From 10f7b5d83f84133af01f05a87a59b3d1b868e4af Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Mon, 10 Feb 2025 21:58:26 +0100
Subject: [PATCH 01/82] Allow zooming on center image

---
 taggui/widgets/image_viewer.py | 223 ++++++++++++++++++++++++++++++---
 taggui/widgets/main_window.py  |  57 ++++++++-
 2 files changed, 261 insertions(+), 19 deletions(-)

diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index 0b67d3cc..b15cc9ab 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -1,51 +1,240 @@
 from pathlib import Path
-
-from PySide6.QtCore import QModelIndex, QSize, Qt, Slot
-from PySide6.QtGui import QImageReader, QPixmap, QResizeEvent
-from PySide6.QtWidgets import QLabel, QSizePolicy, QVBoxLayout, QWidget
+from PySide6.QtCore import QModelIndex, QPoint, QPointF, QRect, QSize, Qt, Signal, Slot, QEvent
+from PySide6.QtGui import QCursor, QImageReader, QMouseEvent, QPixmap, QResizeEvent, QWheelEvent
+from PySide6.QtWidgets import (QFrame, QLabel, QScrollArea, QSizePolicy, QVBoxLayout,
+                               QWidget)
 
 from models.proxy_image_list_model import ProxyImageListModel
 from utils.image import Image
 
-
 class ImageLabel(QLabel):
-    def __init__(self):
+    def __init__(self, scroll_area):
         super().__init__()
+        self.scroll_area = scroll_area
         self.image_path = None
+        self.is_zoom_to_fit = True
+        self.zoom_factor = 1.0
+        self.in_update = False
         self.setAlignment(Qt.AlignmentFlag.AlignCenter)
         self.setSizePolicy(QSizePolicy.Policy.Expanding,
                            QSizePolicy.Policy.Expanding)
-        # This allows the label to shrink.
-        self.setMinimumSize(QSize(1, 1))
+        self.setScaledContents(False)
 
     def resizeEvent(self, event: QResizeEvent):
-        """Reload the image whenever the label is resized."""
+        """Resize the image whenever the label is resized."""
         if self.image_path:
-            self.load_image(self.image_path)
+            self.update_image()
 
     def load_image(self, image_path: Path):
         self.image_path = image_path
-        image_reader = QImageReader(str(image_path))
+        image_reader = QImageReader(str(self.image_path))
         # Rotate the image according to the orientation tag.
         image_reader.setAutoTransform(True)
-        pixmap = QPixmap.fromImageReader(image_reader)
-        pixmap.setDevicePixelRatio(self.devicePixelRatio())
-        pixmap = pixmap.scaled(
-            self.size() * pixmap.devicePixelRatio(),
+        self.pixmap_orig = QPixmap.fromImageReader(image_reader)
+        self.pixmap_orig.setDevicePixelRatio(self.devicePixelRatio())
+        self.update_image()
+
+    def update_image(self):
+        if not self.pixmap_orig or self.in_update:
+            return
+
+        self.in_update = True
+
+        if self.is_zoom_to_fit:
+            self.zoom_factor = self.zoom_fit_ratio()
+
+        pixmap = self.pixmap_orig.scaled(
+            self.pixmap_orig.size() * self.pixmap_orig.devicePixelRatio() * self.zoom_factor,
             Qt.AspectRatioMode.KeepAspectRatio,
             Qt.TransformationMode.SmoothTransformation)
         self.setPixmap(pixmap)
+        self.adjustSize()
+        self.in_update = False
+
+    def zoom_in(self):
+        self.is_zoom_to_fit = False # No longer zoom to fit
+        self.zoom_factor = min(self.zoom_factor * 1.25, 4)
+        self.update_image()
+
+    def zoom_out(self):
+        self.is_zoom_to_fit = False # No longer zoom to fit
+        zoom_fit_ratio = self.zoom_fit_ratio()
+        self.zoom_factor = max(self.zoom_factor / 1.25, min(self.zoom_fit_ratio(), 1.0))
+        if self.zoom_factor == zoom_fit_ratio:
+            self.is_zoom_to_fit = True # At the limit? Activate fit mode again
+        self.update_image()
+
+    def zoom_original(self):
+        self.is_zoom_to_fit = False # No longer zoom to fit
+        self.zoom_factor = 1.0
+        self.update_image()
 
+    def zoom_fit(self):
+        self.is_zoom_to_fit = True
+        self.update_image()
+
+    def zoom_fit_ratio(self):
+        widget_width = self.scroll_area.viewport().width()
+        widget_height = self.scroll_area.viewport().height()
+        image_width = self.pixmap_orig.width()
+        image_height = self.pixmap_orig.height()
+
+        if image_width > 0 and image_height > 0:
+            width_ratio = widget_width / image_width
+            height_ratio = widget_height / image_height
+            return min(width_ratio, height_ratio)
+
+        return 1.0 # this should not happen anyway
 
 class ImageViewer(QWidget):
+    zoom = Signal(float, name='zoomChanged')
+
     def __init__(self, proxy_image_list_model: ProxyImageListModel):
         super().__init__()
         self.proxy_image_list_model = proxy_image_list_model
-        self.image_label = ImageLabel()
-        QVBoxLayout(self).addWidget(self.image_label)
+        self.drag_start_pos = None
+        self.drag_image_pos = None
+
+        self.scroll_area = QScrollArea()
+        self.scroll_area.setFrameStyle(QFrame.NoFrame)
+        self.scroll_area.setWidgetResizable(True)
+        self.scroll_area.setHorizontalScrollBarPolicy(Qt.ScrollBarAsNeeded)
+        self.scroll_area.setVerticalScrollBarPolicy(Qt.ScrollBarAsNeeded)
+        # Install event filter on the scroll area as the wheelEvent handler
+        # didn't catch everything leading to strange bugs during zooming
+        self.scroll_area.viewport().installEventFilter(self)
+        layout = QVBoxLayout(self)
+        layout.addWidget(self.scroll_area)
+        self.setLayout(layout)
+
+
+        self.image_label = ImageLabel(self.scroll_area)
+        self.scroll_area.setWidget(self.image_label)
 
     @Slot()
     def load_image(self, proxy_image_index: QModelIndex):
         image: Image = self.proxy_image_list_model.data(
             proxy_image_index, Qt.ItemDataRole.UserRole)
         self.image_label.load_image(image.path)
+        self.zoom_emit()
+
+    @Slot()
+    def zoom_in(self, center_pos: QPoint = None):
+        factors = self.get_scroll_area_factors()
+        self.image_label.zoom_in()
+        self.move_scroll_area(factors)
+        self.zoom_emit()
+
+    @Slot()
+    def zoom_out(self, center_pos: QPoint = None):
+        factors = self.get_scroll_area_factors()
+        self.image_label.zoom_out()
+        self.move_scroll_area(factors)
+        self.zoom_emit()
+
+    @Slot()
+    def zoom_original(self):
+        factors = self.get_scroll_area_factors()
+        self.image_label.zoom_original()
+        self.move_scroll_area(factors)
+        self.zoom_emit()
+
+    @Slot()
+    def zoom_fit(self):
+        self.image_label.zoom_fit()
+        self.zoom_emit()
+
+    def zoom_emit(self):
+        if self.image_label.is_zoom_to_fit:
+            self.zoom.emit(-1)
+        else:
+            self.zoom.emit(self.image_label.zoom_factor)
+
+    def mousePressEvent(self, event: QMouseEvent):
+        if event.button() == Qt.MouseButton.MiddleButton:
+            # Reset zoom - and toggle between original size and fit mode
+            if self.image_label.is_zoom_to_fit:
+                self.zoom_original()
+            else:
+                self.zoom_fit()
+        elif event.button() == Qt.MouseButton.LeftButton:
+            self.drag_start_pos = event.pos()
+            self.drag_image_pos = (self.scroll_area.horizontalScrollBar().value(), self.scroll_area.verticalScrollBar().value())
+            self.setCursor(QCursor(Qt.CursorShape.ClosedHandCursor))
+        else:
+            super().mousePressEvent(event)
+
+    def mouseMoveEvent(self, event: QMouseEvent):
+        if self.drag_start_pos:
+            delta = event.pos() - self.drag_start_pos
+            self.scroll_area.horizontalScrollBar().setValue(self.drag_image_pos[0] - delta.x())
+            self.scroll_area.verticalScrollBar().setValue(self.drag_image_pos[1] - delta.y())
+        super().mouseMoveEvent(event)
+
+    def mouseReleaseEvent(self, event: QMouseEvent):
+        if event.button() == Qt.MouseButton.LeftButton:
+            self.drag_start_pos = None
+            self.drag_image_pos = None
+            self.setCursor(QCursor(Qt.CursorShape.ArrowCursor))
+        super().mouseReleaseEvent(event)
+
+    def eventFilter(self, source, event):
+        if event.type() == QEvent.Wheel:
+            if event.modifiers() & Qt.ControlModifier:
+                # Handle the control key + mouse wheel event
+                factors = self.get_scroll_area_factors(event.position())
+
+                if event.angleDelta().y() > 0:
+                    self.zoom_in()
+                else:
+                    self.zoom_out()
+
+                self.move_scroll_area(factors)
+                return True  # Event is handled
+        return super().eventFilter(source, event)
+
+    def get_scroll_area_factors(self, position: QPointF | None = None) -> tuple[float, float, float, float]:
+        """
+        Get the factos (fractions, percentages) of the mouse position on the
+        image as well as it on the scroll area.
+        """
+        widgetPos = self.image_label.geometry()
+        image_size = self.image_label.pixmap_orig.size()*self.image_label.zoom_factor
+        if image_size.width() < self.scroll_area.viewport().width():
+            offset_x = (self.scroll_area.width() - image_size.width())/2
+        else:
+            offset_x = 0
+        if image_size.height() < self.scroll_area.viewport().height():
+            offset_y = (self.scroll_area.height() - image_size.height())/2
+        else:
+            offset_y = 0
+
+        if position:
+            img_fac_x = (position.x()-widgetPos.x()-offset_x)/image_size.width()
+            img_fac_y = (position.y()-widgetPos.y()-offset_y)/image_size.height()
+            scroll_area_fac_x = position.x() / self.scroll_area.viewport().width()
+            scroll_area_fac_y = position.y() / self.scroll_area.viewport().height()
+        else:
+            # No position -> assume center
+            img_fac_x = (self.scroll_area.viewport().width()/2-widgetPos.x()-offset_x)/image_size.width()
+            img_fac_y = (self.scroll_area.viewport().height()/2-widgetPos.y()-offset_y)/image_size.height()
+            scroll_area_fac_x = 0.5
+            scroll_area_fac_y = 0.5
+
+        return (img_fac_x, img_fac_y, scroll_area_fac_x, scroll_area_fac_y)
+
+    def move_scroll_area(self, factors):
+        """
+        Move the image in the scroll area so that the (fractional) position
+        on the image appears on the (fractional) position of the scroll area
+        """
+        img_fac_x, img_fac_y, scroll_area_fac_x, scroll_area_fac_y = factors
+        image_size = self.image_label.pixmap_orig.size()*self.image_label.zoom_factor
+        if image_size.width() > self.scroll_area.viewport().width():
+            viewport_x = scroll_area_fac_x * self.scroll_area.viewport().width()
+            scroll_area_x = img_fac_x * image_size.width()
+            self.scroll_area.horizontalScrollBar().setValue(scroll_area_x - viewport_x)
+        if image_size.height() > self.scroll_area.viewport().height():
+            viewport_y = scroll_area_fac_y * self.scroll_area.viewport().height()
+            scroll_area_y = img_fac_y * image_size.height()
+            self.scroll_area.verticalScrollBar().setValue(scroll_area_y - viewport_y)
diff --git a/taggui/widgets/main_window.py b/taggui/widgets/main_window.py
index 78a8cf98..6b780a47 100644
--- a/taggui/widgets/main_window.py
+++ b/taggui/widgets/main_window.py
@@ -4,8 +4,8 @@
 from PySide6.QtGui import (QAction, QCloseEvent, QDesktopServices, QIcon,
                            QKeySequence, QPixmap, QShortcut)
 from PySide6.QtWidgets import (QApplication, QFileDialog, QMainWindow,
-                               QMessageBox, QStackedWidget, QVBoxLayout,
-                               QWidget)
+                               QMessageBox, QStackedWidget, QToolBar,
+                               QVBoxLayout, QWidget)
 from transformers import AutoTokenizer
 
 from dialogs.batch_reorder_tags_dialog import BatchReorderTagsDialog
@@ -62,7 +62,29 @@ def __init__(self, app: QApplication):
         # everything has the correct font size.
         self.set_font_size()
         self.image_viewer = ImageViewer(self.proxy_image_list_model)
+        self.image_viewer.zoom.connect(self.zoom)
         self.create_central_widget()
+
+        self.toolbar = QToolBar('Main toolbar', self)
+        self.toolbar.setObjectName('Main toolbar')
+        self.toolbar.setFloatable(True)
+        self.addToolBar(self.toolbar)
+        self.zoom_fit_best_action = QAction(QIcon.fromTheme('zoom-fit-best'), 'Zoom to fit', self)
+        self.zoom_fit_best_action.setCheckable(True)
+        #self.zoom_fit_best_action.triggered.connect(self.image_viewer.zoom_fit)
+        self.toolbar.addAction(self.zoom_fit_best_action)
+        self.zoom_in_action = QAction(QIcon.fromTheme('zoom-in'), 'Zoom in', self)
+        #self.zoom_in_action.triggered.connect(self.image_viewer.zoom_in)
+        self.toolbar.addAction(self.zoom_in_action)
+        self.zoom_original_action = QAction(QIcon.fromTheme('zoom-original'), 'Original size', self)
+        self.zoom_original_action.setCheckable(True)
+        #self.zoom_original_action.triggered.connect(self.image_viewer.zoom_original)
+        self.toolbar.addAction(self.zoom_original_action)
+        self.zoom_out_action = QAction(QIcon.fromTheme('zoom-out'), 'Zoom out', self)
+        #self.zoom_out_action.triggered.connect(self.image_viewer.zoom_out)
+        self.toolbar.addAction(self.zoom_out_action)
+        self.toolbar.addSeparator()
+
         self.image_list = ImageList(self.proxy_image_list_model,
                                     tag_separator, image_list_image_width)
         self.addDockWidget(Qt.DockWidgetArea.LeftDockWidgetArea,
@@ -101,6 +123,7 @@ def __init__(self, app: QApplication):
         self.reload_directory_action.setDisabled(True)
         self.undo_action = QAction('Undo', parent=self)
         self.redo_action = QAction('Redo', parent=self)
+        self.toggle_toolbar_action = QAction('Toolbar', parent=self)
         self.toggle_image_list_action = QAction('Images', parent=self)
         self.toggle_image_tags_editor_action = QAction('Image Tags',
                                                        parent=self)
@@ -113,6 +136,7 @@ def __init__(self, app: QApplication):
                                            .selectionModel())
         self.image_list_model.image_list_selection_model = (
             self.image_list_selection_model)
+        self.connect_toolbar_signals()
         self.connect_image_list_signals()
         self.connect_image_tags_editor_signals()
         self.connect_all_tags_editor_signals()
@@ -206,6 +230,18 @@ def create_central_widget(self):
         central_widget.addWidget(self.image_viewer)
         self.setCentralWidget(central_widget)
 
+    @Slot()
+    def zoom(self, factor):
+        if factor < 0:
+            self.zoom_fit_best_action.setChecked(True)
+            self.zoom_original_action.setChecked(False)
+        elif factor == 1.0:
+            self.zoom_fit_best_action.setChecked(False)
+            self.zoom_original_action.setChecked(True)
+        else:
+            self.zoom_fit_best_action.setChecked(False)
+            self.zoom_original_action.setChecked(False)
+
     def load_directory(self, path: Path, select_index: int = 0,
                        save_path_to_settings: bool = False):
         self.directory_path = path.resolve()
@@ -355,10 +391,13 @@ def create_menus(self):
         edit_menu.addAction(remove_empty_tags_action)
 
         view_menu = menu_bar.addMenu('View')
+        self.toggle_toolbar_action.setCheckable(True)
         self.toggle_image_list_action.setCheckable(True)
         self.toggle_image_tags_editor_action.setCheckable(True)
         self.toggle_all_tags_editor_action.setCheckable(True)
         self.toggle_auto_captioner_action.setCheckable(True)
+        self.toggle_toolbar_action.triggered.connect(
+            lambda is_checked: self.toolbar.setVisible(is_checked))
         self.toggle_image_list_action.triggered.connect(
             lambda is_checked: self.image_list.setVisible(is_checked))
         self.toggle_image_tags_editor_action.triggered.connect(
@@ -367,6 +406,7 @@ def create_menus(self):
             lambda is_checked: self.all_tags_editor.setVisible(is_checked))
         self.toggle_auto_captioner_action.triggered.connect(
             lambda is_checked: self.auto_captioner.setVisible(is_checked))
+        view_menu.addAction(self.toggle_toolbar_action)
         view_menu.addAction(self.toggle_image_list_action)
         view_menu.addAction(self.toggle_image_tags_editor_action)
         view_menu.addAction(self.toggle_all_tags_editor_action)
@@ -425,6 +465,19 @@ def save_image_index(self, proxy_image_index: QModelIndex):
                         else 'filtered_image_index')
         self.settings.setValue(settings_key, proxy_image_index.row())
 
+    def connect_toolbar_signals(self):
+        self.zoom_fit_best_action.triggered.connect(
+            self.image_viewer.zoom_fit)
+        self.zoom_in_action.triggered.connect(
+            self.image_viewer.zoom_in)
+        self.zoom_original_action.triggered.connect(
+            self.image_viewer.zoom_original)
+        self.zoom_out_action.triggered.connect(
+            self.image_viewer.zoom_out)
+        self.toolbar.visibilityChanged.connect(
+            lambda: self.toggle_toolbar_action.setChecked(
+                self.toolbar.isVisible()))
+
     def connect_image_list_signals(self):
         self.image_list.filter_line_edit.textChanged.connect(
             self.set_image_list_filter)

From da3f17c682bd629374a394cc3c949a72b2557b10 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Mon, 3 Feb 2025 19:47:00 +0100
Subject: [PATCH 02/82] Implement export functionality

Still missing:
- color space handling
- JPEG XL (different PR)
- crop editor (different PR)
---
 taggui/dialogs/export_dialog.py | 482 ++++++++++++++++++++++++++++++++
 taggui/utils/image.py           |   1 +
 taggui/utils/settings.py        |  11 +-
 taggui/widgets/main_window.py   |  10 +
 4 files changed, 503 insertions(+), 1 deletion(-)
 create mode 100644 taggui/dialogs/export_dialog.py

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
new file mode 100644
index 00000000..55d297aa
--- /dev/null
+++ b/taggui/dialogs/export_dialog.py
@@ -0,0 +1,482 @@
+from enum import Enum
+from collections import defaultdict
+from math import floor
+import os
+from pathlib import Path
+
+from PySide6.QtCore import Qt, Slot
+from PySide6.QtWidgets import (QWidget, QDialog, QFileDialog, QGridLayout, QLabel,
+                               QLineEdit, QPushButton, QVBoxLayout, QHBoxLayout,
+                               QTableWidget, QTableWidgetItem, QSizePolicy,
+                               QMessageBox)
+from PIL import Image, ImageFilter #, ImageQt, ImageEnhance, ImageCms
+
+from utils.settings import DEFAULT_SETTINGS, get_settings
+from utils.settings_widgets import (SettingsBigCheckBox, SettingsLineEdit,
+                                    SettingsSpinBox, SettingsComboBox)
+from models.image_list_model import ImageListModel
+
+Presets = {
+    'manual': (0, 0),
+    'Direct feed through': (0, 1),
+    'SD1': (512, 64),
+    'SDXL, SD3, Flux': (1024, 64)
+}
+
+class ExportFormat(str, Enum):
+    JPG = '.jpg - JPEG'
+    PNG = '.png - PNG'
+    WEBP = '.webp - WEBP'
+
+ExportFormatDict = {
+    ExportFormat.JPG: 'jpeg',
+    ExportFormat.PNG: 'png',
+    ExportFormat.WEBP: 'webp'
+}
+
+class BucketStrategy(str, Enum):
+    CROP = 'crop'
+    SCALE = 'scale'
+    CROP_SCALE = 'crop and scale'
+
+class ExportDialog(QDialog):
+    def __init__(self, parent, image_list_model: ImageListModel):
+        super().__init__(parent)
+        self.image_list_model = image_list_model
+        self.settings = get_settings()
+        self.inhibit_statistics_update = True
+        self.resolution_cache: dict[tuple, tuple] = {}
+        self.setWindowTitle('Export')
+        layout = QVBoxLayout(self)
+        layout.setContentsMargins(20, 20, 20, 20)
+        layout.setSpacing(20)
+
+        grid_layout = QGridLayout()
+        grid_layout.setColumnStretch(0, 0)
+        grid_layout.setColumnStretch(1, 1)
+
+        grid_row = 0
+        grid_layout.addWidget(QLabel('Preset'), grid_row, 0,
+                              Qt.AlignmentFlag.AlignRight)
+        preset_combo_box = SettingsComboBox(key='export_preset')
+        preset_combo_box.addItems(list(Presets))
+        preset_combo_box.currentTextChanged.connect(self.apply_preset)
+        grid_layout.addWidget(preset_combo_box, grid_row, 1,
+                              Qt.AlignmentFlag.AlignLeft)
+
+        grid_row += 1
+        grid_layout.addWidget(QLabel('Resolution (px)'), grid_row, 0,
+                              Qt.AlignmentFlag.AlignRight)
+        self.resolution_spin_box = SettingsSpinBox(
+            key='export_resolution', default=DEFAULT_SETTINGS['export_resolution'],
+            minimum=0, maximum=8192)
+        self.resolution_spin_box.setToolTip('Common values:\n'
+                                            '0: disable rescaling\n'
+                                            '512: SD1.5\n'
+                                            '1024: SDXL, SD3, Flux')
+        self.resolution_spin_box.textChanged.connect(self.show_megapixels)
+        self.resolution_spin_box.textChanged.connect(self.show_statistics)
+        grid_layout.addWidget(self.resolution_spin_box, grid_row, 1,
+                              Qt.AlignmentFlag.AlignLeft)
+
+        grid_row += 1
+        grid_layout.addWidget(QLabel('Image size (megapixel)'), grid_row, 0,
+                              Qt.AlignmentFlag.AlignRight)
+        self.megapixels = QLabel('-')
+        grid_layout.addWidget(self.megapixels, grid_row, 1,
+                              Qt.AlignmentFlag.AlignLeft)
+
+        grid_row += 1
+        grid_layout.addWidget(QLabel('Allow upscaling'), grid_row, 0,
+                              Qt.AlignmentFlag.AlignRight)
+        self.upscaling_check_box = SettingsBigCheckBox(
+            key='export_upscaling',
+            default=DEFAULT_SETTINGS['export_upscaling'])
+        self.upscaling_check_box.setToolTip('Scale too small images to the requested size.\n'
+                                    'This should be avoided as it lowers the image quality.')
+        self.upscaling_check_box.stateChanged.connect(self.show_statistics)
+        grid_layout.addWidget(self.upscaling_check_box, grid_row, 1,
+                              Qt.AlignmentFlag.AlignLeft)
+
+        grid_row += 1
+        grid_layout.addWidget(QLabel('Bucket resolution size (px)'), grid_row, 0,
+                              Qt.AlignmentFlag.AlignRight)
+        self.bucket_res_size_spin_box = SettingsSpinBox(
+            key='export_bucket_res_size', default=DEFAULT_SETTINGS['export_bucket_res_size'],
+            minimum=1, maximum=256)
+        self.bucket_res_size_spin_box.setToolTip('Ensure that the exported image size is divisable by that number.\n'
+                                                 'It should match the setting on the training tool.\n'
+                                                 'It might cause minor cropping.')
+        self.bucket_res_size_spin_box.textChanged.connect(self.show_statistics)
+        grid_layout.addWidget(self.bucket_res_size_spin_box, grid_row, 1,
+                              Qt.AlignmentFlag.AlignLeft)
+
+        grid_row += 1
+        grid_layout.addWidget(QLabel('Bucket fitting strategy'), grid_row, 0,
+                              Qt.AlignmentFlag.AlignRight)
+        bucket_strategy_combo_box = SettingsComboBox(key='export_bucket_strategy')
+        bucket_strategy_combo_box.addItems(list(BucketStrategy))
+        bucket_strategy_combo_box.setToolTip('crop: center crop\n'
+                                             'scale: assymetric scaling\n'
+                                             'crop and scale: use both to minimize each effect')
+        grid_layout.addWidget(bucket_strategy_combo_box, grid_row, 1,
+                              Qt.AlignmentFlag.AlignLeft)
+
+        grid_row += 1
+        grid_layout.addWidget(QLabel('Output format'), grid_row, 0,
+                              Qt.AlignmentFlag.AlignRight)
+        format_widget = QWidget()
+        format_layout = QHBoxLayout()
+        self.format_combo_box = SettingsComboBox(key='export_format')
+        self.format_combo_box.addItems(list(ExportFormat))
+        self.format_combo_box.currentTextChanged.connect(self.format_change)
+        format_layout.addWidget(self.format_combo_box,
+                              Qt.AlignmentFlag.AlignLeft)
+        format_layout.addWidget(QLabel('Quality'),
+                              Qt.AlignmentFlag.AlignRight)
+        self.quality_spin_box = SettingsSpinBox(
+            key='export_quality', default=DEFAULT_SETTINGS['export_quality'],
+            minimum=0, maximum=100)
+        self.quality_spin_box.setToolTip('Only for JPEG and WebP.\n'
+                                         '0 is worst and 100 is best.\n'
+                                         'For JPEG numbers above 95 should be avoided')
+        self.quality_spin_box.textChanged.connect(self.quality_change)
+        format_layout.addWidget(self.quality_spin_box,
+                              Qt.AlignmentFlag.AlignLeft)
+        format_widget.setLayout(format_layout)
+        grid_layout.addWidget(format_widget, grid_row, 1,
+                              Qt.AlignmentFlag.AlignLeft)
+
+        grid_row += 1
+        grid_layout.addWidget(QLabel('Export directory'), grid_row, 0,
+                              Qt.AlignmentFlag.AlignRight)
+        self.export_directory_line_edit = SettingsLineEdit(
+            key='export_directory_path',
+            default=DEFAULT_SETTINGS['export_directory_path'])
+        self.export_directory_line_edit.setMinimumWidth(400)
+        self.export_directory_line_edit.setClearButtonEnabled(True)
+        grid_layout.addWidget(self.export_directory_line_edit, grid_row, 1,
+                              Qt.AlignmentFlag.AlignLeft)
+
+        grid_row += 1
+        export_directory_button = QPushButton('Select Directory...')
+        export_directory_button.clicked.connect(self.set_export_directory_path)
+        grid_layout.addWidget(export_directory_button, grid_row, 1,
+                              Qt.AlignmentFlag.AlignLeft)
+
+        grid_row += 1
+        grid_layout.addWidget(QLabel('Keep input directory structure'), grid_row, 0,
+                              Qt.AlignmentFlag.AlignRight)
+        keep_dir_structure_check_box = SettingsBigCheckBox(
+            key='export_keep_dir_structure',
+            default=DEFAULT_SETTINGS['export_keep_dir_structure'])
+        keep_dir_structure_check_box.setToolTip('Keep the subdirectory structure or export\n'
+                                                'all images in the same export directory')
+        grid_layout.addWidget(keep_dir_structure_check_box, grid_row, 1,
+                              Qt.AlignmentFlag.AlignLeft)
+
+        grid_row += 1
+        grid_layout.addWidget(QLabel('Statistics'), grid_row, 0,
+                              Qt.AlignmentFlag.AlignRight)
+        self.statistics_table = QTableWidget(0, 5, self)
+        self.statistics_table.setHorizontalHeaderLabels(['Width', 'Height', 'Count', 'Aspect ratio', 'Size utilization'])
+        self.statistics_table.setMinimumWidth(400)
+        grid_layout.addWidget(self.statistics_table, grid_row, 1,
+                              Qt.AlignmentFlag.AlignLeft)
+
+        layout.addLayout(grid_layout)
+        export_button = QPushButton('Export')
+        export_button.clicked.connect(self.do_export)
+        layout.addWidget(export_button)
+
+        # update display
+        self.apply_preset(preset_combo_box.currentText())
+        self.show_megapixels()
+        self.inhibit_statistics_update = False
+        self.show_statistics()
+
+    @Slot()
+    def apply_preset(self, value):
+        if value == 'manual':
+            self.resolution_spin_box.setEnabled(True)
+            self.bucket_res_size_spin_box.setEnabled(True)
+        else:
+            preset = Presets[value]
+            self.inhibit_statistics_update = True
+            self.resolution_spin_box.setValue(preset[0])
+            self.resolution_spin_box.setEnabled(False)
+            self.bucket_res_size_spin_box.setValue(preset[1])
+            self.bucket_res_size_spin_box.setEnabled(False)
+            self.inhibit_statistics_update = False
+            self.show_statistics()
+
+    @Slot()
+    def show_megapixels(self):
+        resolution = self.resolution_spin_box.value()
+        if resolution > 0:
+            megapixels = resolution * resolution / 1024 / 1024
+            self.megapixels.setText(f"{megapixels:.3f}")
+        else:
+            self.megapixels.setText('-')
+
+    @Slot()
+    def format_change(self, export_format):
+        if export_format == ExportFormat.JPG:
+            self.quality_spin_box.setValue(75)
+            self.quality_spin_box.setEnabled(True)
+        elif export_format == ExportFormat.PNG:
+            self.quality_spin_box.setValue(100)
+            self.quality_spin_box.setEnabled(False)
+        elif export_format == ExportFormat.WEBP:
+            self.quality_spin_box.setValue(80)
+            self.quality_spin_box.setEnabled(True)
+
+    @Slot()
+    def quality_change(self, quality):
+        if (self.format_combo_box.currentText() == ExportFormat.JPG) and int(quality) > 95:
+            self.quality_spin_box.setStyleSheet('background: orange')
+        else:
+            self.quality_spin_box.setStyleSheet('')
+
+    @Slot()
+    def show_statistics(self):
+        if self.inhibit_statistics_update:
+            return
+
+        self.resolution_cache = {}
+        resolution = self.resolution_spin_box.value()
+        upscaling = self.upscaling_check_box.isChecked()
+        bucket_res = self.bucket_res_size_spin_box.value()
+
+        # notable aspect ratios
+        aspect_ratios = [
+            (1, 1, 1),
+            (2, 1, 2/1),
+            (3, 2, 3/2),
+            (4, 3, 4/3),
+            (16, 9, 16/9),
+            (21, 9, 21/9),
+        ]
+
+        image_dimensions = defaultdict(int)
+        for image_index in range(self.image_list_model.rowCount()):
+            this_image = self.image_list_model.index(image_index).data(Qt.ItemDataRole.UserRole)
+            this_image.target_dimensions = self.target_dimensions(this_image.dimensions, resolution, upscaling, bucket_res)
+            image_dimensions[this_image.target_dimensions] += 1
+
+        sorted_dimensions = sorted(
+                image_dimensions.items(),
+                key=lambda x: x[0][0] / x[0][1]  # Sort by width/height ratio
+            )
+
+        self.statistics_table.setRowCount(0) # clear old data
+        for dimensions, count in sorted_dimensions:
+            width, height = dimensions
+            aspect_ratio = width / height
+            rowPosition = self.statistics_table.rowCount()
+            notable_aspect_ratio = ''
+            for ar in aspect_ratios:
+                if abs(ar[2] - aspect_ratio) < 1e-3:
+                    notable_aspect_ratio = f" ({ar[0]}:{ar[1]})"
+                elif abs(1/ar[2] - aspect_ratio) < 1e-3:
+                    notable_aspect_ratio = f" ({ar[1]}:{ar[0]})"
+            utilization = (width * height)**0.5 / resolution if resolution > 0 else 1
+
+            self.statistics_table.insertRow(rowPosition)
+            self.statistics_table.setItem(rowPosition, 0, QTableWidgetItem(str(width)))
+            self.statistics_table.setItem(rowPosition, 1, QTableWidgetItem(str(height)))
+            self.statistics_table.setItem(rowPosition, 2, QTableWidgetItem(str(count)))
+            self.statistics_table.setItem(rowPosition, 3, QTableWidgetItem(f"{aspect_ratio:.3f}{notable_aspect_ratio}"))
+            self.statistics_table.setItem(rowPosition, 4, QTableWidgetItem(f"{100*utilization:.1f}%"))
+
+    def target_dimensions(self, dimensions, resolution, upscaling, bucket_res):
+        """
+        Given the original width and height, the bucket resolution step size,
+        and a maximum allowed area, return new dimensions (width, height)
+        where both dimensions are multiples of `bucket_res`, their product
+        does not exceed resolution**2, and the new aspect ratio (width/height)
+        is as close as possible to the original aspect ratio.
+
+        Note: this gives the optimal answer and thus can be slower than the Kohya bucket
+              algorithm
+        """
+        if resolution == 0:
+            # no rescale in this case, only cropping
+            return ((dimensions[0] // bucket_res)*bucket_res, (dimensions[1] // bucket_res)*bucket_res)
+
+        if dimensions in self.resolution_cache:
+            return self.resolution_cache[dimensions]
+
+        max_area = resolution**2
+
+        # Compute the original aspect ratio.
+        target_ratio = dimensions[0] / dimensions[1]
+
+        # The maximum allowed product of multipliers.
+        T = max_area // (bucket_res * bucket_res)
+
+        best_candidate = None  # will hold (new_width, new_height, error, area)
+
+        # Loop over possible values for b (the vertical multiplier).
+        # We choose b from 1 up to T (although many values will be skipped
+        # because the corresponding a then makes a * b > T).
+        for b in range(1, T + 1):
+            # Choose a so that a / b is as close as possible to target_ratio.
+            # (We round the ideal value a = target_ratio * b to the nearest integer.)
+            a = round(target_ratio * b)
+            if a < 1:
+                a = 1  # ensure at least bucket_res pixels
+
+            # Check that the candidate image area (in multiplier units) does not exceed T.
+            if a * b > T:
+                # If a*b is too big, skip the candidate.
+                continue
+
+            candidate_width = a * bucket_res
+            candidate_height = b * bucket_res
+            candidate_area = candidate_width * candidate_height
+
+            if not upscaling and (candidate_width > dimensions[0] or candidate_height > dimensions[1]):
+                continue
+
+            # Compute the aspect ratio error.
+            candidate_ratio = a / b
+            error = abs(candidate_ratio - target_ratio)
+            # compute the mean squared error of ratio and normalized maximum size
+            error = (candidate_ratio - target_ratio)**2 + ((max_area-candidate_area)/max_area)**2
+
+            # We choose the candidate with the lowest error. In case of a tie, we choose
+            # the one that uses the largest area (i.e. as close as possible to resolution**2).
+            if best_candidate is None:
+                best_candidate = (candidate_width, candidate_height, error, candidate_area)
+            else:
+                _, _, best_error, best_area = best_candidate
+                if (error < best_error) or (abs(error - best_error) < 1e-9 and candidate_area > best_area):
+                    best_candidate = (candidate_width, candidate_height, error, candidate_area)
+
+        # Fallback: if no candidate is found (this shouldn't happen for reasonable values),
+        # simply return the smallest possible image.
+        if best_candidate is None:
+            return bucket_res, bucket_res
+        else:
+            new_width, new_height, _, _ = best_candidate
+            self.resolution_cache[dimensions] = (new_width, new_height)
+            return new_width, new_height
+
+    @Slot()
+    def set_export_directory_path(self):
+        export_directory_path = self.settings.value(
+            'export_directory_path',
+            defaultValue=DEFAULT_SETTINGS['export_directory_path'], type=str)
+        if export_directory_path:
+            initial_directory_path = export_directory_path
+        elif self.settings.contains('directory_path'):
+            initial_directory_path = self.settings.value('directory_path')
+        else:
+            initial_directory_path = ''
+        export_directory_path = QFileDialog.getExistingDirectory(
+            parent=self, caption='Select directory for image export',
+            dir=initial_directory_path)
+        if export_directory_path:
+            self.export_directory_line_edit.setText(export_directory_path)
+
+    @Slot()
+    def do_export(self):
+        directory_path = self.settings.value('directory_path', type=str)
+        export_directory_path = Path(self.settings.value('export_directory_path', type=str))
+        export_keep_dir_structure = self.settings.value('export_keep_dir_structure', type=bool)
+        no_overwrite = True
+        if os.path.exists(export_directory_path):
+            if os.path.isfile(export_directory_path):
+                QMessageBox.critical(
+                    self,
+                    'Path error',
+                    'The export directory path points to a file and not to a directory'
+                )
+                return
+            if os.listdir(export_directory_path):
+                msgBox = QMessageBox()
+                msgBox.setIcon(QMessageBox.Warning)
+                msgBox.setWindowTitle('Path warning')
+                msgBox.setText('The export directory path is not empty')
+                overwrite_button = msgBox.addButton('Overwrite', QMessageBox.YesRole)
+                rename_button = msgBox.addButton('Rename', QMessageBox.NoRole)
+                msgBox.addButton(QMessageBox.Cancel)
+                msgBox.setDefaultButton(QMessageBox.Cancel)
+                button = msgBox.exec_()
+                if button == QMessageBox.Cancel:
+                    return
+                if msgBox.clickedButton() == overwrite_button:
+                    no_overwrite = False
+        else:
+            QMessageBox.critical(
+                self,
+                'Path error',
+                'The export directory path does not exist'
+            )
+            return
+
+        resolution = self.resolution_spin_box.value()
+        upscaling = self.upscaling_check_box.isChecked()
+        bucket_res = self.bucket_res_size_spin_box.value()
+        export_format = self.format_combo_box.currentText()
+        quality = self.quality_spin_box.value()
+        bucket_strategy = self.settings.value('export_bucket_strategy', type=str)
+
+        for image_index in range(self.image_list_model.rowCount()):
+            image_entry = self.image_list_model.index(image_index).data(Qt.ItemDataRole.UserRole)
+            if export_keep_dir_structure:
+                relative_path = image_entry.path.relative_to(directory_path)
+                export_path = export_directory_path / relative_path
+                export_path.parent.mkdir(parents=True, exist_ok=True)
+            else:
+                export_path = export_directory_path / image_entry.path.name
+            export_path = export_path.with_suffix(export_format.split(' ', 1)[0])
+
+            if no_overwrite:
+                stem = export_path.stem
+                counter = 0
+                while export_path.exists():
+                    export_path = export_path.parent / f"{stem}_{counter}{export_path.suffix}"
+                    counter += 1
+
+            image_file = Image.open(image_entry.path)
+            # Preserve alpha if present:
+            if image_file.mode in ("RGBA", "LA", "PA") and not export_format == ExportFormat.JPG:  # Check for alpha channels
+                image_file = image_file.convert("RGBA")
+            else:
+                image_file = image_file.convert("RGB")  # Otherwise, convert to RGB
+
+            new_width, new_height = image_entry.target_dimensions
+            current_width, current_height = image_file.size
+            if bucket_strategy == BucketStrategy.CROP or bucket_strategy == BucketStrategy.CROP_SCALE:
+                if current_height * new_width / current_width < new_height: # too wide
+                    new_width = floor(current_width * new_height / current_height)
+                else: # too high
+                    new_height = floor(current_height * new_width / current_width)
+            if bucket_strategy == BucketStrategy.CROP_SCALE:
+                new_width = floor((image_entry.target_dimensions[0] + new_width)/2)
+                new_height = floor((image_entry.target_dimensions[1] + new_height)/2)
+            if image_file.size[0] != new_width or image_file.size[1] != new_height:
+                # resize with the best method available
+                resized_image = image_file.resize((new_width, new_height), Image.LANCZOS)
+                # followed by a slight sharpening as it should be done
+                sharpend_image = resized_image.filter(ImageFilter.UnsharpMask(radius = 0.5, percent = 100, threshold = 3))
+            else:
+                sharpend_image = image_file
+
+            # crop to the desired size
+            current_width, current_height = sharpend_image.size
+            crop_width = floor((current_width - image_entry.target_dimensions[0]) / 2)
+            crop_height = floor((current_height - image_entry.target_dimensions[1]) / 2)
+            cropped_image = sharpend_image.crop((crop_width, crop_height, current_width - crop_width, current_height - crop_height))
+
+            # TODO: apply color management as the input images might have an
+            #       arbitrary color space that doesn't fit to the expectation
+            #       of the trainer (most likely sRGB, but probably something
+            #       like Rec. 2100 with HDR in the future?)
+            #final_image = ImageCms.profileToProfile(cropped_image, srgb_profile, profile)
+            final_image = cropped_image
+
+            final_image.save(export_path, format=ExportFormatDict[export_format], quality=quality, icc_profile=final_image.info.get('icc_profile'))
+        self.close()
diff --git a/taggui/utils/image.py b/taggui/utils/image.py
index f2637da4..96554486 100644
--- a/taggui/utils/image.py
+++ b/taggui/utils/image.py
@@ -8,5 +8,6 @@
 class Image:
     path: Path
     dimensions: tuple[int, int] | None
+    target_dimensions: tuple[int, int] | None
     tags: list[str] = field(default_factory=list)
     thumbnail: QIcon | None = None
diff --git a/taggui/utils/settings.py b/taggui/utils/settings.py
index 88e1f0f5..efe94440 100644
--- a/taggui/utils/settings.py
+++ b/taggui/utils/settings.py
@@ -9,7 +9,16 @@
     'tag_separator': ',',
     'insert_space_after_tag_separator': True,
     'autocomplete_tags': True,
-    'models_directory_path': ''
+    'models_directory_path': '',
+    'export_preset': 'SDXL, SD3, Flux',
+    'export_resolution': 1024,
+    'export_upscaling': False,
+    'export_bucket_res_size': 64,
+    'export_bucket_strategy': 'crop',
+    'export_format': '.jpg - JPEG',
+    'export_quality': 75,
+    'export_directory_path': '',
+    'export_keep_dir_structure': False
 }
 
 
diff --git a/taggui/widgets/main_window.py b/taggui/widgets/main_window.py
index 6b780a47..cdddff32 100644
--- a/taggui/widgets/main_window.py
+++ b/taggui/widgets/main_window.py
@@ -10,6 +10,7 @@
 
 from dialogs.batch_reorder_tags_dialog import BatchReorderTagsDialog
 from dialogs.find_and_replace_dialog import FindAndReplaceDialog
+from dialogs.export_dialog import ExportDialog
 from dialogs.settings_dialog import SettingsDialog
 from models.image_list_model import ImageListModel
 from models.image_tag_list_model import ImageTagListModel
@@ -291,6 +292,12 @@ def reload_directory(self):
         self.image_list.list_view.setCurrentIndex(
             self.proxy_image_list_model.index(select_index, 0))
 
+    @Slot()
+    def export_images_dialog(self):
+        export_dialog = ExportDialog(parent=self, image_list_model=self.image_list_model)
+        export_dialog.exec()
+        return
+
     @Slot()
     def show_settings_dialog(self):
         settings_dialog = SettingsDialog(parent=self)
@@ -349,6 +356,9 @@ def create_menus(self):
             [QKeySequence('Ctrl+Shift+L'), QKeySequence('F5')])
         self.reload_directory_action.triggered.connect(self.reload_directory)
         file_menu.addAction(self.reload_directory_action)
+        export_action = QAction('Export...', parent=self)
+        export_action.triggered.connect(self.export_images_dialog)
+        file_menu.addAction(export_action)
         settings_action = QAction('Settings...', parent=self)
         settings_action.setShortcut(QKeySequence('Ctrl+Alt+S'))
         settings_action.triggered.connect(self.show_settings_dialog)

From 11b59f5820a8076866f0cd1bb9a70cd2725c6ead Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Tue, 4 Feb 2025 21:24:35 +0100
Subject: [PATCH 03/82] Add color space conversion

---
 taggui/dialogs/export_dialog.py | 57 +++++++++++++++++++++++++++------
 taggui/utils/settings.py        |  1 +
 2 files changed, 49 insertions(+), 9 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 55d297aa..ff54b327 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -2,14 +2,16 @@
 from collections import defaultdict
 from math import floor
 import os
+import io
 from pathlib import Path
 
 from PySide6.QtCore import Qt, Slot
+from PySide6.QtGui import QColorSpace
 from PySide6.QtWidgets import (QWidget, QDialog, QFileDialog, QGridLayout, QLabel,
                                QLineEdit, QPushButton, QVBoxLayout, QHBoxLayout,
                                QTableWidget, QTableWidgetItem, QSizePolicy,
                                QMessageBox)
-from PIL import Image, ImageFilter #, ImageQt, ImageEnhance, ImageCms
+from PIL import Image, ImageFilter, ImageCms
 
 from utils.settings import DEFAULT_SETTINGS, get_settings
 from utils.settings_widgets import (SettingsBigCheckBox, SettingsLineEdit,
@@ -34,6 +36,17 @@ class ExportFormat(str, Enum):
     ExportFormat.WEBP: 'webp'
 }
 
+class IccProfileList(str, Enum):
+    SRgb = 'sRGB'
+    SRgbLinear = 'sRGB (linear gamma)'
+    AdobeRgb = 'AdobeRGB'
+    DisplayP3 = 'DisplayP3'
+    ProPhotoRgb = 'ProPhotoRGB'
+    # since PySide6.8:
+    Bt2020 = 'BT.2020'
+    Bt2100Pq = 'BT.2100(PQ)'
+    Bt2100Hlg = 'BT.2100 (HLG)'
+
 class BucketStrategy(str, Enum):
     CROP = 'crop'
     SCALE = 'scale'
@@ -147,6 +160,21 @@ def __init__(self, parent, image_list_model: ImageListModel):
         grid_layout.addWidget(format_widget, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
 
+        grid_row += 1
+        grid_layout.addWidget(QLabel('Output color space'), grid_row, 0,
+                              Qt.AlignmentFlag.AlignRight)
+        color_space_combo_box = SettingsComboBox(key='export_color_space')
+        color_space_combo_box.addItem("feed through (don't touch)")
+        color_space_combo_box.addItem('sRGB (implicit, without profile)')
+        color_space_combo_box.addItems([IccProfileList[e.name] for e in QColorSpace.NamedColorSpace])
+        color_space_combo_box.setToolTip('Color space of the exported images.\n'
+                                         'Most likely the trainer expects sRGB!\n'
+                                         '\n'
+                                         'Use "feed through" to keep the color space as it is.\n'
+                                         'Use "sRGB (implicit, without profile)" to save in sRGB but don\'t embed the ICC profile to save 8k file size.')
+        grid_layout.addWidget(color_space_combo_box, grid_row, 1,
+                              Qt.AlignmentFlag.AlignLeft)
+
         grid_row += 1
         grid_layout.addWidget(QLabel('Export directory'), grid_row, 0,
                               Qt.AlignmentFlag.AlignRight)
@@ -421,6 +449,11 @@ def do_export(self):
         bucket_res = self.bucket_res_size_spin_box.value()
         export_format = self.format_combo_box.currentText()
         quality = self.quality_spin_box.value()
+        color_space = self.settings.value('export_color_space', type=str)
+        save_profile = True
+        if color_space == 'sRGB (implicit, without profile)':
+            color_space = 'sRGB'
+            save_profile = False
         bucket_strategy = self.settings.value('export_bucket_strategy', type=str)
 
         for image_index in range(self.image_list_model.rowCount()):
@@ -471,12 +504,18 @@ def do_export(self):
             crop_height = floor((current_height - image_entry.target_dimensions[1]) / 2)
             cropped_image = sharpend_image.crop((crop_width, crop_height, current_width - crop_width, current_height - crop_height))
 
-            # TODO: apply color management as the input images might have an
-            #       arbitrary color space that doesn't fit to the expectation
-            #       of the trainer (most likely sRGB, but probably something
-            #       like Rec. 2100 with HDR in the future?)
-            #final_image = ImageCms.profileToProfile(cropped_image, srgb_profile, profile)
-            final_image = cropped_image
-
-            final_image.save(export_path, format=ExportFormatDict[export_format], quality=quality, icc_profile=final_image.info.get('icc_profile'))
+            if color_space == "feed through (don't touch)":
+                cropped_image.save(export_path, format=ExportFormatDict[export_format], quality=quality, icc_profile=cropped_image.info.get('icc_profile'))
+            else:
+                source_profile_raw = image_file.info.get('icc_profile')
+                if source_profile_raw is None: # assume sRGB
+                    source_profile_raw = QColorSpace(QColorSpace.SRgb).iccProfile()
+                source_profile = ImageCms.ImageCmsProfile(io.BytesIO(source_profile_raw))
+                target_profile_raw = QColorSpace(getattr(QColorSpace, IccProfileList(color_space).name)).iccProfile()
+                target_profile = ImageCms.ImageCmsProfile(io.BytesIO(target_profile_raw))
+                final_image = ImageCms.profileToProfile(cropped_image, source_profile, target_profile)
+                if save_profile:
+                    final_image.save(export_path, format=ExportFormatDict[export_format], quality=quality, icc_profile=target_profile.tobytes())
+                else:
+                    final_image.save(export_path, format=ExportFormatDict[export_format], quality=quality, icc_profile=None)
         self.close()
diff --git a/taggui/utils/settings.py b/taggui/utils/settings.py
index efe94440..518e8c46 100644
--- a/taggui/utils/settings.py
+++ b/taggui/utils/settings.py
@@ -17,6 +17,7 @@
     'export_bucket_strategy': 'crop',
     'export_format': '.jpg - JPEG',
     'export_quality': 75,
+    'export_color_space': 'sRGB',
     'export_directory_path': '',
     'export_keep_dir_structure': False
 }

From 721fe83d4519653cab8a070ae9a130a226b1bc64 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Tue, 4 Feb 2025 23:47:22 +0100
Subject: [PATCH 04/82] Little display fixes and add infrastructure for
 preferred sizes.

