(const QString &))); connect( m_Controls.modelBox, SIGNAL(currentTextChanged(const QString &)), this, SLOT(OnModelChanged(const QString &))); connect(m_Controls.taskBox, SIGNAL(currentTextChanged(const QString &)), this, SLOT(OnTaskChanged(const QString &))); connect( m_Controls.plannerBox, SIGNAL(currentTextChanged(const QString &)), this, SLOT(OnTrainerChanged(const QString &))); connect(m_Controls.multiModalBox, SIGNAL(stateChanged(int)), this, SLOT(OnCheckBoxChanged(int))); connect(m_Controls.multiModalSpinBox, SIGNAL(valueChanged(int)), this, SLOT(OnModalitiesNumberChanged(int))); connect(m_Controls.pythonEnvComboBox, #if QT_VERSION >= 0x050F00 // 5.15 SIGNAL(textActivated(const QString &)), #elif QT_VERSION >= 0x050C00 // 5.12 SIGNAL(currentTextChanged(const QString &)), #endif this, SLOT(OnPythonPathChanged(const QString &))); connect(m_Controls.refreshdirectoryBox, SIGNAL(clicked()), this, SLOT(OnRefreshPresssed())); connect(m_Controls.clearCacheButton, SIGNAL(clicked()), this, SLOT(OnClearCachePressed())); connect(m_Controls.startDownloadButton, SIGNAL(clicked()), this, SLOT(OnDownloadModel())); connect(m_Controls.stopDownloadButton, SIGNAL(clicked()), this, SLOT(OnStopDownload())); // Qthreads qRegisterMetaType(); qRegisterMetaType(); connect(this, &QmitknnUNetToolGUI::Operate, m_Worker, &nnUNetDownloadWorker::DoWork); connect(m_Worker, &nnUNetDownloadWorker::Exit, this, &QmitknnUNetToolGUI::OnDownloadWorkerExit); connect(m_nnUNetThread, &QThread::finished, m_Worker, &QObject::deleteLater); m_Controls.multiModalSpinBox->setVisible(false); m_Controls.multiModalSpinBox->setEnabled(false); m_Controls.multiModalSpinLabel->setVisible(false); m_Controls.stopDownloadButton->setVisible(false); m_Controls.previewButton->setEnabled(false); QIcon refreshIcon = QmitkStyleManager::ThemeIcon(QStringLiteral(":/org_mitk_icons/icons/awesome/scalable/actions/view-refresh.svg")); m_Controls.refreshdirectoryBox->setIcon(refreshIcon); QIcon dirIcon = QmitkStyleManager::ThemeIcon(QStringLiteral(":/org_mitk_icons/icons/awesome/scalable/actions/document-open.svg")); m_Controls.modeldirectoryBox->setIcon(dirIcon); m_Controls.refreshdirectoryBox->setEnabled(true); QIcon stopIcon = QmitkStyleManager::ThemeIcon(QStringLiteral(":/org_mitk_icons/icons/awesome/scalable/status/dialog-error.svg")); m_Controls.stopDownloadButton->setIcon(stopIcon); m_Controls.statusLabel->setTextFormat(Qt::RichText); if (m_GpuLoader.GetGPUCount() != 0) { WriteStatusMessage(QString("STATUS: Welcome to nnUNet. " + QString::number(m_GpuLoader.GetGPUCount()) + " GPUs were detected.")); } else { WriteErrorMessage(QString("STATUS: Welcome to nnUNet. " + QString::number(m_GpuLoader.GetGPUCount()) + " GPUs were detected.")); } mainLayout->addLayout(m_Controls.verticalLayout); Superclass::InitializeUI(mainLayout); m_UI_ROWS = m_Controls.advancedSettingsLayout->rowCount(); // Must do. Row count is correct only here. this->DisableEverything(); QString lastSelectedPyEnv = m_Settings.value("nnUNet/LastPythonPath").toString(); m_Controls.pythonEnvComboBox->setCurrentText(lastSelectedPyEnv); } void QmitknnUNetToolGUI::EnableWidgets(bool enabled) { Superclass::EnableWidgets(enabled); } void QmitknnUNetToolGUI::ClearAllModalities() { m_Controls.multiModalSpinBox->setMinimum(0); m_Controls.multiModalBox->setChecked(false); this->ClearAllModalLabels(); } void QmitknnUNetToolGUI::ClearAllModalLabels() { for (auto modalLabel : m_ModalLabels) { delete modalLabel; // delete the layout item m_ModalLabels.pop_back(); } m_Controls.advancedSettingsLayout->update(); } void QmitknnUNetToolGUI::DisableEverything() { m_Controls.modeldirectoryBox->setEnabled(false); m_Controls.refreshdirectoryBox->setEnabled(false); m_Controls.previewButton->setEnabled(false); m_Controls.multiModalSpinBox->setVisible(false); m_Controls.multiModalBox->setEnabled(false); this->ClearAllComboBoxes(); this->ClearAllModalities(); } void QmitknnUNetToolGUI::ClearAllComboBoxes() { m_Controls.modelBox->clear(); m_Controls.taskBox->clear(); m_Controls.foldBox->clear(); m_Controls.trainerBox->clear(); m_Controls.plannerBox->clear(); for (auto &layout : m_EnsembleParams) { layout->modelBox->clear(); layout->trainerBox->clear(); layout->plannerBox->clear(); layout->foldBox->clear(); } } std::vector QmitknnUNetToolGUI::FetchMultiModalImagesFromUI() { std::vector modals; if (m_Controls.multiModalBox->isChecked() && !m_Modalities.empty()) { std::set nodeNames; // set container for keeping names of all nodes to check if they are added twice. for (QmitkDataStorageComboBox *modality : m_Modalities) { if (nodeNames.find(modality->GetSelectedNode()->GetName()) == nodeNames.end()) { modals.push_back(dynamic_cast(modality->GetSelectedNode()->GetData())); nodeNames.insert(modality->GetSelectedNode()->GetName()); } else { throw std::runtime_error("Same modality is selected more than once. Please change your selection."); break; } } } return modals; } bool QmitknnUNetToolGUI::IsNNUNetInstalled(const QString &pythonPath) { QString fullPath = pythonPath; #ifdef _WIN32 if (!(fullPath.endsWith("Scripts", Qt::CaseInsensitive) || fullPath.endsWith("Scripts/", Qt::CaseInsensitive))) { fullPath += QDir::separator() + QString("Scripts"); } #else if (!