---
 taggui/dialogs/export_dialog.py | 75 +++++++++++++++++++++------------
 taggui/utils/settings.py        |  3 +-
 2 files changed, 49 insertions(+), 29 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index ff54b327..8a12f6ff 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -1,8 +1,8 @@
 from enum import Enum
 from collections import defaultdict
-from math import floor
 import os
 import io
+from math import floor
 from pathlib import Path
 
 from PySide6.QtCore import Qt, Slot
@@ -19,10 +19,10 @@
 from models.image_list_model import ImageListModel
 
 Presets = {
-    'manual': (0, 0),
-    'Direct feed through': (0, 1),
-    'SD1': (512, 64),
-    'SDXL, SD3, Flux': (1024, 64)
+    'manual': (0, 0, '1:1, 2:1, 3:2, 4:3, 16:9, 21:9'),
+    'Direct feed through': (0, 1, '1:1, 2:1, 3:2, 4:3, 16:9, 21:9'),
+    'SD1': (512, 64, '512:512, 640:320, 576:384, 512:384, 640:384, 704:320'),
+    'SDXL, SD3, Flux': (1024, 64, '1024:1024, 1408:704, 1216:832, 1152:896, 1344:768, 1536:640')
 }
 
 class ExportFormat(str, Enum):
@@ -99,18 +99,6 @@ def __init__(self, parent, image_list_model: ImageListModel):
         grid_layout.addWidget(self.megapixels, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
 
-        grid_row += 1
-        grid_layout.addWidget(QLabel('Allow upscaling'), grid_row, 0,
-                              Qt.AlignmentFlag.AlignRight)
-        self.upscaling_check_box = SettingsBigCheckBox(
-            key='export_upscaling',
-            default=DEFAULT_SETTINGS['export_upscaling'])
-        self.upscaling_check_box.setToolTip('Scale too small images to the requested size.\n'
-                                    'This should be avoided as it lowers the image quality.')
-        self.upscaling_check_box.stateChanged.connect(self.show_statistics)
-        grid_layout.addWidget(self.upscaling_check_box, grid_row, 1,
-                              Qt.AlignmentFlag.AlignLeft)
-
         grid_row += 1
         grid_layout.addWidget(QLabel('Bucket resolution size (px)'), grid_row, 0,
                               Qt.AlignmentFlag.AlignRight)
@@ -124,6 +112,30 @@ def __init__(self, parent, image_list_model: ImageListModel):
         grid_layout.addWidget(self.bucket_res_size_spin_box, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
 
+        grid_row += 1
+        grid_layout.addWidget(QLabel('Prefered sizes'), grid_row, 0,
+                              Qt.AlignmentFlag.AlignRight)
+        self.preferred_sizes_line_edit = SettingsLineEdit(
+            key='export_preferred_sizes',
+            default=DEFAULT_SETTINGS['export_preferred_sizes'])
+        self.preferred_sizes_line_edit.setMinimumWidth(500)
+        self.preferred_sizes_line_edit.setToolTip('Comma separated list of preferred sizes and aspect ratios.\n'
+                                                  "The inverse aspect ratio is automatically derived and doesn't need to be included.")
+        grid_layout.addWidget(self.preferred_sizes_line_edit, grid_row, 1,
+                              Qt.AlignmentFlag.AlignLeft)
+
+        grid_row += 1
+        grid_layout.addWidget(QLabel('Allow upscaling'), grid_row, 0,
+                              Qt.AlignmentFlag.AlignRight)
+        self.upscaling_check_box = SettingsBigCheckBox(
+            key='export_upscaling',
+            default=DEFAULT_SETTINGS['export_upscaling'])
+        self.upscaling_check_box.setToolTip('Scale too small images to the requested size.\n'
+                                    'This should be avoided as it lowers the image quality.')
+        self.upscaling_check_box.stateChanged.connect(self.show_statistics)
+        grid_layout.addWidget(self.upscaling_check_box, grid_row, 1,
+                              Qt.AlignmentFlag.AlignLeft)
+
         grid_row += 1
         grid_layout.addWidget(QLabel('Bucket fitting strategy'), grid_row, 0,
                               Qt.AlignmentFlag.AlignRight)
@@ -140,6 +152,9 @@ def __init__(self, parent, image_list_model: ImageListModel):
                               Qt.AlignmentFlag.AlignRight)
         format_widget = QWidget()
         format_layout = QHBoxLayout()
+        format_layout.setContentsMargins(0, 0, 0, 0)
+        current_format = self.settings.value('export_format', type=str)
+        current_quality = self.settings.value('export_quality', type=str)
         self.format_combo_box = SettingsComboBox(key='export_format')
         self.format_combo_box.addItems(list(ExportFormat))
         self.format_combo_box.currentTextChanged.connect(self.format_change)
@@ -159,6 +174,9 @@ def __init__(self, parent, image_list_model: ImageListModel):
         format_widget.setLayout(format_layout)
         grid_layout.addWidget(format_widget, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
+        # ensure correct enable/disable and background color of the quality
+        self.format_change(current_format, False)
+        self.quality_change(current_quality)
 
         grid_row += 1
         grid_layout.addWidget(QLabel('Output color space'), grid_row, 0,
@@ -181,7 +199,7 @@ def __init__(self, parent, image_list_model: ImageListModel):
         self.export_directory_line_edit = SettingsLineEdit(
             key='export_directory_path',
             default=DEFAULT_SETTINGS['export_directory_path'])
-        self.export_directory_line_edit.setMinimumWidth(400)
+        self.export_directory_line_edit.setMinimumWidth(500)
         self.export_directory_line_edit.setClearButtonEnabled(True)
         grid_layout.addWidget(self.export_directory_line_edit, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
@@ -208,7 +226,7 @@ def __init__(self, parent, image_list_model: ImageListModel):
                               Qt.AlignmentFlag.AlignRight)
         self.statistics_table = QTableWidget(0, 5, self)
         self.statistics_table.setHorizontalHeaderLabels(['Width', 'Height', 'Count', 'Aspect ratio', 'Size utilization'])
-        self.statistics_table.setMinimumWidth(400)
+        self.statistics_table.setMinimumWidth(500)
         grid_layout.addWidget(self.statistics_table, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
 
@@ -218,25 +236,26 @@ def __init__(self, parent, image_list_model: ImageListModel):
         layout.addWidget(export_button)
 
         # update display
-        self.apply_preset(preset_combo_box.currentText())
+        self.apply_preset(preset_combo_box.currentText(), False)
         self.show_megapixels()
         self.inhibit_statistics_update = False
         self.show_statistics()
 
     @Slot()
-    def apply_preset(self, value):
+    def apply_preset(self, value, do_value_change = True):
+        preset = Presets[value]
         if value == 'manual':
             self.resolution_spin_box.setEnabled(True)
             self.bucket_res_size_spin_box.setEnabled(True)
         else:
-            preset = Presets[value]
             self.inhibit_statistics_update = True
-            self.resolution_spin_box.setValue(preset[0])
+            self.resolution_spin_box.setValue(preset[0]) if do_value_change else 0
             self.resolution_spin_box.setEnabled(False)
-            self.bucket_res_size_spin_box.setValue(preset[1])
+            self.bucket_res_size_spin_box.setValue(preset[1]) if do_value_change else 0
             self.bucket_res_size_spin_box.setEnabled(False)
             self.inhibit_statistics_update = False
             self.show_statistics()
+        self.preferred_sizes_line_edit.setText(preset[2]) if do_value_change else 0
 
     @Slot()
     def show_megapixels(self):
@@ -248,15 +267,15 @@ def show_megapixels(self):
             self.megapixels.setText('-')
 
     @Slot()
-    def format_change(self, export_format):
+    def format_change(self, export_format, do_value_change = True):
         if export_format == ExportFormat.JPG:
-            self.quality_spin_box.setValue(75)
+            self.quality_spin_box.setValue(75) if do_value_change else 0
             self.quality_spin_box.setEnabled(True)
         elif export_format == ExportFormat.PNG:
-            self.quality_spin_box.setValue(100)
+            self.quality_spin_box.setValue(100) if do_value_change else 0
             self.quality_spin_box.setEnabled(False)
         elif export_format == ExportFormat.WEBP:
-            self.quality_spin_box.setValue(80)
+            self.quality_spin_box.setValue(80) if do_value_change else 0
             self.quality_spin_box.setEnabled(True)
 
     @Slot()
diff --git a/taggui/utils/settings.py b/taggui/utils/settings.py
index 518e8c46..d256d2c4 100644
--- a/taggui/utils/settings.py
+++ b/taggui/utils/settings.py
@@ -12,8 +12,9 @@
     'models_directory_path': '',
     'export_preset': 'SDXL, SD3, Flux',
     'export_resolution': 1024,
-    'export_upscaling': False,
     'export_bucket_res_size': 64,
+    'export_preferred_sizes' : '1024:1024, 1408:704, 1216:832, 1152:896, 1344:768, 1536:640',
+    'export_upscaling': False,
     'export_bucket_strategy': 'crop',
     'export_format': '.jpg - JPEG',
     'export_quality': 75,

From 40e45ff1333d9414f787c0b146c36b7556b08a6f Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Wed, 5 Feb 2025 22:44:05 +0100
Subject: [PATCH 05/82] Change algorithm for bucketing

---
 taggui/dialogs/export_dialog.py | 149 +++++++++++++++++++-------------
 1 file changed, 90 insertions(+), 59 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 8a12f6ff..63ee2e41 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -2,7 +2,8 @@
 from collections import defaultdict
 import os
 import io
-from math import floor
+import re
+from math import floor, sqrt
 from pathlib import Path
 
 from PySide6.QtCore import Qt, Slot
@@ -21,7 +22,7 @@
 Presets = {
     'manual': (0, 0, '1:1, 2:1, 3:2, 4:3, 16:9, 21:9'),
     'Direct feed through': (0, 1, '1:1, 2:1, 3:2, 4:3, 16:9, 21:9'),
-    'SD1': (512, 64, '512:512, 640:320, 576:384, 512:384, 640:384, 704:320'),
+    'SD1': (512, 64, '512:512, 640:320, 576:384, 512:384, 640:384, 768:320'),
     'SDXL, SD3, Flux': (1024, 64, '1024:1024, 1408:704, 1216:832, 1152:896, 1344:768, 1536:640')
 }
 
@@ -113,7 +114,7 @@ def __init__(self, parent, image_list_model: ImageListModel):
                               Qt.AlignmentFlag.AlignLeft)
 
         grid_row += 1
-        grid_layout.addWidget(QLabel('Prefered sizes'), grid_row, 0,
+        grid_layout.addWidget(QLabel('Preferred sizes'), grid_row, 0,
                               Qt.AlignmentFlag.AlignRight)
         self.preferred_sizes_line_edit = SettingsLineEdit(
             key='export_preferred_sizes',
@@ -304,6 +305,25 @@ def show_statistics(self):
             (16, 9, 16/9),
             (21, 9, 21/9),
         ]
+        self.preferred_sizes = []
+        for res_str in re.split(r'\s*,\s*', self.settings.value('export_preferred_sizes')):
+            try:
+                size_str = res_str.split(':')
+                width = max(int(size_str[0]), int(size_str[1]))
+                height = min(int(size_str[0]), int(size_str[1]))
+                self.preferred_sizes.append((width, height))
+                if not width == height:
+                    self.preferred_sizes.append((height, width))
+                # add exact aspect ratio of the preferred size to label it similar to the perfect one
+                aspect_ratio = width / height
+                for ar in aspect_ratios:
+                    if abs(ar[2] - aspect_ratio) < 0.15:
+                        aspect_ratios.append((ar[0], ar[1], aspect_ratio))
+                        break
+            except ValueError:
+                # Handle cases where the resolution string is not in the correct format
+                print(f"Warning: Invalid resolution format: {res_str}. Skipping.")
+                continue # Skip to the next resolution if there's an error
 
         image_dimensions = defaultdict(int)
         for image_index in range(self.image_list_model.rowCount()):
@@ -347,68 +367,79 @@ def target_dimensions(self, dimensions, resolution, upscaling, bucket_res):
         Note: this gives the optimal answer and thus can be slower than the Kohya bucket
               algorithm
         """
+        width, height = dimensions
         if resolution == 0:
             # no rescale in this case, only cropping
-            return ((dimensions[0] // bucket_res)*bucket_res, (dimensions[1] // bucket_res)*bucket_res)
+            return ((width // bucket_res)*bucket_res, (height // bucket_res)*bucket_res)
+
+        if width < bucket_res or height < bucket_res:
+            # it doesn't make sense to use such a small image. But we shouldn't
+            # patronize the user
+            return dimensions
 
         if dimensions in self.resolution_cache:
             return self.resolution_cache[dimensions]
 
-        max_area = resolution**2
-
-        # Compute the original aspect ratio.
-        target_ratio = dimensions[0] / dimensions[1]
-
-        # The maximum allowed product of multipliers.
-        T = max_area // (bucket_res * bucket_res)
-
-        best_candidate = None  # will hold (new_width, new_height, error, area)
-
-        # Loop over possible values for b (the vertical multiplier).
-        # We choose b from 1 up to T (although many values will be skipped
-        # because the corresponding a then makes a * b > T).
-        for b in range(1, T + 1):
-            # Choose a so that a / b is as close as possible to target_ratio.
-            # (We round the ideal value a = target_ratio * b to the nearest integer.)
-            a = round(target_ratio * b)
-            if a < 1:
-                a = 1  # ensure at least bucket_res pixels
-
-            # Check that the candidate image area (in multiplier units) does not exceed T.
-            if a * b > T:
-                # If a*b is too big, skip the candidate.
-                continue
-
-            candidate_width = a * bucket_res
-            candidate_height = b * bucket_res
-            candidate_area = candidate_width * candidate_height
-
-            if not upscaling and (candidate_width > dimensions[0] or candidate_height > dimensions[1]):
-                continue
-
-            # Compute the aspect ratio error.
-            candidate_ratio = a / b
-            error = abs(candidate_ratio - target_ratio)
-            # compute the mean squared error of ratio and normalized maximum size
-            error = (candidate_ratio - target_ratio)**2 + ((max_area-candidate_area)/max_area)**2
-
-            # We choose the candidate with the lowest error. In case of a tie, we choose
-            # the one that uses the largest area (i.e. as close as possible to resolution**2).
-            if best_candidate is None:
-                best_candidate = (candidate_width, candidate_height, error, candidate_area)
-            else:
-                _, _, best_error, best_area = best_candidate
-                if (error < best_error) or (abs(error - best_error) < 1e-9 and candidate_area > best_area):
-                    best_candidate = (candidate_width, candidate_height, error, candidate_area)
-
-        # Fallback: if no candidate is found (this shouldn't happen for reasonable values),
-        # simply return the smallest possible image.
-        if best_candidate is None:
-            return bucket_res, bucket_res
-        else:
-            new_width, new_height, _, _ = best_candidate
-            self.resolution_cache[dimensions] = (new_width, new_height)
-            return new_width, new_height
+        preferred_sizes_bonus = 0.4 # reduce the loss by this factor
+
+        max_pixels = resolution * resolution
+        opt_width = resolution * sqrt(width/height)
+        opt_height = resolution * sqrt(height/width)
+        if not upscaling:
+            opt_width = min(width, opt_width)
+            opt_height = min(height, opt_height)
+
+        # test 1, guaranteed to find a solution: shrink and crop
+        # 1.1: exact width
+        candidate_width = (opt_width // bucket_res) * bucket_res
+        candidate_height = ((height * candidate_width / width) // bucket_res) * bucket_res
+        loss = ((height * candidate_width / width) - candidate_height) * candidate_width
+        if (candidate_width, candidate_height) in self.preferred_sizes:
+            loss *= preferred_sizes_bonus
+        # 1.2: exact height
+        test_height = (opt_height // bucket_res) * bucket_res
+        test_width = ((width * test_height / height) // bucket_res) * bucket_res
+        test_loss = ((width * test_height / height) - test_width) * test_height
+        if (test_height, test_width) in self.preferred_sizes:
+            test_loss *= preferred_sizes_bonus
+        if test_loss < loss:
+            candidate_width = test_width
+            candidate_height = test_height
+            loss = test_loss
+
+        # test 2, going bigger might still fit in the size budget due to cropping
+        # 2.1: exact width
+        for delta in range(1, 10):
+            test_width = (opt_width // bucket_res + delta) * bucket_res
+            test_height = ((height * test_width / width) // bucket_res) * bucket_res
+            if test_width * test_height > max_pixels:
+                break
+            if (test_width > width or test_height > height) and not upscaling:
+                break
+            test_loss = ((height * test_width / width) - test_height) * test_width
+            if (test_height, test_width) in self.preferred_sizes:
+                test_loss *= preferred_sizes_bonus
+            if test_loss < loss:
+                candidate_width = test_width
+                candidate_height = test_height
+                loss = test_loss
+        # 2.2: exact height
+        for delta in range(1, 10):
+            test_height = (opt_height // bucket_res + delta) * bucket_res
+            test_width = ((width * test_height / height) // bucket_res) * bucket_res
+            if test_width * test_height > max_pixels:
+                break
+            if (test_width > width or test_height > height) and not upscaling:
+                break
+            test_loss = ((width * test_height / height) - test_width) * test_height
+            if (test_height, test_width) in self.preferred_sizes:
+                test_loss *= preferred_sizes_bonus
+            if test_loss < loss:
+                candidate_width = test_width
+                candidate_height = test_height
+                loss = test_loss
+
+        return int(candidate_width), int(candidate_height)
 
     @Slot()
     def set_export_directory_path(self):

From 165a659dbcdb39a0be13135b2620a8e677306e3c Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Wed, 5 Feb 2025 23:18:33 +0100
Subject: [PATCH 06/82] Code documentation

---
 taggui/dialogs/export_dialog.py | 58 ++++++++++++++++++++++++++-------
 1 file changed, 46 insertions(+), 12 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 63ee2e41..42e793f8 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -55,6 +55,9 @@ class BucketStrategy(str, Enum):
 
 class ExportDialog(QDialog):
     def __init__(self, parent, image_list_model: ImageListModel):
+        """
+        Main method to create the export dialog.
+        """
         super().__init__(parent)
         self.image_list_model = image_list_model
         self.settings = get_settings()
@@ -243,7 +246,11 @@ def __init__(self, parent, image_list_model: ImageListModel):
         self.show_statistics()
 
     @Slot()
-    def apply_preset(self, value, do_value_change = True):
+    def apply_preset(self, value: str, do_value_change: bool = True):
+        """
+        Slot to call when a new preset was selected to help the user to set
+        important settings to a consistent state.
+        """
         preset = Presets[value]
         if value == 'manual':
             self.resolution_spin_box.setEnabled(True)
@@ -260,6 +267,10 @@ def apply_preset(self, value, do_value_change = True):
 
     @Slot()
     def show_megapixels(self):
+        """
+        Slot to call when the resolution was changes to update the megapixel
+        display.
+        """
         resolution = self.resolution_spin_box.value()
         if resolution > 0:
             megapixels = resolution * resolution / 1024 / 1024
@@ -268,7 +279,10 @@ def show_megapixels(self):
             self.megapixels.setText('-')
 
     @Slot()
-    def format_change(self, export_format, do_value_change = True):
+    def format_change(self, export_format: ExportFormat, do_value_change: bool = True):
+        """
+        Slot to call when the export format was changed.
+        """
         if export_format == ExportFormat.JPG:
             self.quality_spin_box.setValue(75) if do_value_change else 0
             self.quality_spin_box.setEnabled(True)
@@ -280,7 +294,10 @@ def format_change(self, export_format, do_value_change = True):
             self.quality_spin_box.setEnabled(True)
 
     @Slot()
-    def quality_change(self, quality):
+    def quality_change(self, quality: str):
+        """
+        Slot to call when the export quality setting was changed.
+        """
         if (self.format_combo_box.currentText() == ExportFormat.JPG) and int(quality) > 95:
             self.quality_spin_box.setStyleSheet('background: orange')
         else:
@@ -288,6 +305,9 @@ def quality_change(self, quality):
 
     @Slot()
     def show_statistics(self):
+        """
+        Update the statistics table content.
+        """
         if self.inhibit_statistics_update:
             return
 
@@ -356,16 +376,24 @@ def show_statistics(self):
             self.statistics_table.setItem(rowPosition, 3, QTableWidgetItem(f"{aspect_ratio:.3f}{notable_aspect_ratio}"))
             self.statistics_table.setItem(rowPosition, 4, QTableWidgetItem(f"{100*utilization:.1f}%"))
 
-    def target_dimensions(self, dimensions, resolution, upscaling, bucket_res):
+    def target_dimensions(self, dimensions: tuple[int, int], resolution: int, upscaling: bool, bucket_res: int):
         """
-        Given the original width and height, the bucket resolution step size,
-        and a maximum allowed area, return new dimensions (width, height)
-        where both dimensions are multiples of `bucket_res`, their product
-        does not exceed resolution**2, and the new aspect ratio (width/height)
-        is as close as possible to the original aspect ratio.
-
-        Note: this gives the optimal answer and thus can be slower than the Kohya bucket
-              algorithm
+        Determine the dimensions of an image it should have when it is exported.
+
+        Note: this gives the optimal answer and thus can be slower than the Kohya
+        bucket algorithm.
+
+        Parameters
+        ----------
+        dimensions : tuple[int, int]
+            The width and height of the image
+        resolution : int
+            The target resolution of the AI model. The target image pixels
+            will not exceed the square of this number
+        upscaling : bool
+            Is upscaling of images allowed?
+        bucket_res : int
+            The resolution of the buckets
         """
         width, height = dimensions
         if resolution == 0:
@@ -443,6 +471,9 @@ def target_dimensions(self, dimensions, resolution, upscaling, bucket_res):
 
     @Slot()
     def set_export_directory_path(self):
+        """
+        Set the path of the directory to export to.
+        """
         export_directory_path = self.settings.value(
             'export_directory_path',
             defaultValue=DEFAULT_SETTINGS['export_directory_path'], type=str)
@@ -460,6 +491,9 @@ def set_export_directory_path(self):
 
     @Slot()
     def do_export(self):
+        """
+        Export all images with the configured settings.
+        """
         directory_path = self.settings.value('directory_path', type=str)
         export_directory_path = Path(self.settings.value('export_directory_path', type=str))
         export_keep_dir_structure = self.settings.value('export_keep_dir_structure', type=bool)

From f50b34025b202036559c69d7a82cdcc017ede82a Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Wed, 5 Feb 2025 23:39:10 +0100
Subject: [PATCH 07/82] Add documentation

---
 README.md | 55 +++++++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 55 insertions(+)

diff --git a/README.md b/README.md
index c589a5be..961f6bdb 100644
--- a/README.md
+++ b/README.md
@@ -17,6 +17,7 @@ like Stable Diffusion.
   Tagger, and many more
 - Batch tag operations for renaming, deleting, and sorting tags
 - Advanced image list filtering
+- Export images ready to be used for training
 
 ## Installation
 
@@ -253,3 +254,57 @@ You can nest parentheses and operators to create arbitrarily complex filters.
 
 The `Edit` menu contains additional features for batch tag operations, such as
 `Find and Replace` (`Ctrl`+`R`) and `Batch Reorder Tags` (`Ctrl`+`B`).
+
+## Export
+
+Exporting the images to a directory allows different options. By choosing the
+preset for the target AI model many important settings are automatically set.
+
+Resolution
+: The native resolution of the model, like 1024 for SDXL or Flux.
+
+Image size
+: A hint showing the megapixels. The exported images will not exceed this
+: number.
+
+Bucket resolution size
+: The bucket size the training tool is using.
+
+Preferres sizes
+: A comma separated list of target sizes that should be preferred for the
+: exported images.
+
+Allow upscaling
+: Do upscale images when set. This is bad for the quality but might reduce the
+: number of buckets that must be used for training.
+
+Bucket fitting strategy
+: The method to make sure an image fits into a bucket. It can be a direct crop
+: that removes information from the side of an image. Or a scaling that changes
+: the aspect ratio of an image and can create slight distortions. Or a
+: combination of both that reduces each effect.
+
+Output format
+: The file type and quality setting for formats that have a lossy compression.
+: Note: for JPEG a number above 95 should be avoided.
+
+Output color space
+: Most models will expect the images in sRGB format and don't contain any
+: color management. So it is important that the exporter handles this as
+: the images used for the training might use a different color space.
+: To save 8 kB for each image you might want to select "sRGB implicit" as that
+: converts the image to sRGB but doesn't store the ICC information.
+: When no color space convertation should happen you can choose "feed through".
+:
+: The simple "sRGB" is most likely the setting you want to choose here unless
+: you are an expert and have special requirements.
+
+Export directory
+: The place to export the images to.
+
+Keep input directory structure
+: When the source images are organized in subdirectories this structure will
+: be used for the exported images as well when selected.
+
+Statistics
+: Preview of the generated image sizes from the export funtion.

From ecbf8b8069fe12d8dc414c93ad67125bf466d8bc Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Wed, 5 Feb 2025 23:43:15 +0100
Subject: [PATCH 08/82] Fix markdown style

---
 README.md | 96 +++++++++++++++++++++++++++----------------------------
 1 file changed, 48 insertions(+), 48 deletions(-)

diff --git a/README.md b/README.md
index 961f6bdb..ec25985b 100644
--- a/README.md
+++ b/README.md
@@ -260,51 +260,51 @@ The `Edit` menu contains additional features for batch tag operations, such as
 Exporting the images to a directory allows different options. By choosing the
 preset for the target AI model many important settings are automatically set.
 
-Resolution
-: The native resolution of the model, like 1024 for SDXL or Flux.
-
-Image size
-: A hint showing the megapixels. The exported images will not exceed this
-: number.
-
-Bucket resolution size
-: The bucket size the training tool is using.
-
-Preferres sizes
-: A comma separated list of target sizes that should be preferred for the
-: exported images.
-
-Allow upscaling
-: Do upscale images when set. This is bad for the quality but might reduce the
-: number of buckets that must be used for training.
-
-Bucket fitting strategy
-: The method to make sure an image fits into a bucket. It can be a direct crop
-: that removes information from the side of an image. Or a scaling that changes
-: the aspect ratio of an image and can create slight distortions. Or a
-: combination of both that reduces each effect.
-
-Output format
-: The file type and quality setting for formats that have a lossy compression.
-: Note: for JPEG a number above 95 should be avoided.
-
-Output color space
-: Most models will expect the images in sRGB format and don't contain any
-: color management. So it is important that the exporter handles this as
-: the images used for the training might use a different color space.
-: To save 8 kB for each image you might want to select "sRGB implicit" as that
-: converts the image to sRGB but doesn't store the ICC information.
-: When no color space convertation should happen you can choose "feed through".
-:
-: The simple "sRGB" is most likely the setting you want to choose here unless
-: you are an expert and have special requirements.
-
-Export directory
-: The place to export the images to.
-
-Keep input directory structure
-: When the source images are organized in subdirectories this structure will
-: be used for the exported images as well when selected.
-
-Statistics
-: Preview of the generated image sizes from the export funtion.
+`Resolution`:
+The native resolution of the model, like 1024 for SDXL or Flux.
+
+`Image size`:
+A hint showing the megapixels. The exported images will not exceed this
+number.
+
+`Bucket resolution size`:
+The bucket size the training tool is using.
+
+`Preferres sizes`:
+A comma separated list of target sizes that should be preferred for the
+exported images.
+
+`Allow upscaling`:
+Do upscale images when set. This is bad for the quality but might reduce the
+number of buckets that must be used for training.
+
+`Bucket fitting strategy`:
+The method to make sure an image fits into a bucket. It can be a direct crop
+that removes information from the side of an image. Or a scaling that changes
+the aspect ratio of an image and can create slight distortions. Or a
+combination of both that reduces each effect.
+
+`Output format`:
+The file type and quality setting for formats that have a lossy compression.
+Note: for JPEG a number above 95 should be avoided.
+
+`Output color space`:
+Most models will expect the images in sRGB format and don't contain any
+color management. So it is important that the exporter handles this as
+the images used for the training might use a different color space.
+To save 8 kB for each image you might want to select "sRGB implicit" as that
+converts the image to sRGB but doesn't store the ICC information.
+When no color space convertation should happen you can choose "feed through".
+
+The simple "sRGB" is most likely the setting you want to choose here unless
+you are an expert and have special requirements.
+
+`Export directory`:
+The place to export the images to.
+
+`Keep input directory structure`:
+When the source images are organized in subdirectories this structure will
+be used for the exported images as well when selected.
+
+`Statistics`:
+Preview of the generated image sizes from the export funtion.

From 884206b184ee41d8bb4b970218ddcd0434e78701 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Thu, 6 Feb 2025 00:18:54 +0100
Subject: [PATCH 09/82] Make sure to export the caption files as well

---
 taggui/dialogs/export_dialog.py | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 42e793f8..515c9f69 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -5,6 +5,7 @@
 import re
 from math import floor, sqrt
 from pathlib import Path
+import shutil
 
 from PySide6.QtCore import Qt, Slot
 from PySide6.QtGui import QColorSpace
@@ -557,6 +558,11 @@ def do_export(self):
                     export_path = export_path.parent / f"{stem}_{counter}{export_path.suffix}"
                     counter += 1
 
+            # copy the tag file first
+            if image_entry.path.with_suffix('.txt').exists():
+                shutil.copyfile(str(image_entry.path.with_suffix('.txt')), str(export_path.with_suffix('.txt')))
+
+            # then handle the image
             image_file = Image.open(image_entry.path)
             # Preserve alpha if present:
             if image_file.mode in ("RGBA", "LA", "PA") and not export_format == ExportFormat.JPG:  # Check for alpha channels

From 3b7be6110923d258bded6203601bab6dc8cc6737 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Thu, 6 Feb 2025 23:51:54 +0100
Subject: [PATCH 10/82] Refactor DEFAULT_SETTINGS to ease initial value access

Code refactor to respect mostly a width of 80
---
 taggui/dialogs/export_dialog.py   | 135 +++++++++++++++++-------------
 taggui/dialogs/settings_dialog.py |  12 +--
 taggui/utils/settings_widgets.py  |  33 +++++---
 3 files changed, 103 insertions(+), 77 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 515c9f69..b3997bb3 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -9,10 +9,10 @@
 
 from PySide6.QtCore import Qt, Slot
 from PySide6.QtGui import QColorSpace
-from PySide6.QtWidgets import (QWidget, QDialog, QFileDialog, QGridLayout, QLabel,
-                               QLineEdit, QPushButton, QVBoxLayout, QHBoxLayout,
-                               QTableWidget, QTableWidgetItem, QSizePolicy,
-                               QMessageBox)
+from PySide6.QtWidgets import (QWidget, QDialog, QFileDialog, QGridLayout,
+                               QLabel, QLineEdit, QPushButton, QTableWidget,
+                               QTableWidgetItem, QProgressBar, QMessageBox,
+                               QVBoxLayout, QHBoxLayout, QSizePolicy)
 from PIL import Image, ImageFilter, ImageCms
 
 from utils.settings import DEFAULT_SETTINGS, get_settings
@@ -44,7 +44,6 @@ class IccProfileList(str, Enum):
     AdobeRgb = 'AdobeRGB'
     DisplayP3 = 'DisplayP3'
     ProPhotoRgb = 'ProPhotoRGB'
-    # since PySide6.8:
     Bt2020 = 'BT.2020'
     Bt2100Pq = 'BT.2100(PQ)'
     Bt2100Hlg = 'BT.2100 (HLG)'
@@ -65,9 +64,9 @@ def __init__(self, parent, image_list_model: ImageListModel):
         self.inhibit_statistics_update = True
         self.resolution_cache: dict[tuple, tuple] = {}
         self.setWindowTitle('Export')
-        layout = QVBoxLayout(self)
-        layout.setContentsMargins(20, 20, 20, 20)
-        layout.setSpacing(20)
+        self.layout = QVBoxLayout(self)
+        self.layout.setContentsMargins(20, 20, 20, 20)
+        self.layout.setSpacing(20)
 
         grid_layout = QGridLayout()
         grid_layout.setColumnStretch(0, 0)
@@ -86,12 +85,13 @@ def __init__(self, parent, image_list_model: ImageListModel):
         grid_layout.addWidget(QLabel('Resolution (px)'), grid_row, 0,
                               Qt.AlignmentFlag.AlignRight)
         self.resolution_spin_box = SettingsSpinBox(
-            key='export_resolution', default=DEFAULT_SETTINGS['export_resolution'],
+            key='export_resolution',
             minimum=0, maximum=8192)
-        self.resolution_spin_box.setToolTip('Common values:\n'
-                                            '0: disable rescaling\n'
-                                            '512: SD1.5\n'
-                                            '1024: SDXL, SD3, Flux')
+        self.resolution_spin_box.setToolTip(
+            'Common values:\n'
+            '0: disable rescaling\n'
+            '512: SD1.5\n'
+            '1024: SDXL, SD3, Flux')
         self.resolution_spin_box.textChanged.connect(self.show_megapixels)
         self.resolution_spin_box.textChanged.connect(self.show_statistics)
         grid_layout.addWidget(self.resolution_spin_box, grid_row, 1,
@@ -108,11 +108,12 @@ def __init__(self, parent, image_list_model: ImageListModel):
         grid_layout.addWidget(QLabel('Bucket resolution size (px)'), grid_row, 0,
                               Qt.AlignmentFlag.AlignRight)
         self.bucket_res_size_spin_box = SettingsSpinBox(
-            key='export_bucket_res_size', default=DEFAULT_SETTINGS['export_bucket_res_size'],
+            key='export_bucket_res_size',
             minimum=1, maximum=256)
-        self.bucket_res_size_spin_box.setToolTip('Ensure that the exported image size is divisable by that number.\n'
-                                                 'It should match the setting on the training tool.\n'
-                                                 'It might cause minor cropping.')
+        self.bucket_res_size_spin_box.setToolTip(
+            'Ensure that the exported image size is divisable by that number.\n'
+            'It should match the setting on the training tool.\n'
+            'It might cause minor cropping.')
         self.bucket_res_size_spin_box.textChanged.connect(self.show_statistics)
         grid_layout.addWidget(self.bucket_res_size_spin_box, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
@@ -121,22 +122,21 @@ def __init__(self, parent, image_list_model: ImageListModel):
         grid_layout.addWidget(QLabel('Preferred sizes'), grid_row, 0,
                               Qt.AlignmentFlag.AlignRight)
         self.preferred_sizes_line_edit = SettingsLineEdit(
-            key='export_preferred_sizes',
-            default=DEFAULT_SETTINGS['export_preferred_sizes'])
+            key='export_preferred_sizes')
         self.preferred_sizes_line_edit.setMinimumWidth(500)
-        self.preferred_sizes_line_edit.setToolTip('Comma separated list of preferred sizes and aspect ratios.\n'
-                                                  "The inverse aspect ratio is automatically derived and doesn't need to be included.")
+        self.preferred_sizes_line_edit.setToolTip(
+            'Comma separated list of preferred sizes and aspect ratios.\n'
+            "The inverse aspect ratio is automatically derived and doesn't need to be included.")
         grid_layout.addWidget(self.preferred_sizes_line_edit, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
 
         grid_row += 1
         grid_layout.addWidget(QLabel('Allow upscaling'), grid_row, 0,
                               Qt.AlignmentFlag.AlignRight)
-        self.upscaling_check_box = SettingsBigCheckBox(
-            key='export_upscaling',
-            default=DEFAULT_SETTINGS['export_upscaling'])
-        self.upscaling_check_box.setToolTip('Scale too small images to the requested size.\n'
-                                    'This should be avoided as it lowers the image quality.')
+        self.upscaling_check_box = SettingsBigCheckBox(key='export_upscaling')
+        self.upscaling_check_box.setToolTip(
+            'Scale too small images to the requested size.\n'
+            'This should be avoided as it lowers the image quality.')
         self.upscaling_check_box.stateChanged.connect(self.show_statistics)
         grid_layout.addWidget(self.upscaling_check_box, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
@@ -144,11 +144,13 @@ def __init__(self, parent, image_list_model: ImageListModel):
         grid_row += 1
         grid_layout.addWidget(QLabel('Bucket fitting strategy'), grid_row, 0,
                               Qt.AlignmentFlag.AlignRight)
-        bucket_strategy_combo_box = SettingsComboBox(key='export_bucket_strategy')
+        bucket_strategy_combo_box = SettingsComboBox(
+            key='export_bucket_strategy')
         bucket_strategy_combo_box.addItems(list(BucketStrategy))
-        bucket_strategy_combo_box.setToolTip('crop: center crop\n'
-                                             'scale: assymetric scaling\n'
-                                             'crop and scale: use both to minimize each effect')
+        bucket_strategy_combo_box.setToolTip(
+            'crop: center crop\n'
+            'scale: assymetric scaling\n'
+            'crop and scale: use both to minimize each effect')
         grid_layout.addWidget(bucket_strategy_combo_box, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
 
@@ -158,8 +160,6 @@ def __init__(self, parent, image_list_model: ImageListModel):
         format_widget = QWidget()
         format_layout = QHBoxLayout()
         format_layout.setContentsMargins(0, 0, 0, 0)
-        current_format = self.settings.value('export_format', type=str)
-        current_quality = self.settings.value('export_quality', type=str)
         self.format_combo_box = SettingsComboBox(key='export_format')
         self.format_combo_box.addItems(list(ExportFormat))
         self.format_combo_box.currentTextChanged.connect(self.format_change)
@@ -168,11 +168,12 @@ def __init__(self, parent, image_list_model: ImageListModel):
         format_layout.addWidget(QLabel('Quality'),
                               Qt.AlignmentFlag.AlignRight)
         self.quality_spin_box = SettingsSpinBox(
-            key='export_quality', default=DEFAULT_SETTINGS['export_quality'],
+            key='export_quality',
             minimum=0, maximum=100)
-        self.quality_spin_box.setToolTip('Only for JPEG and WebP.\n'
-                                         '0 is worst and 100 is best.\n'
-                                         'For JPEG numbers above 95 should be avoided')
+        self.quality_spin_box.setToolTip(
+            'Only for JPEG and WebP.\n'
+            '0 is worst and 100 is best.\n'
+            'For JPEG numbers above 95 should be avoided')
         self.quality_spin_box.textChanged.connect(self.quality_change)
         format_layout.addWidget(self.quality_spin_box,
                               Qt.AlignmentFlag.AlignLeft)
@@ -180,6 +181,8 @@ def __init__(self, parent, image_list_model: ImageListModel):
         grid_layout.addWidget(format_widget, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
         # ensure correct enable/disable and background color of the quality
+        current_format = self.settings.value('export_format', type=str)
+        current_quality = self.settings.value('export_quality', type=int)
         self.format_change(current_format, False)
         self.quality_change(current_quality)
 
@@ -190,11 +193,12 @@ def __init__(self, parent, image_list_model: ImageListModel):
         color_space_combo_box.addItem("feed through (don't touch)")
         color_space_combo_box.addItem('sRGB (implicit, without profile)')
         color_space_combo_box.addItems([IccProfileList[e.name] for e in QColorSpace.NamedColorSpace])
-        color_space_combo_box.setToolTip('Color space of the exported images.\n'
-                                         'Most likely the trainer expects sRGB!\n'
-                                         '\n'
-                                         'Use "feed through" to keep the color space as it is.\n'
-                                         'Use "sRGB (implicit, without profile)" to save in sRGB but don\'t embed the ICC profile to save 8k file size.')
+        color_space_combo_box.setToolTip(
+            'Color space of the exported images.\n'
+            'Most likely the trainer expects sRGB!\n'
+            '\n'
+            'Use "feed through" to keep the color space as it is.\n'
+            'Use "sRGB (implicit, without profile)" to save in sRGB but don\'t embed the ICC profile to save 8k file size.')
         grid_layout.addWidget(color_space_combo_box, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
 
@@ -202,8 +206,7 @@ def __init__(self, parent, image_list_model: ImageListModel):
         grid_layout.addWidget(QLabel('Export directory'), grid_row, 0,
                               Qt.AlignmentFlag.AlignRight)
         self.export_directory_line_edit = SettingsLineEdit(
-            key='export_directory_path',
-            default=DEFAULT_SETTINGS['export_directory_path'])
+            key='export_directory_path')
         self.export_directory_line_edit.setMinimumWidth(500)
         self.export_directory_line_edit.setClearButtonEnabled(True)
         grid_layout.addWidget(self.export_directory_line_edit, grid_row, 1,
@@ -219,10 +222,10 @@ def __init__(self, parent, image_list_model: ImageListModel):
         grid_layout.addWidget(QLabel('Keep input directory structure'), grid_row, 0,
                               Qt.AlignmentFlag.AlignRight)
         keep_dir_structure_check_box = SettingsBigCheckBox(
-            key='export_keep_dir_structure',
-            default=DEFAULT_SETTINGS['export_keep_dir_structure'])
-        keep_dir_structure_check_box.setToolTip('Keep the subdirectory structure or export\n'
-                                                'all images in the same export directory')
+            key='export_keep_dir_structure')
+        keep_dir_structure_check_box.setToolTip(
+            'Keep the subdirectory structure or export\n'
+            'all images in the same export directory')
         grid_layout.addWidget(keep_dir_structure_check_box, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
 
@@ -230,15 +233,20 @@ def __init__(self, parent, image_list_model: ImageListModel):
         grid_layout.addWidget(QLabel('Statistics'), grid_row, 0,
                               Qt.AlignmentFlag.AlignRight)
         self.statistics_table = QTableWidget(0, 5, self)
-        self.statistics_table.setHorizontalHeaderLabels(['Width', 'Height', 'Count', 'Aspect ratio', 'Size utilization'])
+        self.statistics_table.setHorizontalHeaderLabels(
+            ['Width', 'Height', 'Count', 'Aspect ratio', 'Size utilization'])
         self.statistics_table.setMinimumWidth(500)
         grid_layout.addWidget(self.statistics_table, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
 
-        layout.addLayout(grid_layout)
+        self.layout.addLayout(grid_layout)
+
         export_button = QPushButton('Export')
-        export_button.clicked.connect(self.do_export)
-        layout.addWidget(export_button)
+        if self.image_list_model.rowCount() > 0:
+            export_button.clicked.connect(self.do_export)
+        else:
+            export_button.setEnabled(False)
+        self.layout.addWidget(export_button)
 
         # update display
         self.apply_preset(preset_combo_box.currentText(), False)
@@ -252,6 +260,7 @@ def apply_preset(self, value: str, do_value_change: bool = True):
         Slot to call when a new preset was selected to help the user to set
         important settings to a consistent state.
         """
+        inhibit_statistics_update_current = self.inhibit_statistics_update
         preset = Presets[value]
         if value == 'manual':
             self.resolution_spin_box.setEnabled(True)
@@ -262,7 +271,7 @@ def apply_preset(self, value: str, do_value_change: bool = True):
             self.resolution_spin_box.setEnabled(False)
             self.bucket_res_size_spin_box.setValue(preset[1]) if do_value_change else 0
             self.bucket_res_size_spin_box.setEnabled(False)
-            self.inhibit_statistics_update = False
+            self.inhibit_statistics_update = inhibit_statistics_update_current
             self.show_statistics()
         self.preferred_sizes_line_edit.setText(preset[2]) if do_value_change else 0
 
@@ -327,15 +336,18 @@ def show_statistics(self):
             (21, 9, 21/9),
         ]
         self.preferred_sizes = []
-        for res_str in re.split(r'\s*,\s*', self.settings.value('export_preferred_sizes')):
+        for res_str in re.split(r'\s*,\s*', self.settings.value('export_preferred_sizes') or ''):
             try:
+                if res_str == '':
+                    continue
                 size_str = res_str.split(':')
                 width = max(int(size_str[0]), int(size_str[1]))
                 height = min(int(size_str[0]), int(size_str[1]))
                 self.preferred_sizes.append((width, height))
                 if not width == height:
                     self.preferred_sizes.append((height, width))
-                # add exact aspect ratio of the preferred size to label it similar to the perfect one
+                # add exact aspect ratio of the preferred size to label it
+                # similar to the perfect one
                 aspect_ratio = width / height
                 for ar in aspect_ratios:
                     if abs(ar[2] - aspect_ratio) < 0.15:
@@ -343,13 +355,14 @@ def show_statistics(self):
                         break
             except ValueError:
                 # Handle cases where the resolution string is not in the correct format
-                print(f"Warning: Invalid resolution format: {res_str}. Skipping.")
+                print(f'Warning: Invalid resolution format: {res_str}. Skipping.')
                 continue # Skip to the next resolution if there's an error
 
         image_dimensions = defaultdict(int)
         for image_index in range(self.image_list_model.rowCount()):
             this_image = self.image_list_model.index(image_index).data(Qt.ItemDataRole.UserRole)
-            this_image.target_dimensions = self.target_dimensions(this_image.dimensions, resolution, upscaling, bucket_res)
+            this_image.target_dimensions = self.target_dimensions(
+                this_image.dimensions, resolution, upscaling, bucket_res)
             image_dimensions[this_image.target_dimensions] += 1
 
         sorted_dimensions = sorted(
@@ -499,6 +512,13 @@ def do_export(self):
         export_directory_path = Path(self.settings.value('export_directory_path', type=str))
         export_keep_dir_structure = self.settings.value('export_keep_dir_structure', type=bool)
         no_overwrite = True
+
+        image_count = self.image_list_model.rowCount()
+        self.progress_bar = QProgressBar(self)
+        self.progress_bar.setMinimum(0)
+        self.progress_bar.setMaximum(image_count)
+        self.layout.addWidget(self.progress_bar)
+
         if os.path.exists(export_directory_path):
             if os.path.isfile(export_directory_path):
                 QMessageBox.critical(
@@ -541,7 +561,8 @@ def do_export(self):
             save_profile = False
         bucket_strategy = self.settings.value('export_bucket_strategy', type=str)
 
-        for image_index in range(self.image_list_model.rowCount()):
+        for image_index in range(image_count):
+            self.progress_bar.setValue(image_index)
             image_entry = self.image_list_model.index(image_index).data(Qt.ItemDataRole.UserRole)
             if export_keep_dir_structure:
                 relative_path = image_entry.path.relative_to(directory_path)
diff --git a/taggui/dialogs/settings_dialog.py b/taggui/dialogs/settings_dialog.py
index 8fb2956b..49d27f70 100644
--- a/taggui/dialogs/settings_dialog.py
+++ b/taggui/dialogs/settings_dialog.py
@@ -33,19 +33,17 @@ def __init__(self, parent):
                               Qt.AlignmentFlag.AlignRight)
 
         font_size_spin_box = SettingsSpinBox(
-            key='font_size', default=DEFAULT_SETTINGS['font_size'],
+            key='font_size',
             minimum=1, maximum=99)
         font_size_spin_box.valueChanged.connect(self.show_restart_warning)
         # Images that are too small cause lag, so set a minimum width.
         image_list_image_width_spin_box = SettingsSpinBox(
             key='image_list_image_width',
-            default=DEFAULT_SETTINGS['image_list_image_width'],
             minimum=16, maximum=9999)
         image_list_image_width_spin_box.valueChanged.connect(
             self.show_restart_warning)
         self.insert_space_after_tag_separator_check_box = SettingsBigCheckBox(
-            key='insert_space_after_tag_separator',
-            default=DEFAULT_SETTINGS['insert_space_after_tag_separator'])
+            key='insert_space_after_tag_separator')
         self.insert_space_after_tag_separator_check_box.stateChanged.connect(
             self.show_restart_warning)
         tag_separator_line_edit = QLineEdit()
@@ -60,8 +58,7 @@ def __init__(self, parent):
         tag_separator_line_edit.textChanged.connect(
             self.handle_tag_separator_change)
         autocomplete_tags_check_box = SettingsBigCheckBox(
-            key='autocomplete_tags',
-            default=DEFAULT_SETTINGS['autocomplete_tags'])
+            key='autocomplete_tags')
         autocomplete_tags_check_box.stateChanged.connect(
             self.show_restart_warning)
         self.models_directory_line_edit = SettingsLineEdit(
@@ -76,8 +73,7 @@ def __init__(self, parent):
             int(models_directory_button.sizeHint().width() * 1.3))
         models_directory_button.clicked.connect(self.set_models_directory_path)
         file_types_line_edit = SettingsLineEdit(
-            key='image_list_file_formats',
-            default=DEFAULT_SETTINGS['image_list_file_formats'])
+            key='image_list_file_formats')
         file_types_line_edit.setMinimumWidth(400)
         file_types_line_edit.textChanged.connect(self.show_restart_warning)
 
diff --git a/taggui/utils/settings_widgets.py b/taggui/utils/settings_widgets.py
index 43b0b5ec..3369b618 100644
--- a/taggui/utils/settings_widgets.py
+++ b/taggui/utils/settings_widgets.py
@@ -4,14 +4,16 @@
 
 from utils.big_widgets import BigCheckBox
 from utils.focused_scroll_mixin import FocusedScrollMixin
-from utils.settings import get_settings
+from utils.settings import DEFAULT_SETTINGS, get_settings
 
 
 class SettingsBigCheckBox(BigCheckBox):
-    def __init__(self, key: str, default: bool, text: str | None = None):
+    def __init__(self, key: str, default: bool | None = None, text: str | None = None):
         super().__init__(text)
         settings = get_settings()
-        self.setChecked(settings.value(key, default, type=bool))
+        if not settings.contains(key):
+            settings.setValue(key, default or DEFAULT_SETTINGS.get(key))
+        self.setChecked(settings.value(key, type=bool))
         self.stateChanged.connect(
             lambda state: settings.setValue(
                 key, state == Qt.CheckState.Checked.value))
@@ -20,12 +22,13 @@ def __init__(self, key: str, default: bool, text: str | None = None):
 class SettingsComboBox(QComboBox):
     def __init__(self, key: str, default: str | None = None):
         super().__init__()
-        self.key = key
-        self.default = default
         self.settings = get_settings()
+        self.key = key
+        if not self.settings.contains(key):
+            self.settings.setValue(key, default or DEFAULT_SETTINGS.get(key))
 
     def addItems(self, texts: list[str]):
-        setting: str = self.settings.value(self.key, self.default, type=str)
+        setting: str = self.settings.value(self.key, type=str)
         super().addItems(texts)
         self.currentTextChanged.connect(
             lambda text: self.settings.setValue(self.key, text))
@@ -50,11 +53,13 @@ def __init__(self, key: str, default: float, minimum: float,
 
 
 class SettingsSpinBox(QSpinBox):
-    def __init__(self, key: str, default: int, minimum: int, maximum: int):
+    def __init__(self, key: str, minimum: int, maximum: int, default: int | None = None):
         super().__init__()
         self.setRange(minimum, maximum)
         settings = get_settings()
-        self.setValue(settings.value(key, default, type=int))
+        if not settings.contains(key):
+            settings.setValue(key, default or DEFAULT_SETTINGS.get(key))
+        self.setValue(settings.value(key, type=int))
         self.valueChanged.connect(lambda value: settings.setValue(key, value))
 
 
@@ -63,17 +68,21 @@ class FocusedScrollSettingsSpinBox(FocusedScrollMixin, SettingsSpinBox):
 
 
 class SettingsLineEdit(QLineEdit):
-    def __init__(self, key: str, default: str = ''):
+    def __init__(self, key: str, default: str | None = None):
         super().__init__()
         settings = get_settings()
-        self.setText(settings.value(key, default, type=str))
+        if not settings.contains(key):
+            settings.setValue(key, default or DEFAULT_SETTINGS.get(key, ''))
+        self.setText(settings.value(key, type=str))
         self.textChanged.connect(lambda text: settings.setValue(key, text))
 
 
 class SettingsPlainTextEdit(QPlainTextEdit):
-    def __init__(self, key: str, default: str = ''):
+    def __init__(self, key: str, default: str | None = None):
         super().__init__()
         settings = get_settings()
-        self.setPlainText(settings.value(key, default, type=str))
+        if not settings.contains(key):
+            settings.setValue(key, default or DEFAULT_SETTINGS.get(key, ''))
+        self.setPlainText(settings.value(key, type=str))
         self.textChanged.connect(lambda: settings.setValue(key,
                                                            self.toPlainText()))

From 1adce1585732bd1444df5ffbec8bc3ee09aec07b Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Fri, 7 Feb 2025 00:08:55 +0100
Subject: [PATCH 11/82] Use new default infrastructure

---
 taggui/dialogs/export_dialog.py | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index b3997bb3..13c045d8 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -322,9 +322,9 @@ def show_statistics(self):
             return
 
         self.resolution_cache = {}
-        resolution = self.resolution_spin_box.value()
-        upscaling = self.upscaling_check_box.isChecked()
-        bucket_res = self.bucket_res_size_spin_box.value()
+        resolution = self.settings.value('export_resolution', type=int)
+        upscaling = self.settings.value('export_upscaling', type=int)
+        bucket_res = self.settings.value('export_bucket_res_size', type=int)
 
         # notable aspect ratios
         aspect_ratios = [
@@ -549,11 +549,11 @@ def do_export(self):
             )
             return
 
-        resolution = self.resolution_spin_box.value()
-        upscaling = self.upscaling_check_box.isChecked()
-        bucket_res = self.bucket_res_size_spin_box.value()
-        export_format = self.format_combo_box.currentText()
-        quality = self.quality_spin_box.value()
+        resolution = self.settings.value('export_resolution', type=int)
+        upscaling = self.settings.value('export_upscaling', type=int)
+        bucket_res = self.settings.value('export_bucket_res_size', type=int)
+        export_format = self.settings.value('export_format', type=str)
+        quality = self.settings.value('export_quality', type=int)
         color_space = self.settings.value('export_color_space', type=str)
         save_profile = True
         if color_space == 'sRGB (implicit, without profile)':

From 3fa1021ec66c4be2d11800a8a0e7730ab23d2cf5 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Fri, 7 Feb 2025 00:40:27 +0100
Subject: [PATCH 12/82] Fix broken tagging

---
 taggui/dialogs/export_dialog.py   | 3 ++-
 taggui/dialogs/settings_dialog.py | 3 +--
 taggui/utils/image.py             | 2 +-
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 13c045d8..7c5d3ed3 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -355,7 +355,8 @@ def show_statistics(self):
                         break
             except ValueError:
                 # Handle cases where the resolution string is not in the correct format
-                print(f'Warning: Invalid resolution format: {res_str}. Skipping.')
+                print(f'Warning: Invalid resolution format: {res_str}. Skipping.',
+                      file=sys.stderr)
                 continue # Skip to the next resolution if there's an error
 
         image_dimensions = defaultdict(int)
diff --git a/taggui/dialogs/settings_dialog.py b/taggui/dialogs/settings_dialog.py
index 49d27f70..ee8d6140 100644
--- a/taggui/dialogs/settings_dialog.py
+++ b/taggui/dialogs/settings_dialog.py
@@ -62,8 +62,7 @@ def __init__(self, parent):
         autocomplete_tags_check_box.stateChanged.connect(
             self.show_restart_warning)
         self.models_directory_line_edit = SettingsLineEdit(
-            key='models_directory_path',
-            default=DEFAULT_SETTINGS['models_directory_path'])
+            key='models_directory_path')
         self.models_directory_line_edit.setMinimumWidth(400)
         self.models_directory_line_edit.setClearButtonEnabled(True)
         self.models_directory_line_edit.textChanged.connect(
diff --git a/taggui/utils/image.py b/taggui/utils/image.py
index 96554486..17091470 100644
--- a/taggui/utils/image.py
+++ b/taggui/utils/image.py
@@ -8,6 +8,6 @@
 class Image:
     path: Path
     dimensions: tuple[int, int] | None
-    target_dimensions: tuple[int, int] | None
     tags: list[str] = field(default_factory=list)
+    target_dimensions: tuple[int, int] | None = None
     thumbnail: QIcon | None = None

From ff0e0bedc180ae53efe5923c867d988dd758b0ec Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Fri, 7 Feb 2025 10:39:40 +0100
Subject: [PATCH 13/82] Finetune sharpening

---
 taggui/dialogs/export_dialog.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 7c5d3ed3..ba9298d7 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -606,7 +606,7 @@ def do_export(self):
                 # resize with the best method available
                 resized_image = image_file.resize((new_width, new_height), Image.LANCZOS)
                 # followed by a slight sharpening as it should be done
-                sharpend_image = resized_image.filter(ImageFilter.UnsharpMask(radius = 0.5, percent = 100, threshold = 3))
+                sharpend_image = resized_image.filter(ImageFilter.UnsharpMask(radius = 0.5, percent = 50, threshold = 0))
             else:
                 sharpend_image = image_file
 

From e5325db9f07c847e304d875b983c86e32ebe4c37 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Wed, 12 Feb 2025 22:30:39 +0100
Subject: [PATCH 14/82] Add export with the JPEG XL format

Advantages are smaller file sizes when compression is acceptable
(quality < 100) or lossless compression with quality = 100. Also the
alpha channel is supported and kept in the images.

Note 1: this only adds support for the export function, and is not general
JPEG XL support for taggui. There is the fork https://github.com/yggdrasil75/taggui
that does exactly this.

Note 2: You might need `pip install pillow-jxl-plugin` beforehand to
be able to export into JPEG XL.
---
 taggui/dialogs/export_dialog.py | 24 ++++++++++++++++++++----
 1 file changed, 20 insertions(+), 4 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index ba9298d7..4b6c0a91 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -20,6 +20,11 @@
                                     SettingsSpinBox, SettingsComboBox)
 from models.image_list_model import ImageListModel
 
+try:
+    import pillow_jxl
+except ModuleNotFoundError:
+    pass
+
 Presets = {
     'manual': (0, 0, '1:1, 2:1, 3:2, 4:3, 16:9, 21:9'),
     'Direct feed through': (0, 1, '1:1, 2:1, 3:2, 4:3, 16:9, 21:9'),
@@ -29,11 +34,13 @@
 
 class ExportFormat(str, Enum):
     JPG = '.jpg - JPEG'
+    JPGXL = '.jxl - JPEG XL'
     PNG = '.png - PNG'
     WEBP = '.webp - WEBP'
 
 ExportFormatDict = {
     ExportFormat.JPG: 'jpeg',
+    ExportFormat.JPGXL: 'jxl',
     ExportFormat.PNG: 'png',
     ExportFormat.WEBP: 'webp'
 }
@@ -161,7 +168,12 @@ def __init__(self, parent, image_list_model: ImageListModel):
         format_layout = QHBoxLayout()
         format_layout.setContentsMargins(0, 0, 0, 0)
         self.format_combo_box = SettingsComboBox(key='export_format')
-        self.format_combo_box.addItems(list(ExportFormat))
+        supported_extensions = set(Image.registered_extensions().keys())
+        supported_formats = [
+            format for format in ExportFormat
+            if any(ext in supported_extensions for ext in format.value.split(' - ')[0].split(','))
+        ]
+        self.format_combo_box.addItems(supported_formats)
         self.format_combo_box.currentTextChanged.connect(self.format_change)
         format_layout.addWidget(self.format_combo_box,
                               Qt.AlignmentFlag.AlignLeft)
@@ -296,6 +308,9 @@ def format_change(self, export_format: ExportFormat, do_value_change: bool = Tru
         if export_format == ExportFormat.JPG:
             self.quality_spin_box.setValue(75) if do_value_change else 0
             self.quality_spin_box.setEnabled(True)
+        if export_format == ExportFormat.JPGXL:
+            self.quality_spin_box.setValue(100) if do_value_change else 0
+            self.quality_spin_box.setEnabled(True)
         elif export_format == ExportFormat.PNG:
             self.quality_spin_box.setValue(100) if do_value_change else 0
             self.quality_spin_box.setEnabled(False)
@@ -615,9 +630,10 @@ def do_export(self):
             crop_width = floor((current_width - image_entry.target_dimensions[0]) / 2)
             crop_height = floor((current_height - image_entry.target_dimensions[1]) / 2)
             cropped_image = sharpend_image.crop((crop_width, crop_height, current_width - crop_width, current_height - crop_height))
+            lossless = quality > 99
 
             if color_space == "feed through (don't touch)":
-                cropped_image.save(export_path, format=ExportFormatDict[export_format], quality=quality, icc_profile=cropped_image.info.get('icc_profile'))
+                cropped_image.save(export_path, format=ExportFormatDict[export_format], quality=quality, icc_profile=cropped_image.info.get('icc_profile'), lossless=lossless)
             else:
                 source_profile_raw = image_file.info.get('icc_profile')
                 if source_profile_raw is None: # assume sRGB
@@ -627,7 +643,7 @@ def do_export(self):
                 target_profile = ImageCms.ImageCmsProfile(io.BytesIO(target_profile_raw))
                 final_image = ImageCms.profileToProfile(cropped_image, source_profile, target_profile)
                 if save_profile:
-                    final_image.save(export_path, format=ExportFormatDict[export_format], quality=quality, icc_profile=target_profile.tobytes())
+                    final_image.save(export_path, format=ExportFormatDict[export_format], quality=quality, icc_profile=target_profile.tobytes(), lossless=lossless)
                 else:
-                    final_image.save(export_path, format=ExportFormatDict[export_format], quality=quality, icc_profile=None)
+                    final_image.save(export_path, format=ExportFormatDict[export_format], quality=quality, icc_profile=None, lossless=lossless)
         self.close()

From 6abcaa2a36b556e29d6af642336da0bd1fccacd9 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Fri, 14 Feb 2025 00:04:30 +0100
Subject: [PATCH 15/82] Allow export to respect filter and selection of images

---
 taggui/dialogs/export_dialog.py | 61 +++++++++++++++++++++++++--------
 taggui/utils/settings.py        |  1 +
 taggui/widgets/main_window.py   |  2 +-
 3 files changed, 48 insertions(+), 16 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 4b6c0a91..c06a0056 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -18,13 +18,18 @@
 from utils.settings import DEFAULT_SETTINGS, get_settings
 from utils.settings_widgets import (SettingsBigCheckBox, SettingsLineEdit,
                                     SettingsSpinBox, SettingsComboBox)
-from models.image_list_model import ImageListModel
+from widgets.image_list import ImageList
 
 try:
     import pillow_jxl
 except ModuleNotFoundError:
     pass
 
+class ExportFilter(str, Enum):
+    NONE = 'All images'
+    FILTERED = 'Filtered images'
+    SELECTED = 'Selected images'
+
 Presets = {
     'manual': (0, 0, '1:1, 2:1, 3:2, 4:3, 16:9, 21:9'),
     'Direct feed through': (0, 1, '1:1, 2:1, 3:2, 4:3, 16:9, 21:9'),
@@ -61,12 +66,12 @@ class BucketStrategy(str, Enum):
     CROP_SCALE = 'crop and scale'
 
 class ExportDialog(QDialog):
-    def __init__(self, parent, image_list_model: ImageListModel):
+    def __init__(self, parent, image_list: ImageList):
         """
         Main method to create the export dialog.
         """
         super().__init__(parent)
-        self.image_list_model = image_list_model
+        self.image_list_view = image_list.list_view
         self.settings = get_settings()
         self.inhibit_statistics_update = True
         self.resolution_cache: dict[tuple, tuple] = {}
@@ -80,6 +85,15 @@ def __init__(self, parent, image_list_model: ImageListModel):
         grid_layout.setColumnStretch(1, 1)
 
         grid_row = 0
+        grid_layout.addWidget(QLabel('Image selection'), grid_row, 0,
+                              Qt.AlignmentFlag.AlignRight)
+        preset_combo_box = SettingsComboBox(key='export_filter')
+        preset_combo_box.addItems(list(ExportFilter))
+        preset_combo_box.currentTextChanged.connect(self.show_statistics)
+        grid_layout.addWidget(preset_combo_box, grid_row, 1,
+                              Qt.AlignmentFlag.AlignLeft)
+
+        grid_row += 1
         grid_layout.addWidget(QLabel('Preset'), grid_row, 0,
                               Qt.AlignmentFlag.AlignRight)
         preset_combo_box = SettingsComboBox(key='export_preset')
@@ -253,12 +267,10 @@ def __init__(self, parent, image_list_model: ImageListModel):
 
         self.layout.addLayout(grid_layout)
 
-        export_button = QPushButton('Export')
-        if self.image_list_model.rowCount() > 0:
-            export_button.clicked.connect(self.do_export)
-        else:
-            export_button.setEnabled(False)
-        self.layout.addWidget(export_button)
+        self.export_button = QPushButton('Export')
+        self.export_button.clicked.connect(self.do_export)
+        self.export_button.setEnabled(False)
+        self.layout.addWidget(self.export_button)
 
         # update display
         self.apply_preset(preset_combo_box.currentText(), False)
@@ -374,9 +386,9 @@ def show_statistics(self):
                       file=sys.stderr)
                 continue # Skip to the next resolution if there's an error
 
+        image_list = self.get_image_list()
         image_dimensions = defaultdict(int)
-        for image_index in range(self.image_list_model.rowCount()):
-            this_image = self.image_list_model.index(image_index).data(Qt.ItemDataRole.UserRole)
+        for this_image in image_list:
             this_image.target_dimensions = self.target_dimensions(
                 this_image.dimensions, resolution, upscaling, bucket_res)
             image_dimensions[this_image.target_dimensions] += 1
@@ -385,6 +397,8 @@ def show_statistics(self):
                 image_dimensions.items(),
                 key=lambda x: x[0][0] / x[0][1]  # Sort by width/height ratio
             )
+        self.export_button.setEnabled(len(image_list) > 0)
+
 
         self.statistics_table.setRowCount(0) # clear old data
         for dimensions, count in sorted_dimensions:
@@ -529,10 +543,10 @@ def do_export(self):
         export_keep_dir_structure = self.settings.value('export_keep_dir_structure', type=bool)
         no_overwrite = True
 
-        image_count = self.image_list_model.rowCount()
+        image_list = self.get_image_list()
         self.progress_bar = QProgressBar(self)
         self.progress_bar.setMinimum(0)
-        self.progress_bar.setMaximum(image_count)
+        self.progress_bar.setMaximum(len(image_list))
         self.layout.addWidget(self.progress_bar)
 
         if os.path.exists(export_directory_path):
@@ -577,9 +591,8 @@ def do_export(self):
             save_profile = False
         bucket_strategy = self.settings.value('export_bucket_strategy', type=str)
 
-        for image_index in range(image_count):
+        for image_index, image_entry in enumerate(self.get_image_list()):
             self.progress_bar.setValue(image_index)
-            image_entry = self.image_list_model.index(image_index).data(Qt.ItemDataRole.UserRole)
             if export_keep_dir_structure:
                 relative_path = image_entry.path.relative_to(directory_path)
                 export_path = export_directory_path / relative_path
@@ -647,3 +660,21 @@ def do_export(self):
                 else:
                     final_image.save(export_path, format=ExportFormatDict[export_format], quality=quality, icc_profile=None, lossless=lossless)
         self.close()
+
+    def get_image_list(self):
+        if self.settings.value('export_filter') == ExportFilter.FILTERED:
+            images = self.image_list_view.proxy_image_list_model.sourceModel()
+            image_list = []
+            for row in range(self.image_list_view.proxy_image_list_model.sourceModel().rowCount()):
+                source_index = self.image_list_view.proxy_image_list_model.sourceModel().index(row, 0)
+                proxy_index = self.image_list_view.proxy_image_list_model.mapFromSource(source_index)
+                if proxy_index.isValid():
+                    image_list.append(source_index.data(Qt.ItemDataRole.UserRole))
+        elif self.settings.value('export_filter') == ExportFilter.SELECTED:
+            images = self.image_list_view.proxy_image_list_model.sourceModel()
+            image_list = [image_index.data(Qt.ItemDataRole.UserRole) for image_index in self.image_list_view.get_selected_image_indices()]
+        else: # ExportFilter.NONE
+            images = self.image_list_view.proxy_image_list_model.sourceModel()
+            image_list = [images.index(image_index).data(Qt.ItemDataRole.UserRole) for image_index in range(images.rowCount())]
+
+        return image_list
diff --git a/taggui/utils/settings.py b/taggui/utils/settings.py
index d256d2c4..8d4ba547 100644
--- a/taggui/utils/settings.py
+++ b/taggui/utils/settings.py
@@ -10,6 +10,7 @@
     'insert_space_after_tag_separator': True,
     'autocomplete_tags': True,
     'models_directory_path': '',
+    'export_filter': 'All images',
     'export_preset': 'SDXL, SD3, Flux',
     'export_resolution': 1024,
     'export_bucket_res_size': 64,
diff --git a/taggui/widgets/main_window.py b/taggui/widgets/main_window.py
index cdddff32..f270e296 100644
--- a/taggui/widgets/main_window.py
+++ b/taggui/widgets/main_window.py
@@ -294,7 +294,7 @@ def reload_directory(self):
 
     @Slot()
     def export_images_dialog(self):
-        export_dialog = ExportDialog(parent=self, image_list_model=self.image_list_model)
+        export_dialog = ExportDialog(parent=self, image_list=self.image_list)
         export_dialog.exec()
         return
 

From 1ba3949e67b9390220bbfc4271388ec6f7075a21 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Fri, 14 Feb 2025 17:24:26 +0100
Subject: [PATCH 16/82] Add possibility to filter for image size

---
 README.md                               | 13 +++++++++++++
 taggui/models/proxy_image_list_model.py | 10 ++++++++++
 taggui/widgets/image_list.py            |  4 ++--
 3 files changed, 25 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index ec25985b..19ae0fc1 100644
--- a/README.md
+++ b/README.md
@@ -143,6 +143,9 @@ apply:
 - `path`: Images that contain the filter term in the full file path
     - `path:cat` will match images such as `C:\Users\cats\dog.jpg` or
       `/home/dogs/cat.jpg`.
+- `size`: Images that have the given size, stated in double colon separated
+  numbers.
+    - `size:512:512` will match images of the dimension 512x512 pixels.
 - You can also use a filter term with no prefix to filter for images that
   contain the term in either the caption or the file path.
     - `cat` will match images containing `cat` in the caption or file path.
@@ -165,6 +168,9 @@ comparison.
       caption.
     - `tokens:<=50` will match images that have 50 or fewer tokens in the
       caption.
+- `x` and `y`: will match images with the specified x or y dimension.
+    - `x:>512` will match images where the width is greater than 512 pixels.
+    - `y:=1024` will match images where the height is exactly 1024 pixels.
 
 ### Spaces and quotes
 
@@ -260,6 +266,13 @@ The `Edit` menu contains additional features for batch tag operations, such as
 Exporting the images to a directory allows different options. By choosing the
 preset for the target AI model many important settings are automatically set.
 
+`Image selection`:
+Select whether all images, or those with the current filter or only the
+currently selected images should be exported.
+
+`Preset`:
+Choose a given preset or `manual` to set your own values.
+
 `Resolution`:
 The native resolution of the model, like 1024 for SDXL or Flux.
 
diff --git a/taggui/models/proxy_image_list_model.py b/taggui/models/proxy_image_list_model.py
index b730c059..734ed6c6 100644
--- a/taggui/models/proxy_image_list_model.py
+++ b/taggui/models/proxy_image_list_model.py
@@ -37,6 +37,12 @@ def does_image_match_filter(self, image: Image,
                 return fnmatchcase(image.path.name, f'*{filter_[1]}*')
             if filter_[0] == 'path':
                 return fnmatchcase(str(image.path), f'*{filter_[1]}*')
+            if filter_[0] == 'size':
+                # accept any dimension separator of [x:]
+                dimension = (filter_[1]).replace(':', 'x').split('x')
+                return (len(dimension) == 2
+                        and dimension[0] == str(image.dimensions[0])
+                        and dimension[1] == str(image.dimensions[1]))
         if filter_[1] == 'AND':
             return (self.does_image_match_filter(image, filter_[0])
                     and self.does_image_match_filter(image, filter_[2:]))
@@ -63,6 +69,10 @@ def does_image_match_filter(self, image: Image,
             caption = self.tag_separator.join(image.tags)
             # Subtract 2 for the `<|startoftext|>` and `<|endoftext|>` tokens.
             number_to_compare = len(self.tokenizer(caption).input_ids) - 2
+        elif filter_[0] == 'x':
+            number_to_compare = image.dimensions[0]
+        elif filter_[0] == 'y':
+            number_to_compare = image.dimensions[1]
         return comparison_operator(number_to_compare, int(filter_[2]))
 
     def filterAcceptsRow(self, source_row: int,
diff --git a/taggui/widgets/image_list.py b/taggui/widgets/image_list.py
index 18af0eb0..c8dab6ad 100644
--- a/taggui/widgets/image_list.py
+++ b/taggui/widgets/image_list.py
@@ -48,12 +48,12 @@ def __init__(self):
                                     | QuotedString(quote_char="'",
                                                    esc_char='\\')
                                     | Word(printables, exclude_chars='()'))
-        string_filter_keys = ['tag', 'caption', 'name', 'path']
+        string_filter_keys = ['tag', 'caption', 'name', 'path', 'size']
         string_filter_expressions = [Group(CaselessLiteral(key) + Suppress(':')
                                            + optionally_quoted_string)
                                      for key in string_filter_keys]
         comparison_operator = one_of('= == != < > <= >=')
-        number_filter_keys = ['tags', 'chars', 'tokens']
+        number_filter_keys = ['tags', 'chars', 'tokens', 'x', 'y']
         number_filter_expressions = [Group(CaselessLiteral(key) + Suppress(':')
                                            + comparison_operator + Word(nums))
                                      for key in number_filter_keys]

From 466d20bdb20be45636eb3e5c0de04f00888d88ed Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sat, 15 Feb 2025 01:10:36 +0100
Subject: [PATCH 17/82] Add filtering for target size.

Also refactor the code a bit to be able to use the target size
calculation more easily in (future) other modules as well.
---
 taggui/dialogs/export_dialog.py         | 161 +++++-------------------
 taggui/models/proxy_image_list_model.py |  10 +-
 taggui/utils/target_dimension.py        | 143 +++++++++++++++++++++
 taggui/widgets/image_list.py            |   2 +-
 4 files changed, 184 insertions(+), 132 deletions(-)
 create mode 100644 taggui/utils/target_dimension.py

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index c06a0056..5420a2b5 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -2,8 +2,7 @@
 from collections import defaultdict
 import os
 import io
-import re
-from math import floor, sqrt
+from math import floor
 from pathlib import Path
 import shutil
 
@@ -12,12 +11,14 @@
 from PySide6.QtWidgets import (QWidget, QDialog, QFileDialog, QGridLayout,
                                QLabel, QLineEdit, QPushButton, QTableWidget,
                                QTableWidgetItem, QProgressBar, QMessageBox,
-                               QVBoxLayout, QHBoxLayout, QSizePolicy)
+                               QVBoxLayout, QHBoxLayout, QSizePolicy,
+                               QAbstractItemView)
 from PIL import Image, ImageFilter, ImageCms
 
 from utils.settings import DEFAULT_SETTINGS, get_settings
 from utils.settings_widgets import (SettingsBigCheckBox, SettingsLineEdit,
                                     SettingsSpinBox, SettingsComboBox)
+import utils.target_dimension as target_dimension
 from widgets.image_list import ImageList
 
 try:
@@ -71,10 +72,9 @@ def __init__(self, parent, image_list: ImageList):
         Main method to create the export dialog.
         """
         super().__init__(parent)
-        self.image_list_view = image_list.list_view
+        self.image_list = image_list
         self.settings = get_settings()
         self.inhibit_statistics_update = True
-        self.resolution_cache: dict[tuple, tuple] = {}
         self.setWindowTitle('Export')
         self.layout = QVBoxLayout(self)
         self.layout.setContentsMargins(20, 20, 20, 20)
@@ -262,6 +262,8 @@ def __init__(self, parent, image_list: ImageList):
         self.statistics_table.setHorizontalHeaderLabels(
             ['Width', 'Height', 'Count', 'Aspect ratio', 'Size utilization'])
         self.statistics_table.setMinimumWidth(500)
+        self.statistics_table.setEditTriggers(QAbstractItemView.NoEditTriggers)
+        self.statistics_table.itemDoubleClicked.connect(self.set_filter)
         grid_layout.addWidget(self.statistics_table, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
 
@@ -348,7 +350,6 @@ def show_statistics(self):
         if self.inhibit_statistics_update:
             return
 
-        self.resolution_cache = {}
         resolution = self.settings.value('export_resolution', type=int)
         upscaling = self.settings.value('export_upscaling', type=int)
         bucket_res = self.settings.value('export_bucket_res_size', type=int)
@@ -362,36 +363,15 @@ def show_statistics(self):
             (16, 9, 16/9),
             (21, 9, 21/9),
         ]
-        self.preferred_sizes = []
-        for res_str in re.split(r'\s*,\s*', self.settings.value('export_preferred_sizes') or ''):
-            try:
-                if res_str == '':
-                    continue
-                size_str = res_str.split(':')
-                width = max(int(size_str[0]), int(size_str[1]))
-                height = min(int(size_str[0]), int(size_str[1]))
-                self.preferred_sizes.append((width, height))
-                if not width == height:
-                    self.preferred_sizes.append((height, width))
-                # add exact aspect ratio of the preferred size to label it
-                # similar to the perfect one
-                aspect_ratio = width / height
-                for ar in aspect_ratios:
-                    if abs(ar[2] - aspect_ratio) < 0.15:
-                        aspect_ratios.append((ar[0], ar[1], aspect_ratio))
-                        break
-            except ValueError:
-                # Handle cases where the resolution string is not in the correct format
-                print(f'Warning: Invalid resolution format: {res_str}. Skipping.',
-                      file=sys.stderr)
-                continue # Skip to the next resolution if there's an error
+        aspect_ratios = target_dimension.prepare(aspect_ratios)
 
         image_list = self.get_image_list()
         image_dimensions = defaultdict(int)
         for this_image in image_list:
-            this_image.target_dimensions = self.target_dimensions(
-                this_image.dimensions, resolution, upscaling, bucket_res)
+            this_image.target_dimensions = target_dimension.get(
+                this_image.dimensions)
             image_dimensions[this_image.target_dimensions] += 1
+        self.image_list.proxy_image_list_model.invalidate()
 
         sorted_dimensions = sorted(
                 image_dimensions.items(),
@@ -420,98 +400,18 @@ def show_statistics(self):
             self.statistics_table.setItem(rowPosition, 3, QTableWidgetItem(f"{aspect_ratio:.3f}{notable_aspect_ratio}"))
             self.statistics_table.setItem(rowPosition, 4, QTableWidgetItem(f"{100*utilization:.1f}%"))
 
-    def target_dimensions(self, dimensions: tuple[int, int], resolution: int, upscaling: bool, bucket_res: int):
-        """
-        Determine the dimensions of an image it should have when it is exported.
-
-        Note: this gives the optimal answer and thus can be slower than the Kohya
-        bucket algorithm.
-
-        Parameters
-        ----------
-        dimensions : tuple[int, int]
-            The width and height of the image
-        resolution : int
-            The target resolution of the AI model. The target image pixels
-            will not exceed the square of this number
-        upscaling : bool
-            Is upscaling of images allowed?
-        bucket_res : int
-            The resolution of the buckets
-        """
-        width, height = dimensions
-        if resolution == 0:
-            # no rescale in this case, only cropping
-            return ((width // bucket_res)*bucket_res, (height // bucket_res)*bucket_res)
-
-        if width < bucket_res or height < bucket_res:
-            # it doesn't make sense to use such a small image. But we shouldn't
-            # patronize the user
-            return dimensions
-
-        if dimensions in self.resolution_cache:
-            return self.resolution_cache[dimensions]
-
-        preferred_sizes_bonus = 0.4 # reduce the loss by this factor
-
-        max_pixels = resolution * resolution
-        opt_width = resolution * sqrt(width/height)
-        opt_height = resolution * sqrt(height/width)
-        if not upscaling:
-            opt_width = min(width, opt_width)
-            opt_height = min(height, opt_height)
-
-        # test 1, guaranteed to find a solution: shrink and crop
-        # 1.1: exact width
-        candidate_width = (opt_width // bucket_res) * bucket_res
-        candidate_height = ((height * candidate_width / width) // bucket_res) * bucket_res
-        loss = ((height * candidate_width / width) - candidate_height) * candidate_width
-        if (candidate_width, candidate_height) in self.preferred_sizes:
-            loss *= preferred_sizes_bonus
-        # 1.2: exact height
-        test_height = (opt_height // bucket_res) * bucket_res
-        test_width = ((width * test_height / height) // bucket_res) * bucket_res
-        test_loss = ((width * test_height / height) - test_width) * test_height
-        if (test_height, test_width) in self.preferred_sizes:
-            test_loss *= preferred_sizes_bonus
-        if test_loss < loss:
-            candidate_width = test_width
-            candidate_height = test_height
-            loss = test_loss
-
-        # test 2, going bigger might still fit in the size budget due to cropping
-        # 2.1: exact width
-        for delta in range(1, 10):
-            test_width = (opt_width // bucket_res + delta) * bucket_res
-            test_height = ((height * test_width / width) // bucket_res) * bucket_res
-            if test_width * test_height > max_pixels:
-                break
-            if (test_width > width or test_height > height) and not upscaling:
-                break
-            test_loss = ((height * test_width / width) - test_height) * test_width
-            if (test_height, test_width) in self.preferred_sizes:
-                test_loss *= preferred_sizes_bonus
-            if test_loss < loss:
-                candidate_width = test_width
-                candidate_height = test_height
-                loss = test_loss
-        # 2.2: exact height
-        for delta in range(1, 10):
-            test_height = (opt_height // bucket_res + delta) * bucket_res
-            test_width = ((width * test_height / height) // bucket_res) * bucket_res
-            if test_width * test_height > max_pixels:
-                break
-            if (test_width > width or test_height > height) and not upscaling:
-                break
-            test_loss = ((width * test_height / height) - test_width) * test_height
-            if (test_height, test_width) in self.preferred_sizes:
-                test_loss *= preferred_sizes_bonus
-            if test_loss < loss:
-                candidate_width = test_width
-                candidate_height = test_height
-                loss = test_loss
-
-        return int(candidate_width), int(candidate_height)
+    @Slot()
+    def set_filter(self, selected_table_item):
+        row = selected_table_item.row()
+        width = self.statistics_table.model().index(row, 0).data()
+        height = self.statistics_table.model().index(row, 1).data()
+        filter = f'target:{width}:{height}'
+        text = self.image_list.filter_line_edit.text()
+        if text != '':
+            self.image_list.filter_line_edit.setText(f'{filter} AND ({text})')
+        else:
+            self.image_list.filter_line_edit.setText(filter)
+        self.close()
 