(fullPath.endsWith("bin", Qt::CaseInsensitive) || fullPath.endsWith("bin/", Qt::CaseInsensitive))) { fullPath += QDir::separator() + QString("bin"); } #endif fullPath = fullPath.mid(fullPath.indexOf(" ") + 1); bool isExists = QFile::exists(fullPath + QDir::separator() + QString("nnUNet_predict")) && QFile::exists(fullPath + QDir::separator() + QString("python3")); return isExists; } void QmitknnUNetToolGUI::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 QmitknnUNetToolGUI::WriteStatusMessage(const QString &message) { m_Controls.statusLabel->setText(message); m_Controls.statusLabel->setStyleSheet("font-weight: bold; color: white"); } void QmitknnUNetToolGUI::WriteErrorMessage(const QString &message) { m_Controls.statusLabel->setText(message); m_Controls.statusLabel->setStyleSheet("font-weight: bold; color: red"); } void QmitknnUNetToolGUI::ProcessEnsembleModelsParams(mitk::nnUNetTool::Pointer tool) { if (m_EnsembleParams[0]->modelBox->currentText() == m_EnsembleParams[1]->modelBox->currentText()) { throw std::runtime_error("Both models you have selected for ensembling are the same."); } QString taskName = m_Controls.taskBox->currentText(); bool isPPJson = m_Controls.postProcessingCheckBox->isChecked(); std::vector requestQ; QString ppDirFolderNamePart1 = "ensemble_"; QStringList ppDirFolderNameParts; for (auto &layout : m_EnsembleParams) { QStringList ppDirFolderName; QString modelName = layout->modelBox->currentText(); ppDirFolderName << modelName; ppDirFolderName << "__"; QString trainer = layout->trainerBox->currentText(); ppDirFolderName << trainer; ppDirFolderName << "__"; QString planId = layout->plannerBox->currentText(); ppDirFolderName << planId; if (!this->IsModelExists(modelName, taskName, QString(trainer + "__" + planId))) { std::string errorMsg = "The configuration " + modelName.toStdString() + " you have selected doesn't exist. Check your Results Folder again."; throw std::runtime_error(errorMsg); } std::vector testfold = FetchSelectedFoldsFromUI(layout->foldBox); mitk::ModelParams modelObject = MapToRequest(modelName, taskName, trainer, planId, testfold); requestQ.push_back(modelObject); ppDirFolderNameParts << ppDirFolderName.join(QString("")); } tool->EnsembleOn(); if (isPPJson) { QString ppJsonFilePossibility1 = QDir::cleanPath( m_ParentFolder->getResultsFolder() + QDir::separator() + "nnUNet" + QDir::separator() + "ensembles" + QDir::separator() + taskName + QDir::separator() + ppDirFolderNamePart1 + ppDirFolderNameParts.first() + "--" + ppDirFolderNameParts.last() + QDir::separator() + "postprocessing.json"); QString ppJsonFilePossibility2 = QDir::cleanPath( m_ParentFolder->getResultsFolder() + QDir::separator() + "nnUNet" + QDir::separator() + "ensembles" + QDir::separator() + taskName + QDir::separator() + ppDirFolderNamePart1 + ppDirFolderNameParts.last() + "--" + ppDirFolderNameParts.first() + QDir::separator() + "postprocessing.json"); if (QFile(ppJsonFilePossibility1).exists()) { tool->SetPostProcessingJsonDirectory(ppJsonFilePossibility1.toStdString()); const QString statusMsg = "Post Processing JSON file found: " + ppJsonFilePossibility1; this->WriteStatusMessage(statusMsg); } else if (QFile(ppJsonFilePossibility2).exists()) { tool->SetPostProcessingJsonDirectory(ppJsonFilePossibility2.toStdString()); const QString statusMsg = "Post Processing JSON file found:" + ppJsonFilePossibility2; this->WriteStatusMessage(statusMsg); } else { std::string errorMsg = "No post processing file was found for the selected ensemble combination. Continuing anyway..."; this->ShowErrorMessage(errorMsg); } } tool->m_ParamQ.clear(); tool->m_ParamQ = requestQ; } void QmitknnUNetToolGUI::ProcessModelParams(mitk::nnUNetTool::Pointer tool) { tool->EnsembleOff(); std::vector requestQ; QString modelName = m_Controls.modelBox->currentText(); QString taskName = m_Controls.taskBox->currentText(); QString trainer = m_Controls.trainerBox->currentText(); QString planId = m_Controls.plannerBox->currentText(); std::vector fetchedFolds = this->FetchSelectedFoldsFromUI(m_Controls.foldBox); mitk::ModelParams modelObject = MapToRequest(modelName, taskName, trainer, planId, fetchedFolds); requestQ.push_back(modelObject); tool->m_ParamQ.clear(); tool->m_ParamQ = requestQ; } bool QmitknnUNetToolGUI::IsModelExists(const QString &modelName, const QString &taskName, const QString &trainerPlanner) { QString modelSearchPath = QDir::cleanPath(m_ParentFolder->getResultsFolder() + QDir::separator() + "nnUNet" + QDir::separator() + modelName + QDir::separator() + taskName + QDir::separator() + trainerPlanner); if (QDir(modelSearchPath).exists()) { return true; } return false; } void QmitknnUNetToolGUI::CheckAllInCheckableComboBox(ctkCheckableComboBox *foldBox) { // Recalling all added items to check-mark it. const QAbstractItemModel *qaim = foldBox->checkableModel(); auto rows = qaim->rowCount(); for (std::remove_const_t i = 0; i < rows; ++i) { const QModelIndex mi = qaim->index(i, 0); foldBox->setCheckState(mi, Qt::Checked); } } std::pair QmitknnUNetToolGUI::ExtractTrainerPlannerFromString(QStringList trainerPlanners) { QString splitterString = "__"; QStringList trainers, planners; for (const auto &trainerPlanner : trainerPlanners) { trainers << trainerPlanner.split(splitterString, QString::SplitBehavior::SkipEmptyParts).first(); planners << trainerPlanner.split(splitterString, QString::SplitBehavior::SkipEmptyParts).last(); } trainers.removeDuplicates(); planners.removeDuplicates(); return std::make_pair(trainers, planners); } std::vector QmitknnUNetToolGUI::FetchSelectedFoldsFromUI(ctkCheckableComboBox *foldBox) { std::vector folds; if (foldBox->noneChecked()) { this->CheckAllInCheckableComboBox(foldBox); } QModelIndexList foldList = foldBox->checkedIndexes(); for (const auto &index : foldList) { - QString foldQString = foldBox->itemText(index.row()).split("_", QString::SplitBehavior::SkipEmptyParts).last(); + QString foldQString = foldBox->itemText(index.row()); + if(foldQString != "dummy_element_that_nobody_can_see") + { + foldQString = foldQString.split("_", QString::SplitBehavior::SkipEmptyParts).last(); folds.push_back(foldQString.toStdString()); + } + else + { + throw std::runtime_error("Folds are not recognized. Please check if your nnUNet results folder structure is legitimate"); + } } return folds; } void QmitknnUNetToolGUI::UpdateCacheCountOnUI() { QString cacheText = m_CACHE_COUNT_BASE_LABEL + QString::number(m_Cache.size()); m_Controls.cacheCountLabel->setText(cacheText); } void QmitknnUNetToolGUI::AddToCache(size_t &hashKey, mitk::LabelSetImage::ConstPointer mlPreview) { nnUNetCache *newCacheObj = new nnUNetCache; newCacheObj->m_SegCache = mlPreview; m_Cache.insert(hashKey, newCacheObj); MITK_INFO << "New hash: " << hashKey << " " << newCacheObj->m_SegCache.GetPointer(); this->UpdateCacheCountOnUI(); } void QmitknnUNetToolGUI::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 QmitknnUNetToolGUI::FetchSelectedGPUFromUI() { QString gpuInfo = m_Controls.gpuComboBox->currentText(); if (m_GpuLoader.GetGPUCount() == 0) { return static_cast(gpuInfo.toInt()); } else { QString gpuId = gpuInfo.split(":", QString::SplitBehavior::SkipEmptyParts).first(); return static_cast(gpuId.toInt()); } } QString QmitknnUNetToolGUI::FetchResultsFolderFromEnv() { const char *pathVal = itksys::SystemTools::GetEnv("RESULTS_FOLDER"); QString retVal; if (pathVal) { retVal = QString::fromUtf8(pathVal); } else { retVal = m_Settings.value("nnUNet/LastRESULTS_FOLDERPath").toString(); } return retVal; } void QmitknnUNetToolGUI::DumpJSONfromPickle(const QString &picklePath) { const QString pickleFile = picklePath + QDir::separator() + m_PICKLE_FILENAME; const QString jsonFile = picklePath + QDir::separator() + m_MITK_EXPORT_JSON_FILENAME; if (!QFile::exists(jsonFile)) { mitk::ProcessExecutor::Pointer spExec = mitk::ProcessExecutor::New(); mitk::ProcessExecutor::ArgumentListType args; args.push_back("-c"); std::string pythonCode; // python syntax to parse plans.pkl file and export as Json file. pythonCode.append("import pickle;"); pythonCode.append("import json;"); pythonCode.append("loaded_pickle = pickle.load(open('"); pythonCode.append(pickleFile.toStdString()); pythonCode.append("','rb'));"); pythonCode.append("modal_dict = {key: loaded_pickle[key] for key in loaded_pickle.keys() if key in " "['modalities','num_modalities']};"); pythonCode.append("json.dump(modal_dict, open('"); pythonCode.append(jsonFile.toStdString()); pythonCode.append("', 'w'))"); args.push_back(pythonCode); try { spExec->Execute(m_PythonPath.toStdString(), "python3", args); } catch (const mitk::Exception &e) { MITK_ERROR << "Pickle parsing FAILED!" << e.GetDescription(); this->WriteStatusMessage( "Parsing failed in backend. Multiple Modalities will now have to be manually entered by the user."); } } } void QmitknnUNetToolGUI::ExportAvailableModelsAsJSON(const QString &resultsFolder) { const QString jsonPath = resultsFolder + QDir::separator() + m_AVAILABLE_MODELS_JSON_FILENAME; if (!QFile::exists(jsonPath)) { auto spExec = mitk::ProcessExecutor::New(); mitk::ProcessExecutor::ArgumentListType args; args.push_back("--export"); args.push_back(resultsFolder.toStdString()); try { spExec->Execute(m_PythonPath.toStdString(), "nnUNet_print_available_pretrained_models", args); } catch (const mitk::Exception &e) { MITK_ERROR << "Exporting information FAILED." << e.GetDescription(); this->WriteStatusMessage("Exporting information FAILED."); } } } void QmitknnUNetToolGUI::DisplayMultiModalInfoFromJSON(const QString &jsonPath) { std::ifstream file(jsonPath.toStdString()); if (file.is_open()) { auto jsonObj = nlohmann::json::parse(file, nullptr, false); if (jsonObj.is_discarded() || !jsonObj.is_object()) { MITK_ERROR << "Could not parse \"" << jsonPath.toStdString() << "\" as JSON object!"; return; } auto num_mods = jsonObj["num_modalities"].get(); this->ClearAllModalLabels(); if (num_mods > 1) { m_Controls.multiModalBox->setChecked(true); m_Controls.multiModalBox->setEnabled(false); m_Controls.multiModalSpinBox->setValue(num_mods - 1); m_Controls.advancedSettingsLayout->update(); auto obj = jsonObj["modalities"]; int count = 0; for (const auto &value : obj) { QLabel *label = new QLabel(QString::fromStdString("" + value.get() + ""), this); m_ModalLabels.push_back(label); m_Controls.advancedSettingsLayout->addWidget(label, m_UI_ROWS + 1 + count, 0); count++; } m_Controls.multiModalSpinBox->setMinimum(num_mods - 1); m_Controls.advancedSettingsLayout->update(); } else { m_Controls.multiModalSpinBox->setMinimum(0); m_Controls.multiModalBox->setChecked(false); } } } void QmitknnUNetToolGUI::FillAvailableModelsInfoFromJSON(const QString &jsonPath) { std::ifstream file(jsonPath.toStdString()); if (file.is_open() && m_Controls.availableBox->count() < 1) { auto jsonObj = nlohmann::json::parse(file, nullptr, false); if (jsonObj.is_discarded() || !jsonObj.is_object()) { MITK_ERROR << "Could not parse \"" << jsonPath.toStdString() << "\" as JSON object!"; return; } for (const auto &obj : jsonObj.items()) { m_Controls.availableBox->addItem(QString::fromStdString(obj.key())); } } } mitk::ModelParams QmitknnUNetToolGUI::MapToRequest(const QString &modelName, const QString &taskName, const QString &trainer, const QString &planId, const std::vector &folds) { mitk::ModelParams requestObject; requestObject.model = modelName.toStdString(); requestObject.trainer = trainer.toStdString(); requestObject.planId = planId.toStdString(); requestObject.task = taskName.toStdString(); requestObject.folds = folds; mitk::nnUNetTool::Pointer tool = this->GetConnectedToolAs(); requestObject.inputName = tool->GetRefNode()->GetName(); requestObject.timeStamp = std::to_string(mitk::RenderingManager::GetInstance()->GetTimeNavigationController()->GetSelectedTimePoint()); return requestObject; } +void QmitknnUNetToolGUI::SetComboBoxToNone(ctkCheckableComboBox* comboBox) +{ + comboBox->clear(); + comboBox->addItem("dummy_element_that_nobody_can_see"); + qobject_cast(comboBox->view())->setRowHidden(0, true); // For the cosmetic purpose of showing "None" on the combobox. +} + /* ---------------------SLOTS---------------------------------------*/ void QmitknnUNetToolGUI::OnPreviewRequested() { mitk::nnUNetTool::Pointer tool = this->GetConnectedToolAs(); if (nullptr != tool) { QString pythonPathTextItem = ""; try { size_t hashKey(0); m_Controls.previewButton->setEnabled(false); // To prevent misclicked back2back prediction. qApp->processEvents(); tool->PredictOn(); // purposefully placed to make tool->GetMTime different than before. QString modelName = m_Controls.modelBox->currentText(); if (modelName.startsWith("ensemble", Qt::CaseInsensitive)) { this->ProcessEnsembleModelsParams(tool); } else { this->ProcessModelParams(tool); } pythonPathTextItem = m_Controls.pythonEnvComboBox->currentText(); QString pythonPath = m_PythonPath; if (!this->IsNNUNetInstalled(pythonPath)) { throw std::runtime_error("nnUNet is not detected in the selected python environment. Please select a valid " "python environment or install nnUNet."); } tool->SetPythonPath(pythonPath.toStdString()); tool->SetModelDirectory(m_ParentFolder->getResultsFolder().toStdString()); // checkboxes tool->SetMirror(m_Controls.mirrorBox->isChecked()); tool->SetMixedPrecision(m_Controls.mixedPrecisionBox->isChecked()); tool->SetNoPip(false); bool doCache = m_Controls.enableCachingCheckBox->isChecked(); // Spinboxes tool->SetGpuId(FetchSelectedGPUFromUI()); // Multi-Modal tool->MultiModalOff(); if (m_Controls.multiModalBox->isChecked()) { if (m_Controls.multiModalSpinBox->value() > 0) { tool->m_OtherModalPaths.clear(); tool->m_OtherModalPaths = FetchMultiModalImagesFromUI(); tool->MultiModalOn(); } else { throw std::runtime_error("Please select more than one modalities for a multi-modal task. If you " "would like to use only one modality then uncheck the Multi-Modal option."); } } if (doCache) { hashKey = nnUNetCache::GetUniqueHash(tool->m_ParamQ); if (m_Cache.contains(hashKey)) { tool->PredictOff(); // purposefully placed to make tool->GetMTime different than before. } } if (tool->GetPredict()) { tool->m_InputBuffer = nullptr; this->WriteStatusMessage( QString("STATUS: Starting Segmentation task... This might take a while.")); tool->UpdatePreview(); if (nullptr == tool->GetOutputBuffer()) { this->SegmentationProcessFailed(); } else { this->SegmentationResultHandler(tool); if (doCache) { this->AddToCache(hashKey, tool->GetOutputBuffer()); } tool->ClearOutputBuffer(); } tool->PredictOff(); // purposefully placed to make tool->GetMTime different than before. } else { MITK_INFO << "won't do segmentation. Key found: " << QString::number(hashKey).toStdString(); if (m_Cache.contains(hashKey)) { nnUNetCache *cacheObject = m_Cache[hashKey]; MITK_INFO << "fetched pointer " << cacheObject->m_SegCache.GetPointer(); tool->SetOutputBuffer(const_cast(cacheObject->m_SegCache.GetPointer())); this->SegmentationResultHandler(tool, true); } } m_Controls.previewButton->setEnabled(true); } catch (const std::exception &e) { std::stringstream errorMsg; errorMsg << "STATUS: Error while processing parameters for nnUNet segmentation. Reason: " << e.what(); this->ShowErrorMessage(errorMsg.str()); this->WriteErrorMessage(QString::fromStdString(errorMsg.str())); m_Controls.previewButton->setEnabled(true); tool->PredictOff(); return; } catch (...) { std::string errorMsg = "Unkown error occured while generation nnUNet segmentation."; this->ShowErrorMessage(errorMsg); m_Controls.previewButton->setEnabled(true); tool->PredictOff(); return; } if (!pythonPathTextItem.isEmpty()) { // only cache if the prediction ended without errors. m_Settings.setValue("nnUNet/LastPythonPath", pythonPathTextItem); } } } void QmitknnUNetToolGUI::OnRefreshPresssed() { const QString resultsFolder = m_Controls.modeldirectoryBox->directory(); this->OnDirectoryChanged(resultsFolder); } void QmitknnUNetToolGUI::OnDirectoryChanged(const QString &resultsFolder) { m_IsResultsFolderValid = false; m_Controls.previewButton->setEnabled(false); this->ClearAllComboBoxes(); this->ClearAllModalities(); m_ParentFolder = std::make_shared(resultsFolder); auto tasks = m_ParentFolder->getAllTasks(); tasks.removeDuplicates(); std::for_each(tasks.begin(), tasks.end(), [this](QString task) { m_Controls.taskBox->addItem(task); }); m_Settings.setValue("nnUNet/LastRESULTS_FOLDERPath", resultsFolder); } void QmitknnUNetToolGUI::OnModelChanged(const QString &model) { if (model.isEmpty()) { return; } this->ClearAllModalities(); auto selectedTask = m_Controls.taskBox->currentText(); ctkComboBox *box = qobject_cast(sender()); if (box == m_Controls.modelBox) { if (model == m_VALID_MODELS.last()) { m_Controls.trainerBox->setVisible(false); m_Controls.trainerLabel->setVisible(false); m_Controls.plannerBox->setVisible(false); m_Controls.plannerLabel->setVisible(false); m_Controls.foldBox->setVisible(false); m_Controls.foldLabel->setVisible(false); + m_Controls.previewButton->setEnabled(false); this->ShowEnsembleLayout(true); auto models = m_ParentFolder->getModelsForTask(m_Controls.taskBox->currentText()); models.removeDuplicates(); models.removeOne(m_VALID_MODELS.last()); for (auto &layout : m_EnsembleParams) { layout->modelBox->clear(); layout->trainerBox->clear(); layout->plannerBox->clear(); std::for_each(models.begin(), models.end(), [&layout, this](QString model) { if (m_VALID_MODELS.contains(model, Qt::CaseInsensitive)) layout->modelBox->addItem(model); }); } - m_Controls.previewButton->setEnabled(true); } else { m_Controls.trainerBox->setVisible(true); m_Controls.trainerLabel->setVisible(true); m_Controls.plannerBox->setVisible(true); m_Controls.plannerLabel->setVisible(true); m_Controls.foldBox->setVisible(true); m_Controls.foldLabel->setVisible(true); m_Controls.previewButton->setEnabled(false); this->ShowEnsembleLayout(false); + m_Controls.trainerBox->clear(); + m_Controls.plannerBox->clear(); auto trainerPlanners = m_ParentFolder->getTrainerPlannersForTask(selectedTask, model); + if(trainerPlanners.isEmpty()) + { + this->ShowErrorMessage("No plans.pkl found for "+model.toStdString()+". Check your directory or download the task again."); + this->SetComboBoxToNone(m_Controls.foldBox); + return; + } QStringList trainers, planners; std::tie(trainers, planners) = ExtractTrainerPlannerFromString(trainerPlanners); - m_Controls.trainerBox->clear(); - m_Controls.plannerBox->clear(); std::for_each( trainers.begin(), trainers.end(), [this](QString trainer) { m_Controls.trainerBox->addItem(trainer); }); std::for_each( planners.begin(), planners.end(), [this](QString planner) { m_Controls.plannerBox->addItem(planner); }); } } else if (!m_EnsembleParams.empty()) - { + { + m_Controls.previewButton->setEnabled(false); for (auto &layout : m_EnsembleParams) { if (box == layout->modelBox) { layout->trainerBox->clear(); layout->plannerBox->clear(); auto trainerPlanners = m_ParentFolder->getTrainerPlannersForTask(selectedTask, model); + if(trainerPlanners.isEmpty()) + { + this->ShowErrorMessage("No plans.pkl found for "+model.toStdString()+". Check your directory or download the task again."); + this->SetComboBoxToNone(layout->foldBox); + return; + } QStringList trainers, planners; std::tie(trainers, planners) = ExtractTrainerPlannerFromString(trainerPlanners); std::for_each(trainers.begin(), trainers.end(), [&layout](const QString &trainer) { layout->trainerBox->addItem(trainer); }); std::for_each(planners.begin(), planners.end(), [&layout](const QString &planner) { layout->plannerBox->addItem(planner); }); break; } } } } void QmitknnUNetToolGUI::OnTaskChanged(const QString &task) { if (task.isEmpty()) { return; } m_Controls.modelBox->clear(); auto models = m_ParentFolder->getModelsForTask(task); models.removeDuplicates(); if (!models.contains(m_VALID_MODELS.last(), Qt::CaseInsensitive)) { models << m_VALID_MODELS.last(); // add ensemble even if folder doesn't exist } std::for_each(models.begin(), models.end(), [this](QString model) { if (m_VALID_MODELS.contains(model, Qt::CaseInsensitive)) m_Controls.modelBox->addItem(model); }); } void QmitknnUNetToolGUI::OnTrainerChanged(const QString &plannerSelected) { if (plannerSelected.isEmpty()) { return; } m_IsResultsFolderValid = false; QString parentPath; auto *box = qobject_cast(sender()); if (box == m_Controls.plannerBox) { m_Controls.foldBox->clear(); auto selectedTrainer = m_Controls.trainerBox->currentText(); auto selectedTask = m_Controls.taskBox->currentText(); auto selectedModel = m_Controls.modelBox->currentText(); auto folds = m_ParentFolder->getFoldsForTrainerPlanner( selectedTrainer, plannerSelected, selectedTask, selectedModel); + if(folds.isEmpty()) + { + this->ShowErrorMessage("No valid folds found. Check your directory or download the task again."); + this->SetComboBoxToNone(m_Controls.foldBox); + return; + } std::for_each(folds.begin(), folds.end(), [this](QString fold) { if (fold.startsWith("fold_", Qt::CaseInsensitive)) // imposed by nnUNet m_Controls.foldBox->addItem(fold); }); if (m_Controls.foldBox->count() != 0) { m_IsResultsFolderValid = true; this->CheckAllInCheckableComboBox(m_Controls.foldBox); auto tempPath = QStringList() << m_ParentFolder->getResultsFolder() << "nnUNet" << selectedModel << selectedTask << QString("%1__%2").arg(selectedTrainer, plannerSelected); parentPath = QDir::cleanPath(tempPath.join(QDir::separator())); } } else if (!m_EnsembleParams.empty()) { for (auto &layout : m_EnsembleParams) { if (box == layout->plannerBox) { layout->foldBox->clear(); auto selectedTrainer = layout->trainerBox->currentText(); auto selectedTask = m_Controls.taskBox->currentText(); auto selectedModel = layout->modelBox->currentText(); auto folds = m_ParentFolder->getFoldsForTrainerPlanner( selectedTrainer, plannerSelected, selectedTask, selectedModel); + if(folds.isEmpty()) + { + this->ShowErrorMessage("No valid folds found. Check your directory."); + this->SetComboBoxToNone(layout->foldBox); + return; + } std::for_each(folds.begin(), folds.end(), [&layout](const QString &fold) { if (fold.startsWith("fold_", Qt::CaseInsensitive)) // imposed by nnUNet layout->foldBox->addItem(fold); }); if (layout->foldBox->count() != 0) { this->CheckAllInCheckableComboBox(layout->foldBox); m_IsResultsFolderValid = true; auto tempPath = QStringList() << m_ParentFolder->getResultsFolder() << "nnUNet" << selectedModel << selectedTask << QString("%1__%2").arg(selectedTrainer, plannerSelected); parentPath = QDir::cleanPath(tempPath.join(QDir::separator())); } break; } } } if (m_IsResultsFolderValid) { m_Controls.previewButton->setEnabled(true); const QString mitkJsonFile = parentPath + QDir::separator() + m_MITK_EXPORT_JSON_FILENAME; this->DumpJSONfromPickle(parentPath); if (QFile::exists(mitkJsonFile)) { this->DisplayMultiModalInfoFromJSON(mitkJsonFile); } } } void QmitknnUNetToolGUI::OnPythonPathChanged(const QString &pyEnv) { if (pyEnv == QString("Select")) { QString path = QFileDialog::getExistingDirectory(m_Controls.pythonEnvComboBox->parentWidget(), "Python Path", "dir"); if (!path.isEmpty()) { this->OnPythonPathChanged(path); // recall same function for new path validation m_Controls.pythonEnvComboBox->insertItem(0, path); m_Controls.pythonEnvComboBox->setCurrentIndex(0); } } else if (!this->IsNNUNetInstalled(pyEnv)) { std::string warning = "WARNING: nnUNet is not detected on the Python environment you selected. Please select another " "environment or create one. For more info refer https://github.com/MIC-DKFZ/nnUNet"; this->ShowErrorMessage(warning); this->DisableEverything(); m_Controls.availableBox->clear(); } else { m_Controls.modeldirectoryBox->setEnabled(true); - m_Controls.previewButton->setEnabled(true); m_Controls.refreshdirectoryBox->setEnabled(true); m_Controls.multiModalBox->setEnabled(true); QString setVal = this->FetchResultsFolderFromEnv(); if (!setVal.isEmpty()) { m_Controls.modeldirectoryBox->setDirectory(setVal); } this->OnRefreshPresssed(); m_PythonPath = pyEnv.mid(pyEnv.indexOf(" ") + 1); if (!