     @Slot()
     def set_export_directory_path(self):
@@ -662,19 +562,20 @@ def do_export(self):
         self.close()
 
     def get_image_list(self):
+        image_list_view = self.image_list.list_view
         if self.settings.value('export_filter') == ExportFilter.FILTERED:
-            images = self.image_list_view.proxy_image_list_model.sourceModel()
+            images = image_list_view.proxy_image_list_model.sourceModel()
             image_list = []
-            for row in range(self.image_list_view.proxy_image_list_model.sourceModel().rowCount()):
-                source_index = self.image_list_view.proxy_image_list_model.sourceModel().index(row, 0)
-                proxy_index = self.image_list_view.proxy_image_list_model.mapFromSource(source_index)
+            for row in range(image_list_view.proxy_image_list_model.sourceModel().rowCount()):
+                source_index = image_list_view.proxy_image_list_model.sourceModel().index(row, 0)
+                proxy_index = image_list_view.proxy_image_list_model.mapFromSource(source_index)
                 if proxy_index.isValid():
                     image_list.append(source_index.data(Qt.ItemDataRole.UserRole))
         elif self.settings.value('export_filter') == ExportFilter.SELECTED:
-            images = self.image_list_view.proxy_image_list_model.sourceModel()
-            image_list = [image_index.data(Qt.ItemDataRole.UserRole) for image_index in self.image_list_view.get_selected_image_indices()]
+            images = image_list_view.proxy_image_list_model.sourceModel()
+            image_list = [image_index.data(Qt.ItemDataRole.UserRole) for image_index in image_list_view.get_selected_image_indices()]
         else: # ExportFilter.NONE
-            images = self.image_list_view.proxy_image_list_model.sourceModel()
+            images = image_list_view.proxy_image_list_model.sourceModel()
             image_list = [images.index(image_index).data(Qt.ItemDataRole.UserRole) for image_index in range(images.rowCount())]
 
         return image_list
diff --git a/taggui/models/proxy_image_list_model.py b/taggui/models/proxy_image_list_model.py
index 734ed6c6..e848a90a 100644
--- a/taggui/models/proxy_image_list_model.py
+++ b/taggui/models/proxy_image_list_model.py
@@ -6,7 +6,7 @@
 
 from models.image_list_model import ImageListModel
 from utils.image import Image
-
+import utils.target_dimension as target_dimension
 
 class ProxyImageListModel(QSortFilterProxyModel):
     def __init__(self, image_list_model: ImageListModel,
@@ -43,6 +43,14 @@ def does_image_match_filter(self, image: Image,
                 return (len(dimension) == 2
                         and dimension[0] == str(image.dimensions[0])
                         and dimension[1] == str(image.dimensions[1]))
+            if filter_[0] == 'target':
+                # accept any dimension separator of [x:]
+                dimension = (filter_[1]).replace(':', 'x').split('x')
+                if image.target_dimensions == None:
+                    image.target_dimensions = target_dimension.get(image.dimensions)
+                return (len(dimension) == 2 #and image.target_dimensions != None
+                        and dimension[0] == str(image.target_dimensions[0])
+                        and dimension[1] == str(image.target_dimensions[1]))
         if filter_[1] == 'AND':
             return (self.does_image_match_filter(image, filter_[0])
                     and self.does_image_match_filter(image, filter_[2:]))
diff --git a/taggui/utils/target_dimension.py b/taggui/utils/target_dimension.py
new file mode 100644
index 00000000..b7cac27b
--- /dev/null
+++ b/taggui/utils/target_dimension.py
@@ -0,0 +1,143 @@
+from math import sqrt
+import re
+
+from utils.settings import DEFAULT_SETTINGS, get_settings
+
+# singleton data store
+_preferred_sizes : list[tuple[int, int]] | None = None
+
+def prepare(aspect_ratios : list[tuple[int, int, int]] | None = None) -> list[tuple[int, int, int]] | None:
+    """
+    Prepare by parsing the user supplied preferred sizes.
+
+    Parameters
+    ----------
+    aspect_ratios : list(tuple[int, int, int]) | None
+        A list of typical aspect ratios to take care of
+
+    Return
+    ------
+        The same list of aspect ratios (when supplied) but extrended by the real
+        aspect ratios of the preferred sizes.
+    """
+    global _preferred_sizes
+    _preferred_sizes = []
+    for res_str in re.split(r'\s*,\s*', get_settings().value('export_preferred_sizes') or ''):
+        try:
+            if res_str == '':
+                continue
+            size_str = res_str.split(':')
+            width = max(int(size_str[0]), int(size_str[1]))
+            height = min(int(size_str[0]), int(size_str[1]))
+            _preferred_sizes.append((width, height))
+            if not width == height:
+                _preferred_sizes.append((height, width))
+            if aspect_ratios != None:
+                # add exact aspect ratio of the preferred size to label it
+                # similar to the perfect one
+                aspect_ratio = width / height
+                for ar in aspect_ratios:
+                    if abs(ar[2] - aspect_ratio) < 0.15:
+                        aspect_ratios.append((ar[0], ar[1], aspect_ratio))
+                    break
+        except ValueError:
+            # Handle cases where the resolution string is not in the correct format
+            print(f'Warning: Invalid resolution format: {res_str}. Skipping.',
+                    file=sys.stderr)
+            continue # Skip to the next resolution if there's an error
+    return aspect_ratios
+
+def get(dimensions: tuple[int, int]):
+    """
+    Determine the dimensions of an image it should have when it is exported.
+
+    Note: this gives the optimal answer and thus can be slower than the Kohya
+    bucket algorithm.
+
+    Parameters
+    ----------
+    dimensions : tuple[int, int]
+        The width and height of the image
+    """
+    global _preferred_sizes
+    width, height = dimensions
+    # The target resolution of the AI model. The target image pixels
+    # will not exceed the square of this number
+    resolution = get_settings().value('export_resolution', defaultValue=DEFAULT_SETTINGS['export_resolution'], type=int)
+    # Is upscaling of images allowed?
+    upscaling = get_settings().value('export_upscaling', defaultValue=DEFAULT_SETTINGS['export_upscaling'], type=bool)
+    # The resolution of the buckets
+    bucket_res = get_settings().value('export_bucket_res_size', defaultValue=DEFAULT_SETTINGS['export_bucket_res_size'], type=int)
+
+    if not _preferred_sizes:
+        prepare()
+
+    if resolution == 0:
+        # no rescale in this case, only cropping
+        return ((width // bucket_res)*bucket_res, (height // bucket_res)*bucket_res)
+
+    if width < bucket_res or height < bucket_res:
+        # it doesn't make sense to use such a small image. But we shouldn't
+        # patronize the user
+        return dimensions
+
+    preferred_sizes_bonus = 0.4 # reduce the loss by this factor
+
+    max_pixels = resolution * resolution
+    opt_width = resolution * sqrt(width/height)
+    opt_height = resolution * sqrt(height/width)
+    if not upscaling:
+        opt_width = min(width, opt_width)
+        opt_height = min(height, opt_height)
+
+    # test 1, guaranteed to find a solution: shrink and crop
+    # 1.1: exact width
+    candidate_width = (opt_width // bucket_res) * bucket_res
+    candidate_height = ((height * candidate_width / width) // bucket_res) * bucket_res
+    loss = ((height * candidate_width / width) - candidate_height) * candidate_width
+    if (candidate_width, candidate_height) in _preferred_sizes:
+        loss *= preferred_sizes_bonus
+    # 1.2: exact height
+    test_height = (opt_height // bucket_res) * bucket_res
+    test_width = ((width * test_height / height) // bucket_res) * bucket_res
+    test_loss = ((width * test_height / height) - test_width) * test_height
+    if (test_height, test_width) in _preferred_sizes:
+        test_loss *= preferred_sizes_bonus
+    if test_loss < loss:
+        candidate_width = test_width
+        candidate_height = test_height
+        loss = test_loss
+
+    # test 2, going bigger might still fit in the size budget due to cropping
+    # 2.1: exact width
+    for delta in range(1, 10):
+        test_width = (opt_width // bucket_res + delta) * bucket_res
+        test_height = ((height * test_width / width) // bucket_res) * bucket_res
+        if test_width * test_height > max_pixels:
+            break
+        if (test_width > width or test_height > height) and not upscaling:
+            break
+        test_loss = ((height * test_width / width) - test_height) * test_width
+        if (test_height, test_width) in _preferred_sizes:
+            test_loss *= preferred_sizes_bonus
+            if test_loss < loss:
+                candidate_width = test_width
+                candidate_height = test_height
+                loss = test_loss
+    # 2.2: exact height
+    for delta in range(1, 10):
+        test_height = (opt_height // bucket_res + delta) * bucket_res
+        test_width = ((width * test_height / height) // bucket_res) * bucket_res
+        if test_width * test_height > max_pixels:
+            break
+        if (test_width > width or test_height > height) and not upscaling:
+            break
+        test_loss = ((width * test_height / height) - test_width) * test_height
+        if (test_height, test_width) in _preferred_sizes:
+            test_loss *= preferred_sizes_bonus
+        if test_loss < loss:
+            candidate_width = test_width
+            candidate_height = test_height
+            loss = test_loss
+
+    return int(candidate_width), int(candidate_height)
diff --git a/taggui/widgets/image_list.py b/taggui/widgets/image_list.py
index c8dab6ad..e2b3c142 100644
--- a/taggui/widgets/image_list.py
+++ b/taggui/widgets/image_list.py
@@ -48,7 +48,7 @@ def __init__(self):
                                     | QuotedString(quote_char="'",
                                                    esc_char='\\')
                                     | Word(printables, exclude_chars='()'))
-        string_filter_keys = ['tag', 'caption', 'name', 'path', 'size']
+        string_filter_keys = ['tag', 'caption', 'name', 'path', 'size', 'target']
         string_filter_expressions = [Group(CaselessLiteral(key) + Suppress(':')
                                            + optionally_quoted_string)
                                      for key in string_filter_keys]

From 570e937f13f5bdbeec6faf50745df8f5d811e960 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sat, 15 Feb 2025 01:15:30 +0100
Subject: [PATCH 18/82] Remove little left over

---
 taggui/models/proxy_image_list_model.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/taggui/models/proxy_image_list_model.py b/taggui/models/proxy_image_list_model.py
index e848a90a..45d6fcbe 100644
--- a/taggui/models/proxy_image_list_model.py
+++ b/taggui/models/proxy_image_list_model.py
@@ -48,7 +48,7 @@ def does_image_match_filter(self, image: Image,
                 dimension = (filter_[1]).replace(':', 'x').split('x')
                 if image.target_dimensions == None:
                     image.target_dimensions = target_dimension.get(image.dimensions)
-                return (len(dimension) == 2 #and image.target_dimensions != None
+                return (len(dimension) == 2
                         and dimension[0] == str(image.target_dimensions[0])
                         and dimension[1] == str(image.target_dimensions[1]))
         if filter_[1] == 'AND':

From ca6551fb37765addac33b7d4532d8ed8513e12ad Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sat, 15 Feb 2025 11:37:26 +0100
Subject: [PATCH 19/82] Add option to only export missing images

---
 taggui/dialogs/export_dialog.py | 12 ++++++++++--
 1 file changed, 10 insertions(+), 2 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 5420a2b5..7ecad394 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -442,6 +442,7 @@ def do_export(self):
         export_directory_path = Path(self.settings.value('export_directory_path', type=str))
         export_keep_dir_structure = self.settings.value('export_keep_dir_structure', type=bool)
         no_overwrite = True
+        only_missing = True
 
         image_list = self.get_image_list()
         self.progress_bar = QProgressBar(self)
@@ -462,8 +463,9 @@ def do_export(self):
                 msgBox.setIcon(QMessageBox.Warning)
                 msgBox.setWindowTitle('Path warning')
                 msgBox.setText('The export directory path is not empty')
-                overwrite_button = msgBox.addButton('Overwrite', QMessageBox.YesRole)
-                rename_button = msgBox.addButton('Rename', QMessageBox.NoRole)
+                overwrite_button = msgBox.addButton('Overwrite', QMessageBox.DestructiveRole)
+                rename_button = msgBox.addButton('Rename', QMessageBox.YesRole)
+                only_missing_button = msgBox.addButton('Only missing', QMessageBox.AcceptRole)
                 msgBox.addButton(QMessageBox.Cancel)
                 msgBox.setDefaultButton(QMessageBox.Cancel)
                 button = msgBox.exec_()
@@ -471,6 +473,9 @@ def do_export(self):
                     return
                 if msgBox.clickedButton() == overwrite_button:
                     no_overwrite = False
+                    only_missing = False
+                if msgBox.clickedButton() == rename_button:
+                    only_missing = False
         else:
             QMessageBox.critical(
                 self,
@@ -501,6 +506,9 @@ def do_export(self):
                 export_path = export_directory_path / image_entry.path.name
             export_path = export_path.with_suffix(export_format.split(' ', 1)[0])
 
+            if export_path.exists() and only_missing:
+                continue
+
             if no_overwrite:
                 stem = export_path.stem
                 counter = 0

From 5c020b07f425e7e41dd42a57354190d6295d28a6 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Thu, 20 Feb 2025 22:24:21 +0100
Subject: [PATCH 20/82] Change image_viewer to show rectangles and edit them.

Also change the Settings infrastructure to send a Signal
when a setting is changed.
---
 taggui/dialogs/export_dialog.py           |  43 +-
 taggui/dialogs/find_and_replace_dialog.py |   2 -
 taggui/dialogs/settings_dialog.py         |  13 +-
 taggui/models/image_list_model.py         |   3 +-
 taggui/run_gui.py                         |   3 +-
 taggui/utils/big_widgets.py               |   3 +-
 taggui/utils/image.py                     |   2 +
 taggui/utils/settings.py                  |  19 +-
 taggui/utils/settings_widgets.py          |  16 +-
 taggui/utils/target_dimension.py          |  26 +-
 taggui/widgets/auto_captioner.py          |   8 +-
 taggui/widgets/image_list.py              |   4 +-
 taggui/widgets/image_tags_editor.py       |   3 +-
 taggui/widgets/image_viewer.py            | 488 +++++++++++++---------
 taggui/widgets/main_window.py             |  33 +-
 15 files changed, 378 insertions(+), 288 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 7ecad394..736a4637 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -15,7 +15,7 @@
                                QAbstractItemView)
 from PIL import Image, ImageFilter, ImageCms
 
-from utils.settings import DEFAULT_SETTINGS, get_settings
+from utils.settings import DEFAULT_SETTINGS, settings
 from utils.settings_widgets import (SettingsBigCheckBox, SettingsLineEdit,
                                     SettingsSpinBox, SettingsComboBox)
 import utils.target_dimension as target_dimension
@@ -73,7 +73,6 @@ def __init__(self, parent, image_list: ImageList):
         """
         super().__init__(parent)
         self.image_list = image_list
-        self.settings = get_settings()
         self.inhibit_statistics_update = True
         self.setWindowTitle('Export')
         self.layout = QVBoxLayout(self)
@@ -207,8 +206,8 @@ def __init__(self, parent, image_list: ImageList):
         grid_layout.addWidget(format_widget, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
         # ensure correct enable/disable and background color of the quality
-        current_format = self.settings.value('export_format', type=str)
-        current_quality = self.settings.value('export_quality', type=int)
+        current_format = settings.value('export_format', type=str)
+        current_quality = settings.value('export_quality', type=int)
         self.format_change(current_format, False)
         self.quality_change(current_quality)
 
@@ -350,9 +349,9 @@ def show_statistics(self):
         if self.inhibit_statistics_update:
             return
 
-        resolution = self.settings.value('export_resolution', type=int)
-        upscaling = self.settings.value('export_upscaling', type=int)
-        bucket_res = self.settings.value('export_bucket_res_size', type=int)
+        resolution = settings.value('export_resolution', type=int)
+        upscaling = settings.value('export_upscaling', type=int)
+        bucket_res = settings.value('export_bucket_res_size', type=int)
 
         # notable aspect ratios
         aspect_ratios = [
@@ -418,13 +417,13 @@ def set_export_directory_path(self):
         """
         Set the path of the directory to export to.
         """
-        export_directory_path = self.settings.value(
+        export_directory_path = settings.value(
             'export_directory_path',
             defaultValue=DEFAULT_SETTINGS['export_directory_path'], type=str)
         if export_directory_path:
             initial_directory_path = export_directory_path
-        elif self.settings.contains('directory_path'):
-            initial_directory_path = self.settings.value('directory_path')
+        elif settings.contains('directory_path'):
+            initial_directory_path = settings.value('directory_path')
         else:
             initial_directory_path = ''
         export_directory_path = QFileDialog.getExistingDirectory(
@@ -438,9 +437,9 @@ def do_export(self):
         """
         Export all images with the configured settings.
         """
-        directory_path = self.settings.value('directory_path', type=str)
-        export_directory_path = Path(self.settings.value('export_directory_path', type=str))
-        export_keep_dir_structure = self.settings.value('export_keep_dir_structure', type=bool)
+        directory_path = settings.value('directory_path', type=str)
+        export_directory_path = Path(settings.value('export_directory_path', type=str))
+        export_keep_dir_structure = settings.value('export_keep_dir_structure', type=bool)
         no_overwrite = True
         only_missing = True
 
@@ -484,17 +483,17 @@ def do_export(self):
             )
             return
 
-        resolution = self.settings.value('export_resolution', type=int)
-        upscaling = self.settings.value('export_upscaling', type=int)
-        bucket_res = self.settings.value('export_bucket_res_size', type=int)
-        export_format = self.settings.value('export_format', type=str)
-        quality = self.settings.value('export_quality', type=int)
-        color_space = self.settings.value('export_color_space', type=str)
+        resolution = settings.value('export_resolution', type=int)
+        upscaling = settings.value('export_upscaling', type=int)
+        bucket_res = settings.value('export_bucket_res_size', type=int)
+        export_format = settings.value('export_format', type=str)
+        quality = settings.value('export_quality', type=int)
+        color_space = settings.value('export_color_space', type=str)
         save_profile = True
         if color_space == 'sRGB (implicit, without profile)':
             color_space = 'sRGB'
             save_profile = False
-        bucket_strategy = self.settings.value('export_bucket_strategy', type=str)
+        bucket_strategy = settings.value('export_bucket_strategy', type=str)
 
         for image_index, image_entry in enumerate(self.get_image_list()):
             self.progress_bar.setValue(image_index)
@@ -571,7 +570,7 @@ def do_export(self):
 
     def get_image_list(self):
         image_list_view = self.image_list.list_view
-        if self.settings.value('export_filter') == ExportFilter.FILTERED:
+        if settings.value('export_filter') == ExportFilter.FILTERED:
             images = image_list_view.proxy_image_list_model.sourceModel()
             image_list = []
             for row in range(image_list_view.proxy_image_list_model.sourceModel().rowCount()):
@@ -579,7 +578,7 @@ def get_image_list(self):
                 proxy_index = image_list_view.proxy_image_list_model.mapFromSource(source_index)
                 if proxy_index.isValid():
                     image_list.append(source_index.data(Qt.ItemDataRole.UserRole))
-        elif self.settings.value('export_filter') == ExportFilter.SELECTED:
+        elif settings.value('export_filter') == ExportFilter.SELECTED:
             images = image_list_view.proxy_image_list_model.sourceModel()
             image_list = [image_index.data(Qt.ItemDataRole.UserRole) for image_index in image_list_view.get_selected_image_indices()]
         else: # ExportFilter.NONE
diff --git a/taggui/dialogs/find_and_replace_dialog.py b/taggui/dialogs/find_and_replace_dialog.py
index f61f9e0e..3d8dc0f5 100644
--- a/taggui/dialogs/find_and_replace_dialog.py
+++ b/taggui/dialogs/find_and_replace_dialog.py
@@ -5,7 +5,6 @@
                                QVBoxLayout)
 
 from models.image_list_model import ImageListModel, Scope
-from utils.settings import get_settings
 from utils.settings_widgets import (SettingsBigCheckBox, SettingsComboBox,
                                     SettingsLineEdit)
 from utils.utils import pluralize
@@ -15,7 +14,6 @@ class FindAndReplaceDialog(QDialog):
     def __init__(self, parent, image_list_model: ImageListModel):
         super().__init__(parent)
         self.image_list_model = image_list_model
-        self.settings = get_settings()
         self.setWindowTitle('Find and Replace')
         layout = QVBoxLayout(self)
         layout.setContentsMargins(20, 20, 20, 20)
diff --git a/taggui/dialogs/settings_dialog.py b/taggui/dialogs/settings_dialog.py
index ee8d6140..4541865e 100644
--- a/taggui/dialogs/settings_dialog.py
+++ b/taggui/dialogs/settings_dialog.py
@@ -2,7 +2,7 @@
 from PySide6.QtWidgets import (QDialog, QFileDialog, QGridLayout, QLabel,
                                QLineEdit, QPushButton, QVBoxLayout)
 
-from utils.settings import DEFAULT_SETTINGS, get_settings
+from utils.settings import DEFAULT_SETTINGS, settings
 from utils.settings_widgets import (SettingsBigCheckBox, SettingsLineEdit,
                                     SettingsSpinBox)
 
@@ -10,7 +10,6 @@
 class SettingsDialog(QDialog):
     def __init__(self, parent):
         super().__init__(parent)
-        self.settings = get_settings()
         self.setWindowTitle('Settings')
         layout = QVBoxLayout(self)
         layout.setContentsMargins(20, 20, 20, 20)
@@ -47,7 +46,7 @@ def __init__(self, parent):
         self.insert_space_after_tag_separator_check_box.stateChanged.connect(
             self.show_restart_warning)
         tag_separator_line_edit = QLineEdit()
-        tag_separator = self.settings.value(
+        tag_separator = settings.value(
             'tag_separator', defaultValue=DEFAULT_SETTINGS['tag_separator'],
             type=str)
         if tag_separator == '\n':
@@ -128,18 +127,18 @@ def handle_tag_separator_change(self, tag_separator: str):
             self.disable_insert_space_after_tag_separator_check_box()
         else:
             self.insert_space_after_tag_separator_check_box.setEnabled(True)
-        self.settings.setValue('tag_separator', tag_separator)
+        settings.setValue('tag_separator', tag_separator)
         self.show_restart_warning()
 
     @Slot()
     def set_models_directory_path(self):
-        models_directory_path = self.settings.value(
+        models_directory_path = settings.value(
             'models_directory_path',
             defaultValue=DEFAULT_SETTINGS['models_directory_path'], type=str)
         if models_directory_path:
             initial_directory_path = models_directory_path
-        elif self.settings.contains('directory_path'):
-            initial_directory_path = self.settings.value('directory_path')
+        elif settings.contains('directory_path'):
+            initial_directory_path = settings.value('directory_path')
         else:
             initial_directory_path = ''
         models_directory_path = QFileDialog.getExistingDirectory(
diff --git a/taggui/models/image_list_model.py b/taggui/models/image_list_model.py
index 09e9127d..58992fd9 100644
--- a/taggui/models/image_list_model.py
+++ b/taggui/models/image_list_model.py
@@ -14,7 +14,7 @@
 from PySide6.QtWidgets import QMessageBox
 
 from utils.image import Image
-from utils.settings import DEFAULT_SETTINGS, get_settings
+from utils.settings import DEFAULT_SETTINGS, settings
 from utils.utils import get_confirmation_dialog_reply, pluralize
 
 UNDO_STACK_SIZE = 32
@@ -106,7 +106,6 @@ def load_directory(self, directory_path: Path):
         self.redo_stack.clear()
         self.update_undo_and_redo_actions_requested.emit()
         file_paths = get_file_paths(directory_path)
-        settings = get_settings()
         image_suffixes_string = settings.value(
             'image_list_file_formats',
             defaultValue=DEFAULT_SETTINGS['image_list_file_formats'], type=str)
diff --git a/taggui/run_gui.py b/taggui/run_gui.py
index 46b74a8c..5f19d722 100644
--- a/taggui/run_gui.py
+++ b/taggui/run_gui.py
@@ -8,7 +8,7 @@
 from PySide6.QtGui import QImageReader
 from PySide6.QtWidgets import QApplication, QMessageBox
 
-from utils.settings import get_settings
+from utils.settings import settings
 from widgets.main_window import MainWindow
 
 
@@ -49,7 +49,6 @@ def run_gui():
     try:
         run_gui()
     except Exception as exception:
-        settings = get_settings()
         settings.clear()
         error_message_box = QMessageBox()
         error_message_box.setWindowTitle('Error')
diff --git a/taggui/utils/big_widgets.py b/taggui/utils/big_widgets.py
index 098026bf..b0c7a5ab 100644
--- a/taggui/utils/big_widgets.py
+++ b/taggui/utils/big_widgets.py
@@ -1,6 +1,6 @@
 from PySide6.QtWidgets import QCheckBox, QPushButton
 
-from utils.settings import DEFAULT_SETTINGS, get_settings
+from utils.settings import DEFAULT_SETTINGS, settings
 
 
 class BigPushButton(QPushButton):
@@ -20,7 +20,6 @@ def __init__(self, text: str):
 class BigCheckBox(QCheckBox):
     def __init__(self, text: str | None = None):
         super().__init__(text)
-        settings = get_settings()
         font_size = settings.value(
             'font_size', defaultValue=DEFAULT_SETTINGS['font_size'], type=int)
         new_size = font_size * 1.5
diff --git a/taggui/utils/image.py b/taggui/utils/image.py
index 17091470..e01991ad 100644
--- a/taggui/utils/image.py
+++ b/taggui/utils/image.py
@@ -10,4 +10,6 @@ class Image:
     dimensions: tuple[int, int] | None
     tags: list[str] = field(default_factory=list)
     target_dimensions: tuple[int, int] | None = None
+    # store for each crop (x, y, width, height) the target dimension (width, heiht)
+    crops: dict[tuple[int, int, int, int], tuple[int, int]] | None = None
     thumbnail: QIcon | None = None
diff --git a/taggui/utils/settings.py b/taggui/utils/settings.py
index 8d4ba547..19dce534 100644
--- a/taggui/utils/settings.py
+++ b/taggui/utils/settings.py
@@ -1,4 +1,4 @@
-from PySide6.QtCore import QSettings
+from PySide6.QtCore import QSettings, Signal
 
 # Defaults for settings that are accessed from multiple places.
 DEFAULT_SETTINGS = {
@@ -25,13 +25,22 @@
 }
 
 
-def get_settings() -> QSettings:
-    settings = QSettings('taggui', 'taggui')
-    return settings
+class Settings(QSettings):
+    # Signal that shows that the setting with the given string was changes
+    change = Signal(str, object, name='settingsChanged')
+
+    def __init__(self):
+        super().__init__('taggui', 'taggui')
+
+    def setValue(self, key, value):
+        super().setValue(key, value)
+        self.change.emit(key, value)
+
+# Common shared instance to ensure the Signal is also shared
+settings = Settings()
 
 
 def get_tag_separator() -> str:
-    settings = get_settings()
     tag_separator = settings.value(
         'tag_separator', defaultValue=DEFAULT_SETTINGS['tag_separator'],
         type=str)
diff --git a/taggui/utils/settings_widgets.py b/taggui/utils/settings_widgets.py
index 3369b618..3c5ab8bf 100644
--- a/taggui/utils/settings_widgets.py
+++ b/taggui/utils/settings_widgets.py
@@ -4,13 +4,12 @@
 
 from utils.big_widgets import BigCheckBox
 from utils.focused_scroll_mixin import FocusedScrollMixin
-from utils.settings import DEFAULT_SETTINGS, get_settings
+from utils.settings import DEFAULT_SETTINGS, settings
 
 
 class SettingsBigCheckBox(BigCheckBox):
     def __init__(self, key: str, default: bool | None = None, text: str | None = None):
         super().__init__(text)
-        settings = get_settings()
         if not settings.contains(key):
             settings.setValue(key, default or DEFAULT_SETTINGS.get(key))
         self.setChecked(settings.value(key, type=bool))
@@ -22,16 +21,15 @@ def __init__(self, key: str, default: bool | None = None, text: str | None = Non
 class SettingsComboBox(QComboBox):
     def __init__(self, key: str, default: str | None = None):
         super().__init__()
-        self.settings = get_settings()
         self.key = key
-        if not self.settings.contains(key):
-            self.settings.setValue(key, default or DEFAULT_SETTINGS.get(key))
+        if not settings.contains(key):
+            settings.setValue(key, default or DEFAULT_SETTINGS.get(key))
 
     def addItems(self, texts: list[str]):
-        setting: str = self.settings.value(self.key, type=str)
+        setting: str = settings.value(self.key, type=str)
         super().addItems(texts)
         self.currentTextChanged.connect(
-            lambda text: self.settings.setValue(self.key, text))
+            lambda text: settings.setValue(self.key, text))
         if setting:
             self.setCurrentText(setting)
 
@@ -47,7 +45,6 @@ def __init__(self, key: str, default: float, minimum: float,
         # The range must be set here so that the setting value is not clamped
         # by the default range.
         self.setRange(minimum, maximum)
-        settings = get_settings()
         self.setValue(settings.value(key, default, type=float))
         self.valueChanged.connect(lambda value: settings.setValue(key, value))
 
@@ -56,7 +53,6 @@ class SettingsSpinBox(QSpinBox):
     def __init__(self, key: str, minimum: int, maximum: int, default: int | None = None):
         super().__init__()
         self.setRange(minimum, maximum)
-        settings = get_settings()
         if not settings.contains(key):
             settings.setValue(key, default or DEFAULT_SETTINGS.get(key))
         self.setValue(settings.value(key, type=int))
@@ -70,7 +66,6 @@ class FocusedScrollSettingsSpinBox(FocusedScrollMixin, SettingsSpinBox):
 class SettingsLineEdit(QLineEdit):
     def __init__(self, key: str, default: str | None = None):
         super().__init__()
-        settings = get_settings()
         if not settings.contains(key):
             settings.setValue(key, default or DEFAULT_SETTINGS.get(key, ''))
         self.setText(settings.value(key, type=str))
@@ -80,7 +75,6 @@ def __init__(self, key: str, default: str | None = None):
 class SettingsPlainTextEdit(QPlainTextEdit):
     def __init__(self, key: str, default: str | None = None):
         super().__init__()
-        settings = get_settings()
         if not settings.contains(key):
             settings.setValue(key, default or DEFAULT_SETTINGS.get(key, ''))
         self.setPlainText(settings.value(key, type=str))
diff --git a/taggui/utils/target_dimension.py b/taggui/utils/target_dimension.py
index b7cac27b..ca64a5f8 100644
--- a/taggui/utils/target_dimension.py
+++ b/taggui/utils/target_dimension.py
@@ -1,7 +1,7 @@
 from math import sqrt
 import re
 
-from utils.settings import DEFAULT_SETTINGS, get_settings
+from utils.settings import DEFAULT_SETTINGS, settings
 
 # singleton data store
 _preferred_sizes : list[tuple[int, int]] | None = None
@@ -22,7 +22,7 @@ def prepare(aspect_ratios : list[tuple[int, int, int]] | None = None) -> list[tu
     """
     global _preferred_sizes
     _preferred_sizes = []
-    for res_str in re.split(r'\s*,\s*', get_settings().value('export_preferred_sizes') or ''):
+    for res_str in re.split(r'\s*,\s*', settings.value('export_preferred_sizes') or ''):
         try:
             if res_str == '':
                 continue
@@ -63,11 +63,11 @@ def get(dimensions: tuple[int, int]):
     width, height = dimensions
     # The target resolution of the AI model. The target image pixels
     # will not exceed the square of this number
-    resolution = get_settings().value('export_resolution', defaultValue=DEFAULT_SETTINGS['export_resolution'], type=int)
+    resolution = settings.value('export_resolution', defaultValue=DEFAULT_SETTINGS['export_resolution'], type=int)
     # Is upscaling of images allowed?
-    upscaling = get_settings().value('export_upscaling', defaultValue=DEFAULT_SETTINGS['export_upscaling'], type=bool)
+    upscaling = settings.value('export_upscaling', defaultValue=DEFAULT_SETTINGS['export_upscaling'], type=bool)
     # The resolution of the buckets
-    bucket_res = get_settings().value('export_bucket_res_size', defaultValue=DEFAULT_SETTINGS['export_bucket_res_size'], type=int)
+    bucket_res = settings.value('export_bucket_res_size', defaultValue=DEFAULT_SETTINGS['export_bucket_res_size'], type=int)
 
     if not _preferred_sizes:
         prepare()
@@ -92,14 +92,14 @@ def get(dimensions: tuple[int, int]):
 
     # test 1, guaranteed to find a solution: shrink and crop
     # 1.1: exact width
-    candidate_width = (opt_width // bucket_res) * bucket_res
-    candidate_height = ((height * candidate_width / width) // bucket_res) * bucket_res
+    candidate_width = max(opt_width // bucket_res, 1) * bucket_res
+    candidate_height = max((height * candidate_width / width) // bucket_res, 1) * bucket_res
     loss = ((height * candidate_width / width) - candidate_height) * candidate_width
     if (candidate_width, candidate_height) in _preferred_sizes:
         loss *= preferred_sizes_bonus
     # 1.2: exact height
-    test_height = (opt_height // bucket_res) * bucket_res
-    test_width = ((width * test_height / height) // bucket_res) * bucket_res
+    test_height = max(opt_height // bucket_res, 1) * bucket_res
+    test_width = max((width * test_height / height) // bucket_res, 1) * bucket_res
     test_loss = ((width * test_height / height) - test_width) * test_height
     if (test_height, test_width) in _preferred_sizes:
         test_loss *= preferred_sizes_bonus
@@ -111,8 +111,8 @@ def get(dimensions: tuple[int, int]):
     # test 2, going bigger might still fit in the size budget due to cropping
     # 2.1: exact width
     for delta in range(1, 10):
-        test_width = (opt_width // bucket_res + delta) * bucket_res
-        test_height = ((height * test_width / width) // bucket_res) * bucket_res
+        test_width = max(opt_width // bucket_res + delta, 1) * bucket_res
+        test_height = max((height * test_width / width) // bucket_res, 1) * bucket_res
         if test_width * test_height > max_pixels:
             break
         if (test_width > width or test_height > height) and not upscaling:
@@ -126,8 +126,8 @@ def get(dimensions: tuple[int, int]):
                 loss = test_loss
     # 2.2: exact height
     for delta in range(1, 10):
-        test_height = (opt_height // bucket_res + delta) * bucket_res
-        test_width = ((width * test_height / height) // bucket_res) * bucket_res
+        test_height = max(opt_height // bucket_res + delta, 1) * bucket_res
+        test_width = max((width * test_height / height) // bucket_res, 1) * bucket_res
         if test_width * test_height > max_pixels:
             break
         if (test_width > width or test_height > height) and not upscaling:
diff --git a/taggui/widgets/auto_captioner.py b/taggui/widgets/auto_captioner.py
index 58935904..c8486c5b 100644
--- a/taggui/widgets/auto_captioner.py
+++ b/taggui/widgets/auto_captioner.py
@@ -15,7 +15,7 @@
 from models.image_list_model import ImageListModel
 from utils.big_widgets import TallPushButton
 from utils.enums import CaptionDevice, CaptionPosition
-from utils.settings import DEFAULT_SETTINGS, get_settings, get_tag_separator
+from utils.settings import DEFAULT_SETTINGS, settings, get_tag_separator
 from utils.settings_widgets import (FocusedScrollSettingsComboBox,
                                     FocusedScrollSettingsDoubleSpinBox,
                                     FocusedScrollSettingsSpinBox,
@@ -50,7 +50,6 @@ def __init__(self):
 class CaptionSettingsForm(QVBoxLayout):
     def __init__(self):
         super().__init__()
-        self.settings = get_settings()
         try:
             import bitsandbytes
             self.is_bitsandbytes_available = True
@@ -241,7 +240,7 @@ def __init__(self):
             self.load_in_4_bit_check_box.setChecked(False)
 
     def get_local_model_paths(self) -> list[str]:
-        models_directory_path = self.settings.value(
+        models_directory_path = settings.value(
             'models_directory_path',
             defaultValue=DEFAULT_SETTINGS['models_directory_path'], type=str)
         if not models_directory_path:
@@ -357,7 +356,6 @@ def __init__(self, image_list_model: ImageListModel,
         super().__init__()
         self.image_list_model = image_list_model
         self.image_list = image_list
-        self.settings = get_settings()
         self.is_captioning = False
         self.captioning_thread = None
         self.processor = None
@@ -482,7 +480,7 @@ def generate_captions(self):
             self.progress_bar.setValue(0)
             self.progress_bar.show()
         tag_separator = get_tag_separator()
-        models_directory_path = self.settings.value(
+        models_directory_path = settings.value(
             'models_directory_path',
             defaultValue=DEFAULT_SETTINGS['models_directory_path'], type=str)
         models_directory_path = (Path(models_directory_path)
diff --git a/taggui/widgets/image_list.py b/taggui/widgets/image_list.py
index e2b3c142..f51fdbab 100644
--- a/taggui/widgets/image_list.py
+++ b/taggui/widgets/image_list.py
@@ -18,7 +18,7 @@
 
 from models.proxy_image_list_model import ProxyImageListModel
 from utils.image import Image
-from utils.settings import get_settings
+from utils.settings import settings
 from utils.settings_widgets import SettingsComboBox
 from utils.utils import get_confirmation_dialog_reply, pluralize
 
@@ -235,7 +235,6 @@ def move_selected_images(self):
         caption = (f'Select directory to move {selected_image_count} selected '
                    f'{pluralize("Image", selected_image_count)} and '
                    f'{pluralize("caption", selected_image_count)} to')
-        settings = get_settings()
         move_directory_path = QFileDialog.getExistingDirectory(
             parent=self, caption=caption,
             dir=settings.value('directory_path', type=str))
@@ -262,7 +261,6 @@ def copy_selected_images(self):
         caption = (f'Select directory to copy {selected_image_count} selected '
                    f'{pluralize("Image", selected_image_count)} and '
                    f'{pluralize("caption", selected_image_count)} to')
-        settings = get_settings()
         copy_directory_path = QFileDialog.getExistingDirectory(
             parent=self, caption=caption,
             dir=settings.value('directory_path', type=str))
diff --git a/taggui/widgets/image_tags_editor.py b/taggui/widgets/image_tags_editor.py
index 65a85e05..d7b05427 100644
--- a/taggui/widgets/image_tags_editor.py
+++ b/taggui/widgets/image_tags_editor.py
@@ -9,7 +9,7 @@
 from models.proxy_image_list_model import ProxyImageListModel
 from models.tag_counter_model import TagCounterModel
 from utils.image import Image
-from utils.settings import DEFAULT_SETTINGS, get_settings
+from utils.settings import DEFAULT_SETTINGS, settings
 from utils.text_edit_item_delegate import TextEditItemDelegate
 from utils.utils import get_confirmation_dialog_reply
 from widgets.image_list import ImageList
@@ -30,7 +30,6 @@ def __init__(self, image_tag_list_model: QStringListModel,
 
         self.setPlaceholderText('Add Tag')
         self.setStyleSheet('padding: 8px;')
-        settings = get_settings()
         autocomplete_tags = settings.value(
             'autocomplete_tags',
             defaultValue=DEFAULT_SETTINGS['autocomplete_tags'], type=bool)
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index b15cc9ab..ca9ac12b 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -1,90 +1,226 @@
+from enum import Enum
+from math import floor
 from pathlib import Path
-from PySide6.QtCore import QModelIndex, QPoint, QPointF, QRect, QSize, Qt, Signal, Slot, QEvent
-from PySide6.QtGui import QCursor, QImageReader, QMouseEvent, QPixmap, QResizeEvent, QWheelEvent
-from PySide6.QtWidgets import (QFrame, QLabel, QScrollArea, QSizePolicy, QVBoxLayout,
-                               QWidget)
-
+from PySide6.QtCore import (QModelIndex, QPoint, QPointF, QRect, QRectF, QSize,
+                            QSizeF, Qt, Signal, Slot, QEvent)
+from PySide6.QtGui import (QCursor, QColor, QPainter, QPainterPath, QPen,
+                           QPixmap, QTransform)
+from PySide6.QtWidgets import (QGraphicsItem, QGraphicsPixmapItem,
+                               QGraphicsRectItem, QGraphicsScene, QGraphicsView,
+                               QVBoxLayout, QWidget)
+from utils.settings import settings
 from models.proxy_image_list_model import ProxyImageListModel
 from utils.image import Image
+import utils.target_dimension as target_dimension
+from dialogs.export_dialog import BucketStrategy
+
+class ImageMarking(str, Enum):
+    CROP = 'crop'
+    HINT = 'hint'
+    INCLUDE = 'include in mask'
+    EXCLUDE = 'exclude from mask'
+
+class RectPosition(str, Enum):
+    TL = 'top left'
+    TOP = 'top'
+    TR = 'top right'
+    RIGHT = 'right'
+    BR = 'bottom right'
+    BOTTOM = 'bottom'
+    BL = 'bottom left'
+    LEFT = 'left'
+
+class CustomRectItem(QGraphicsRectItem):
+    # the halfed size of the pen in local coordinates to make sure it stays the
+    # same during zooming
+    pen_half_width = 1.0
+    # the minimal size of the active area in scene coordinates
+    handle_half_size = 5
+    zoom_factor = 1.0
+    # The size of the image this rect belongs to
+    image_size = QRectF(0, 0, 1, 1)
+
+    def __init__(self, rect: QRect, rect_type: ImageMarking, target_size: QSize=None, parent=None):
+        super().__init__(rect.toRectF(), parent)
+        self.setFlag(QGraphicsItem.ItemIsSelectable, True)
+        self.setFlag(QGraphicsItem.ItemSendsScenePositionChanges, True)
+        self.setAcceptHoverEvents(True)
+        self.rect_type = rect_type
+        self.color = {
+            ImageMarking.CROP: Qt.blue,
+            ImageMarking.HINT: Qt.gray,
+            ImageMarking.INCLUDE: Qt.green,
+            ImageMarking.EXCLUDE: Qt.red,
+            }[rect_type]
+        self.target_size = target_size
+        self.handle_selected = None
+        self.mouse_press_pos = None
+        self.mouse_press_rect = None
+
+    def change_pen_half_width(self):
+        self.prepareGeometryChange()
+
+    def handleAt(self, point: QPointF) -> RectPosition | None:
+        handle_space = -min(self.pen_half_width - self.handle_half_size, 0)/self.zoom_factor
+        left = point.x() < self.rect().left() + handle_space
+        right = point.x() > self.rect().right() - handle_space
+        top = point.y() < self.rect().top() + handle_space
+        bottom = point.y() > self.rect().bottom() - handle_space
+        if top:
+            if left:
+                return RectPosition.TL
+            elif right:
+                return RectPosition.TR
+            return RectPosition.TOP
+        elif bottom:
+            if left:
+                return RectPosition.BL
+            elif right:
+                return RectPosition.BR
+            return RectPosition.BOTTOM
+        if left:
+            return RectPosition.LEFT
+        elif right:
+            return RectPosition.RIGHT
+
+        return None
+
+    def hoverMoveEvent(self, event):
+        handle = self.handleAt(event.pos())
+        if handle == RectPosition.TL or handle == RectPosition.BR:
+            self.setCursor(Qt.SizeFDiagCursor)
+        elif handle == RectPosition.TR or handle == RectPosition.BL:
+            self.setCursor(Qt.SizeBDiagCursor)
+        elif handle == RectPosition.TOP or handle == RectPosition.BOTTOM:
+            self.setCursor(Qt.SizeVerCursor)
+        elif handle == RectPosition.LEFT or handle == RectPosition.RIGHT:
+            self.setCursor(Qt.SizeHorCursor)
+        else:
+            self.setCursor(Qt.OpenHandCursor)
+            event.ignore()
+        super().hoverMoveEvent(event)
+
+    def mousePressEvent(self, event):
+        self.handle_selected = self.handleAt(event.pos())
+        if self.handle_selected:
+            self.mouse_press_pos = event.pos()
+            self.mouse_press_scene_pos = event.scenePos()
+            self.mouse_press_rect = self.rect()
+        else:
+            event.ignore()
+        super().mousePressEvent(event)
+
+    def mouseMoveEvent(self, event):
+        if self.handle_selected:
+            rect = self.rect()
+            pos_quantizised = event.scenePos().toPoint().toPointF()
+            if self.handle_selected == RectPosition.TL:
+                rect.setTopLeft(pos_quantizised)
+                if rect.width() < 0 and rect.height() < 0:
+                    self.handle_selected = RectPosition.BR
+                elif rect.width() < 0:
+                    self.handle_selected = RectPosition.TR
+                elif rect.height() < 0:
+                    self.handle_selected = RectPosition.BL
+            elif self.handle_selected == RectPosition.TOP:
+                rect.setTop(pos_quantizised.y())
+                if rect.height() < 0:
+                    self.handle_selected = RectPosition.BOTTOM
+            elif self.handle_selected == RectPosition.TR:
+                rect.setTopRight(pos_quantizised)
+                if rect.width() < 0 and rect.height() < 0:
+                    self.handle_selected = RectPosition.BL
+                elif rect.width() < 0:
+                    self.handle_selected = RectPosition.TL
+                elif rect.height() < 0:
+                    self.handle_selected = RectPosition.BR
+            elif self.handle_selected == RectPosition.RIGHT:
+                rect.setRight(pos_quantizised.x())
+                if rect.width() < 0:
+                    self.handle_selected = RectPosition.LEFT
+            elif self.handle_selected == RectPosition.BR:
+                rect.setBottomRight(pos_quantizised)
+                if rect.width() < 0 and rect.height() < 0:
+                    self.handle_selected = RectPosition.TL
+                elif rect.width() < 0:
+                    self.handle_selected = RectPosition.BL
+                elif rect.height() < 0:
+                    self.handle_selected = RectPosition.TR
+            elif self.handle_selected == RectPosition.BOTTOM:
+                rect.setBottom(pos_quantizised.y())
+                if rect.height() < 0:
+                    self.handle_selected = RectPosition.TOP
+            elif self.handle_selected == RectPosition.BL:
+                rect.setBottomLeft(pos_quantizised)
+                if rect.width() < 0 and rect.height() < 0:
+                    self.handle_selected = RectPosition.TR
+                elif rect.width() < 0:
+                    self.handle_selected = RectPosition.BR
+                elif rect.height() < 0:
+                    self.handle_selected = RectPosition.TL
+            elif self.handle_selected == RectPosition.LEFT:
+                rect.setLeft(pos_quantizised.x())
+                if rect.width() < 0:
+                    self.handle_selected = RectPosition.RIGHT
+
+            if rect.width() == 0 or rect.height() == 0:
+                self.setRect(rect)
+            else:
+                rect = rect.intersected(self.image_size)
+                self.setRect(rect)
+                self.size_changed()
+        super().mouseMoveEvent(event)
 
-class ImageLabel(QLabel):
-    def __init__(self, scroll_area):
-        super().__init__()
-        self.scroll_area = scroll_area
-        self.image_path = None
-        self.is_zoom_to_fit = True
-        self.zoom_factor = 1.0
-        self.in_update = False
-        self.setAlignment(Qt.AlignmentFlag.AlignCenter)
-        self.setSizePolicy(QSizePolicy.Policy.Expanding,
-                           QSizePolicy.Policy.Expanding)
-        self.setScaledContents(False)
-
-    def resizeEvent(self, event: QResizeEvent):
-        """Resize the image whenever the label is resized."""
-        if self.image_path:
-            self.update_image()
-
-    def load_image(self, image_path: Path):
-        self.image_path = image_path
-        image_reader = QImageReader(str(self.image_path))
-        # Rotate the image according to the orientation tag.
-        image_reader.setAutoTransform(True)
-        self.pixmap_orig = QPixmap.fromImageReader(image_reader)
-        self.pixmap_orig.setDevicePixelRatio(self.devicePixelRatio())
-        self.update_image()
-
-    def update_image(self):
-        if not self.pixmap_orig or self.in_update:
-            return
-
-        self.in_update = True
-
-        if self.is_zoom_to_fit:
-            self.zoom_factor = self.zoom_fit_ratio()
-
-        pixmap = self.pixmap_orig.scaled(
-            self.pixmap_orig.size() * self.pixmap_orig.devicePixelRatio() * self.zoom_factor,
-            Qt.AspectRatioMode.KeepAspectRatio,
-            Qt.TransformationMode.SmoothTransformation)
-        self.setPixmap(pixmap)
-        self.adjustSize()
-        self.in_update = False
-
-    def zoom_in(self):
-        self.is_zoom_to_fit = False # No longer zoom to fit
-        self.zoom_factor = min(self.zoom_factor * 1.25, 4)
-        self.update_image()
-
-    def zoom_out(self):
-        self.is_zoom_to_fit = False # No longer zoom to fit
-        zoom_fit_ratio = self.zoom_fit_ratio()
-        self.zoom_factor = max(self.zoom_factor / 1.25, min(self.zoom_fit_ratio(), 1.0))
-        if self.zoom_factor == zoom_fit_ratio:
-            self.is_zoom_to_fit = True # At the limit? Activate fit mode again
-        self.update_image()
-
-    def zoom_original(self):
-        self.is_zoom_to_fit = False # No longer zoom to fit
-        self.zoom_factor = 1.0
-        self.update_image()
-
-    def zoom_fit(self):
-        self.is_zoom_to_fit = True
-        self.update_image()
-
-    def zoom_fit_ratio(self):
-        widget_width = self.scroll_area.viewport().width()
-        widget_height = self.scroll_area.viewport().height()
-        image_width = self.pixmap_orig.width()
-        image_height = self.pixmap_orig.height()
-
-        if image_width > 0 and image_height > 0:
-            width_ratio = widget_width / image_width
-            height_ratio = widget_height / image_height
-            return min(width_ratio, height_ratio)
+    def mouseReleaseEvent(self, event):
+        if self.handle_selected:
+            self.handle_selected = None
+        super().mouseReleaseEvent(event)
 
-        return 1.0 # this should not happen anyway
+    def paint(self, painter, option, widget=None):
+        if self.rect_type == ImageMarking.CROP:
+            painter.setPen(Qt.NoPen)
+            painter.setBrush(QColor(255, 0, 0, 127))
+            path = QPainterPath()
+            path.addRect(self.rect())
+            to_crop = self.rect().size() - self.target_size
+            path.addRect(QRectF(QPointF(self.rect().x()+to_crop.width()/2,
+                                        self.rect().y()+to_crop.height()/2), self.target_size))
+            painter.drawPath(path)
+
+        pen_half_width = self.pen_half_width / self.zoom_factor
+        pen = QPen(self.color, 2*pen_half_width, Qt.SolidLine, Qt.RoundCap, Qt.RoundJoin)
+        painter.setPen(pen)
+        painter.setBrush(Qt.NoBrush)
+        painter.drawRect(self.rect().adjusted(-pen_half_width, -pen_half_width,
+                                              pen_half_width, pen_half_width))
+
+    def shape(self):
+        path = super().shape()
+        adjust = (self.pen_half_width + max(self.pen_half_width,
+                                            self.handle_half_size))/self.zoom_factor
+        path.addRect(self.rect().adjusted(-adjust, -adjust, adjust, adjust))
+        return path
+
+    def boundingRect(self):
+        adjust = (self.pen_half_width + max(self.pen_half_width,
+                                            self.handle_half_size))/self.zoom_factor
+        return self.rect().adjusted(-adjust, -adjust, adjust, adjust)
+
+    def size_changed(self):
+        if self.rect_type == ImageMarking.CROP:
+            bucket_strategy = settings.value('export_bucket_strategy', type=str)
+            current = self.rect().size()
+            if bucket_strategy == BucketStrategy.SCALE:
+                self.target_size = current
+            else: # CROP or CROP_SCALE
+                target_width, target_height = target_dimension.get(current.toTuple())
+                if current.height() * target_width / current.width() < target_height: # too wide
+                    scale = current.height() / target_height
+                else: # too high
+                    scale = current.width() / target_width
+                self.target_size = QSize(target_width*scale, target_height*scale)
+                if bucket_strategy == BucketStrategy.CROP_SCALE:
+                    self.target_size = (self.target_size + current.toSize())/2
 
 class ImageViewer(QWidget):
     zoom = Signal(float, name='zoomChanged')
@@ -92,149 +228,111 @@ class ImageViewer(QWidget):
     def __init__(self, proxy_image_list_model: ProxyImageListModel):
         super().__init__()
         self.proxy_image_list_model = proxy_image_list_model
-        self.drag_start_pos = None
-        self.drag_image_pos = None
-
-        self.scroll_area = QScrollArea()
-        self.scroll_area.setFrameStyle(QFrame.NoFrame)
-        self.scroll_area.setWidgetResizable(True)
-        self.scroll_area.setHorizontalScrollBarPolicy(Qt.ScrollBarAsNeeded)
-        self.scroll_area.setVerticalScrollBarPolicy(Qt.ScrollBarAsNeeded)
-        # Install event filter on the scroll area as the wheelEvent handler
-        # didn't catch everything leading to strange bugs during zooming
-        self.scroll_area.viewport().installEventFilter(self)
-        layout = QVBoxLayout(self)
-        layout.addWidget(self.scroll_area)
+        CustomRectItem.pen_half_width = round(self.devicePixelRatio())
+        CustomRectItem.zoom_factor = 1.0
+        self.is_zoom_to_fit = True
+        self.scene = QGraphicsScene()
+        self.view = QGraphicsView(self.scene)
+        self.view.setRenderHint(QPainter.Antialiasing)
+        self.view.setDragMode(QGraphicsView.ScrollHandDrag)
+        self.view.setTransformationAnchor(QGraphicsView.AnchorUnderMouse)
+        self.view.setResizeAnchor(QGraphicsView.AnchorUnderMouse)
+        settings.change.connect(self.setting_change)
+
+        layout = QVBoxLayout()
+        layout.addWidget(self.view)
         self.setLayout(layout)
 
+        self.image_item: QGraphicsPixmapItem|None = None
+        self.rect_items: list[CustomRectItem] = []
 
-        self.image_label = ImageLabel(self.scroll_area)
-        self.scroll_area.setWidget(self.image_label)
+        self.view.wheelEvent = self.wheelEvent
 
     @Slot()
     def load_image(self, proxy_image_index: QModelIndex):
         image: Image = self.proxy_image_list_model.data(
             proxy_image_index, Qt.ItemDataRole.UserRole)
-        self.image_label.load_image(image.path)
-        self.zoom_emit()
+
+        pixmap = QPixmap(str(image.path))
+        if self.image_item:
+            self.scene.removeItem(self.image_item)
+        self.image_item = QGraphicsPixmapItem(pixmap)
+        self.scene.addItem(self.image_item)
+        self.scene.setSceneRect(self.image_item.boundingRect()
+                                .adjusted(-1, -1, 1, 1)) # space for rect border
+        CustomRectItem.image_size = self.image_item.boundingRect()
+        self.zoom_fit()
+
+        image.crops = {(10,20,70,140): (64,128)}
+        image.hints = [(200,220,100,100), (250,270,100,200)]
+        for rect, target in image.crops.items():
+            self.add_rectangle(QRect(*rect), ImageMarking.CROP, QSize(*target))
+        for rect in image.hints:
+            self.add_rectangle(QRect(*rect), ImageMarking.HINT)
+
+    @Slot()
+    def setting_change(self, key, value):
+        if key == 'export_bucket_strategy':
+            for rect in self.rect_items:
+                rect.size_changed()
+            self.scene.invalidate()
 
     @Slot()
     def zoom_in(self, center_pos: QPoint = None):
-        factors = self.get_scroll_area_factors()
-        self.image_label.zoom_in()
-        self.move_scroll_area(factors)
+        CustomRectItem.zoom_factor = min(CustomRectItem.zoom_factor * 1.25, 16)
+        self.is_zoom_to_fit = False
         self.zoom_emit()
 
     @Slot()
     def zoom_out(self, center_pos: QPoint = None):
-        factors = self.get_scroll_area_factors()
-        self.image_label.zoom_out()
-        self.move_scroll_area(factors)
+        view = self.view.viewport().size()
+        scene = self.scene.sceneRect()
+        CustomRectItem.zoom_factor = max(CustomRectItem.zoom_factor / 1.25,
+                                         min(view.width()/scene.width(),
+                                             view.height()/scene.height()))
+        self.is_zoom_to_fit = False
         self.zoom_emit()
 
     @Slot()
     def zoom_original(self):
-        factors = self.get_scroll_area_factors()
-        self.image_label.zoom_original()
-        self.move_scroll_area(factors)
+        CustomRectItem.zoom_factor = 1.0
+        self.is_zoom_to_fit = False
         self.zoom_emit()
 
     @Slot()
     def zoom_fit(self):
-        self.image_label.zoom_fit()
+        self.view.fitInView(self.scene.sceneRect(), Qt.KeepAspectRatio)
+        CustomRectItem.zoom_factor = self.view.transform().m11()
+        self.is_zoom_to_fit = True
         self.zoom_emit()
 
     def zoom_emit(self):
-        if self.image_label.is_zoom_to_fit:
+        transform = self.view.transform()
+        self.view.setTransform(QTransform(
+            CustomRectItem.zoom_factor, transform.m12(), transform.m13(),
+            transform.m21(), CustomRectItem.zoom_factor, transform.m23(),
+            transform.m31(), transform.m32(), transform.m33()))
+        if self.is_zoom_to_fit:
             self.zoom.emit(-1)
         else:
-            self.zoom.emit(self.image_label.zoom_factor)
+            self.zoom.emit(CustomRectItem.zoom_factor)
 
-    def mousePressEvent(self, event: QMouseEvent):
-        if event.button() == Qt.MouseButton.MiddleButton:
-            # Reset zoom - and toggle between original size and fit mode
-            if self.image_label.is_zoom_to_fit:
-                self.zoom_original()
-            else:
-                self.zoom_fit()
-        elif event.button() == Qt.MouseButton.LeftButton:
-            self.drag_start_pos = event.pos()
-            self.drag_image_pos = (self.scroll_area.horizontalScrollBar().value(), self.scroll_area.verticalScrollBar().value())
-            self.setCursor(QCursor(Qt.CursorShape.ClosedHandCursor))
-        else:
-            super().mousePressEvent(event)
+    def wheelEvent(self, event):
+        old_pos = self.view.mapToScene(event.position().toPoint())
 
-    def mouseMoveEvent(self, event: QMouseEvent):
-        if self.drag_start_pos:
-            delta = event.pos() - self.drag_start_pos
-            self.scroll_area.horizontalScrollBar().setValue(self.drag_image_pos[0] - delta.x())
-            self.scroll_area.verticalScrollBar().setValue(self.drag_image_pos[1] - delta.y())
-        super().mouseMoveEvent(event)
+        if event.angleDelta().y() > 0:
+            self.zoom_in()
+        else:
+            self.zoom_out()
 
-    def mouseReleaseEvent(self, event: QMouseEvent):
-        if event.button() == Qt.MouseButton.LeftButton:
-            self.drag_start_pos = None
-            self.drag_image_pos = None
-            self.setCursor(QCursor(Qt.CursorShape.ArrowCursor))
-        super().mouseReleaseEvent(event)
+        new_pos = self.view.mapToScene(event.position().toPoint())
+        delta = new_pos - old_pos
+        self.view.translate(delta.x(), delta.y())
 
-    def eventFilter(self, source, event):
-        if event.type() == QEvent.Wheel:
-            if event.modifiers() & Qt.ControlModifier:
-                # Handle the control key + mouse wheel event
-                factors = self.get_scroll_area_factors(event.position())
-
-                if event.angleDelta().y() > 0:
-                    self.zoom_in()
-                else:
-                    self.zoom_out()
-
-                self.move_scroll_area(factors)
-                return True  # Event is handled
-        return super().eventFilter(source, event)
-
-    def get_scroll_area_factors(self, position: QPointF | None = None) -> tuple[float, float, float, float]:
-        """
-        Get the factos (fractions, percentages) of the mouse position on the
-        image as well as it on the scroll area.
-        """
-        widgetPos = self.image_label.geometry()
-        image_size = self.image_label.pixmap_orig.size()*self.image_label.zoom_factor
-        if image_size.width() < self.scroll_area.viewport().width():
-            offset_x = (self.scroll_area.width() - image_size.width())/2
-        else:
-            offset_x = 0
-        if image_size.height() < self.scroll_area.viewport().height():
-            offset_y = (self.scroll_area.height() - image_size.height())/2
-        else:
-            offset_y = 0
+    def add_rectangle(self, rect: QRect, rect_type: ImageMarking, size: QSize = None):
+        rect_item = CustomRectItem(rect, rect_type, size)
+        self.scene.addItem(rect_item)
+        self.rect_items.append(rect_item)
 
-        if position:
-            img_fac_x = (position.x()-widgetPos.x()-offset_x)/image_size.width()
-            img_fac_y = (position.y()-widgetPos.y()-offset_y)/image_size.height()
-            scroll_area_fac_x = position.x() / self.scroll_area.viewport().width()
-            scroll_area_fac_y = position.y() / self.scroll_area.viewport().height()
-        else:
-            # No position -> assume center
-            img_fac_x = (self.scroll_area.viewport().width()/2-widgetPos.x()-offset_x)/image_size.width()
-            img_fac_y = (self.scroll_area.viewport().height()/2-widgetPos.y()-offset_y)/image_size.height()
-            scroll_area_fac_x = 0.5
-            scroll_area_fac_y = 0.5
-
-        return (img_fac_x, img_fac_y, scroll_area_fac_x, scroll_area_fac_y)
-
-    def move_scroll_area(self, factors):
-        """
-        Move the image in the scroll area so that the (fractional) position
-        on the image appears on the (fractional) position of the scroll area
-        """
-        img_fac_x, img_fac_y, scroll_area_fac_x, scroll_area_fac_y = factors
-        image_size = self.image_label.pixmap_orig.size()*self.image_label.zoom_factor
-        if image_size.width() > self.scroll_area.viewport().width():
-            viewport_x = scroll_area_fac_x * self.scroll_area.viewport().width()
-            scroll_area_x = img_fac_x * image_size.width()
-            self.scroll_area.horizontalScrollBar().setValue(scroll_area_x - viewport_x)
-        if image_size.height() > self.scroll_area.viewport().height():
-            viewport_y = scroll_area_fac_y * self.scroll_area.viewport().height()
-            scroll_area_y = img_fac_y * image_size.height()
-            self.scroll_area.verticalScrollBar().setValue(scroll_area_y - viewport_y)
+    def resizeEvent(self, event):
+        super().resizeEvent(event)
diff --git a/taggui/widgets/main_window.py b/taggui/widgets/main_window.py
index f270e296..d3465fa2 100644
--- a/taggui/widgets/main_window.py
+++ b/taggui/widgets/main_window.py
@@ -19,7 +19,7 @@
 from utils.big_widgets import BigPushButton
 from utils.image import Image
 from utils.key_press_forwarder import KeyPressForwarder
-from utils.settings import DEFAULT_SETTINGS, get_settings, get_tag_separator
+from utils.settings import DEFAULT_SETTINGS, settings, get_tag_separator
 from utils.shortcut_remover import ShortcutRemover
 from utils.utils import get_resource_path, pluralize
 from widgets.all_tags_editor import AllTagsEditor
@@ -37,11 +37,10 @@ class MainWindow(QMainWindow):
     def __init__(self, app: QApplication):
         super().__init__()
         self.app = app
-        self.settings = get_settings()
         # The path of the currently loaded directory. This is set later when a
         # directory is loaded.
         self.directory_path = None
-        image_list_image_width = self.settings.value(
+        image_list_image_width = settings.value(
             'image_list_image_width',
             defaultValue=DEFAULT_SETTINGS['image_list_image_width'], type=int)
         tag_separator = get_tag_separator()
@@ -207,13 +206,13 @@ def __init__(self, app: QApplication):
 
     def closeEvent(self, event: QCloseEvent):
         """Save the window geometry and state before closing."""
-        self.settings.setValue('geometry', self.saveGeometry())
-        self.settings.setValue('window_state', self.saveState())
+        settings.setValue('geometry', self.saveGeometry())
+        settings.setValue('window_state', self.saveState())
         super().closeEvent(event)
 
     def set_font_size(self):
         font = self.app.font()
-        font_size = self.settings.value(
+        font_size = settings.value(
             'font_size', defaultValue=DEFAULT_SETTINGS['font_size'], type=int)
         font.setPointSize(font_size)
         self.app.setFont(font)
@@ -247,7 +246,7 @@ def load_directory(self, path: Path, select_index: int = 0,
                        save_path_to_settings: bool = False):
         self.directory_path = path.resolve()
         if save_path_to_settings:
-            self.settings.setValue('directory_path', str(self.directory_path))
+            settings.setValue('directory_path', str(self.directory_path))
         self.setWindowTitle(path.name)
         self.image_list_model.load_directory(path)
         self.image_list.filter_line_edit.clear()
@@ -282,7 +281,7 @@ def reload_directory(self):
         select_index_key = ('image_index'
                             if self.proxy_image_list_model.filter is None
                             else 'filtered_image_index')
-        select_index = self.settings.value(select_index_key, type=int) or 0
+        select_index = settings.value(select_index_key, type=int) or 0
         self.load_directory(self.directory_path)
         self.image_list.filter_line_edit.setText(filter_text)
         # If the selected image index is out of bounds due to images being
@@ -459,7 +458,7 @@ def set_image_list_filter(self):
             self.all_tags_editor.all_tags_list.setCurrentIndex(QModelIndex())
             # Select the previously selected image in the unfiltered image
             # list.
-            select_index = self.settings.value('image_index', type=int) or 0
+            select_index = settings.value('image_index', type=int) or 0
             self.image_list.list_view.setCurrentIndex(
                 self.proxy_image_list_model.index(select_index, 0))
         else:
@@ -473,7 +472,7 @@ def save_image_index(self, proxy_image_index: QModelIndex):
         settings_key = ('image_index'
                         if self.proxy_image_list_model.filter is None
                         else 'filtered_image_index')
-        self.settings.setValue(settings_key, proxy_image_index.row())
+        settings.setValue(settings_key, proxy_image_index.row())
 
     def connect_toolbar_signals(self):
         self.zoom_fit_best_action.triggered.connect(
@@ -620,19 +619,19 @@ def connect_auto_captioner_signals(self):
 
     def restore(self):
         # Restore the window geometry and state.
-        if self.settings.contains('geometry'):
-            self.restoreGeometry(self.settings.value('geometry', type=bytes))
+        if settings.contains('geometry'):
+            self.restoreGeometry(settings.value('geometry', type=bytes))
         else:
             self.showMaximized()
-        self.restoreState(self.settings.value('window_state', type=bytes))
+        self.restoreState(settings.value('window_state', type=bytes))
         # Get the last index of the last selected image.
-        if self.settings.contains('image_index'):
-            image_index = self.settings.value('image_index', type=int)
+        if settings.contains('image_index'):
+            image_index = settings.value('image_index', type=int)
         else:
             image_index = 0
         # Load the last loaded directory.
-        if self.settings.contains('directory_path'):
-            directory_path = Path(self.settings.value('directory_path',
+        if settings.contains('directory_path'):
+            directory_path = Path(settings.value('directory_path',
                                                       type=str))
             if directory_path.is_dir():
                 self.load_directory(directory_path, select_index=image_index)

From 4168bc08bbaae8118ba6e35cba6608587ce2cbd8 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Fri, 21 Feb 2025 17:55:01 +0100
Subject: [PATCH 21/82] Show image crop in image list

---
 taggui/dialogs/export_dialog.py         | 14 ++++----
 taggui/models/image_list_model.py       | 12 +++++--
 taggui/models/proxy_image_list_model.py |  8 ++---
 taggui/utils/image.py                   |  9 +++--
 taggui/widgets/image_viewer.py          | 46 ++++++++++++++++++-------
 taggui/widgets/main_window.py           |  4 ---
 6 files changed, 60 insertions(+), 33 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 736a4637..c6a84839 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -367,9 +367,9 @@ def show_statistics(self):
         image_list = self.get_image_list()
         image_dimensions = defaultdict(int)
         for this_image in image_list:
-            this_image.target_dimensions = target_dimension.get(
+            this_image.target_dimension = target_dimension.get(
                 this_image.dimensions)
-            image_dimensions[this_image.target_dimensions] += 1
+            image_dimensions[this_image.target_dimension] += 1
         self.image_list.proxy_image_list_model.invalidate()
 
         sorted_dimensions = sorted(
@@ -527,7 +527,7 @@ def do_export(self):
             else:
                 image_file = image_file.convert("RGB")  # Otherwise, convert to RGB
 
-            new_width, new_height = image_entry.target_dimensions
+            new_width, new_height = image_entry.target_dimension
             current_width, current_height = image_file.size
             if bucket_strategy == BucketStrategy.CROP or bucket_strategy == BucketStrategy.CROP_SCALE:
                 if current_height * new_width / current_width < new_height: # too wide
@@ -535,8 +535,8 @@ def do_export(self):
                 else: # too high
                     new_height = floor(current_height * new_width / current_width)
             if bucket_strategy == BucketStrategy.CROP_SCALE:
-                new_width = floor((image_entry.target_dimensions[0] + new_width)/2)
-                new_height = floor((image_entry.target_dimensions[1] + new_height)/2)
+                new_width = floor((image_entry.target_dimension[0] + new_width)/2)
+                new_height = floor((image_entry.target_dimension[1] + new_height)/2)
             if image_file.size[0] != new_width or image_file.size[1] != new_height:
                 # resize with the best method available
                 resized_image = image_file.resize((new_width, new_height), Image.LANCZOS)
@@ -547,8 +547,8 @@ def do_export(self):
 
             # crop to the desired size
             current_width, current_height = sharpend_image.size
-            crop_width = floor((current_width - image_entry.target_dimensions[0]) / 2)
-            crop_height = floor((current_height - image_entry.target_dimensions[1]) / 2)
+            crop_width = floor((current_width - image_entry.target_dimension[0]) / 2)
+            crop_height = floor((current_height - image_entry.target_dimension[1]) / 2)
             cropped_image = sharpend_image.crop((crop_width, crop_height, current_width - crop_width, current_height - crop_height))
             lossless = quality > 99
 
diff --git a/taggui/models/image_list_model.py b/taggui/models/image_list_model.py
index 58992fd9..2ee1a66a 100644
--- a/taggui/models/image_list_model.py
+++ b/taggui/models/image_list_model.py
@@ -8,8 +8,8 @@
 
 import exifread
 import imagesize
-from PySide6.QtCore import (QAbstractListModel, QModelIndex, QSize, Qt, Signal,
-                            Slot)
+from PySide6.QtCore import (QAbstractListModel, QModelIndex, QRect, QSize, Qt,
+                            Signal, Slot)
 from PySide6.QtGui import QIcon, QImageReader, QPixmap
 from PySide6.QtWidgets import QMessageBox
 
@@ -82,11 +82,14 @@ def data(self, index, role=None) -> Image | str | QIcon | QSize:
             image_reader = QImageReader(str(image.path))
             # Rotate the image based on the orientation tag.
             image_reader.setAutoTransform(True)
+            if image.crop:
+                image_reader.setClipRect(QRect(*image.crop))
             pixmap = QPixmap.fromImageReader(image_reader).scaledToWidth(
                 self.image_list_image_width,
                 Qt.TransformationMode.SmoothTransformation)
             thumbnail = QIcon(pixmap)
             image.thumbnail = thumbnail
+            self.dataChanged.emit(index, index)
             return thumbnail
         if role == Qt.ItemDataRole.SizeHintRole:
             if image.thumbnail:
@@ -156,6 +159,11 @@ def load_directory(self, directory_path: Path):
                     tags = [tag.strip() for tag in tags]
                     tags = [tag for tag in tags if tag]
             image = Image(image_path, dimensions, tags)
+            ### TEMP FIXME start
+            image.crop = (10,20,170,240)
+            image.target_dimension = (64,128)
+            image.hints = [(200,220,100,100), (250,270,100,200)]
+            ### TEMP FIXME end
             self.images.append(image)
         self.images.sort(key=lambda image_: image_.path)
         self.modelReset.emit()
diff --git a/taggui/models/proxy_image_list_model.py b/taggui/models/proxy_image_list_model.py
index 45d6fcbe..25e050c9 100644
--- a/taggui/models/proxy_image_list_model.py
+++ b/taggui/models/proxy_image_list_model.py
@@ -46,11 +46,11 @@ def does_image_match_filter(self, image: Image,
             if filter_[0] == 'target':
                 # accept any dimension separator of [x:]
                 dimension = (filter_[1]).replace(':', 'x').split('x')
-                if image.target_dimensions == None:
-                    image.target_dimensions = target_dimension.get(image.dimensions)
+                if image.target_dimension == None:
+                    image.target_dimension = target_dimension.get(image.dimensions)
                 return (len(dimension) == 2
-                        and dimension[0] == str(image.target_dimensions[0])
-                        and dimension[1] == str(image.target_dimensions[1]))
+                        and dimension[0] == str(image.target_dimension[0])
+                        and dimension[1] == str(image.target_dimension[1]))
         if filter_[1] == 'AND':
             return (self.does_image_match_filter(image, filter_[0])
                     and self.does_image_match_filter(image, filter_[2:]))
diff --git a/taggui/utils/image.py b/taggui/utils/image.py
index e01991ad..d2f251ed 100644
--- a/taggui/utils/image.py
+++ b/taggui/utils/image.py
@@ -9,7 +9,10 @@ class Image:
     path: Path
     dimensions: tuple[int, int] | None
     tags: list[str] = field(default_factory=list)
-    target_dimensions: tuple[int, int] | None = None
-    # store for each crop (x, y, width, height) the target dimension (width, heiht)
-    crops: dict[tuple[int, int, int, int], tuple[int, int]] | None = None
+    target_dimension: tuple[int, int] | None = None
+    # (x, y, width, height)
+    crop: tuple[int, int, int, int] | None = None
+    hints: list[tuple[int, int, int, int]] = field(default_factory=list)
+    includes: list[tuple[int, int, int, int]] = field(default_factory=list)
+    excludes: list[tuple[int, int, int, int]] = field(default_factory=list)
     thumbnail: QIcon | None = None
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index ca9ac12b..c39d22bc 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -1,8 +1,8 @@
 from enum import Enum
 from math import floor
 from pathlib import Path
-from PySide6.QtCore import (QModelIndex, QPoint, QPointF, QRect, QRectF, QSize,
-                            QSizeF, Qt, Signal, Slot, QEvent)
+from PySide6.QtCore import (QEvent, QModelIndex, QObject, QPoint, QPointF,
+                            QRect, QRectF, QSize, QSizeF, Qt, Signal, Slot)
 from PySide6.QtGui import (QCursor, QColor, QPainter, QPainterPath, QPen,
                            QPixmap, QTransform)
 from PySide6.QtWidgets import (QGraphicsItem, QGraphicsPixmapItem,
@@ -30,6 +30,9 @@ class RectPosition(str, Enum):
     BL = 'bottom left'
     LEFT = 'left'
 
+class RectItemSignal(QObject):
+    change = Signal(QGraphicsRectItem, name='markingChanged')
+
 class CustomRectItem(QGraphicsRectItem):
     # the halfed size of the pen in local coordinates to make sure it stays the
     # same during zooming
@@ -45,6 +48,7 @@ def __init__(self, rect: QRect, rect_type: ImageMarking, target_size: QSize=None
         self.setFlag(QGraphicsItem.ItemIsSelectable, True)
         self.setFlag(QGraphicsItem.ItemSendsScenePositionChanges, True)
         self.setAcceptHoverEvents(True)
+        self.signal = RectItemSignal()
         self.rect_type = rect_type
         self.color = {
             ImageMarking.CROP: Qt.blue,
@@ -174,6 +178,7 @@ def mouseMoveEvent(self, event):
     def mouseReleaseEvent(self, event):
         if self.handle_selected:
             self.handle_selected = None
+        self.signal.change.emit(self)
         super().mouseReleaseEvent(event)
 
     def paint(self, painter, option, widget=None):
@@ -243,32 +248,34 @@ def __init__(self, proxy_image_list_model: ProxyImageListModel):
         layout.addWidget(self.view)
         self.setLayout(layout)
 
-        self.image_item: QGraphicsPixmapItem|None = None
+        self.proxy_image_index = None
         self.rect_items: list[CustomRectItem] = []
 
         self.view.wheelEvent = self.wheelEvent
 
     @Slot()
     def load_image(self, proxy_image_index: QModelIndex):
+        self.proxy_image_index = proxy_image_index
         image: Image = self.proxy_image_list_model.data(
             proxy_image_index, Qt.ItemDataRole.UserRole)
 
         pixmap = QPixmap(str(image.path))
-        if self.image_item:
-            self.scene.removeItem(self.image_item)
-        self.image_item = QGraphicsPixmapItem(pixmap)
-        self.scene.addItem(self.image_item)
-        self.scene.setSceneRect(self.image_item.boundingRect()
+        self.scene.clear()
+        image_item = QGraphicsPixmapItem(pixmap)
+        self.scene.addItem(image_item)
+        self.scene.setSceneRect(image_item.boundingRect()
                                 .adjusted(-1, -1, 1, 1)) # space for rect border
-        CustomRectItem.image_size = self.image_item.boundingRect()
+        CustomRectItem.image_size = image_item.boundingRect()
         self.zoom_fit()
 
-        image.crops = {(10,20,70,140): (64,128)}
-        image.hints = [(200,220,100,100), (250,270,100,200)]
-        for rect, target in image.crops.items():
-            self.add_rectangle(QRect(*rect), ImageMarking.CROP, QSize(*target))
+        if image.crop:
+            self.add_rectangle(QRect(*image.crop), ImageMarking.CROP, QSize(*image.target_dimension))
         for rect in image.hints:
             self.add_rectangle(QRect(*rect), ImageMarking.HINT)
+        for rect in image.includes:
+            self.add_rectangle(QRect(*rect), ImageMarking.INCLUDE)
+        for rect in image.excludes:
+            self.add_rectangle(QRect(*rect), ImageMarking.EXCLUDE)
 
     @Slot()
     def setting_change(self, key, value):
@@ -277,6 +284,18 @@ def setting_change(self, key, value):
                 rect.size_changed()
             self.scene.invalidate()
 
+    @Slot(QGraphicsRectItem)
+    def marking_change(self, rect: QGraphicsRectItem):
+        assert self.proxy_image_index != None
+        if rect.rect_type == ImageMarking.CROP:
+            image: Image = self.proxy_image_list_model.data(
+                self.proxy_image_index, Qt.ItemDataRole.UserRole)
+            image.thumbnail = None
+            image.crop = rect.rect().getRect()
+            image.target_dimension = rect.target_size.toTuple()
+            self.proxy_image_list_model.dataChanged.emit(self.proxy_image_index,
+                                                         self.proxy_image_index)
+
     @Slot()
     def zoom_in(self, center_pos: QPoint = None):
         CustomRectItem.zoom_factor = min(CustomRectItem.zoom_factor * 1.25, 16)
@@ -331,6 +350,7 @@ def wheelEvent(self, event):
 
     def add_rectangle(self, rect: QRect, rect_type: ImageMarking, size: QSize = None):
         rect_item = CustomRectItem(rect, rect_type, size)
+        rect_item.signal.change.connect(self.marking_change)
         self.scene.addItem(rect_item)
         self.rect_items.append(rect_item)
 
diff --git a/taggui/widgets/main_window.py b/taggui/widgets/main_window.py
index d3465fa2..167d55c5 100644
--- a/taggui/widgets/main_window.py
+++ b/taggui/widgets/main_window.py
@@ -71,17 +71,13 @@ def __init__(self, app: QApplication):
         self.addToolBar(self.toolbar)
         self.zoom_fit_best_action = QAction(QIcon.fromTheme('zoom-fit-best'), 'Zoom to fit', self)
         self.zoom_fit_best_action.setCheckable(True)
-        #self.zoom_fit_best_action.triggered.connect(self.image_viewer.zoom_fit)
         self.toolbar.addAction(self.zoom_fit_best_action)
         self.zoom_in_action = QAction(QIcon.fromTheme('zoom-in'), 'Zoom in', self)
-        #self.zoom_in_action.triggered.connect(self.image_viewer.zoom_in)
         self.toolbar.addAction(self.zoom_in_action)
         self.zoom_original_action = QAction(QIcon.fromTheme('zoom-original'), 'Original size', self)
         self.zoom_original_action.setCheckable(True)
-        #self.zoom_original_action.triggered.connect(self.image_viewer.zoom_original)
         self.toolbar.addAction(self.zoom_original_action)
         self.zoom_out_action = QAction(QIcon.fromTheme('zoom-out'), 'Zoom out', self)
-        #self.zoom_out_action.triggered.connect(self.image_viewer.zoom_out)
         self.toolbar.addAction(self.zoom_out_action)
         self.toolbar.addSeparator()
 

From a6afbf59f5ab1c34c428b20aad771e01a4fa143e Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Fri, 21 Feb 2025 22:52:02 +0100
Subject: [PATCH 22/82] Simplify code

---
 taggui/widgets/image_viewer.py | 54 ++++++++++++++--------------------
 1 file changed, 22 insertions(+), 32 deletions(-)

diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index c39d22bc..b4d0efd6 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -30,6 +30,27 @@ class RectPosition(str, Enum):
     BL = 'bottom left'
     LEFT = 'left'
 
+def flip_rect_position(pos: RectPosition, h_flip: bool, v_flip: bool) -> RectPosition:
+    if pos == RectPosition.TL or pos == RectPosition.TOP or pos == RectPosition.TR:
+        v = 2 if v_flip else 0
+    elif pos == RectPosition.LEFT or pos == RectPosition.RIGHT:
+        v = 1
+    else:
+        v = 0 if v_flip else 2
+
+    if pos == RectPosition.TL or pos == RectPosition.LEFT or pos == RectPosition.BL:
+        h = 2 if h_flip else 0
+    elif pos == RectPosition.TOP or pos == RectPosition.BOTTOM:
+        h = 1
+    else:
+        h = 0 if h_flip else 2
+
+    return {
+         0:  RectPosition.TL,   1:  RectPosition.TOP,    2:  RectPosition.TR,
+        10: RectPosition.LEFT,                          12: RectPosition.RIGHT,
+        20: RectPosition.BL,   21: RectPosition.BOTTOM, 22: RectPosition.BR,
+        }[h+10*v]
+
 class RectItemSignal(QObject):
     change = Signal(QGraphicsRectItem, name='markingChanged')
 
@@ -120,52 +141,21 @@ def mouseMoveEvent(self, event):
             pos_quantizised = event.scenePos().toPoint().toPointF()
             if self.handle_selected == RectPosition.TL:
                 rect.setTopLeft(pos_quantizised)
-                if rect.width() < 0 and rect.height() < 0:
-                    self.handle_selected = RectPosition.BR
-                elif rect.width() < 0:
-                    self.handle_selected = RectPosition.TR
-                elif rect.height() < 0:
-                    self.handle_selected = RectPosition.BL
             elif self.handle_selected == RectPosition.TOP:
                 rect.setTop(pos_quantizised.y())
-                if rect.height() < 0:
-                    self.handle_selected = RectPosition.BOTTOM
             elif self.handle_selected == RectPosition.TR:
                 rect.setTopRight(pos_quantizised)
-                if rect.width() < 0 and rect.height() < 0:
-                    self.handle_selected = RectPosition.BL
-                elif rect.width() < 0:
-                    self.handle_selected = RectPosition.TL
-                elif rect.height() < 0:
-                    self.handle_selected = RectPosition.BR
             elif self.handle_selected == RectPosition.RIGHT:
                 rect.setRight(pos_quantizised.x())
-                if rect.width() < 0:
-                    self.handle_selected = RectPosition.LEFT
             elif self.handle_selected == RectPosition.BR:
                 rect.setBottomRight(pos_quantizised)
-                if rect.width() < 0 and rect.height() < 0:
-                    self.handle_selected = RectPosition.TL
-                elif rect.width() < 0:
-                    self.handle_selected = RectPosition.BL
-                elif rect.height() < 0:
-                    self.handle_selected = RectPosition.TR
             elif self.handle_selected == RectPosition.BOTTOM:
                 rect.setBottom(pos_quantizised.y())
-                if rect.height() < 0:
-                    self.handle_selected = RectPosition.TOP
             elif self.handle_selected == RectPosition.BL:
                 rect.setBottomLeft(pos_quantizised)
-                if rect.width() < 0 and rect.height() < 0:
-                    self.handle_selected = RectPosition.TR
-                elif rect.width() < 0:
-                    self.handle_selected = RectPosition.BR
-                elif rect.height() < 0:
-                    self.handle_selected = RectPosition.TL
             elif self.handle_selected == RectPosition.LEFT:
                 rect.setLeft(pos_quantizised.x())
-                if rect.width() < 0:
-                    self.handle_selected = RectPosition.RIGHT
+            self.handle_selected = flip_rect_position(self.handle_selected, rect.width() < 0, rect.height() < 0)
 
             if rect.width() == 0 or rect.height() == 0:
                 self.setRect(rect)