(m_PythonPath.endsWith("bin", Qt::CaseInsensitive) || m_PythonPath.endsWith("bin/", Qt::CaseInsensitive))) { m_PythonPath += QDir::separator() + QString("bin"); } // Export available model info as json and fill them for Download QString tempPath = QString::fromStdString(mitk::IOUtil::GetTempPath()); this->ExportAvailableModelsAsJSON(tempPath); const QString jsonPath = tempPath + QDir::separator() + m_AVAILABLE_MODELS_JSON_FILENAME; if (QFile::exists(jsonPath)) { this->FillAvailableModelsInfoFromJSON(jsonPath); } } } void QmitknnUNetToolGUI::OnCheckBoxChanged(int state) { bool visibility = false; if (state == Qt::Checked) { visibility = true; } ctkCheckBox *box = qobject_cast(sender()); if (box != nullptr) { if (box->objectName() == QString("multiModalBox")) { m_Controls.multiModalSpinLabel->setVisible(visibility); m_Controls.multiModalSpinBox->setVisible(visibility); if (visibility) { QmitkDataStorageComboBox *defaultImage = new QmitkDataStorageComboBox(this, true); defaultImage->setObjectName(QString("multiModal_" + QString::number(0))); defaultImage->SetPredicate(m_MultiModalPredicate); mitk::nnUNetTool::Pointer tool = this->GetConnectedToolAs(); if (tool != nullptr) { defaultImage->SetDataStorage(tool->GetDataStorage()); defaultImage->SetSelectedNode(tool->GetRefNode()); } m_Controls.advancedSettingsLayout->addWidget(defaultImage, m_UI_ROWS + m_Modalities.size() + 1, 1, 1, 3); m_Modalities.push_back(defaultImage); } else { this->OnModalitiesNumberChanged(0); m_Controls.multiModalSpinBox->setValue(0); delete m_Modalities[0]; m_Modalities.pop_back(); this->ClearAllModalLabels(); } } } } void QmitknnUNetToolGUI::OnModalitiesNumberChanged(int num) { while (num > static_cast(m_Modalities.size() - 1)) { QmitkDataStorageComboBox *multiModalBox = new QmitkDataStorageComboBox(this, true); mitk::nnUNetTool::Pointer tool = this->GetConnectedToolAs(); multiModalBox->SetDataStorage(tool->GetDataStorage()); multiModalBox->SetPredicate(m_MultiModalPredicate); multiModalBox->setObjectName(QString("multiModal_" + QString::number(m_Modalities.size() + 1))); m_Controls.advancedSettingsLayout->addWidget(multiModalBox, m_UI_ROWS + m_Modalities.size() + 1, 1, 1, 3); m_Modalities.push_back(multiModalBox); } while (num < static_cast(m_Modalities.size() - 1) && !m_Modalities.empty()) { QmitkDataStorageComboBox *child = m_Modalities.back(); if (child->objectName() == "multiModal_0") { std::iter_swap(m_Modalities.end() - 2, m_Modalities.end() - 1); child = m_Modalities.back(); } delete child; // delete the layout item m_Modalities.pop_back(); } m_Controls.advancedSettingsLayout->update(); } void QmitknnUNetToolGUI::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.pythonEnvComboBox->insertItem(0, "(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->insertItem(0, "(" + envName + "): " + subIt.filePath()); } } } m_Controls.pythonEnvComboBox->setCurrentIndex(-1); } void QmitknnUNetToolGUI::SegmentationProcessFailed() { this->WriteErrorMessage( "STATUS: Error in the segmentation process.
No resulting segmentation can be loaded."); this->setCursor(Qt::ArrowCursor); std::stringstream stream; stream << "Error in the segmentation process. No resulting segmentation can be loaded."; this->ShowErrorMessage(stream.str()); } void QmitknnUNetToolGUI::SegmentationResultHandler(mitk::nnUNetTool *tool, bool forceRender) { if (forceRender) { tool->RenderOutputBuffer(); } m_FirstPreviewComputation = false; this->SetLabelSetPreview(tool->GetPreviewSegmentation()); this->WriteStatusMessage("STATUS: Segmentation task finished successfully."); this->ActualizePreviewLabelVisibility(); } void QmitknnUNetToolGUI::ShowEnsembleLayout(bool visible) { if (m_EnsembleParams.empty()) { ctkCollapsibleGroupBox *groupBoxModel1 = new ctkCollapsibleGroupBox(this); auto lay1 = std::make_unique(groupBoxModel1); groupBoxModel1->setObjectName(QString::fromUtf8("model_1_Box")); groupBoxModel1->setTitle(QString::fromUtf8("Model 1")); groupBoxModel1->setMinimumSize(QSize(0, 0)); groupBoxModel1->setCollapsedHeight(5); groupBoxModel1->setCollapsed(false); groupBoxModel1->setFlat(true); groupBoxModel1->setAlignment(Qt::AlignRight); m_Controls.advancedSettingsLayout->addWidget(groupBoxModel1, 5, 0, 1, 2); connect(lay1->modelBox, SIGNAL(currentTextChanged(const QString &)), this, SLOT(OnModelChanged(const QString &))); connect( lay1->plannerBox, SIGNAL(currentTextChanged(const QString &)), this, SLOT(OnTrainerChanged(const QString &))); m_EnsembleParams.push_back(std::move(lay1)); ctkCollapsibleGroupBox *groupBoxModel2 = new ctkCollapsibleGroupBox(this); auto lay2 = std::make_unique(groupBoxModel2); groupBoxModel2->setObjectName(QString::fromUtf8("model_2_Box")); groupBoxModel2->setTitle(QString::fromUtf8("Model 2")); groupBoxModel2->setMinimumSize(QSize(0, 0)); groupBoxModel2->setCollapsedHeight(5); groupBoxModel2->setCollapsed(false); groupBoxModel2->setFlat(true); groupBoxModel2->setAlignment(Qt::AlignLeft); m_Controls.advancedSettingsLayout->addWidget(groupBoxModel2, 5, 2, 1, 2); connect(lay2->modelBox, SIGNAL(currentTextChanged(const QString &)), this, SLOT(OnModelChanged(const QString &))); connect( lay2->plannerBox, SIGNAL(currentTextChanged(const QString &)), this, SLOT(OnTrainerChanged(const QString &))); m_EnsembleParams.push_back(std::move(lay2)); } for (auto &layout : m_EnsembleParams) { layout->setVisible(visible); } } void QmitknnUNetToolGUI::OnDownloadModel() { auto selectedTask = m_Controls.availableBox->currentText(); if(!selectedTask.isEmpty()) { auto spExec = mitk::ProcessExecutor::New(); mitk::ProcessExecutor::ArgumentListType args; args.push_back(selectedTask.toStdString()); this->WriteStatusMessage( "Downloading the requested task in to the selected Results Folder. This might take some time " "depending on your internet connection..."); m_Processes["DOWNLOAD"] = spExec; if (!m_nnUNetThread->isRunning()) { MITK_DEBUG << "Starting thread..."; m_nnUNetThread->start(); } QString resultsFolder = m_ParentFolder->getResultsFolder(); emit Operate(resultsFolder, m_PythonPath, spExec, args); m_Controls.stopDownloadButton->setVisible(true); m_Controls.startDownloadButton->setVisible(false); } } void QmitknnUNetToolGUI::OnDownloadWorkerExit(const bool isSuccess, const QString message) { if (isSuccess) { this->WriteStatusMessage(message + QString(" Click Refresh Results Folder to use the new Task.")); } else { MITK_ERROR << "Download FAILED! " << message.toStdString(); this->WriteStatusMessage(QString("Download failed. Check your internet connection. " + message)); } m_Controls.stopDownloadButton->setVisible(false); m_Controls.startDownloadButton->setVisible(true); } void QmitknnUNetToolGUI::OnStopDownload() { mitk::ProcessExecutor::Pointer spExec = m_Processes["DOWNLOAD"]; spExec->KillProcess(); this->WriteStatusMessage("Download Killed by the user."); m_Controls.stopDownloadButton->setVisible(false); m_Controls.startDownloadButton->setVisible(true); } void QmitknnUNetToolGUI::OnClearCachePressed() { m_Cache.clear(); this->UpdateCacheCountOnUI(); } diff --git a/Modules/SegmentationUI/Qmitk/QmitknnUNetToolGUI.h b/Modules/SegmentationUI/Qmitk/QmitknnUNetToolGUI.h index 557dbbc479..2b9ce14db5 100644 --- a/Modules/SegmentationUI/Qmitk/QmitknnUNetToolGUI.h +++ b/Modules/SegmentationUI/Qmitk/QmitknnUNetToolGUI.h @@ -1,400 +1,405 @@ /*============================================================================ 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.s ============================================================================*/ #ifndef QmitknnUNetToolGUI_h_Included #define QmitknnUNetToolGUI_h_Included #include "QmitkMultiLabelSegWithPreviewToolGUIBase.h" #include "QmitknnUNetFolderParser.h" #include "QmitknnUNetGPU.h" #include "QmitknnUNetWorker.h" #include "mitkProcessExecutor.h" #include "mitknnUnetTool.h" #include "ui_QmitknnUNetToolGUIControls.h" #include #include #include #include #include #include #include #include #include class nnUNetCache { public: mitk::LabelSetImage::ConstPointer m_SegCache; static size_t GetUniqueHash(std::vector &requestQ) { size_t hashCode = 0; for (mitk::ModelParams &request : requestQ) { boost::hash_combine(hashCode, request.generateHash()); } return hashCode; } }; class MITKSEGMENTATIONUI_EXPORT QmitknnUNetToolGUI : public QmitkMultiLabelSegWithPreviewToolGUIBase { Q_OBJECT public: mitkClassMacro(QmitknnUNetToolGUI, QmitkMultiLabelSegWithPreviewToolGUIBase); itkFactorylessNewMacro(Self); itkCloneMacro(Self); QCache m_Cache; /** * @brief The hash map stores all bifurcating processes' ID. * */ std::unordered_map m_Processes; protected slots: /** * @brief Qt slot * */ void OnPreviewRequested(); /** * @brief Qt slot * */ void OnDirectoryChanged(const QString&); /** * @brief Qt slot * */ void OnModelChanged(const QString&); /** * @brief Qt slot * */ void OnTaskChanged(const QString &); /** * @brief Qt slot * */ void OnTrainerChanged(const QString&); /** * @brief Qt slot * */ void OnCheckBoxChanged(int); /** * @brief Qthread slot to capture failures from thread worker and * shows error message * */ void SegmentationProcessFailed(); /** * @brief Qthread to capture sucessfull nnUNet segmentation. * Further, renders the LabelSet image */ void SegmentationResultHandler(mitk::nnUNetTool *, bool forceRender = false); /** * @brief Qt Slot * */ void OnModalitiesNumberChanged(int); /** * @brief Qt Slot * */ void OnPythonPathChanged(const QString&); /** * @brief Qt slot * */ void OnRefreshPresssed(); /** * @brief Qt slot * */ void OnClearCachePressed(); /** * @brief Qt slot * */ void OnDownloadModel(); /** * @brief Qt slot * */ void OnDownloadWorkerExit(bool, const QString); /** * @brief Qt slot * */ void OnStopDownload(); signals: /** * @brief signal for starting the segmentation which is caught by a worker thread. */ void Operate(QString, QString, mitk::ProcessExecutor::Pointer, mitk::ProcessExecutor::ArgumentListType); protected: QmitknnUNetToolGUI(); ~QmitknnUNetToolGUI(); void ConnectNewTool(mitk::SegWithPreviewTool* newTool) override; void InitializeUI(QBoxLayout* mainLayout) override; void EnableWidgets(bool enabled) override; private: + /** + * @brief Adds an element and hides it so that the ctkCheckableComboBox shows "None". + */ + void SetComboBoxToNone(ctkCheckableComboBox*); + /** * @brief Parses the available_models.json file from RESULTS_FOLDER and loads * the task names to the Download combobox in Advanced. */ void FillAvailableModelsInfoFromJSON(const QString&); /** * @brief Exports available models to download from nnUNet_print_available_pretrained_models * output. */ void ExportAvailableModelsAsJSON(const QString&); /** * @brief Clears all displayed modal labels and widgets from GUI. * */ void ClearAllModalities(); /** * @brief Parses Json file containing modality info and populates * labels and selection widgets accordingly on the GUI. */ void DisplayMultiModalInfoFromJSON(const QString&); /** * @brief Clears all modality labels previously populated from GUI. * */ void ClearAllModalLabels(); /** * @brief Runs a set of python commands to read "plans.pkl" and extract * modality information required for inferencing. This information is exported * as json file : "mitk_export.json". * * @return QString */ void DumpJSONfromPickle(const QString&); /** * @brief Searches RESULTS_FOLDER environment variable. If not found, * returns from the QSettings stored last used path value. * @return QString */ QString FetchResultsFolderFromEnv(); /** * @brief Returns GPU id of the selected GPU from the Combo box. * * @return unsigned int */ unsigned int FetchSelectedGPUFromUI(); /** * @brief Adds GPU information to the gpu combo box. * In case, there aren't any GPUs avaialble, the combo box will be * rendered editable. */ void SetGPUInfo(); /** * @brief Inserts the hash and segmentation into cache and * updates count on UI. */ void AddToCache(size_t&, mitk::LabelSetImage::ConstPointer); /** * @brief Checks all the entries of the ctkCheckableComboBox ui widget. * This feature is not present in ctkCheckableComboBox API. */ void CheckAllInCheckableComboBox(ctkCheckableComboBox*); /** * @brief Parses the folder names containing trainer and planner together and, * returns it as separate lists. * @return std::pair */ std::pair ExtractTrainerPlannerFromString(QStringList); /** * @brief Parses the ensemble UI elements and sets to nnUNetTool object pointer. * */ void ProcessEnsembleModelsParams(mitk::nnUNetTool::Pointer); /** * @brief Parses the UI elements and sets to nnUNetTool object pointer. * */ void ProcessModelParams(mitk::nnUNetTool::Pointer); /** * @brief Creates and renders QmitknnUNetTaskParamsUITemplate layout for ensemble input. */ void ShowEnsembleLayout(bool visible = true); /** * @brief