From d8eb59529adcac8d2e30b500f2158f37ffaa82db Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sat, 22 Feb 2025 15:59:23 +0100
Subject: [PATCH 23/82] Add head up display to show hint about preferred aspect
 ratios

---
 taggui/utils/target_dimension.py |  11 ++-
 taggui/widgets/image_viewer.py   | 136 +++++++++++++++++++++++++++----
 2 files changed, 131 insertions(+), 16 deletions(-)

diff --git a/taggui/utils/target_dimension.py b/taggui/utils/target_dimension.py
index ca64a5f8..f253ae7c 100644
--- a/taggui/utils/target_dimension.py
+++ b/taggui/utils/target_dimension.py
@@ -4,7 +4,16 @@
 from utils.settings import DEFAULT_SETTINGS, settings
 
 # singleton data store
-_preferred_sizes : list[tuple[int, int]] | None = None
+_preferred_sizes : list[tuple[int, int]] = []
+
+settings.change.connect(lambda: _preferred_sizes.clear())
+
+def get_preferred_sizes():
+    global _preferred_sizes
+    if not _preferred_sizes:
+        prepare()
+    return _preferred_sizes
+
 
 def prepare(aspect_ratios : list[tuple[int, int, int]] | None = None) -> list[tuple[int, int, int]] | None:
     """
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index b4d0efd6..9fc1cb96 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -1,8 +1,9 @@
 from enum import Enum
 from math import floor
 from pathlib import Path
-from PySide6.QtCore import (QEvent, QModelIndex, QObject, QPoint, QPointF,
-                            QRect, QRectF, QSize, QSizeF, Qt, Signal, Slot)
+from PySide6.QtCore import (QEvent, QModelIndex, QObject, QPersistentModelIndex,
+                            QPoint, QPointF, QRect, QRectF, QSize, QSizeF, Qt,
+                            Signal, Slot)
 from PySide6.QtGui import (QCursor, QColor, QPainter, QPainterPath, QPen,
                            QPixmap, QTransform)
 from PySide6.QtWidgets import (QGraphicsItem, QGraphicsPixmapItem,
@@ -29,8 +30,12 @@ class RectPosition(str, Enum):
     BOTTOM = 'bottom'
     BL = 'bottom left'
     LEFT = 'left'
+    NONE = 'none'
 
 def flip_rect_position(pos: RectPosition, h_flip: bool, v_flip: bool) -> RectPosition:
+    if pos == RectPosition.NONE:
+        return RectPosition.NONE
+
     if pos == RectPosition.TL or pos == RectPosition.TOP or pos == RectPosition.TR:
         v = 2 if v_flip else 0
     elif pos == RectPosition.LEFT or pos == RectPosition.RIGHT:
@@ -46,13 +51,14 @@ def flip_rect_position(pos: RectPosition, h_flip: bool, v_flip: bool) -> RectPos
         h = 0 if h_flip else 2
 
     return {
-         0:  RectPosition.TL,   1:  RectPosition.TOP,    2:  RectPosition.TR,
+         0: RectPosition.TL,    1: RectPosition.TOP,     2: RectPosition.TR,
         10: RectPosition.LEFT,                          12: RectPosition.RIGHT,
         20: RectPosition.BL,   21: RectPosition.BOTTOM, 22: RectPosition.BR,
         }[h+10*v]
 
 class RectItemSignal(QObject):
-    change = Signal(QGraphicsRectItem, name='markingChanged')
+    change = Signal(QGraphicsRectItem, name='rectChanged')
+    move = Signal(QRectF, RectPosition, name='rectIsMoving')
 
 class CustomRectItem(QGraphicsRectItem):
     # the halfed size of the pen in local coordinates to make sure it stays the
@@ -64,7 +70,8 @@ class CustomRectItem(QGraphicsRectItem):
     # The size of the image this rect belongs to
     image_size = QRectF(0, 0, 1, 1)
 
-    def __init__(self, rect: QRect, rect_type: ImageMarking, target_size: QSize=None, parent=None):
+    def __init__(self, rect: QRect, rect_type: ImageMarking,
+                 target_size: QSize | None = None, parent = None):
         super().__init__(rect.toRectF(), parent)
         self.setFlag(QGraphicsItem.ItemIsSelectable, True)
         self.setFlag(QGraphicsItem.ItemSendsScenePositionChanges, True)
@@ -85,7 +92,7 @@ def __init__(self, rect: QRect, rect_type: ImageMarking, target_size: QSize=None
     def change_pen_half_width(self):
         self.prepareGeometryChange()
 
-    def handleAt(self, point: QPointF) -> RectPosition | None:
+    def handleAt(self, point: QPointF) -> RectPosition:
         handle_space = -min(self.pen_half_width - self.handle_half_size, 0)/self.zoom_factor
         left = point.x() < self.rect().left() + handle_space
         right = point.x() > self.rect().right() - handle_space
@@ -108,7 +115,7 @@ def handleAt(self, point: QPointF) -> RectPosition | None:
         elif right:
             return RectPosition.RIGHT
 
-        return None
+        return RectPosition.NONE
 
     def hoverMoveEvent(self, event):
         handle = self.handleAt(event.pos())
@@ -131,6 +138,7 @@ def mousePressEvent(self, event):
             self.mouse_press_pos = event.pos()
             self.mouse_press_scene_pos = event.scenePos()
             self.mouse_press_rect = self.rect()
+            self.signal.move.emit(self.rect(), self.handle_selected)
         else:
             event.ignore()
         super().mousePressEvent(event)
@@ -163,11 +171,14 @@ def mouseMoveEvent(self, event):
                 rect = rect.intersected(self.image_size)
                 self.setRect(rect)
                 self.size_changed()
+
+            self.signal.move.emit(self.rect(), self.handle_selected)
         super().mouseMoveEvent(event)
 
     def mouseReleaseEvent(self, event):
         if self.handle_selected:
-            self.handle_selected = None
+            self.handle_selected = RectPosition.NONE
+            self.signal.move.emit(self.rect(), self.handle_selected)
         self.signal.change.emit(self)
         super().mouseReleaseEvent(event)
 
@@ -217,6 +228,93 @@ def size_changed(self):
                 if bucket_strategy == BucketStrategy.CROP_SCALE:
                     self.target_size = (self.target_size + current.toSize())/2
 
+class ResizeHintHUD(QGraphicsItem):
+    zoom_factor = 1.0
+
+    def __init__(self, boundingRect: QRectF, parent=None):
+        super().__init__(parent)
+        self._boundingRect = boundingRect
+        self.rect = QRectF(0, 0, 1, 1)
+        self.path = QPainterPath()
+
+    @Slot(QRectF, RectPosition)
+    def setValues(self, rect: QRectF, pos: RectPosition):
+        if self.rect == rect and self.isVisible() == (pos != RectPosition.NONE):
+            return
+
+        self.rect = rect
+        self.setVisible(pos != RectPosition.NONE)
+
+        self.path = QPainterPath()
+
+        if pos == RectPosition.TL:
+            self.add_hyperbola_limit(self.rect.bottomRight(), -1, -1)
+        elif pos == RectPosition.TOP:
+            self.add_line_limit_lr(self.rect.bottom(), -1)
+        elif pos == RectPosition.TR:
+            self.add_hyperbola_limit(self.rect.bottomLeft(), 1, -1)
+        elif pos == RectPosition.RIGHT:
+            self.add_line_limit_td(self.rect.x(), 1)
+        elif pos == RectPosition.BR:
+            self.add_hyperbola_limit(self.rect.topLeft(), 1, 1)
+        elif pos == RectPosition.BOTTOM:
+            self.add_line_limit_lr(self.rect.y(), 1)
+        elif pos == RectPosition.BL:
+            self.add_hyperbola_limit(self.rect.topRight(), -1, 1)
+        elif pos == RectPosition.LEFT:
+            self.add_line_limit_td(self.rect.right(), -1)
+
+        self.update()
+
+    def add_line_limit_td(self, x: int, lr: int):
+        width = settings.value('export_resolution', type=int)**2 / self.rect.height()
+        self.path.moveTo(x + lr * width, self.rect.y()                     )
+        self.path.lineTo(x + lr * width, self.rect.y() + self.rect.height())
+
+        for ar in target_dimension.get_preferred_sizes():
+            self.path.moveTo(x + lr * ar[0]    , self.rect.y()      + ar[1]    )
+            self.path.lineTo(x + lr * ar[0] * 2, self.rect.y()      + ar[1] * 2)
+            self.path.moveTo(x + lr * ar[0]    , self.rect.bottom() - ar[1]    )
+            self.path.lineTo(x + lr * ar[0] * 2, self.rect.bottom() - ar[1] * 2)
+
+    def add_line_limit_lr(self, y: int, td: int):
+        height = settings.value('export_resolution', type=int)**2 / self.rect.width()
+        self.path.moveTo(self.rect.x(),                     y + td * height)
+        self.path.lineTo(self.rect.x() + self.rect.width(), y + td * height)
+
+        for ar in target_dimension.get_preferred_sizes():
+            self.path.moveTo(self.rect.x()     + ar[0]    , y + td * ar[1]    )
+            self.path.lineTo(self.rect.x()     + ar[0] * 2, y + td * ar[1] * 2)
+            self.path.moveTo(self.rect.right() - ar[0]    , y + td * ar[1]    )
+            self.path.lineTo(self.rect.right() - ar[0] * 2, y + td * ar[1] * 2)
+
+    def add_hyperbola_limit(self, pos: QPoint, lr: int, td: int):
+        target_area = settings.value('export_resolution', type=int)**2
+        res_size = settings.value('export_bucket_res_size', type=int)
+        dx = res_size
+        self.path.moveTo(pos.x() + lr * dx, pos.y() + td * target_area / dx)
+        while dx * res_size <= target_area:
+            self.path.lineTo(pos.x() + lr * dx, pos.y() + td * target_area / dx)
+            dx = dx + 10
+
+        for ar in target_dimension.get_preferred_sizes():
+            self.path.moveTo(pos.x()+lr * ar[0], pos.y()+td * ar[1])
+            self.path.lineTo(pos.x()+lr * 2*ar[0], pos.y()+td * 2*ar[1])
+
+    def boundingRect(self):
+        return self._boundingRect
+
+    def paint(self, painter, option, widget=None):
+        clip_path = QPainterPath()
+        clip_path.addRect(self._boundingRect)
+        painter.setClipPath(clip_path)
+        pen = QPen(QColor(255, 255, 255, 127), 3/self.zoom_factor)
+        painter.setPen(pen)
+        painter.drawPath(self.path)
+        pen = QPen(QColor(0, 0, 0), 1/self.zoom_factor)
+        painter.setPen(pen)
+        painter.drawPath(self.path)
+
 class ImageViewer(QWidget):
     zoom = Signal(float, name='zoomChanged')
 
@@ -238,19 +336,21 @@ def __init__(self, proxy_image_list_model: ProxyImageListModel):
         layout.addWidget(self.view)
         self.setLayout(layout)
 
-        self.proxy_image_index = None
+        self.proxy_image_index: QPersistentModelIndex = None
         self.rect_items: list[CustomRectItem] = []
 
         self.view.wheelEvent = self.wheelEvent
 
     @Slot()
     def load_image(self, proxy_image_index: QModelIndex):
-        self.proxy_image_index = proxy_image_index
-        image: Image = self.proxy_image_list_model.data(
-            proxy_image_index, Qt.ItemDataRole.UserRole)
+        self.proxy_image_index = QPersistentModelIndex(proxy_image_index)
 
-        pixmap = QPixmap(str(image.path))
         self.scene.clear()
+        if not self.proxy_image_index.isValid():
+            return
+
+        image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
+        pixmap = QPixmap(str(image.path))
         image_item = QGraphicsPixmapItem(pixmap)
         self.scene.addItem(image_item)
         self.scene.setSceneRect(image_item.boundingRect()
@@ -258,6 +358,9 @@ def load_image(self, proxy_image_index: QModelIndex):
         CustomRectItem.image_size = image_item.boundingRect()
         self.zoom_fit()
 
+        self.hud_item = ResizeHintHUD(CustomRectItem.image_size)
+        self.scene.addItem(self.hud_item)
+
         if image.crop:
             self.add_rectangle(QRect(*image.crop), ImageMarking.CROP, QSize(*image.target_dimension))
         for rect in image.hints:
@@ -277,9 +380,9 @@ def setting_change(self, key, value):
     @Slot(QGraphicsRectItem)
     def marking_change(self, rect: QGraphicsRectItem):
         assert self.proxy_image_index != None
+        assert self.proxy_image_index.isValid()
         if rect.rect_type == ImageMarking.CROP:
-            image: Image = self.proxy_image_list_model.data(
-                self.proxy_image_index, Qt.ItemDataRole.UserRole)
+            image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
             image.thumbnail = None
             image.crop = rect.rect().getRect()
             image.target_dimension = rect.target_size.toTuple()
@@ -316,6 +419,7 @@ def zoom_fit(self):
         self.zoom_emit()
 
     def zoom_emit(self):
+        ResizeHintHUD.zoom_factor = CustomRectItem.zoom_factor
         transform = self.view.transform()
         self.view.setTransform(QTransform(
             CustomRectItem.zoom_factor, transform.m12(), transform.m13(),
@@ -340,6 +444,8 @@ def wheelEvent(self, event):
 
     def add_rectangle(self, rect: QRect, rect_type: ImageMarking, size: QSize = None):
         rect_item = CustomRectItem(rect, rect_type, size)
+        if rect_type == ImageMarking.CROP:
+            rect_item.signal.move.connect(self.hud_item.setValues)
         rect_item.signal.change.connect(self.marking_change)
         self.scene.addItem(rect_item)
         self.rect_items.append(rect_item)

From 87517d05ec172f2f124efec6705f081f9772a379 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sat, 22 Feb 2025 16:17:17 +0100
Subject: [PATCH 24/82] Little fixes

---
 taggui/widgets/image_viewer.py | 30 ++++++++++++++++++------------
 1 file changed, 18 insertions(+), 12 deletions(-)

diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index 9fc1cb96..92dbae89 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -128,13 +128,13 @@ def hoverMoveEvent(self, event):
         elif handle == RectPosition.LEFT or handle == RectPosition.RIGHT:
             self.setCursor(Qt.SizeHorCursor)
         else:
-            self.setCursor(Qt.OpenHandCursor)
+            self.unsetCursor()
             event.ignore()
         super().hoverMoveEvent(event)
 
     def mousePressEvent(self, event):
         self.handle_selected = self.handleAt(event.pos())
-        if self.handle_selected:
+        if self.handle_selected != RectPosition.NONE:
             self.mouse_press_pos = event.pos()
             self.mouse_press_scene_pos = event.scenePos()
             self.mouse_press_rect = self.rect()
@@ -189,8 +189,8 @@ def paint(self, painter, option, widget=None):
             path = QPainterPath()
             path.addRect(self.rect())
             to_crop = self.rect().size() - self.target_size
-            path.addRect(QRectF(QPointF(self.rect().x()+to_crop.width()/2,
-                                        self.rect().y()+to_crop.height()/2), self.target_size))
+            path.addRect(QRectF(QPointF(self.rect().x()+floor(to_crop.width()/2),
+                                        self.rect().y()+floor(to_crop.height()/2)), self.target_size))
             painter.drawPath(path)
 
         pen_half_width = self.pen_half_width / self.zoom_factor
@@ -272,10 +272,12 @@ def add_line_limit_td(self, x: int, lr: int):
         self.path.lineTo(x + lr * width, self.rect.y() + self.rect.height())
 
         for ar in target_dimension.get_preferred_sizes():
+            f = max(self._boundingRect.width() / ar[0],
+                    self._boundingRect.height() / ar[1], 2)
             self.path.moveTo(x + lr * ar[0]    , self.rect.y()      + ar[1]    )
-            self.path.lineTo(x + lr * ar[0] * 2, self.rect.y()      + ar[1] * 2)
+            self.path.lineTo(x + lr * ar[0] * f, self.rect.y()      + ar[1] * f)
             self.path.moveTo(x + lr * ar[0]    , self.rect.bottom() - ar[1]    )
-            self.path.lineTo(x + lr * ar[0] * 2, self.rect.bottom() - ar[1] * 2)
+            self.path.lineTo(x + lr * ar[0] * f, self.rect.bottom() - ar[1] * f)
 
     def add_line_limit_lr(self, y: int, td: int):
         height = settings.value('export_resolution', type=int)**2 / self.rect.width()
@@ -283,10 +285,12 @@ def add_line_limit_lr(self, y: int, td: int):
         self.path.lineTo(self.rect.x() + self.rect.width(), y + td * height)
 
         for ar in target_dimension.get_preferred_sizes():
+            f = max(self._boundingRect.width() / ar[0],
+                    self._boundingRect.height() / ar[1], 2)
             self.path.moveTo(self.rect.x()     + ar[0]    , y + td * ar[1]    )
-            self.path.lineTo(self.rect.x()     + ar[0] * 2, y + td * ar[1] * 2)
+            self.path.lineTo(self.rect.x()     + ar[0] * f, y + td * ar[1] * f)
             self.path.moveTo(self.rect.right() - ar[0]    , y + td * ar[1]    )
-            self.path.lineTo(self.rect.right() - ar[0] * 2, y + td * ar[1] * 2)
+            self.path.lineTo(self.rect.right() - ar[0] * f, y + td * ar[1] * f)
 
     def add_hyperbola_limit(self, pos: QPoint, lr: int, td: int):
         target_area = settings.value('export_resolution', type=int)**2
@@ -298,8 +302,10 @@ def add_hyperbola_limit(self, pos: QPoint, lr: int, td: int):
             dx = dx + 10
 
         for ar in target_dimension.get_preferred_sizes():
-            self.path.moveTo(pos.x()+lr * ar[0], pos.y()+td * ar[1])
-            self.path.lineTo(pos.x()+lr * 2*ar[0], pos.y()+td * 2*ar[1])
+            f = max(self._boundingRect.width() / ar[0],
+                    self._boundingRect.height() / ar[1], 2)
+            self.path.moveTo(pos.x() + lr * ar[0]    , pos.y() + td * ar[1]    )
+            self.path.lineTo(pos.x() + lr * ar[0] * f, pos.y() + td * ar[1] * f)
 
     def boundingRect(self):
         return self._boundingRect
@@ -308,10 +314,10 @@ def paint(self, painter, option, widget=None):
         clip_path = QPainterPath()
         clip_path.addRect(self._boundingRect)
         painter.setClipPath(clip_path)
-        pen = QPen(QColor(255, 255, 255, 127), 3/self.zoom_factor)
+        pen = QPen(QColor(255, 255, 255, 127), 3 / self.zoom_factor)
         painter.setPen(pen)
         painter.drawPath(self.path)
-        pen = QPen(QColor(0, 0, 0), 1/self.zoom_factor)
+        pen = QPen(QColor(0, 0, 0), 1 / self.zoom_factor)
         painter.setPen(pen)
         painter.drawPath(self.path)
 

From 43d20c7f48983a9e12c1df14f352913ef5e81e65 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sat, 22 Feb 2025 23:47:40 +0100
Subject: [PATCH 25/82] Store meta changes to disk

---
 taggui/models/image_list_model.py | 101 +++++++++++++++++++++++++++---
 taggui/run_gui.py                 |   2 +-
 taggui/utils/image.py             |   6 +-
 taggui/widgets/image_viewer.py    |  39 ++++++++----
 4 files changed, 122 insertions(+), 26 deletions(-)

diff --git a/taggui/models/image_list_model.py b/taggui/models/image_list_model.py
index 2ee1a66a..621cea2f 100644
--- a/taggui/models/image_list_model.py
+++ b/taggui/models/image_list_model.py
@@ -5,6 +5,7 @@
 from dataclasses import dataclass
 from enum import Enum
 from pathlib import Path
+import json
 
 import exifread
 import imagesize
@@ -59,6 +60,11 @@ def __init__(self, image_list_image_width: int, tag_separator: str):
         self.redo_stack = []
         self.proxy_image_list_model = None
         self.image_list_selection_model = None
+        self.dataChanged.connect(lambda start, end: [
+            self.write_meta_to_disk(
+                start.sibling(row, start.column())
+                .data(Qt.ItemDataRole.UserRole))
+            for row in range(start.row(), end.row()+1)])
 
     def rowCount(self, parent=None) -> int:
         return len(self.images)
@@ -108,6 +114,7 @@ def load_directory(self, directory_path: Path):
         self.undo_stack.clear()
         self.redo_stack.clear()
         self.update_undo_and_redo_actions_requested.emit()
+        error_messages: list[str] = []
         file_paths = get_file_paths(directory_path)
         image_suffixes_string = settings.value(
             'image_list_file_formats',
@@ -124,6 +131,8 @@ def load_directory(self, directory_path: Path):
         # strings.
         text_file_path_strings = {str(path) for path in file_paths
                                   if path.suffix == '.txt'}
+        json_file_path_strings = {str(path) for path in file_paths
+                                  if path.suffix == '.json'}
         for image_path in image_paths:
             try:
                 dimensions = imagesize.get(image_path)
@@ -141,11 +150,11 @@ def load_directory(self, directory_path: Path):
                                    for value in (5, 6, 7, 8)):
                                 dimensions = (dimensions[1], dimensions[0])
                     except Exception as exception:
-                        print(f'Failed to get Exif tags for {image_path}: '
-                              f'{exception}', file=sys.stderr)
+                        error_messages.append(f'Failed to get Exif tags for '
+                                              f'{image_path}: {exception}')
             except (ValueError, OSError) as exception:
-                print(f'Failed to get dimensions for {image_path}: '
-                      f'{exception}', file=sys.stderr)
+                error_messages.append(f'Failed to get dimensions for '
+                                      f'{image_path}: {exception}')
                 dimensions = None
             tags = []
             text_file_path = image_path.with_suffix('.txt')
@@ -159,14 +168,64 @@ def load_directory(self, directory_path: Path):
                     tags = [tag.strip() for tag in tags]
                     tags = [tag for tag in tags if tag]
             image = Image(image_path, dimensions, tags)
-            ### TEMP FIXME start
-            image.crop = (10,20,170,240)
-            image.target_dimension = (64,128)
-            image.hints = [(200,220,100,100), (250,270,100,200)]
-            ### TEMP FIXME end
+            json_file_path = image_path.with_suffix('.json')
+            if (str(json_file_path) in json_file_path_strings and
+                json_file_path.stat().st_size > 0):
+                with json_file_path.open(encoding="UTF-8") as source:
+                    try:
+                        meta = json.load(source)
+                    except json.JSONDecodeError as e:
+                        error_messages.append(f'Invalid JSON in '
+                                              f'"{json_file_path}": {e.msg}')
+                        break
+                    except UnicodeDecodeError as e:
+                        error_messages.append(f'Invalid Unicode in JSON in '
+                                              f'"{json_file_path}": {e.reason}')
+                        break
+
+                    if meta.get('version') == 1:
+                        crop = meta.get('crop')
+                        if crop and type(crop) is list and len(crop) == 4:
+                            image.crop = tuple(crop)
+                        target_dimension = meta.get('target_dimension')
+                        if (target_dimension and type(target_dimension) is list
+                            and len(target_dimension) == 2):
+                            image.target_dimension = tuple(target_dimension)
+                        hints = meta.get('hints')
+                        if hints and type(hints) is dict:
+                            image.hints = {}
+                            for key, value in hints.items():
+                                if (value and type(value) is list and
+                                    len(value) == 4):
+                                    image.hints[key] = tuple(value)
+                        includes = meta.get('includes')
+                        if includes and type(includes) is dict:
+                            image.includes = {}
+                            for key, value in includes.items():
+                                if (value and type(value) is list and
+                                    len(value) == 4):
+                                    image.includes[key] = tuple(value)
+                        excludes = meta.get('excludes')
+                        if excludes and type(excludes) is dict:
+                            image.excludes = {}
+                            for key, value in excludes.items():
+                                if (value and type(value) is list and
+                                    len(value) == 4):
+                                    image.excludes[key] = tuple(value)
+                    else:
+                        error_messages.append(f'Invalid version '
+                                              f'"{meta.get('version')}" in '
+                                              f'"{json_file_path}"')
             self.images.append(image)
         self.images.sort(key=lambda image_: image_.path)
         self.modelReset.emit()
+        if len(error_messages) > 0:
+            print('\n'.join(error_messages), file=sys.stderr)
+            error_message_box = QMessageBox()
+            error_message_box.setWindowTitle('Directory reading error')
+            error_message_box.setIcon(QMessageBox.Icon.Warning)
+            error_message_box.setText('\n'.join(error_messages))
+            error_message_box.exec()
 
     def add_to_undo_stack(self, action_name: str,
                           should_ask_for_confirmation: bool):
@@ -189,6 +248,30 @@ def write_image_tags_to_disk(self, image: Image):
             error_message_box.setText(f'Failed to save tags for {image.path}.')
             error_message_box.exec()
 
+    def write_meta_to_disk(self, image: Image):
+        does_exist = image.path.with_suffix('.json').exists()
+        meta = {'version': 1}
+        if image.crop:
+            meta['crop'] = image.crop
+        if image.target_dimension:
+            meta['target_dimension'] = image.target_dimension
+        if image.hints:
+            meta['hints'] = image.hints
+        if image.includes:
+            meta['includes'] = image.includes
+        if image.excludes:
+            meta['excludes'] = image.excludes
+        if does_exist or len(meta.keys()) > 1:
+            try:
+                with image.path.with_suffix('.json').open('w', encoding='UTF-8') as meta_file:
+                    json.dump(meta, meta_file)
+            except OSError:
+                error_message_box = QMessageBox()
+                error_message_box.setWindowTitle('Error')
+                error_message_box.setIcon(QMessageBox.Icon.Critical)
+                error_message_box.setText(f'Failed to save JSON for {image.path}.')
+                error_message_box.exec()
+
     def restore_history_tags(self, is_undo: bool):
         if is_undo:
             source_stack = self.undo_stack
diff --git a/taggui/run_gui.py b/taggui/run_gui.py
index 5f19d722..68ecece9 100644
--- a/taggui/run_gui.py
+++ b/taggui/run_gui.py
@@ -49,7 +49,7 @@ def run_gui():
     try:
         run_gui()
     except Exception as exception:
-        settings.clear()
+        #settings.clear()
         error_message_box = QMessageBox()
         error_message_box.setWindowTitle('Error')
         error_message_box.setIcon(QMessageBox.Icon.Critical)
diff --git a/taggui/utils/image.py b/taggui/utils/image.py
index d2f251ed..43cfb8ef 100644
--- a/taggui/utils/image.py
+++ b/taggui/utils/image.py
@@ -12,7 +12,7 @@ class Image:
     target_dimension: tuple[int, int] | None = None
     # (x, y, width, height)
     crop: tuple[int, int, int, int] | None = None
-    hints: list[tuple[int, int, int, int]] = field(default_factory=list)
-    includes: list[tuple[int, int, int, int]] = field(default_factory=list)
-    excludes: list[tuple[int, int, int, int]] = field(default_factory=list)
+    hints: dict[str, tuple[int, int, int, int]] = field(default_factory=dict)
+    includes: dict[str, tuple[int, int, int, int]] = field(default_factory=dict)
+    excludes: dict[str, tuple[int, int, int, int]] = field(default_factory=dict)
     thumbnail: QIcon | None = None
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index 92dbae89..a9a9116a 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -294,7 +294,7 @@ def add_line_limit_lr(self, y: int, td: int):
 
     def add_hyperbola_limit(self, pos: QPoint, lr: int, td: int):
         target_area = settings.value('export_resolution', type=int)**2
-        res_size = settings.value('export_bucket_res_size', type=int)
+        res_size = max(settings.value('export_bucket_res_size', type=int), 1)
         dx = res_size
         self.path.moveTo(pos.x() + lr * dx, pos.y() + td * target_area / dx)
         while dx * res_size <= target_area:
@@ -368,13 +368,16 @@ def load_image(self, proxy_image_index: QModelIndex):
         self.scene.addItem(self.hud_item)
 
         if image.crop:
-            self.add_rectangle(QRect(*image.crop), ImageMarking.CROP, QSize(*image.target_dimension))
-        for rect in image.hints:
-            self.add_rectangle(QRect(*rect), ImageMarking.HINT)
-        for rect in image.includes:
-            self.add_rectangle(QRect(*rect), ImageMarking.INCLUDE)
-        for rect in image.excludes:
-            self.add_rectangle(QRect(*rect), ImageMarking.EXCLUDE)
+            if not image.target_dimension:
+                image.target_dimension = target_dimension.get(image.crop[2:])
+            self.add_rectangle(QRect(*image.crop), ImageMarking.CROP,
+                               size=QSize(*image.target_dimension))
+        for name, rect in image.hints.items():
+            self.add_rectangle(QRect(*rect), ImageMarking.HINT, name=name)
+        for name, rect in image.includes.items():
+            self.add_rectangle(QRect(*rect), ImageMarking.INCLUDE, name=name)
+        for name, rect in image.excludes.items():
+            self.add_rectangle(QRect(*rect), ImageMarking.EXCLUDE, name=name)
 
     @Slot()
     def setting_change(self, key, value):
@@ -387,13 +390,21 @@ def setting_change(self, key, value):
     def marking_change(self, rect: QGraphicsRectItem):
         assert self.proxy_image_index != None
         assert self.proxy_image_index.isValid()
+        image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
+
         if rect.rect_type == ImageMarking.CROP:
-            image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
             image.thumbnail = None
-            image.crop = rect.rect().getRect()
+            image.crop = rect.rect().toRect().getRect() # ensure int!
             image.target_dimension = rect.target_size.toTuple()
-            self.proxy_image_list_model.dataChanged.emit(self.proxy_image_index,
-                                                         self.proxy_image_index)
+        elif rect.rect_type == ImageMarking.HINT:
+            image.hints[rect.data(0)] = rect.rect().toRect().getRect()
+        elif rect.rect_type == ImageMarking.INCLUDE:
+            image.includes[rect.data(0)] = rect.rect().toRect().getRect()
+        elif rect.rect_type == ImageMarking.EXCLUDE:
+            image.excludes[rect.data(0)] = rect.rect().toRect().getRect()
+
+        self.proxy_image_list_model.sourceModel().dataChanged.emit(
+            self.proxy_image_index, self.proxy_image_index)
 
     @Slot()
     def zoom_in(self, center_pos: QPoint = None):
@@ -448,8 +459,10 @@ def wheelEvent(self, event):
         delta = new_pos - old_pos
         self.view.translate(delta.x(), delta.y())
 
-    def add_rectangle(self, rect: QRect, rect_type: ImageMarking, size: QSize = None):
+    def add_rectangle(self, rect: QRect, rect_type: ImageMarking,
+                      size: QSize = None, name: str = ''):
         rect_item = CustomRectItem(rect, rect_type, size)
+        rect_item.setData(0, name)
         if rect_type == ImageMarking.CROP:
             rect_item.signal.move.connect(self.hud_item.setValues)
         rect_item.signal.change.connect(self.marking_change)

From 97fcaed4c45ddfc0f6793e52940cdf1271867724 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sat, 1 Mar 2025 22:35:50 +0100
Subject: [PATCH 26/82] Add toolbar entries to add markings and make the
 editable.

---
 taggui/models/image_list_model.py   |  13 +-
 taggui/utils/target_dimension.py    | 102 +++++----
 taggui/widgets/image_tags_editor.py |   3 +-
 taggui/widgets/image_viewer.py      | 344 ++++++++++++++++++++++++----
 taggui/widgets/main_window.py       |  90 +++++++-
 5 files changed, 455 insertions(+), 97 deletions(-)

diff --git a/taggui/models/image_list_model.py b/taggui/models/image_list_model.py
index 621cea2f..13da55e8 100644
--- a/taggui/models/image_list_model.py
+++ b/taggui/models/image_list_model.py
@@ -9,8 +9,8 @@
 
 import exifread
 import imagesize
-from PySide6.QtCore import (QAbstractListModel, QModelIndex, QRect, QSize, Qt,
-                            Signal, Slot)
+from PySide6.QtCore import (QAbstractListModel, QModelIndex, QPoint, QRect,
+                            QSize, Qt, Signal, Slot)
 from PySide6.QtGui import QIcon, QImageReader, QPixmap
 from PySide6.QtWidgets import QMessageBox
 
@@ -89,7 +89,14 @@ def data(self, index, role=None) -> Image | str | QIcon | QSize:
             # Rotate the image based on the orientation tag.
             image_reader.setAutoTransform(True)
             if image.crop:
-                image_reader.setClipRect(QRect(*image.crop))
+                crop = QRect(*image.crop)
+            else:
+                crop = QRect(QPoint(0, 0), image_reader.size())
+            if crop.height() > crop.width()*3:
+                # keep it sane, higher than 3x the width doesn't make sense
+                crop.setTop((crop.height() - crop.width()*3)/2) # center crop
+                crop.setHeight(crop.width()*3)
+            image_reader.setClipRect(crop)
             pixmap = QPixmap.fromImageReader(image_reader).scaledToWidth(
                 self.image_list_image_width,
                 Qt.TransformationMode.SmoothTransformation)
diff --git a/taggui/utils/target_dimension.py b/taggui/utils/target_dimension.py
index f253ae7c..20e995dc 100644
--- a/taggui/utils/target_dimension.py
+++ b/taggui/utils/target_dimension.py
@@ -1,4 +1,4 @@
-from math import sqrt
+from math import floor, sqrt
 import re
 
 from utils.settings import DEFAULT_SETTINGS, settings
@@ -93,54 +93,32 @@ def get(dimensions: tuple[int, int]):
     preferred_sizes_bonus = 0.4 # reduce the loss by this factor
 
     max_pixels = resolution * resolution
-    opt_width = resolution * sqrt(width/height)
-    opt_height = resolution * sqrt(height/width)
-    if not upscaling:
-        opt_width = min(width, opt_width)
-        opt_height = min(height, opt_height)
-
-    # test 1, guaranteed to find a solution: shrink and crop
-    # 1.1: exact width
-    candidate_width = max(opt_width // bucket_res, 1) * bucket_res
-    candidate_height = max((height * candidate_width / width) // bucket_res, 1) * bucket_res
-    loss = ((height * candidate_width / width) - candidate_height) * candidate_width
-    if (candidate_width, candidate_height) in _preferred_sizes:
-        loss *= preferred_sizes_bonus
-    # 1.2: exact height
-    test_height = max(opt_height // bucket_res, 1) * bucket_res
-    test_width = max((width * test_height / height) // bucket_res, 1) * bucket_res
-    test_loss = ((width * test_height / height) - test_width) * test_height
-    if (test_height, test_width) in _preferred_sizes:
-        test_loss *= preferred_sizes_bonus
-    if test_loss < loss:
-        candidate_width = test_width
-        candidate_height = test_height
-        loss = test_loss
-
-    # test 2, going bigger might still fit in the size budget due to cropping
-    # 2.1: exact width
-    for delta in range(1, 10):
-        test_width = max(opt_width // bucket_res + delta, 1) * bucket_res
+    opt_width = floor(resolution * sqrt(width/height))
+    opt_height = floor(resolution * sqrt(height/width))
+
+    loss = 1e10
+    for dx, dy in [(0,0), (0,1), (1,0), (1,1)]:
+        opt_width += dx
+        opt_height += dy
+
+        if not upscaling:
+            opt_width = min(width, opt_width)
+            opt_height = min(height, opt_height)
+
+        # test 1, guaranteed to find a solution: shrink and crop
+        # 1.1: exact width
+        test_width = max(opt_width // bucket_res, 1) * bucket_res
         test_height = max((height * test_width / width) // bucket_res, 1) * bucket_res
-        if test_width * test_height > max_pixels:
-            break
-        if (test_width > width or test_height > height) and not upscaling:
-            break
         test_loss = ((height * test_width / width) - test_height) * test_width
-        if (test_height, test_width) in _preferred_sizes:
+        if (test_width, test_height) in _preferred_sizes:
             test_loss *= preferred_sizes_bonus
-            if test_loss < loss:
-                candidate_width = test_width
-                candidate_height = test_height
-                loss = test_loss
-    # 2.2: exact height
-    for delta in range(1, 10):
-        test_height = max(opt_height // bucket_res + delta, 1) * bucket_res
+        if test_loss < loss:
+            candidate_width = test_width
+            candidate_height = test_height
+            loss = test_loss
+        # 1.2: exact height
+        test_height = max(opt_height // bucket_res, 1) * bucket_res
         test_width = max((width * test_height / height) // bucket_res, 1) * bucket_res
-        if test_width * test_height > max_pixels:
-            break
-        if (test_width > width or test_height > height) and not upscaling:
-            break
         test_loss = ((width * test_height / height) - test_width) * test_height
         if (test_height, test_width) in _preferred_sizes:
             test_loss *= preferred_sizes_bonus
@@ -149,4 +127,36 @@ def get(dimensions: tuple[int, int]):
             candidate_height = test_height
             loss = test_loss
 
-    return int(candidate_width), int(candidate_height)
+        # test 2, going bigger might still fit in the size budget due to cropping
+        # 2.1: exact width
+        for delta in range(1, 10):
+            test_width = max(opt_width // bucket_res + delta, 1) * bucket_res
+            test_height = max((height * test_width / width) // bucket_res, 1) * bucket_res
+            if test_width * test_height > max_pixels:
+                break
+            if (test_width > width or test_height > height) and not upscaling:
+                break
+            test_loss = ((height * test_width / width) - test_height) * test_width
+            if (test_height, test_width) in _preferred_sizes:
+                test_loss *= preferred_sizes_bonus
+                if test_loss < loss:
+                    candidate_width = test_width
+                    candidate_height = test_height
+                    loss = test_loss
+        # 2.2: exact height
+        for delta in range(1, 10):
+            test_height = max(opt_height // bucket_res + delta, 1) * bucket_res
+            test_width = max((width * test_height / height) // bucket_res, 1) * bucket_res
+            if test_width * test_height > max_pixels:
+                break
+            if (test_width > width or test_height > height) and not upscaling:
+                break
+            test_loss = ((width * test_height / height) - test_width) * test_height
+            if (test_height, test_width) in _preferred_sizes:
+                test_loss *= preferred_sizes_bonus
+            if test_loss < loss:
+                candidate_width = test_width
+                candidate_height = test_height
+                loss = test_loss
+
+        return int(candidate_width), int(candidate_height)
diff --git a/taggui/widgets/image_tags_editor.py b/taggui/widgets/image_tags_editor.py
index d7b05427..de517778 100644
--- a/taggui/widgets/image_tags_editor.py
+++ b/taggui/widgets/image_tags_editor.py
@@ -226,7 +226,8 @@ def reload_image_tags_if_changed(self, first_changed_index: QModelIndex,
         Reload the tags for the current image if its index is in the range of
         changed indices.
         """
-        if (first_changed_index.row() <= self.image_index.row()
+        if (self.image_index and
+            first_changed_index.row() <= self.image_index.row()
                 <= last_changed_index.row()):
             proxy_image_index = self.proxy_image_list_model.mapFromSource(
                 self.image_index)
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index a9a9116a..0016b25e 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -6,7 +6,7 @@
                             Signal, Slot)
 from PySide6.QtGui import (QCursor, QColor, QPainter, QPainterPath, QPen,
                            QPixmap, QTransform)
-from PySide6.QtWidgets import (QGraphicsItem, QGraphicsPixmapItem,
+from PySide6.QtWidgets import (QGraphicsItem, QGraphicsLineItem, QGraphicsPixmapItem,
                                QGraphicsRectItem, QGraphicsScene, QGraphicsView,
                                QVBoxLayout, QWidget)
 from utils.settings import settings
@@ -15,11 +15,18 @@
 import utils.target_dimension as target_dimension
 from dialogs.export_dialog import BucketStrategy
 
+# Alignment base for a grid
+base_point: QPoint = QPoint(0, 0)
+
+# stepsize of the grid
+grid: int = 8
+
 class ImageMarking(str, Enum):
     CROP = 'crop'
     HINT = 'hint'
     INCLUDE = 'include in mask'
     EXCLUDE = 'exclude from mask'
+    NONE = 'no marking'
 
 class RectPosition(str, Enum):
     TL = 'top left'
@@ -56,6 +63,63 @@ def flip_rect_position(pos: RectPosition, h_flip: bool, v_flip: bool) -> RectPos
         20: RectPosition.BL,   21: RectPosition.BOTTOM, 22: RectPosition.BR,
         }[h+10*v]
 
+def change_rect(rect: QRect, rect_pos: RectPosition, pos: QPoint) -> QRect:
+    if rect_pos == RectPosition.TL:
+        rect.setTopLeft(pos)
+    elif rect_pos == RectPosition.TOP:
+        rect.setTop(pos.y())
+    elif rect_pos == RectPosition.TR:
+        rect.setTopRight(pos)
+    elif rect_pos == RectPosition.RIGHT:
+        rect.setRight(pos.x())
+    elif rect_pos == RectPosition.BR:
+        rect.setBottomRight(pos)
+    elif rect_pos == RectPosition.BOTTOM:
+        rect.setBottom(pos.y())
+    elif rect_pos == RectPosition.BL:
+        rect.setBottomLeft(pos)
+    elif rect_pos == RectPosition.LEFT:
+        rect.setLeft(pos.x())
+    return rect
+
+def change_rect_to_match_size(rect: QRect, rect_pos: RectPosition, size: QSize) -> QRect:
+    """Change the `rect` at place `rect_pos` so that the size matches `size`.
+
+    Moving a side will ignore the value in the size for the perpendicular side.
+    """
+    rect_new = QRect(rect)
+    if rect_pos == RectPosition.TL:
+        rect_new.setSize(size)
+        rect_new.moveBottomRight(rect.bottomRight())
+    elif rect_pos == RectPosition.TOP:
+        rect_new.setHeight(size.height())
+        rect_new.moveBottom(rect.bottom())
+    elif rect_pos == RectPosition.TR:
+        rect_new.setSize(size)
+        rect_new.moveBottomLeft(rect.bottomLeft())
+    elif rect_pos == RectPosition.RIGHT:
+        rect_new.setWidth(size.width())
+        rect_new.moveLeft(rect.left())
+    elif rect_pos == RectPosition.BR:
+        rect_new.setSize(size)
+        rect_new.moveTopLeft(rect.topLeft())
+    elif rect_pos == RectPosition.BOTTOM:
+        rect_new.setHeight(size.height())
+        rect_new.moveTop(rect.top())
+    elif rect_pos == RectPosition.BL:
+        rect_new.setSize(size)
+        rect_new.moveTopRight(rect.topRight())
+    elif rect_pos == RectPosition.LEFT:
+        rect_new.setWidth(size.width())
+        rect_new.moveRight(rect.right())
+    return rect_new
+
+def map_to_grid(point: QPoint) -> QPoint:
+    """Align the point to the closest position on the grid aligned at
+    `base_point` and with a step width of `grid`.
+    """
+    return (QPointF(point - base_point) / grid).toPoint() * grid + base_point
+
 class RectItemSignal(QObject):
     change = Signal(QGraphicsRectItem, name='rectChanged')
     move = Signal(QRectF, RectPosition, name='rectIsMoving')
@@ -68,7 +132,11 @@ class CustomRectItem(QGraphicsRectItem):
     handle_half_size = 5
     zoom_factor = 1.0
     # The size of the image this rect belongs to
-    image_size = QRectF(0, 0, 1, 1)
+    image_size = QRect(0, 0, 1, 1)
+    # the last (quantisized position of the mouse
+    #last_pos = None
+    # Static link to the single ImageGraphicsView in this application
+    image_view = None
 
     def __init__(self, rect: QRect, rect_type: ImageMarking,
                  target_size: QSize | None = None, parent = None):
@@ -84,7 +152,10 @@ def __init__(self, rect: QRect, rect_type: ImageMarking,
             ImageMarking.INCLUDE: Qt.green,
             ImageMarking.EXCLUDE: Qt.red,
             }[rect_type]
-        self.target_size = target_size
+        if rect_type == ImageMarking.CROP and target_size == None:
+            self.size_changed() # this method sets self.target_size
+        else:
+            self.target_size = target_size
         self.handle_selected = None
         self.mouse_press_pos = None
         self.mouse_press_rect = None
@@ -93,7 +164,8 @@ def change_pen_half_width(self):
         self.prepareGeometryChange()
 
     def handleAt(self, point: QPointF) -> RectPosition:
-        handle_space = -min(self.pen_half_width - self.handle_half_size, 0)/self.zoom_factor
+        handle_space = -min(self.pen_half_width - self.handle_half_size,
+                            0)/self.zoom_factor
         left = point.x() < self.rect().left() + handle_space
         right = point.x() > self.rect().right() - handle_space
         top = point.y() < self.rect().top() + handle_space
@@ -139,31 +211,69 @@ def mousePressEvent(self, event):
             self.mouse_press_scene_pos = event.scenePos()
             self.mouse_press_rect = self.rect()
             self.signal.move.emit(self.rect(), self.handle_selected)
+            if self.rect_type == ImageMarking.CROP:
+                global base_point
+                if (self.handle_selected == RectPosition.TL or
+                    self.handle_selected == RectPosition.TOP):
+                    base_point = self.rect().bottomRight().toPoint()
+                elif (self.handle_selected == RectPosition.TR or
+                      self.handle_selected == RectPosition.RIGHT):
+                    base_point = self.rect().bottomLeft().toPoint()
+                elif (self.handle_selected == RectPosition.BR or
+                      self.handle_selected == RectPosition.BOTTOM):
+                    base_point = self.rect().topLeft().toPoint()
+                elif (self.handle_selected == RectPosition.BL or
+                      self.handle_selected == RectPosition.LEFT):
+                    base_point = self.rect().topRight().toPoint()
         else:
             event.ignore()
-        super().mousePressEvent(event)
 
     def mouseMoveEvent(self, event):
         if self.handle_selected:
-            rect = self.rect()
-            pos_quantizised = event.scenePos().toPoint().toPointF()
-            if self.handle_selected == RectPosition.TL:
-                rect.setTopLeft(pos_quantizised)
-            elif self.handle_selected == RectPosition.TOP:
-                rect.setTop(pos_quantizised.y())
-            elif self.handle_selected == RectPosition.TR:
-                rect.setTopRight(pos_quantizised)
-            elif self.handle_selected == RectPosition.RIGHT:
-                rect.setRight(pos_quantizised.x())
-            elif self.handle_selected == RectPosition.BR:
-                rect.setBottomRight(pos_quantizised)
-            elif self.handle_selected == RectPosition.BOTTOM:
-                rect.setBottom(pos_quantizised.y())
-            elif self.handle_selected == RectPosition.BL:
-                rect.setBottomLeft(pos_quantizised)
-            elif self.handle_selected == RectPosition.LEFT:
-                rect.setLeft(pos_quantizised.x())
-            self.handle_selected = flip_rect_position(self.handle_selected, rect.width() < 0, rect.height() < 0)
+            if ((event.modifiers() & Qt.KeyboardModifier.ShiftModifier) ==
+                Qt.KeyboardModifier.ShiftModifier):
+                if self.rect_type == ImageMarking.CROP:
+                    pos_quantizised = event.pos().toPoint()
+                    pos_quantizised_pre = pos_quantizised
+                    rect_pre = change_rect(self.rect().toRect(),
+                                           self.handle_selected,
+                                           pos_quantizised)
+                    target_width, target_height = target_dimension.get(rect_pre.size().toTuple())
+                    if rect_pre.height() * target_width / rect_pre.width() < target_height: # too wide
+                        scale = rect_pre.height() / target_height
+                        target_size0 = QSize(floor(target_width*scale),
+                                             rect_pre.height())
+                        target_size1 = QSize(floor(target_width*scale)+1,
+                                             rect_pre.height())
+                    else: # too high
+                        scale = rect_pre.width() / target_width
+                        target_size0 = QSize(rect_pre.width(),
+                                             floor(target_height*scale))
+                        target_size1 = QSize(rect_pre.width(),
+                                             floor(target_height*scale)+1)
+                    tw0, th0 = target_dimension.get(target_size0.toTuple())
+                    tw1, th1 = target_dimension.get(target_size1.toTuple())
+                    if tw0 == target_width and th0 == target_height:
+                        target_size = target_size0
+                    else:
+                        target_size = target_size1
+                    rect = change_rect_to_match_size(self.rect().toRect(),
+                                                     self.handle_selected,
+                                                     target_size)
+                else:
+                    pos_quantizised = map_to_grid(event.pos().toPoint())
+                    rect = change_rect(self.rect().toRect(),
+                                       self.handle_selected,
+                                       pos_quantizised)
+            else:
+                pos_quantizised = event.pos().toPoint()
+                rect = change_rect(self.rect().toRect(),
+                                   self.handle_selected,
+                                   pos_quantizised)
+
+            self.handle_selected = flip_rect_position(self.handle_selected,
+                                                      rect.width() < 0,
+                                                      rect.height() < 0)
 
             if rect.width() == 0 or rect.height() == 0:
                 self.setRect(rect)
@@ -188,17 +298,27 @@ def paint(self, painter, option, widget=None):
             painter.setBrush(QColor(255, 0, 0, 127))
             path = QPainterPath()
             path.addRect(self.rect())
-            to_crop = self.rect().size() - self.target_size
-            path.addRect(QRectF(QPointF(self.rect().x()+floor(to_crop.width()/2),
-                                        self.rect().y()+floor(to_crop.height()/2)), self.target_size))
+            if self.target_size:
+                to_crop = self.rect().size() - self.target_size
+                path.addRect(QRectF(QPointF(self.rect().x()+floor(to_crop.width()/2),
+                                            self.rect().y()+floor(to_crop.height()/2)),
+                                    self.target_size))
             painter.drawPath(path)
 
         pen_half_width = self.pen_half_width / self.zoom_factor
-        pen = QPen(self.color, 2*pen_half_width, Qt.SolidLine, Qt.RoundCap, Qt.RoundJoin)
+        pen = QPen(self.color, 2*pen_half_width, Qt.SolidLine, Qt.RoundCap,
+                   Qt.RoundJoin)
         painter.setPen(pen)
         painter.setBrush(Qt.NoBrush)
         painter.drawRect(self.rect().adjusted(-pen_half_width, -pen_half_width,
                                               pen_half_width, pen_half_width))
+        if self.isSelected():
+            s_rect = self.rect().adjusted(-2*pen_half_width, -2*pen_half_width,
+                                           2*pen_half_width,  2*pen_half_width)
+            painter.setPen(QPen(Qt.white, 1.5 / self.zoom_factor, Qt.SolidLine))
+            painter.drawRect(s_rect)
+            painter.setPen(QPen(Qt.black, 1.5 / self.zoom_factor, Qt.DotLine))
+            painter.drawRect(s_rect)
 
     def shape(self):
         path = super().shape()
@@ -215,7 +335,7 @@ def boundingRect(self):
     def size_changed(self):
         if self.rect_type == ImageMarking.CROP:
             bucket_strategy = settings.value('export_bucket_strategy', type=str)
-            current = self.rect().size()
+            current = self.rect().size().expandedTo(QSize(1, 1))
             if bucket_strategy == BucketStrategy.SCALE:
                 self.target_size = current
             else: # CROP or CROP_SCALE
@@ -224,14 +344,14 @@ def size_changed(self):
                     scale = current.height() / target_height
                 else: # too high
                     scale = current.width() / target_width
-                self.target_size = QSize(target_width*scale, target_height*scale)
+                self.target_size = QSize(round(target_width*scale), round(target_height*scale))
                 if bucket_strategy == BucketStrategy.CROP_SCALE:
                     self.target_size = (self.target_size + current.toSize())/2
 
 class ResizeHintHUD(QGraphicsItem):
     zoom_factor = 1.0
 
-    def __init__(self, boundingRect: QRectF, parent=None):
+    def __init__(self, boundingRect: QRect, parent=None):
         super().__init__(parent)
         self._boundingRect = boundingRect
         self.rect = QRectF(0, 0, 1, 1)
@@ -321,8 +441,103 @@ def paint(self, painter, option, widget=None):
         painter.setPen(pen)
         painter.drawPath(self.path)
 
+class ImageGraphicsView(QGraphicsView):
+    def __init__(self, scene, image_viewer):
+        super().__init__(scene)
+        self.setRenderHint(QPainter.Antialiasing)
+        self.setDragMode(QGraphicsView.DragMode.ScrollHandDrag)
+        self.setTransformationAnchor(QGraphicsView.ViewportAnchor.AnchorUnderMouse)
+        self.setResizeAnchor(QGraphicsView.ViewportAnchor.AnchorUnderMouse)
+        self.image_viewer = image_viewer
+        CustomRectItem.image_view = self
+        self.last_pos = None
+        self.clear_scene()
+
+    def clear_scene(self):
+        """Use this and not scene.clear() due to resource management."""
+        global grid, base_point
+        self.insertion_mode = False
+        self.horizontal_line = None
+        self.vertical_line = None
+        grid = 8
+        base_point = QPoint(0, 0)
+        self.scene().clear()
+
+    def set_insertion_mode(self, mode):
+        self.insertion_mode = mode
+        if mode:
+            self.setDragMode(QGraphicsView.DragMode.NoDrag)
+            self.setCursor(QCursor(Qt.CursorShape.CrossCursor))
+            self.horizontal_line = QGraphicsLineItem()
+            self.vertical_line = QGraphicsLineItem()
+            self.scene().addItem(self.horizontal_line)
+            self.scene().addItem(self.vertical_line)
+            self.update_lines_pos()
+        else:
+            self.setDragMode(QGraphicsView.DragMode.ScrollHandDrag)
+            self.unsetCursor()
+            self.scene().removeItem(self.horizontal_line)
+            self.scene().removeItem(self.vertical_line)
+
+    def update_lines_pos(self):
+        """Show the hint lines at the position self.last_pos.
+
+        Note: do not use a position parameter as then the key event couldn't
+        immediately show them as the mouse position would be missing then.
+        """
+        if self.last_pos:
+            view_rect = self.mapToScene(self.viewport().rect()).boundingRect()
+            self.horizontal_line.setLine(view_rect.left(), self.last_pos.y(),
+                                         view_rect.right(), self.last_pos.y())
+            self.vertical_line.setLine(self.last_pos.x(), view_rect.top(),
+                                       self.last_pos.x(), view_rect.bottom())
+
+
+    def mousePressEvent(self, event):
+        if self.insertion_mode and event.button() == Qt.MouseButton.LeftButton:
+            rect_type = self.image_viewer.marking_to_add
+            if rect_type == ImageMarking.NONE:
+                if ((event.modifiers() & Qt.KeyboardModifier.AltModifier) ==
+                    Qt.KeyboardModifier.AltModifier):
+                    rect_type = ImageMarking.EXCLUDE
+                else:
+                    rect_type = ImageMarking.HINT
+
+            self.image_viewer.add_rectangle(QRect(self.last_pos, QSize(0, 0)),
+                                            rect_type)
+            self.set_insertion_mode(False)
+            super().mousePressEvent(event)
+        else:
+            super().mousePressEvent(event)
+
+    def mouseMoveEvent(self, event):
+        last_pos_raw = self.mapToScene(event.position().toPoint())
+        if ((event.modifiers() & Qt.KeyboardModifier.ShiftModifier) ==
+            Qt.KeyboardModifier.ShiftModifier):
+            self.last_pos = map_to_grid(last_pos_raw.toPoint())
+        else:
+            self.last_pos = last_pos_raw.toPoint()
+            pos = last_pos_raw
+
+        if self.insertion_mode:
+            self.update_lines_pos()
+        else:
+            super().mouseMoveEvent(event)
+
+    def keyPressEvent(self, event):
+        if event.key() == Qt.Key.Key_Control:
+            self.set_insertion_mode(True)
+        elif event.key() == Qt.Key.Key_Delete:
+            self.image_viewer.delete_selected()
+
+    def keyReleaseEvent(self, event):
+        if event.key() == Qt.Key.Key_Control:
+            self.set_insertion_mode(False)
+
 class ImageViewer(QWidget):
     zoom = Signal(float, name='zoomChanged')
+    marking = Signal(ImageMarking, name='markingToAdd')
+    accept_crop_addition = Signal(bool, name='allowAdditionOfCrop')
 
     def __init__(self, proxy_image_list_model: ProxyImageListModel):
         super().__init__()
@@ -330,12 +545,9 @@ def __init__(self, proxy_image_list_model: ProxyImageListModel):
         CustomRectItem.pen_half_width = round(self.devicePixelRatio())
         CustomRectItem.zoom_factor = 1.0
         self.is_zoom_to_fit = True
+        self.marking_to_add = ImageMarking.NONE
         self.scene = QGraphicsScene()
-        self.view = QGraphicsView(self.scene)
-        self.view.setRenderHint(QPainter.Antialiasing)
-        self.view.setDragMode(QGraphicsView.ScrollHandDrag)
-        self.view.setTransformationAnchor(QGraphicsView.AnchorUnderMouse)
-        self.view.setResizeAnchor(QGraphicsView.AnchorUnderMouse)
+        self.view = ImageGraphicsView(self.scene, self)
         settings.change.connect(self.setting_change)
 
         layout = QVBoxLayout()
@@ -351,7 +563,7 @@ def __init__(self, proxy_image_list_model: ProxyImageListModel):
     def load_image(self, proxy_image_index: QModelIndex):
         self.proxy_image_index = QPersistentModelIndex(proxy_image_index)
 
-        self.scene.clear()
+        self.view.clear_scene()
         if not self.proxy_image_index.isValid():
             return
 
@@ -361,12 +573,15 @@ def load_image(self, proxy_image_index: QModelIndex):
         self.scene.addItem(image_item)
         self.scene.setSceneRect(image_item.boundingRect()
                                 .adjusted(-1, -1, 1, 1)) # space for rect border
-        CustomRectItem.image_size = image_item.boundingRect()
+        CustomRectItem.image_size = image_item.boundingRect().toRect()
         self.zoom_fit()
 
         self.hud_item = ResizeHintHUD(CustomRectItem.image_size)
         self.scene.addItem(self.hud_item)
 
+        self.marking_to_add = ImageMarking.NONE
+        self.marking.emit(ImageMarking.NONE)
+        self.accept_crop_addition.emit(not image.crop)
         if image.crop:
             if not image.target_dimension:
                 image.target_dimension = target_dimension.get(image.crop[2:])
@@ -388,6 +603,7 @@ def setting_change(self, key, value):
 
     @Slot(QGraphicsRectItem)
     def marking_change(self, rect: QGraphicsRectItem):
+        global grid, base_point
         assert self.proxy_image_index != None
         assert self.proxy_image_index.isValid()
         image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
@@ -396,6 +612,10 @@ def marking_change(self, rect: QGraphicsRectItem):
             image.thumbnail = None
             image.crop = rect.rect().toRect().getRect() # ensure int!
             image.target_dimension = rect.target_size.toTuple()
+            scale = min(image.crop[2]/image.target_dimension[0],
+                        image.crop[3]/image.target_dimension[1])
+            base_point = QPoint(image.crop[0]+floor((image.crop[2]-scale*image.target_dimension[0])/2),
+                                image.crop[1]+floor((image.crop[3]-scale*image.target_dimension[1])/2))
         elif rect.rect_type == ImageMarking.HINT:
             image.hints[rect.data(0)] = rect.rect().toRect().getRect()
         elif rect.rect_type == ImageMarking.INCLUDE:
@@ -447,6 +667,12 @@ def zoom_emit(self):
         else:
             self.zoom.emit(CustomRectItem.zoom_factor)
 
+    @Slot(ImageMarking)
+    def add_marking(self, marking: ImageMarking):
+        self.marking_to_add = marking
+        self.view.set_insertion_mode(marking != ImageMarking.NONE)
+        grid = 1 if marking == ImageMarking.CROP else 8
+
     def wheelEvent(self, event):
         old_pos = self.view.mapToScene(event.position().toPoint())
 
@@ -462,12 +688,52 @@ def wheelEvent(self, event):
     def add_rectangle(self, rect: QRect, rect_type: ImageMarking,
                       size: QSize = None, name: str = ''):
         rect_item = CustomRectItem(rect, rect_type, size)
-        rect_item.setData(0, name)
         if rect_type == ImageMarking.CROP:
             rect_item.signal.move.connect(self.hud_item.setValues)
+        elif name == '' and rect_type != ImageMarking.NONE:
+            image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
+            if rect_type == ImageMarking.HINT:
+                keys = image.hints.keys()
+                pre = 'hint'
+            elif rect_type == ImageMarking.INCLUDE:
+                keys = image.includes.keys()
+                pre = 'include'
+            elif rect_type == ImageMarking.EXCLUDE:
+                keys = image.excludes.keys()
+                pre = 'exclude'
+            count = 1
+            while f'{pre}{count}' in keys:
+                count += 1
+            name = f'{pre}{count}'
+        rect_item.setData(0, name)
         rect_item.signal.change.connect(self.marking_change)
         self.scene.addItem(rect_item)
         self.rect_items.append(rect_item)
+        self.marking.emit(ImageMarking.NONE)
+        if rect_type == ImageMarking.CROP:
+            self.accept_crop_addition.emit(False)
+            self.marking_change(rect_item)
+
+    @Slot()
+    def delete_selected(self):
+        image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
+        for item in self.scene.selectedItems():
+            if item.rect_type == ImageMarking.CROP:
+                global base_point
+                image.thumbnail = None
+                image.crop = None
+                image.target_dimension = None
+                base_point = QPoint(0, 0)
+                self.accept_crop_addition.emit(True)
+            elif item.rect_type == ImageMarking.HINT:
+                del image.hints[item.data(0)]
+            elif item.rect_type == ImageMarking.INCLUDE:
+                del image.includes[item.data(0)]
+            elif item.rect_type == ImageMarking.EXCLUDE:
+                del image.excludes[item.data(0)]
+            self.scene.removeItem(item)
+        self.proxy_image_list_model.sourceModel().dataChanged.emit(
+            self.proxy_image_index, self.proxy_image_index)
 
     def resizeEvent(self, event):
         super().resizeEvent(event)
diff --git a/taggui/widgets/main_window.py b/taggui/widgets/main_window.py
index 167d55c5..1129b1a9 100644
--- a/taggui/widgets/main_window.py
+++ b/taggui/widgets/main_window.py
@@ -1,11 +1,14 @@
 from pathlib import Path
 
-from PySide6.QtCore import QKeyCombination, QModelIndex, QUrl, Qt, Slot
-from PySide6.QtGui import (QAction, QCloseEvent, QDesktopServices, QIcon,
-                           QKeySequence, QPixmap, QShortcut)
+from PySide6.QtCore import (QKeyCombination, QModelIndex, QPoint, QRect, QUrl,
+                            Qt, Slot)
+from PySide6.QtGui import (QAction, QActionGroup, QColor, QCloseEvent,
+                           QDesktopServices, QIcon, QKeySequence, QPainter,
+                           QPainterPath, QPen, QPixmap, QShortcut)
 from PySide6.QtWidgets import (QApplication, QFileDialog, QMainWindow,
                                QMessageBox, QStackedWidget, QToolBar,
                                QVBoxLayout, QWidget)
+
 from transformers import AutoTokenizer
 
 from dialogs.batch_reorder_tags_dialog import BatchReorderTagsDialog
@@ -26,7 +29,7 @@
 from widgets.auto_captioner import AutoCaptioner
 from widgets.image_list import ImageList
 from widgets.image_tags_editor import ImageTagsEditor
-from widgets.image_viewer import ImageViewer
+from widgets.image_viewer import ImageViewer, ImageMarking
 
 ICON_PATH = Path('images/icon.ico')
 GITHUB_REPOSITORY_URL = 'https://github.com/jhc13/taggui'
@@ -69,17 +72,55 @@ def __init__(self, app: QApplication):
         self.toolbar.setObjectName('Main toolbar')
         self.toolbar.setFloatable(True)
         self.addToolBar(self.toolbar)
-        self.zoom_fit_best_action = QAction(QIcon.fromTheme('zoom-fit-best'), 'Zoom to fit', self)
+        self.zoom_fit_best_action = QAction(QIcon.fromTheme('zoom-fit-best'),
+                                            'Zoom to fit', self)
         self.zoom_fit_best_action.setCheckable(True)
         self.toolbar.addAction(self.zoom_fit_best_action)
-        self.zoom_in_action = QAction(QIcon.fromTheme('zoom-in'), 'Zoom in', self)
+        self.zoom_in_action = QAction(QIcon.fromTheme('zoom-in'),
+                                      'Zoom in', self)
         self.toolbar.addAction(self.zoom_in_action)
-        self.zoom_original_action = QAction(QIcon.fromTheme('zoom-original'), 'Original size', self)
+        self.zoom_original_action = QAction(QIcon.fromTheme('zoom-original'),
+                                            'Original size', self)
         self.zoom_original_action.setCheckable(True)
         self.toolbar.addAction(self.zoom_original_action)
-        self.zoom_out_action = QAction(QIcon.fromTheme('zoom-out'), 'Zoom out', self)
+        self.zoom_out_action = QAction(QIcon.fromTheme('zoom-out'),
+                                       'Zoom out', self)
         self.toolbar.addAction(self.zoom_out_action)
         self.toolbar.addSeparator()
+        self.add_action_group = QActionGroup(self)
+        self.add_action_group.setExclusionPolicy(QActionGroup.ExclusiveOptional)
+        self.add_crop_action = QAction(create_add_box_icon(Qt.blue),
+                                       'Add crop', self.add_action_group)
+        self.add_crop_action.setCheckable(True)
+        self.toolbar.addAction(self.add_crop_action)
+        self.add_hint_action = QAction(create_add_box_icon(Qt.gray),
+                                       'Add hint', self.add_action_group)
+        self.add_hint_action.setCheckable(True)
+        self.toolbar.addAction(self.add_hint_action)
+        self.add_include_action = QAction(create_add_box_icon(Qt.green),
+                                          'Add include mask', self.add_action_group)
+        self.add_include_action.setCheckable(True)
+        self.toolbar.addAction(self.add_include_action)
+        self.add_exclude_action = QAction(create_add_box_icon(Qt.red),
+                                          'Add exclude mask', self.add_action_group)
+        self.add_exclude_action.setCheckable(True)
+        self.toolbar.addAction(self.add_exclude_action)
+        self.image_viewer.marking.connect(lambda marking:
+            self.add_crop_action.setChecked(True) if marking == ImageMarking.CROP else
+            self.add_hint_action.setChecked(True) if marking == ImageMarking.HINT else
+            self.add_include_action.setChecked(True) if marking == ImageMarking.INCLUDE else
+            self.add_exclude_action.setChecked(True) if marking == ImageMarking.EXCLUDE else
+            self.add_action_group.checkedAction() and
+                self.add_action_group.checkedAction().setChecked(False))
+        self.image_viewer.accept_crop_addition.connect(self.add_crop_action.setEnabled)
+        self.delete_marking_action = QAction(QIcon.fromTheme('edit-delete'),
+                                            'Delete marking', self)
+        self.delete_marking_action.setEnabled(False)
+        self.toolbar.addAction(self.delete_marking_action)
+        self.image_viewer.scene.selectionChanged.connect(lambda:
+            self.delete_marking_action.setEnabled(
+                len(self.image_viewer.scene.selectedItems())>0))
+
 
         self.image_list = ImageList(self.proxy_image_list_model,
                                     tag_separator, image_list_image_width)
@@ -482,6 +523,14 @@ def connect_toolbar_signals(self):
         self.toolbar.visibilityChanged.connect(
             lambda: self.toggle_toolbar_action.setChecked(
                 self.toolbar.isVisible()))
+        self.add_action_group.triggered.connect(
+            lambda action: self.image_viewer.add_marking(
+                ImageMarking.NONE if not action.isChecked() else
+                ImageMarking.CROP if action == self.add_crop_action else
+                ImageMarking.HINT if action == self.add_hint_action else
+                ImageMarking.INCLUDE if action == self.add_include_action else
+                ImageMarking.EXCLUDE))
+        self.delete_marking_action.triggered.connect(self.image_viewer.delete_selected)
 
     def connect_image_list_signals(self):
         self.image_list.filter_line_edit.textChanged.connect(
@@ -631,3 +680,28 @@ def restore(self):
                                                       type=str))
             if directory_path.is_dir():
                 self.load_directory(directory_path, select_index=image_index)
+
+def create_add_box_icon(color: QColor) -> QPixmap:
+    """Create a QPixmap for an icon"""
+    pixmap = QPixmap(32, 32)
+    pixmap.fill(QColor('transparent'))
+
+    # Create a painter to draw on the pixmap
+    painter = QPainter(pixmap)
+
+    # Draw a bordered rectangle in the specified color
+    rect = QRect(2, 2, 28, 28)
+    painter.setPen(QPen(color, 2))
+    painter.drawRect(rect)
+
+    # Draw a plus sign in the middle
+    painter.setPen(QPen(Qt.black, 1))
+    path = QPainterPath()
+    path.moveTo(16, 10)
+    path.lineTo(16, 22)
+    path.moveTo(10, 16)
+    path.lineTo(22, 16)
+    painter.drawPath(path)
+    painter.end()
+
+    return pixmap

From 8ba40c3c15c71d24074ec463ba2be6d40a25aee7 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sun, 2 Mar 2025 15:19:17 +0100
Subject: [PATCH 27/82] Make label display working as intended.

Also rename CustomRectItem to MarkingItem
---
 taggui/widgets/image_viewer.py | 140 ++++++++++++++++++++++++---------
 taggui/widgets/main_window.py  |   2 +-
 2 files changed, 102 insertions(+), 40 deletions(-)

diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index 0016b25e..1539fb53 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -6,8 +6,9 @@
                             Signal, Slot)
 from PySide6.QtGui import (QCursor, QColor, QPainter, QPainterPath, QPen,
                            QPixmap, QTransform)
-from PySide6.QtWidgets import (QGraphicsItem, QGraphicsLineItem, QGraphicsPixmapItem,
-                               QGraphicsRectItem, QGraphicsScene, QGraphicsView,
+from PySide6.QtWidgets import (QGraphicsItem, QGraphicsLineItem,
+                               QGraphicsPixmapItem, QGraphicsRectItem,
+                               QGraphicsTextItem, QGraphicsScene, QGraphicsView,
                                QVBoxLayout, QWidget)
 from utils.settings import settings
 from models.proxy_image_list_model import ProxyImageListModel
@@ -124,7 +125,7 @@ class RectItemSignal(QObject):
     change = Signal(QGraphicsRectItem, name='rectChanged')
     move = Signal(QRectF, RectPosition, name='rectIsMoving')
 
-class CustomRectItem(QGraphicsRectItem):
+class MarkingItem(QGraphicsRectItem):
     # the halfed size of the pen in local coordinates to make sure it stays the
     # same during zooming
     pen_half_width = 1.0
@@ -146,6 +147,7 @@ def __init__(self, rect: QRect, rect_type: ImageMarking,
         self.setAcceptHoverEvents(True)
         self.signal = RectItemSignal()
         self.rect_type = rect_type
+        self.label: MarkingLabel | None = None
         self.color = {
             ImageMarking.CROP: Qt.blue,
             ImageMarking.HINT: Qt.gray,
@@ -160,9 +162,6 @@ def __init__(self, rect: QRect, rect_type: ImageMarking,
         self.mouse_press_pos = None
         self.mouse_press_rect = None
 
-    def change_pen_half_width(self):
-        self.prepareGeometryChange()
-
     def handleAt(self, point: QPointF) -> RectPosition:
         handle_space = -min(self.pen_half_width - self.handle_half_size,
                             0)/self.zoom_factor
@@ -312,6 +311,7 @@ def paint(self, painter, option, widget=None):
         painter.setBrush(Qt.NoBrush)
         painter.drawRect(self.rect().adjusted(-pen_half_width, -pen_half_width,
                                               pen_half_width, pen_half_width))
+
         if self.isSelected():
             s_rect = self.rect().adjusted(-2*pen_half_width, -2*pen_half_width,
                                            2*pen_half_width,  2*pen_half_width)
@@ -347,6 +347,58 @@ def size_changed(self):
                 self.target_size = QSize(round(target_width*scale), round(target_height*scale))
                 if bucket_strategy == BucketStrategy.CROP_SCALE:
                     self.target_size = (self.target_size + current.toSize())/2
+        self.adjust_layout()
+
+    def adjust_layout(self):
+        if self.label != None:
+            self.label.changeZoom(self.zoom_factor)
+            pen_half_width = self.pen_half_width / self.zoom_factor
+            if self.rect().y() > self.label.boundingRect().height():
+                self.label.setPos(self.rect().adjusted(
+                    -2 * pen_half_width,
+                    -pen_half_width - self.label.boundingRect().height(),
+                    0, 0).topLeft())
+                self.label.parentItem().setRect(self.label.sceneBoundingRect())
+            else:
+                self.label.setPos(self.rect().adjusted(
+                    -pen_half_width, -pen_half_width, 0, 0).topLeft())
+                self.label.parentItem().setRect(self.label.sceneBoundingRect())
+
+
+class MarkingLabel(QGraphicsTextItem):
+    editingFinished = Signal(str)
+
+    def __init__(self, text, parent):
+        super().__init__(text, parent)
+        self.setDefaultTextColor(Qt.black)
+        self.setTextInteractionFlags(Qt.TextEditorInteraction)
+
+    def focusOutEvent(self, event):
+        super().focusOutEvent(event)
+        self.editingFinished.emit(self.toPlainText())
+
+    def keyPressEvent(self, event):
+        super().keyPressEvent(event)
+        self.parentItem().setRect(self.sceneBoundingRect())
+        if event.key() in (Qt.Key_Enter, Qt.Key_Return):
+            self.clearFocus()
+            self.editingFinished.emit(self.toPlainText())
+
+    def insertFromMimeData(self, source):
+        if source.hasText():
+            # Insert only the plain text
+            cursor = self.textCursor()
+            cursor.insertText(source.text())
+        else:
+            super().insertFromMimeData(source)
+        self.parentItem().setRect(self.sceneBoundingRect())
+
+    def changeZoom(self, zoom_factor):
+        font = self.font()
+        font.setPointSizeF(10 / zoom_factor)
+        self.setFont(font)
+        self.parentItem().setRect(self.sceneBoundingRect())
+
 
 class ResizeHintHUD(QGraphicsItem):
     zoom_factor = 1.0
@@ -449,7 +501,7 @@ def __init__(self, scene, image_viewer):
         self.setTransformationAnchor(QGraphicsView.ViewportAnchor.AnchorUnderMouse)
         self.setResizeAnchor(QGraphicsView.ViewportAnchor.AnchorUnderMouse)
         self.image_viewer = image_viewer
-        CustomRectItem.image_view = self
+        MarkingItem.image_view = self
         self.last_pos = None
         self.clear_scene()
 
@@ -529,10 +581,12 @@ def keyPressEvent(self, event):
             self.set_insertion_mode(True)
         elif event.key() == Qt.Key.Key_Delete:
             self.image_viewer.delete_selected()
+        super().keyPressEvent(event)
 
     def keyReleaseEvent(self, event):
         if event.key() == Qt.Key.Key_Control:
             self.set_insertion_mode(False)
+        super().keyReleaseEvent(event)
 
 class ImageViewer(QWidget):
     zoom = Signal(float, name='zoomChanged')
@@ -542,8 +596,8 @@ class ImageViewer(QWidget):
     def __init__(self, proxy_image_list_model: ProxyImageListModel):
         super().__init__()
         self.proxy_image_list_model = proxy_image_list_model
-        CustomRectItem.pen_half_width = round(self.devicePixelRatio())
-        CustomRectItem.zoom_factor = 1.0
+        MarkingItem.pen_half_width = round(self.devicePixelRatio())
+        MarkingItem.zoom_factor = 1.0
         self.is_zoom_to_fit = True
         self.marking_to_add = ImageMarking.NONE
         self.scene = QGraphicsScene()
@@ -555,7 +609,7 @@ def __init__(self, proxy_image_list_model: ProxyImageListModel):
         self.setLayout(layout)
 
         self.proxy_image_index: QPersistentModelIndex = None
-        self.rect_items: list[CustomRectItem] = []
+        self.marking_items: list[MarkingItem] = []
 
         self.view.wheelEvent = self.wheelEvent
 
@@ -573,10 +627,10 @@ def load_image(self, proxy_image_index: QModelIndex):
         self.scene.addItem(image_item)
         self.scene.setSceneRect(image_item.boundingRect()
                                 .adjusted(-1, -1, 1, 1)) # space for rect border
-        CustomRectItem.image_size = image_item.boundingRect().toRect()
+        MarkingItem.image_size = image_item.boundingRect().toRect()
         self.zoom_fit()
 
-        self.hud_item = ResizeHintHUD(CustomRectItem.image_size)
+        self.hud_item = ResizeHintHUD(MarkingItem.image_size)
         self.scene.addItem(self.hud_item)
 
         self.marking_to_add = ImageMarking.NONE
@@ -597,38 +651,38 @@ def load_image(self, proxy_image_index: QModelIndex):
     @Slot()
     def setting_change(self, key, value):
         if key == 'export_bucket_strategy':
-            for rect in self.rect_items:
-                rect.size_changed()
+            for marking in self.marking_items:
+                marking.size_changed()
             self.scene.invalidate()
 
     @Slot(QGraphicsRectItem)
-    def marking_change(self, rect: QGraphicsRectItem):
+    def marking_change(self, marking: QGraphicsRectItem):
         global grid, base_point
         assert self.proxy_image_index != None
         assert self.proxy_image_index.isValid()
         image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
 
-        if rect.rect_type == ImageMarking.CROP:
+        if marking.rect_type == ImageMarking.CROP:
             image.thumbnail = None
-            image.crop = rect.rect().toRect().getRect() # ensure int!
-            image.target_dimension = rect.target_size.toTuple()
+            image.crop = marking.rect().toRect().getRect() # ensure int!
+            image.target_dimension = marking.target_size.toTuple()
             scale = min(image.crop[2]/image.target_dimension[0],
                         image.crop[3]/image.target_dimension[1])
             base_point = QPoint(image.crop[0]+floor((image.crop[2]-scale*image.target_dimension[0])/2),
                                 image.crop[1]+floor((image.crop[3]-scale*image.target_dimension[1])/2))
-        elif rect.rect_type == ImageMarking.HINT:
-            image.hints[rect.data(0)] = rect.rect().toRect().getRect()
-        elif rect.rect_type == ImageMarking.INCLUDE:
-            image.includes[rect.data(0)] = rect.rect().toRect().getRect()
-        elif rect.rect_type == ImageMarking.EXCLUDE:
-            image.excludes[rect.data(0)] = rect.rect().toRect().getRect()
+        elif marking.rect_type == ImageMarking.HINT:
+            image.hints[marking.data(0)] = marking.rect().toRect().getRect()
+        elif marking.rect_type == ImageMarking.INCLUDE:
+            image.includes[marking.data(0)] = marking.rect().toRect().getRect()
+        elif marking.rect_type == ImageMarking.EXCLUDE:
+            image.excludes[marking.data(0)] = marking.rect().toRect().getRect()
 
         self.proxy_image_list_model.sourceModel().dataChanged.emit(
             self.proxy_image_index, self.proxy_image_index)
 
     @Slot()
     def zoom_in(self, center_pos: QPoint = None):
-        CustomRectItem.zoom_factor = min(CustomRectItem.zoom_factor * 1.25, 16)
+        MarkingItem.zoom_factor = min(MarkingItem.zoom_factor * 1.25, 16)
         self.is_zoom_to_fit = False
         self.zoom_emit()
 
@@ -636,7 +690,7 @@ def zoom_in(self, center_pos: QPoint = None):
     def zoom_out(self, center_pos: QPoint = None):
         view = self.view.viewport().size()
         scene = self.scene.sceneRect()
-        CustomRectItem.zoom_factor = max(CustomRectItem.zoom_factor / 1.25,
+        MarkingItem.zoom_factor = max(MarkingItem.zoom_factor / 1.25,
                                          min(view.width()/scene.width(),
                                              view.height()/scene.height()))
         self.is_zoom_to_fit = False
@@ -644,28 +698,30 @@ def zoom_out(self, center_pos: QPoint = None):
 
     @Slot()
     def zoom_original(self):
-        CustomRectItem.zoom_factor = 1.0
+        MarkingItem.zoom_factor = 1.0
         self.is_zoom_to_fit = False
         self.zoom_emit()
 
     @Slot()
     def zoom_fit(self):
         self.view.fitInView(self.scene.sceneRect(), Qt.KeepAspectRatio)
-        CustomRectItem.zoom_factor = self.view.transform().m11()
+        MarkingItem.zoom_factor = self.view.transform().m11()
         self.is_zoom_to_fit = True
         self.zoom_emit()
 
     def zoom_emit(self):
-        ResizeHintHUD.zoom_factor = CustomRectItem.zoom_factor
+        ResizeHintHUD.zoom_factor = MarkingItem.zoom_factor
         transform = self.view.transform()
         self.view.setTransform(QTransform(
-            CustomRectItem.zoom_factor, transform.m12(), transform.m13(),
-            transform.m21(), CustomRectItem.zoom_factor, transform.m23(),
+            MarkingItem.zoom_factor, transform.m12(), transform.m13(),
+            transform.m21(), MarkingItem.zoom_factor, transform.m23(),
             transform.m31(), transform.m32(), transform.m33()))
+        for marking in self.marking_items:
+            marking.adjust_layout()
         if self.is_zoom_to_fit:
             self.zoom.emit(-1)
         else:
-            self.zoom.emit(CustomRectItem.zoom_factor)
+            self.zoom.emit(MarkingItem.zoom_factor)
 
     @Slot(ImageMarking)
     def add_marking(self, marking: ImageMarking):
@@ -687,9 +743,9 @@ def wheelEvent(self, event):
 
     def add_rectangle(self, rect: QRect, rect_type: ImageMarking,
                       size: QSize = None, name: str = ''):
-        rect_item = CustomRectItem(rect, rect_type, size)
+        marking_item = MarkingItem(rect, rect_type, size)
         if rect_type == ImageMarking.CROP:
-            rect_item.signal.move.connect(self.hud_item.setValues)
+            marking_item.signal.move.connect(self.hud_item.setValues)
         elif name == '' and rect_type != ImageMarking.NONE:
             image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
             if rect_type == ImageMarking.HINT:
@@ -705,14 +761,20 @@ def add_rectangle(self, rect: QRect, rect_type: ImageMarking,
             while f'{pre}{count}' in keys:
                 count += 1
             name = f'{pre}{count}'
-        rect_item.setData(0, name)
-        rect_item.signal.change.connect(self.marking_change)
-        self.scene.addItem(rect_item)
-        self.rect_items.append(rect_item)
+        marking_item.setData(0, name)
+        if rect_type != ImageMarking.CROP and rect_type != ImageMarking.NONE:
+            label_background = QGraphicsRectItem(marking_item)
+            label_background.setBrush(marking_item.color)
+            label_background.setPen(Qt.NoPen)
+            marking_item.label = MarkingLabel(name, label_background)
+            marking_item.adjust_layout()
+        marking_item.signal.change.connect(self.marking_change)
+        self.scene.addItem(marking_item)
+        self.marking_items.append(marking_item)
         self.marking.emit(ImageMarking.NONE)
         if rect_type == ImageMarking.CROP:
             self.accept_crop_addition.emit(False)
-            self.marking_change(rect_item)
+            self.marking_change(marking_item)
 
     @Slot()
     def delete_selected(self):
diff --git a/taggui/widgets/main_window.py b/taggui/widgets/main_window.py
index 1129b1a9..7a82fc4c 100644
--- a/taggui/widgets/main_window.py
+++ b/taggui/widgets/main_window.py
@@ -118,7 +118,7 @@ def __init__(self, app: QApplication):
         self.delete_marking_action.setEnabled(False)
         self.toolbar.addAction(self.delete_marking_action)
         self.image_viewer.scene.selectionChanged.connect(lambda:
-            self.delete_marking_action.setEnabled(
+            self.image_viewer.scene and self.delete_marking_action.setEnabled(
                 len(self.image_viewer.scene.selectedItems())>0))
 
 

From a2571b6971c6fd0e45ff928468c343d97cc7fcb1 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sun, 2 Mar 2025 19:34:55 +0100
Subject: [PATCH 28/82] Change JSON format to list of markings

Also refactor a bit to use QSize instead of a simple tuple
---
 taggui/dialogs/export_dialog.py   |  16 ++---
 taggui/models/image_list_model.py |  50 +++++---------
 taggui/utils/image.py             |  26 ++++++--
 taggui/utils/target_dimension.py  |  16 +++--
 taggui/widgets/image_viewer.py    | 106 +++++++++++++-----------------
 5 files changed, 100 insertions(+), 114 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index c6a84839..9ffab2e4 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -6,7 +6,7 @@
 from pathlib import Path
 import shutil
 
-from PySide6.QtCore import Qt, Slot
+from PySide6.QtCore import QSize, Qt, Slot
 from PySide6.QtGui import QColorSpace
 from PySide6.QtWidgets import (QWidget, QDialog, QFileDialog, QGridLayout,
                                QLabel, QLineEdit, QPushButton, QTableWidget,
@@ -368,8 +368,8 @@ def show_statistics(self):
         image_dimensions = defaultdict(int)
         for this_image in image_list:
             this_image.target_dimension = target_dimension.get(
-                this_image.dimensions)
-            image_dimensions[this_image.target_dimension] += 1
+                QSize(*this_image.dimensions))
+            image_dimensions[this_image.target_dimension.toTuple()] += 1
         self.image_list.proxy_image_list_model.invalidate()
 
         sorted_dimensions = sorted(
@@ -527,7 +527,7 @@ def do_export(self):
             else:
                 image_file = image_file.convert("RGB")  # Otherwise, convert to RGB
 
-            new_width, new_height = image_entry.target_dimension
+            new_width, new_height = image_entry.target_dimension.toTuple()
             current_width, current_height = image_file.size
             if bucket_strategy == BucketStrategy.CROP or bucket_strategy == BucketStrategy.CROP_SCALE:
                 if current_height * new_width / current_width < new_height: # too wide
@@ -535,8 +535,8 @@ def do_export(self):
                 else: # too high
                     new_height = floor(current_height * new_width / current_width)
             if bucket_strategy == BucketStrategy.CROP_SCALE:
-                new_width = floor((image_entry.target_dimension[0] + new_width)/2)
-                new_height = floor((image_entry.target_dimension[1] + new_height)/2)
+                new_width = floor((image_entry.target_dimension.width() + new_width)/2)
+                new_height = floor((image_entry.target_dimension.height() + new_height)/2)
             if image_file.size[0] != new_width or image_file.size[1] != new_height:
                 # resize with the best method available
                 resized_image = image_file.resize((new_width, new_height), Image.LANCZOS)
@@ -547,8 +547,8 @@ def do_export(self):
 
             # crop to the desired size
             current_width, current_height = sharpend_image.size
-            crop_width = floor((current_width - image_entry.target_dimension[0]) / 2)
-            crop_height = floor((current_height - image_entry.target_dimension[1]) / 2)
+            crop_width = floor((current_width - image_entry.target_dimension.width()) / 2)
+            crop_height = floor((current_height - image_entry.target_dimension.height()) / 2)
             cropped_image = sharpend_image.crop((crop_width, crop_height, current_width - crop_width, current_height - crop_height))
             lossless = quality > 99
 
diff --git a/taggui/models/image_list_model.py b/taggui/models/image_list_model.py
index 13da55e8..ab777af8 100644
--- a/taggui/models/image_list_model.py
+++ b/taggui/models/image_list_model.py
@@ -14,7 +14,7 @@
 from PySide6.QtGui import QIcon, QImageReader, QPixmap
 from PySide6.QtWidgets import QMessageBox
 
-from utils.image import Image
+from utils.image import Image, ImageMarking, Marking
 from utils.settings import DEFAULT_SETTINGS, settings
 from utils.utils import get_confirmation_dialog_reply, pluralize
 
@@ -89,7 +89,7 @@ def data(self, index, role=None) -> Image | str | QIcon | QSize:
             # Rotate the image based on the orientation tag.
             image_reader.setAutoTransform(True)
             if image.crop:
-                crop = QRect(*image.crop)
+                crop = image.crop
             else:
                 crop = QRect(QPoint(0, 0), image_reader.size())
             if crop.height() > crop.width()*3:
@@ -193,32 +193,16 @@ def load_directory(self, directory_path: Path):
                     if meta.get('version') == 1:
                         crop = meta.get('crop')
                         if crop and type(crop) is list and len(crop) == 4:
-                            image.crop = tuple(crop)
+                            image.crop = QRect(*crop)
                         target_dimension = meta.get('target_dimension')
                         if (target_dimension and type(target_dimension) is list
                             and len(target_dimension) == 2):
-                            image.target_dimension = tuple(target_dimension)
-                        hints = meta.get('hints')
-                        if hints and type(hints) is dict:
-                            image.hints = {}
-                            for key, value in hints.items():
-                                if (value and type(value) is list and
-                                    len(value) == 4):
-                                    image.hints[key] = tuple(value)
-                        includes = meta.get('includes')
-                        if includes and type(includes) is dict:
-                            image.includes = {}
-                            for key, value in includes.items():
-                                if (value and type(value) is list and
-                                    len(value) == 4):
-                                    image.includes[key] = tuple(value)
-                        excludes = meta.get('excludes')
-                        if excludes and type(excludes) is dict:
-                            image.excludes = {}
-                            for key, value in excludes.items():
-                                if (value and type(value) is list and
-                                    len(value) == 4):
-                                    image.excludes[key] = tuple(value)
+                            image.target_dimension = QSize(*target_dimension)
+                        markings = meta.get('markings')
+                        if markings and type(markings) is list:
+                            for marking in markings:
+                                marking = Marking(marking.get('label'), ImageMarking[marking.get('type')], QRect(*marking.get('rect')))
+                                image.markings.append(marking)
                     else:
                         error_messages.append(f'Invalid version '
                                               f'"{meta.get('version')}" in '
@@ -259,15 +243,15 @@ def write_meta_to_disk(self, image: Image):
         does_exist = image.path.with_suffix('.json').exists()
         meta = {'version': 1}
         if image.crop:
-            meta['crop'] = image.crop
+            meta['crop'] = image.crop.getRect()
         if image.target_dimension:
-            meta['target_dimension'] = image.target_dimension
-        if image.hints:
-            meta['hints'] = image.hints
-        if image.includes:
-            meta['includes'] = image.includes
-        if image.excludes:
-            meta['excludes'] = image.excludes
+            meta['target_dimension'] = image.target_dimension.toTuple()
+        markings: list[dict[str, any]] = []
+        for marking in image.markings:
+            markings.append({'label': marking.label,
+                             'type': marking.type.name,
+                             'rect': marking.rect.getRect()})
+        meta['markings'] = markings
         if does_exist or len(meta.keys()) > 1:
             try:
                 with image.path.with_suffix('.json').open('w', encoding='UTF-8') as meta_file:
diff --git a/taggui/utils/image.py b/taggui/utils/image.py
index 43cfb8ef..af5b3b0d 100644
--- a/taggui/utils/image.py
+++ b/taggui/utils/image.py
@@ -1,18 +1,32 @@
+from enum import Enum
 from dataclasses import dataclass, field
 from pathlib import Path
 
+from PySide6.QtCore import QRect, QSize
 from PySide6.QtGui import QIcon
 
 
+class ImageMarking(str, Enum):
+    CROP = 'crop'
+    HINT = 'hint'
+    INCLUDE = 'include in mask'
+    EXCLUDE = 'exclude from mask'
+    NONE = 'no marking'
+
+
+@dataclass
+class Marking:
+    label: str
+    type: ImageMarking
+    rect: QRect
+
+
 @dataclass
 class Image:
     path: Path
     dimensions: tuple[int, int] | None
     tags: list[str] = field(default_factory=list)
-    target_dimension: tuple[int, int] | None = None
-    # (x, y, width, height)
-    crop: tuple[int, int, int, int] | None = None
-    hints: dict[str, tuple[int, int, int, int]] = field(default_factory=dict)
-    includes: dict[str, tuple[int, int, int, int]] = field(default_factory=dict)
-    excludes: dict[str, tuple[int, int, int, int]] = field(default_factory=dict)
+    target_dimension: QSize | None = None
+    crop: QRect | None = None
+    markings: list[Marking] = field(default_factory=list)
     thumbnail: QIcon | None = None
diff --git a/taggui/utils/target_dimension.py b/taggui/utils/target_dimension.py
index 20e995dc..fe2487a1 100644
--- a/taggui/utils/target_dimension.py
+++ b/taggui/utils/target_dimension.py
@@ -1,10 +1,12 @@
 from math import floor, sqrt
 import re
 
+from PySide6.QtCore import QSize
+
 from utils.settings import DEFAULT_SETTINGS, settings
 
 # singleton data store
-_preferred_sizes : list[tuple[int, int]] = []
+_preferred_sizes : list[QSize] = []
 
 settings.change.connect(lambda: _preferred_sizes.clear())
 
@@ -15,7 +17,7 @@ def get_preferred_sizes():
     return _preferred_sizes
 
 
-def prepare(aspect_ratios : list[tuple[int, int, int]] | None = None) -> list[tuple[int, int, int]] | None:
+def prepare(aspect_ratios : list[tuple[int, int, float]] | None = None) -> list[tuple[int, int, float]] | None:
     """
     Prepare by parsing the user supplied preferred sizes.
 