Creates a QMessage object and shows on screen. */ void ShowErrorMessage(const std::string&, QMessageBox::Icon = QMessageBox::Critical); /** * @brief Writes any message in white on the tool pane. */ void WriteStatusMessage(const QString&); /** * @brief Writes any message in red on the tool pane. */ void WriteErrorMessage(const QString&); /** * @brief Searches and parses paths of python virtual enviroments * from predefined lookout locations */ void AutoParsePythonPaths(); /** * @brief Check if pretrained model sub folder inside RESULTS FOLDER exist. */ bool IsModelExists(const QString&, const QString&, const QString&); /** * @brief Clears all combo boxes * Any new combo box added in the future can be featured here for clearance. * */ void ClearAllComboBoxes(); /** * @brief Disable/deactivates the nnUNet GUI. * Clears any multi modal labels and selection widgets, as well. */ void DisableEverything(); /** * @brief Checks if nnUNet_predict command is valid in the selected python virtual environment. * * @return bool */ bool IsNNUNetInstalled(const QString&); /** * @brief Mapper function to map QString entries from UI to ModelParam attributes. * * @return mitk::ModelParams */ mitk::ModelParams MapToRequest( const QString&, const QString&, const QString&, const QString&, const std::vector&); /** * @brief Returns checked fold names from the ctk-Checkable-ComboBox. * * @return std::vector */ std::vector FetchSelectedFoldsFromUI(ctkCheckableComboBox*); /** * @brief Returns all paths from the dynamically generated ctk-path-line-edit boxes. * * @return std::vector */ std::vector FetchMultiModalImagesFromUI(); /** * @brief Updates cache count on UI. * */ void UpdateCacheCountOnUI(); Ui_QmitknnUNetToolGUIControls m_Controls; QmitkGPULoader m_GpuLoader; /** * @brief Stores all dynamically added ctk-path-line-edit UI elements. * */ std::vector m_Modalities; std::vector m_ModalLabels; std::vector> m_EnsembleParams; mitk::NodePredicateBase::Pointer m_MultiModalPredicate; QString m_PythonPath; /** * @brief Stores row count of the "advancedSettingsLayout" layout element. This value helps dynamically add * ctk-path-line-edit UI elements at the right place. Forced to initialize in the InitializeUI method since there is * no guarantee of retrieving exact row count anywhere else. * */ int m_UI_ROWS; /** * @brief Stores path of the model director (RESULTS_FOLDER appended by "nnUNet"). * */ std::shared_ptr m_ParentFolder = nullptr; /** * @brief Valid list of models supported by nnUNet * */ const QStringList m_VALID_MODELS = {"2d", "3d_lowres", "3d_fullres", "3d_cascade_fullres", "ensembles"}; const QString m_CACHE_COUNT_BASE_LABEL = "Cached Items: "; const QString m_MITK_EXPORT_JSON_FILENAME = "mitk_export.json"; const QString m_AVAILABLE_MODELS_JSON_FILENAME = "available_models.json"; const QString m_PICKLE_FILENAME = "plans.pkl"; /** * @brief For storing values across sessions. Currently, RESULTS_FOLDER value is cached using this. */ QSettings m_Settings; bool m_IsResultsFolderValid = false; QThread* m_nnUNetThread; nnUNetDownloadWorker* m_Worker; bool m_FirstPreviewComputation = true; EnableConfirmSegBtnFunctionType m_SuperclassEnableConfirmSegBtnFnc; }; #endif diff --git a/Modules/SegmentationUI/files.cmake b/Modules/SegmentationUI/files.cmake index 818830625e..e1bf1397ec 100644 --- a/Modules/SegmentationUI/files.cmake +++ b/Modules/SegmentationUI/files.cmake @@ -1,77 +1,79 @@ set( CPP_FILES Qmitk/QmitkSegWithPreviewToolGUIBase.cpp Qmitk/QmitkMultiLabelSegWithPreviewToolGUIBase.cpp Qmitk/QmitkBinaryThresholdToolGUIBase.cpp Qmitk/QmitkBinaryThresholdToolGUI.cpp Qmitk/QmitkBinaryThresholdULToolGUI.cpp Qmitk/QmitkCalculateGrayValueStatisticsToolGUI.cpp Qmitk/QmitkConfirmSegmentationDialog.cpp Qmitk/QmitkCopyToClipBoardDialog.cpp Qmitk/QmitkDrawPaintbrushToolGUI.cpp Qmitk/QmitkErasePaintbrushToolGUI.cpp Qmitk/QmitkLiveWireTool2DGUI.cpp Qmitk/QmitkOtsuTool3DGUI.cpp Qmitk/QmitkPaintbrushToolGUI.cpp Qmitk/QmitkPickingToolGUI.cpp Qmitk/QmitkPixelManipulationToolGUI.cpp Qmitk/QmitkSlicesInterpolator.cpp Qmitk/QmitkToolGUI.cpp Qmitk/QmitkToolGUIArea.cpp Qmitk/QmitkToolSelectionBox.cpp +Qmitk/QmitknnUNetFolderParser.cpp Qmitk/QmitknnUNetToolGUI.cpp Qmitk/QmitknnUNetWorker.cpp +Qmitk/QmitknnUNetGPU.cpp Qmitk/QmitkSurfaceStampWidget.cpp Qmitk/QmitkMaskStampWidget.cpp Qmitk/QmitkSliceBasedInterpolatorWidget.cpp Qmitk/QmitkStaticDynamicSegmentationDialog.cpp Qmitk/QmitkSurfaceBasedInterpolatorWidget.cpp Qmitk/QmitkSimpleLabelSetListWidget.cpp ) set(MOC_H_FILES Qmitk/QmitkSegWithPreviewToolGUIBase.h Qmitk/QmitkMultiLabelSegWithPreviewToolGUIBase.h Qmitk/QmitkBinaryThresholdToolGUIBase.h Qmitk/QmitkBinaryThresholdToolGUI.h Qmitk/QmitkBinaryThresholdULToolGUI.h Qmitk/QmitkCalculateGrayValueStatisticsToolGUI.h Qmitk/QmitkConfirmSegmentationDialog.h Qmitk/QmitkCopyToClipBoardDialog.h Qmitk/QmitkDrawPaintbrushToolGUI.h Qmitk/QmitkErasePaintbrushToolGUI.h Qmitk/QmitkLiveWireTool2DGUI.h Qmitk/QmitkOtsuTool3DGUI.h Qmitk/QmitkPaintbrushToolGUI.h Qmitk/QmitkPickingToolGUI.h Qmitk/QmitkPixelManipulationToolGUI.h Qmitk/QmitkSlicesInterpolator.h Qmitk/QmitkToolGUI.h Qmitk/QmitkToolGUIArea.h Qmitk/QmitkToolSelectionBox.h +Qmitk/QmitknnUNetFolderParser.h Qmitk/QmitknnUNetToolGUI.h Qmitk/QmitknnUNetGPU.h Qmitk/QmitknnUNetWorker.h Qmitk/QmitknnUNetEnsembleLayout.h -Qmitk/QmitknnUNetFolderParser.h Qmitk/QmitkSurfaceStampWidget.h Qmitk/QmitkMaskStampWidget.h Qmitk/QmitkSliceBasedInterpolatorWidget.h Qmitk/QmitkStaticDynamicSegmentationDialog.h Qmitk/QmitkSurfaceBasedInterpolatorWidget.h Qmitk/QmitkSimpleLabelSetListWidget.h ) set(UI_FILES Qmitk/QmitkConfirmSegmentationDialog.ui Qmitk/QmitkOtsuToolWidgetControls.ui Qmitk/QmitkLiveWireTool2DGUIControls.ui Qmitk/QmitkSurfaceStampWidgetGUIControls.ui Qmitk/QmitkMaskStampWidgetGUIControls.ui Qmitk/QmitkSliceBasedInterpolatorWidgetGUIControls.ui Qmitk/QmitkSurfaceBasedInterpolatorWidgetGUIControls.ui Qmitk/QmitknnUNetToolGUIControls.ui ) set(QRC_FILES resources/SegmentationUI.qrc )