@@ -56,7 +58,7 @@ def prepare(aspect_ratios : list[tuple[int, int, int]] | None = None) -> list[tu
             continue # Skip to the next resolution if there's an error
     return aspect_ratios
 
-def get(dimensions: tuple[int, int]):
+def get(dimensions: QSize) -> QSize:
     """
     Determine the dimensions of an image it should have when it is exported.
 
@@ -65,11 +67,11 @@ def get(dimensions: tuple[int, int]):
 
     Parameters
     ----------
-    dimensions : tuple[int, int]
+    dimensions: QSize
         The width and height of the image
     """
     global _preferred_sizes
-    width, height = dimensions
+    width, height = dimensions.toTuple()
     # The target resolution of the AI model. The target image pixels
     # will not exceed the square of this number
     resolution = settings.value('export_resolution', defaultValue=DEFAULT_SETTINGS['export_resolution'], type=int)
@@ -83,7 +85,7 @@ def get(dimensions: tuple[int, int]):
 
     if resolution == 0:
         # no rescale in this case, only cropping
-        return ((width // bucket_res)*bucket_res, (height // bucket_res)*bucket_res)
+        return QSize((width // bucket_res)*bucket_res, (height // bucket_res)*bucket_res)
 
     if width < bucket_res or height < bucket_res:
         # it doesn't make sense to use such a small image. But we shouldn't
@@ -159,4 +161,4 @@ def get(dimensions: tuple[int, int]):
                 candidate_height = test_height
                 loss = test_loss
 
-        return int(candidate_width), int(candidate_height)
+        return QSize(candidate_width, candidate_height)
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index 1539fb53..a07f24b1 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -12,7 +12,7 @@
                                QVBoxLayout, QWidget)
 from utils.settings import settings
 from models.proxy_image_list_model import ProxyImageListModel
-from utils.image import Image
+from utils.image import Image, ImageMarking, Marking
 import utils.target_dimension as target_dimension
 from dialogs.export_dialog import BucketStrategy
 
@@ -22,13 +22,6 @@
 # stepsize of the grid
 grid: int = 8
 
-class ImageMarking(str, Enum):
-    CROP = 'crop'
-    HINT = 'hint'
-    INCLUDE = 'include in mask'
-    EXCLUDE = 'exclude from mask'
-    NONE = 'no marking'
-
 class RectPosition(str, Enum):
     TL = 'top left'
     TOP = 'top'
@@ -237,22 +230,21 @@ def mouseMoveEvent(self, event):
                     rect_pre = change_rect(self.rect().toRect(),
                                            self.handle_selected,
                                            pos_quantizised)
-                    target_width, target_height = target_dimension.get(rect_pre.size().toTuple())
-                    if rect_pre.height() * target_width / rect_pre.width() < target_height: # too wide
-                        scale = rect_pre.height() / target_height
-                        target_size0 = QSize(floor(target_width*scale),
+                    target = target_dimension.get(rect_pre.size())
+                    if rect_pre.height() * target.width() / rect_pre.width() < target.height(): # too wide
+                        scale = rect_pre.height() / target.height()
+                        target_size0 = QSize(floor(target.width()*scale),
                                              rect_pre.height())
-                        target_size1 = QSize(floor(target_width*scale)+1,
+                        target_size1 = QSize(floor(target.width()*scale)+1,
                                              rect_pre.height())
                     else: # too high
-                        scale = rect_pre.width() / target_width
+                        scale = rect_pre.width() / target.width()
                         target_size0 = QSize(rect_pre.width(),
-                                             floor(target_height*scale))
+                                             floor(target.height()*scale))
                         target_size1 = QSize(rect_pre.width(),
-                                             floor(target_height*scale)+1)
-                    tw0, th0 = target_dimension.get(target_size0.toTuple())
-                    tw1, th1 = target_dimension.get(target_size1.toTuple())
-                    if tw0 == target_width and th0 == target_height:
+                                             floor(target.height()*scale)+1)
+                    t0 = target_dimension.get(target_size0)
+                    if t0 == target:
                         target_size = target_size0
                     else:
                         target_size = target_size1
@@ -339,12 +331,12 @@ def size_changed(self):
             if bucket_strategy == BucketStrategy.SCALE:
                 self.target_size = current
             else: # CROP or CROP_SCALE
-                target_width, target_height = target_dimension.get(current.toTuple())
-                if current.height() * target_width / current.width() < target_height: # too wide
-                    scale = current.height() / target_height
+                target = target_dimension.get(current)
+                if current.height() * target.width() / current.width() < target.height(): # too wide
+                    scale = current.height() / target.height()
                 else: # too high
-                    scale = current.width() / target_width
-                self.target_size = QSize(round(target_width*scale), round(target_height*scale))
+                    scale = current.width() / target.width()
+                self.target_size = QSize(round(target.width()*scale), round(target.height()*scale))
                 if bucket_strategy == BucketStrategy.CROP_SCALE:
                     self.target_size = (self.target_size + current.toSize())/2
         self.adjust_layout()
@@ -638,15 +630,11 @@ def load_image(self, proxy_image_index: QModelIndex):
         self.accept_crop_addition.emit(not image.crop)
         if image.crop:
             if not image.target_dimension:
-                image.target_dimension = target_dimension.get(image.crop[2:])
-            self.add_rectangle(QRect(*image.crop), ImageMarking.CROP,
-                               size=QSize(*image.target_dimension))
-        for name, rect in image.hints.items():
-            self.add_rectangle(QRect(*rect), ImageMarking.HINT, name=name)
-        for name, rect in image.includes.items():
-            self.add_rectangle(QRect(*rect), ImageMarking.INCLUDE, name=name)
-        for name, rect in image.excludes.items():
-            self.add_rectangle(QRect(*rect), ImageMarking.EXCLUDE, name=name)
+                image.target_dimension = target_dimension.get(image.crop.size())
+            self.add_rectangle(image.crop, ImageMarking.CROP,
+                               size=image.target_dimension)
+        for marking in image.markings:
+            self.add_rectangle(marking.rect, marking.type, name=marking.label)
 
     @Slot()
     def setting_change(self, key, value):
@@ -655,31 +643,6 @@ def setting_change(self, key, value):
                 marking.size_changed()
             self.scene.invalidate()
 
-    @Slot(QGraphicsRectItem)
-    def marking_change(self, marking: QGraphicsRectItem):
-        global grid, base_point
-        assert self.proxy_image_index != None
-        assert self.proxy_image_index.isValid()
-        image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
-
-        if marking.rect_type == ImageMarking.CROP:
-            image.thumbnail = None
-            image.crop = marking.rect().toRect().getRect() # ensure int!
-            image.target_dimension = marking.target_size.toTuple()
-            scale = min(image.crop[2]/image.target_dimension[0],
-                        image.crop[3]/image.target_dimension[1])
-            base_point = QPoint(image.crop[0]+floor((image.crop[2]-scale*image.target_dimension[0])/2),
-                                image.crop[1]+floor((image.crop[3]-scale*image.target_dimension[1])/2))
-        elif marking.rect_type == ImageMarking.HINT:
-            image.hints[marking.data(0)] = marking.rect().toRect().getRect()
-        elif marking.rect_type == ImageMarking.INCLUDE:
-            image.includes[marking.data(0)] = marking.rect().toRect().getRect()
-        elif marking.rect_type == ImageMarking.EXCLUDE:
-            image.excludes[marking.data(0)] = marking.rect().toRect().getRect()
-
-        self.proxy_image_list_model.sourceModel().dataChanged.emit(
-            self.proxy_image_index, self.proxy_image_index)
-
     @Slot()
     def zoom_in(self, center_pos: QPoint = None):
         MarkingItem.zoom_factor = min(MarkingItem.zoom_factor * 1.25, 16)
@@ -768,13 +731,36 @@ def add_rectangle(self, rect: QRect, rect_type: ImageMarking,
             label_background.setPen(Qt.NoPen)
             marking_item.label = MarkingLabel(name, label_background)
             marking_item.adjust_layout()
-        marking_item.signal.change.connect(self.marking_change)
+        marking_item.signal.change.connect(self.marking_changed)
         self.scene.addItem(marking_item)
         self.marking_items.append(marking_item)
         self.marking.emit(ImageMarking.NONE)
         if rect_type == ImageMarking.CROP:
             self.accept_crop_addition.emit(False)
-            self.marking_change(marking_item)
+            self.marking_changed(marking_item)
+
+    @Slot(QGraphicsRectItem)
+    def marking_changed(self, marking: QGraphicsRectItem):
+        global grid, base_point
+        assert self.proxy_image_index != None
+        assert self.proxy_image_index.isValid()
+        image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
+
+        if marking.rect_type == ImageMarking.CROP:
+            image.thumbnail = None
+            image.crop = marking.rect().toRect() # ensure int!
+            image.target_dimension = marking.target_size
+            scale = min(image.crop.width()/image.target_dimension.width(),
+                        image.crop.height()/image.target_dimension.height())
+            base_point = QPoint(image.crop.x()+floor((image.crop.width()-scale*image.target_dimension.width())/2),
+                                image.crop.y()+floor((image.crop.height()-scale*image.target_dimension.height())/2))
+        else:
+            image.markings = [Marking(marking.data(0),
+                                      marking.rect_type,
+                                      marking.rect().toRect())
+                                    for marking in self.marking_items if marking.rect_type != ImageMarking.CROP]
+        self.proxy_image_list_model.sourceModel().dataChanged.emit(
+            self.proxy_image_index, self.proxy_image_index)
 
     @Slot()
     def delete_selected(self):

From 265f5a4ce6d084506d2033f58929801b279ad889 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sun, 2 Mar 2025 22:45:47 +0100
Subject: [PATCH 29/82] Fix litte bugs

---
 taggui/widgets/image_viewer.py | 62 ++++++++++++++++++++--------------
 1 file changed, 36 insertions(+), 26 deletions(-)

diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index a07f24b1..f7fb8b19 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -358,7 +358,7 @@ def adjust_layout(self):
 
 
 class MarkingLabel(QGraphicsTextItem):
-    editingFinished = Signal(str)
+    editingFinished = Signal()
 
     def __init__(self, text, parent):
         super().__init__(text, parent)
@@ -367,14 +367,15 @@ def __init__(self, text, parent):
 
     def focusOutEvent(self, event):
         super().focusOutEvent(event)
-        self.editingFinished.emit(self.toPlainText())
+        self.editingFinished.emit()
 
     def keyPressEvent(self, event):
-        super().keyPressEvent(event)
-        self.parentItem().setRect(self.sceneBoundingRect())
         if event.key() in (Qt.Key_Enter, Qt.Key_Return):
             self.clearFocus()
-            self.editingFinished.emit(self.toPlainText())
+            self.editingFinished.emit()
+        else:
+            super().keyPressEvent(event)
+            self.parentItem().setRect(self.sceneBoundingRect())
 
     def insertFromMimeData(self, source):
         if source.hasText():
@@ -520,8 +521,11 @@ def set_insertion_mode(self, mode):
         else:
             self.setDragMode(QGraphicsView.DragMode.ScrollHandDrag)
             self.unsetCursor()
-            self.scene().removeItem(self.horizontal_line)
-            self.scene().removeItem(self.vertical_line)
+            if self.horizontal_line:
+                self.scene().removeItem(self.horizontal_line)
+                self.horizontal_line = None
+                self.scene().removeItem(self.vertical_line)
+                self.vertical_line = None
 
     def update_lines_pos(self):
         """Show the hint lines at the position self.last_pos.
@@ -580,6 +584,7 @@ def keyReleaseEvent(self, event):
             self.set_insertion_mode(False)
         super().keyReleaseEvent(event)
 
+
 class ImageViewer(QWidget):
     zoom = Signal(float, name='zoomChanged')
     marking = Signal(ImageMarking, name='markingToAdd')
@@ -609,6 +614,7 @@ def __init__(self, proxy_image_list_model: ProxyImageListModel):
     def load_image(self, proxy_image_index: QModelIndex):
         self.proxy_image_index = QPersistentModelIndex(proxy_image_index)
 
+        self.marking_items.clear()
         self.view.clear_scene()
         if not self.proxy_image_index.isValid():
             return
@@ -706,30 +712,23 @@ def wheelEvent(self, event):
 
     def add_rectangle(self, rect: QRect, rect_type: ImageMarking,
                       size: QSize = None, name: str = ''):
+        self.marking_to_add = ImageMarking.NONE
         marking_item = MarkingItem(rect, rect_type, size)
         if rect_type == ImageMarking.CROP:
             marking_item.signal.move.connect(self.hud_item.setValues)
         elif name == '' and rect_type != ImageMarking.NONE:
             image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
-            if rect_type == ImageMarking.HINT:
-                keys = image.hints.keys()
-                pre = 'hint'
-            elif rect_type == ImageMarking.INCLUDE:
-                keys = image.includes.keys()
-                pre = 'include'
-            elif rect_type == ImageMarking.EXCLUDE:
-                keys = image.excludes.keys()
-                pre = 'exclude'
-            count = 1
-            while f'{pre}{count}' in keys:
-                count += 1
-            name = f'{pre}{count}'
+            name = {ImageMarking.HINT: 'hint',
+                    ImageMarking.INCLUDE: 'include',
+                    ImageMarking.EXCLUDE: 'exclude'}[rect_type]
+            image.markings.append(Marking(name, rect_type, rect))
         marking_item.setData(0, name)
         if rect_type != ImageMarking.CROP and rect_type != ImageMarking.NONE:
             label_background = QGraphicsRectItem(marking_item)
             label_background.setBrush(marking_item.color)
             label_background.setPen(Qt.NoPen)
             marking_item.label = MarkingLabel(name, label_background)
+            marking_item.label.editingFinished.connect(self.label_changed)
             marking_item.adjust_layout()
         marking_item.signal.change.connect(self.marking_changed)
         self.scene.addItem(marking_item)
@@ -739,6 +738,20 @@ def add_rectangle(self, rect: QRect, rect_type: ImageMarking,
             self.accept_crop_addition.emit(False)
             self.marking_changed(marking_item)
 
+    @Slot()
+    def label_changed(self, do_emit = True):
+        image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
+        image.markings.clear()
+        for marking in self.marking_items:
+            if marking.rect_type != ImageMarking.CROP:
+                marking.label.parentItem().parentItem().setData(0, marking.label.toPlainText())
+                image.markings.append(Marking(marking.data(0),
+                                      marking.rect_type,
+                                      marking.rect().toRect()))
+        if do_emit:
+            self.proxy_image_list_model.sourceModel().dataChanged.emit(
+                self.proxy_image_index, self.proxy_image_index)
+
     @Slot(QGraphicsRectItem)
     def marking_changed(self, marking: QGraphicsRectItem):
         global grid, base_point
@@ -773,12 +786,9 @@ def delete_selected(self):
                 image.target_dimension = None
                 base_point = QPoint(0, 0)
                 self.accept_crop_addition.emit(True)
-            elif item.rect_type == ImageMarking.HINT:
-                del image.hints[item.data(0)]
-            elif item.rect_type == ImageMarking.INCLUDE:
-                del image.includes[item.data(0)]
-            elif item.rect_type == ImageMarking.EXCLUDE:
-                del image.excludes[item.data(0)]
+            else:
+                self.marking_items.remove(item)
+                self.label_changed(False)
             self.scene.removeItem(item)
         self.proxy_image_list_model.sourceModel().dataChanged.emit(
             self.proxy_image_index, self.proxy_image_index)

From 7a70f0e2050de3d8d2e56e738901a7bf9d2cfa1e Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Mon, 3 Mar 2025 23:27:45 +0100
Subject: [PATCH 30/82] Add marking edit toolbar buttons

---
 images/show_label.png          | Bin 0 -> 2438 bytes
 images/show_label.svg          |  56 ++++++++++++
 images/show_marking.png        | Bin 0 -> 3484 bytes
 images/show_marking.svg        |  66 ++++++++++++++
 images/toggle_marking.png      | Bin 0 -> 12680 bytes
 images/toggle_marking.svg      | 156 +++++++++++++++++++++++++++++++++
 taggui/widgets/image_viewer.py |  50 +++++++++--
 taggui/widgets/main_window.py  |  75 +++++++++++-----
 8 files changed, 375 insertions(+), 28 deletions(-)
 create mode 100644 images/show_label.png
 create mode 100644 images/show_label.svg
 create mode 100644 images/show_marking.png
 create mode 100644 images/show_marking.svg
 create mode 100644 images/toggle_marking.png
 create mode 100644 images/toggle_marking.svg

diff --git a/images/show_label.png b/images/show_label.png
new file mode 100644
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GIT binary patch
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diff --git a/images/show_label.svg b/images/show_label.svg
new file mode 100644
index 00000000..79cf035d
--- /dev/null
+++ b/images/show_label.svg
@@ -0,0 +1,56 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no"?>
+<svg
+   id="Icons"
+   height="512"
+   viewBox="0 0 60 60"
+   width="512"
+   version="1.1"
+   sodipodi:docname="show_label.svg"
+   inkscape:version="1.2.2 (b0a8486541, 2022-12-01)"
+   inkscape:export-filename="show_label.png"
+   inkscape:export-xdpi="96"
+   inkscape:export-ydpi="96"
+   xmlns:inkscape="http://www.inkscape.org/namespaces/inkscape"
+   xmlns:sodipodi="http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd"
+   xmlns="http://www.w3.org/2000/svg"
+   xmlns:svg="http://www.w3.org/2000/svg">
+  <defs
+     id="defs23" />
+  <sodipodi:namedview
+     id="namedview21"
+     pagecolor="#ffffff"
+     bordercolor="#666666"
+     borderopacity="1.0"
+     inkscape:showpageshadow="2"
+     inkscape:pageopacity="0.0"
+     inkscape:pagecheckerboard="0"
+     inkscape:deskcolor="#d1d1d1"
+     showgrid="false"
+     inkscape:zoom="2.6645985"
+     inkscape:cx="206.97302"
+     inkscape:cy="234.74456"
+     inkscape:window-width="3840"
+     inkscape:window-height="2042"
+     inkscape:window-x="0"
+     inkscape:window-y="0"
+     inkscape:window-maximized="1"
+     inkscape:current-layer="Icons" />
+  <g
+     id="g2180"
+     transform="translate(-0.53495693,-4.7066099)">
+    <rect
+       style="fill:none;stroke:#ff0000;stroke-width:3.51562;stroke-dasharray:none;stroke-opacity:1"
+       id="rect1255-6"
+       width="46.365173"
+       height="31.420799"
+       x="7.3523703"
+       y="23.738512" />
+    <rect
+       style="fill:#ff0000;stroke:#ff0000;stroke-width:1.99135;stroke-dasharray:none;stroke-opacity:1"
+       id="rect1255-6-1"
+       width="26.315128"
+       height="7.4932513"
+       x="6.5902328"
+       y="13.491774" />
+  </g>
+</svg>
diff --git a/images/show_marking.png b/images/show_marking.png
new file mode 100644
index 0000000000000000000000000000000000000000..e5c8f36658b38c9f2c673c3ecc41289b62b297e0
GIT binary patch
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new file mode 100644
index 00000000..29af277a
--- /dev/null
+++ b/images/toggle_marking.svg
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+   viewBox="0 0 60 60"
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+       viewBox="0 0 5.3244081 6.1553851"
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+         id="path135" />
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+  <path
+     style="fill:none;stroke:#000000;stroke-width:2.34375;stroke-linecap:round;stroke-dasharray:none;marker-end:url(#TriangleStart)"
+     id="path181"
+     sodipodi:type="arc"
+     sodipodi:cx="29.560551"
+     sodipodi:cy="30.000015"
+     sodipodi:rx="22.452068"
+     sodipodi:ry="22.452068"
+     sodipodi:start="5.2766284"
+     sodipodi:end="0.0093490977"
+     sodipodi:arc-type="arc"
+     d="M 41.567317,11.028117 A 22.452068,22.452068 0 0 1 52.011638,30.209919"
+     sodipodi:open="true" />
+  <path
+     style="fill:none;stroke:#000000;stroke-width:2.34375;stroke-linecap:round;stroke-dasharray:none;marker-end:url(#TriangleStart-7)"
+     id="path181-3"
+     sodipodi:type="arc"
+     sodipodi:cx="29.560551"
+     sodipodi:cy="30.000015"
+     sodipodi:rx="22.452068"
+     sodipodi:ry="22.452068"
+     sodipodi:start="1.1790641"
+     sodipodi:end="1.6197634"
+     sodipodi:arc-type="arc"
+     d="m 38.132526,50.751319 a 22.452068,22.452068 0 0 1 -9.670948,1.673852"
+     sodipodi:open="true" />
+  <path
+     style="fill:none;stroke:#000000;stroke-width:2.34375;stroke-linecap:round;stroke-dasharray:none;marker-end:url(#TriangleStart-5)"
+     id="path181-2"
+     sodipodi:type="arc"
+     sodipodi:cx="29.560551"
+     sodipodi:cy="30.000015"
+     sodipodi:rx="22.452068"
+     sodipodi:ry="22.452068"
+     sodipodi:start="2.8362724"
+     sodipodi:end="3.9432971"
+     sodipodi:arc-type="arc"
+     d="M 8.146874,36.749076 A 22.452068,22.452068 0 0 1 13.945519,13.867249"
+     sodipodi:open="true" />
+  <rect
+     style="fill:none;stroke:#a0a0a4;stroke-width:3.515625;stroke-dasharray:none;fill-opacity:1;stroke-opacity:1"
+     id="rect1255"
+     width="14.354427"
+     height="14.354427"
+     x="22.822786"
+     y="2.740752" />
+  <rect
+     style="fill:none;stroke:#00ff00;stroke-width:3.515625;stroke-dasharray:none;stroke-opacity:1"
+     id="rect1255-3"
+     width="14.354427"
+     height="14.354427"
+     x="3.194921"
+     y="41.104034" />
+  <rect
+     style="fill:none;stroke:#ff0000;stroke-width:3.515625;stroke-dasharray:none;stroke-opacity:1"
+     id="rect1255-6"
+     width="14.354427"
+     height="14.354427"
+     x="42.450653"
+     y="41.104034" />
+</svg>
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index f7fb8b19..3d73142a 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -22,6 +22,13 @@
 # stepsize of the grid
 grid: int = 8
 
+marking_colors = {
+    ImageMarking.CROP: Qt.blue,
+    ImageMarking.HINT: Qt.gray,
+    ImageMarking.INCLUDE: Qt.green,
+    ImageMarking.EXCLUDE: Qt.red,
+}
+
 class RectPosition(str, Enum):
     TL = 'top left'
     TOP = 'top'
@@ -141,12 +148,7 @@ def __init__(self, rect: QRect, rect_type: ImageMarking,
         self.signal = RectItemSignal()
         self.rect_type = rect_type
         self.label: MarkingLabel | None = None
-        self.color = {
-            ImageMarking.CROP: Qt.blue,
-            ImageMarking.HINT: Qt.gray,
-            ImageMarking.INCLUDE: Qt.green,
-            ImageMarking.EXCLUDE: Qt.red,
-            }[rect_type]
+        self.color = marking_colors[rect_type]
         if rect_type == ImageMarking.CROP and target_size == None:
             self.size_changed() # this method sets self.target_size
         else:
@@ -596,6 +598,8 @@ def __init__(self, proxy_image_list_model: ProxyImageListModel):
         MarkingItem.pen_half_width = round(self.devicePixelRatio())
         MarkingItem.zoom_factor = 1.0
         self.is_zoom_to_fit = True
+        self.show_marking_state = True
+        self.show_label_state = True
         self.marking_to_add = ImageMarking.NONE
         self.scene = QGraphicsScene()
         self.view = ImageGraphicsView(self.scene, self)
@@ -698,6 +702,32 @@ def add_marking(self, marking: ImageMarking):
         self.view.set_insertion_mode(marking != ImageMarking.NONE)
         grid = 1 if marking == ImageMarking.CROP else 8
 
+    @Slot()
+    def toggle_marking(self):
+        for selected in self.scene.selectedItems():
+            selected.rect_type = {ImageMarking.HINT: ImageMarking.EXCLUDE,
+                                  ImageMarking.INCLUDE: ImageMarking.HINT,
+                                  ImageMarking.EXCLUDE: ImageMarking.INCLUDE
+                                 }[selected.rect_type]
+            selected.color = marking_colors[selected.rect_type]
+            selected.label.parentItem().setBrush(selected.color)
+            self.marking_changed(selected)
+            selected.update()
+
+    @Slot(bool)
+    def show_marking(self, checked: bool):
+        self.show_marking_state = checked
+        for marking in self.marking_items:
+            marking.setVisible(checked)
+
+    @Slot(bool)
+    def show_label(self, checked: bool):
+        self.show_label_state = checked
+        for marking in self.marking_items:
+            if marking.label:
+                marking.label.setVisible(checked)
+                marking.label.parentItem().setVisible(checked)
+
     def wheelEvent(self, event):
         old_pos = self.view.mapToScene(event.position().toPoint())
 
@@ -714,6 +744,7 @@ def add_rectangle(self, rect: QRect, rect_type: ImageMarking,
                       size: QSize = None, name: str = ''):
         self.marking_to_add = ImageMarking.NONE
         marking_item = MarkingItem(rect, rect_type, size)
+        marking_item.setVisible(self.show_marking_state)
         if rect_type == ImageMarking.CROP:
             marking_item.signal.move.connect(self.hud_item.setValues)
         elif name == '' and rect_type != ImageMarking.NONE:
@@ -727,7 +758,9 @@ def add_rectangle(self, rect: QRect, rect_type: ImageMarking,
             label_background = QGraphicsRectItem(marking_item)
             label_background.setBrush(marking_item.color)
             label_background.setPen(Qt.NoPen)
+            label_background.setVisible(self.show_label_state)
             marking_item.label = MarkingLabel(name, label_background)
+            marking_item.label.setVisible(self.show_label_state)
             marking_item.label.editingFinished.connect(self.label_changed)
             marking_item.adjust_layout()
         marking_item.signal.change.connect(self.marking_changed)
@@ -775,6 +808,11 @@ def marking_changed(self, marking: QGraphicsRectItem):
         self.proxy_image_list_model.sourceModel().dataChanged.emit(
             self.proxy_image_index, self.proxy_image_index)
 
+    def get_selected_type(self) -> ImageMarking:
+        if len(self.scene.selectedItems()) > 0:
+            return self.scene.selectedItems()[0].rect_type
+        return ImageMarking.NONE
+
     @Slot()
     def delete_selected(self):
         image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
diff --git a/taggui/widgets/main_window.py b/taggui/widgets/main_window.py
index 7a82fc4c..820feef9 100644
--- a/taggui/widgets/main_window.py
+++ b/taggui/widgets/main_window.py
@@ -32,6 +32,9 @@
 from widgets.image_viewer import ImageViewer, ImageMarking
 
 ICON_PATH = Path('images/icon.ico')
+TOGGLE_MARKING_ICON_PATH = Path('images/toggle_marking.png')
+SHOW_MARKINGS_ICON_PATH = Path('images/show_marking.png')
+SHOW_LABELS_ICON_PATH = Path('images/show_label.png')
 GITHUB_REPOSITORY_URL = 'https://github.com/jhc13/taggui'
 TOKENIZER_DIRECTORY_PATH = Path('clip-vit-base-patch32')
 
@@ -43,6 +46,8 @@ def __init__(self, app: QApplication):
         # The path of the currently loaded directory. This is set later when a
         # directory is loaded.
         self.directory_path = None
+        self.is_running = True
+        app.aboutToQuit.connect(lambda: setattr(self, 'is_running', False))
         image_list_image_width = settings.value(
             'image_list_image_width',
             defaultValue=DEFAULT_SETTINGS['image_list_image_width'], type=int)
@@ -65,7 +70,6 @@ def __init__(self, app: QApplication):
         # everything has the correct font size.
         self.set_font_size()
         self.image_viewer = ImageViewer(self.proxy_image_list_model)
-        self.image_viewer.zoom.connect(self.zoom)
         self.create_central_widget()
 
         self.toolbar = QToolBar('Main toolbar', self)
@@ -97,30 +101,35 @@ def __init__(self, app: QApplication):
                                        'Add hint', self.add_action_group)
         self.add_hint_action.setCheckable(True)
         self.toolbar.addAction(self.add_hint_action)
-        self.add_include_action = QAction(create_add_box_icon(Qt.green),
-                                          'Add include mask', self.add_action_group)
-        self.add_include_action.setCheckable(True)
-        self.toolbar.addAction(self.add_include_action)
         self.add_exclude_action = QAction(create_add_box_icon(Qt.red),
                                           'Add exclude mask', self.add_action_group)
         self.add_exclude_action.setCheckable(True)
         self.toolbar.addAction(self.add_exclude_action)
-        self.image_viewer.marking.connect(lambda marking:
-            self.add_crop_action.setChecked(True) if marking == ImageMarking.CROP else
-            self.add_hint_action.setChecked(True) if marking == ImageMarking.HINT else
-            self.add_include_action.setChecked(True) if marking == ImageMarking.INCLUDE else
-            self.add_exclude_action.setChecked(True) if marking == ImageMarking.EXCLUDE else
-            self.add_action_group.checkedAction() and
-                self.add_action_group.checkedAction().setChecked(False))
-        self.image_viewer.accept_crop_addition.connect(self.add_crop_action.setEnabled)
+        self.add_include_action = QAction(create_add_box_icon(Qt.green),
+                                          'Add include mask', self.add_action_group)
+        self.add_include_action.setCheckable(True)
+        self.toolbar.addAction(self.add_include_action)
         self.delete_marking_action = QAction(QIcon.fromTheme('edit-delete'),
                                             'Delete marking', self)
         self.delete_marking_action.setEnabled(False)
         self.toolbar.addAction(self.delete_marking_action)
-        self.image_viewer.scene.selectionChanged.connect(lambda:
-            self.image_viewer.scene and self.delete_marking_action.setEnabled(
-                len(self.image_viewer.scene.selectedItems())>0))
-
+        self.add_toggle_marking_action = QAction(
+            QIcon(QPixmap(get_resource_path(TOGGLE_MARKING_ICON_PATH))),
+            'Change marking type', self)
+        self.add_toggle_marking_action.setEnabled(False)
+        self.toolbar.addAction(self.add_toggle_marking_action)
+        self.add_show_marking_action = QAction(
+            QIcon(QPixmap(get_resource_path(SHOW_MARKINGS_ICON_PATH))),
+            'Show markings', self)
+        self.add_show_marking_action.setCheckable(True)
+        self.add_show_marking_action.setChecked(True)
+        self.toolbar.addAction(self.add_show_marking_action)
+        self.add_show_labels_action = QAction(
+            QIcon(QPixmap(get_resource_path(SHOW_LABELS_ICON_PATH))),
+            'Show labels', self)
+        self.add_show_labels_action.setCheckable(True)
+        self.add_show_labels_action.setChecked(True)
+        self.toolbar.addAction(self.add_show_labels_action)
 
         self.image_list = ImageList(self.proxy_image_list_model,
                                     tag_separator, image_list_image_width)
@@ -512,6 +521,10 @@ def save_image_index(self, proxy_image_index: QModelIndex):
         settings.setValue(settings_key, proxy_image_index.row())
 
     def connect_toolbar_signals(self):
+        self.toolbar.visibilityChanged.connect(
+            lambda: self.toggle_toolbar_action.setChecked(
+                self.toolbar.isVisible()))
+        self.image_viewer.zoom.connect(self.zoom)
         self.zoom_fit_best_action.triggered.connect(
             self.image_viewer.zoom_fit)
         self.zoom_in_action.triggered.connect(
@@ -520,17 +533,35 @@ def connect_toolbar_signals(self):
             self.image_viewer.zoom_original)
         self.zoom_out_action.triggered.connect(
             self.image_viewer.zoom_out)
-        self.toolbar.visibilityChanged.connect(
-            lambda: self.toggle_toolbar_action.setChecked(
-                self.toolbar.isVisible()))
         self.add_action_group.triggered.connect(
             lambda action: self.image_viewer.add_marking(
                 ImageMarking.NONE if not action.isChecked() else
                 ImageMarking.CROP if action == self.add_crop_action else
                 ImageMarking.HINT if action == self.add_hint_action else
-                ImageMarking.INCLUDE if action == self.add_include_action else
-                ImageMarking.EXCLUDE))
+                ImageMarking.EXCLUDE if action == self.add_exclude_action else
+                ImageMarking.INCLUDE))
+        self.image_viewer.marking.connect(lambda marking:
+            self.add_crop_action.setChecked(True) if marking == ImageMarking.CROP else
+            self.add_hint_action.setChecked(True) if marking == ImageMarking.HINT else
+            self.add_exclude_action.setChecked(True) if marking == ImageMarking.EXCLUDE else
+            self.add_include_action.setChecked(True) if marking == ImageMarking.INCLUDE else
+            self.add_action_group.checkedAction() and
+                self.add_action_group.checkedAction().setChecked(False))
+        self.image_viewer.scene.selectionChanged.connect(lambda:
+            self.is_running and self.add_toggle_marking_action.setEnabled(
+                self.image_viewer.get_selected_type() not in [ImageMarking.NONE,
+                                                              ImageMarking.CROP]))
+        self.image_viewer.accept_crop_addition.connect(self.add_crop_action.setEnabled)
+        self.image_viewer.scene.selectionChanged.connect(lambda:
+            self.is_running and self.delete_marking_action.setEnabled(
+                self.image_viewer.get_selected_type() != ImageMarking.NONE))
         self.delete_marking_action.triggered.connect(self.image_viewer.delete_selected)
+        self.add_show_marking_action.toggled.connect(self.image_viewer.show_marking)
+        self.add_show_marking_action.toggled.connect(self.add_action_group.setEnabled)
+        self.add_show_marking_action.toggled.connect(self.add_toggle_marking_action.setEnabled)
+        self.add_show_marking_action.toggled.connect(self.add_show_labels_action.setEnabled)
+        self.add_toggle_marking_action.triggered.connect(self.image_viewer.toggle_marking)
+        self.add_show_labels_action.toggled.connect(self.image_viewer.show_label)
 
     def connect_image_list_signals(self):
         self.image_list.filter_line_edit.textChanged.connect(

From f082e8d91a484bc79d5db4a3ad700d93081a1e4f Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Wed, 5 Mar 2025 17:35:25 +0100
Subject: [PATCH 31/82] Add context menu for markings

---
 taggui/widgets/image_viewer.py | 83 ++++++++++++++++++++++++++++------
 taggui/widgets/main_window.py  |  4 +-
 2 files changed, 70 insertions(+), 17 deletions(-)

diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index 3d73142a..ad25c226 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -4,12 +4,12 @@
 from PySide6.QtCore import (QEvent, QModelIndex, QObject, QPersistentModelIndex,
                             QPoint, QPointF, QRect, QRectF, QSize, QSizeF, Qt,
                             Signal, Slot)
-from PySide6.QtGui import (QCursor, QColor, QPainter, QPainterPath, QPen,
-                           QPixmap, QTransform)
+from PySide6.QtGui import (QAction, QActionGroup, QCursor, QColor, QIcon,
+                           QPainter, QPainterPath, QPen, QPixmap, QTransform)
 from PySide6.QtWidgets import (QGraphicsItem, QGraphicsLineItem,
                                QGraphicsPixmapItem, QGraphicsRectItem,
                                QGraphicsTextItem, QGraphicsScene, QGraphicsView,
-                               QVBoxLayout, QWidget)
+                               QMenu, QVBoxLayout, QWidget)
 from utils.settings import settings
 from models.proxy_image_list_model import ProxyImageListModel
 from utils.image import Image, ImageMarking, Marking
@@ -200,7 +200,8 @@ def hoverMoveEvent(self, event):
 
     def mousePressEvent(self, event):
         self.handle_selected = self.handleAt(event.pos())
-        if self.handle_selected != RectPosition.NONE:
+        if (event.button() == Qt.MouseButton.LeftButton and
+            self.handle_selected != RectPosition.NONE):
             self.mouse_press_pos = event.pos()
             self.mouse_press_scene_pos = event.scenePos()
             self.mouse_press_rect = self.rect()
@@ -491,6 +492,8 @@ def paint(self, painter, option, widget=None):
 class ImageGraphicsView(QGraphicsView):
     def __init__(self, scene, image_viewer):
         super().__init__(scene)
+        self.setContextMenuPolicy(Qt.CustomContextMenu)
+        self.customContextMenuRequested.connect(self.showContextMenu)
         self.setRenderHint(QPainter.Antialiasing)
         self.setDragMode(QGraphicsView.DragMode.ScrollHandDrag)
         self.setTransformationAnchor(QGraphicsView.ViewportAnchor.AnchorUnderMouse)
@@ -500,6 +503,43 @@ def __init__(self, scene, image_viewer):
         self.last_pos = None
         self.clear_scene()
 
+    def showContextMenu(self, pos):
+        scene_pos = self.mapToScene(pos)
+        item = self.scene().itemAt(scene_pos, self.transform())
+        if item is not None and item.handle_selected != RectPosition.NONE:
+            menu = QMenu()
+            if isinstance(item, MarkingLabel):
+                item = item.parentItem().parentItem()
+            if isinstance(item, MarkingItem):
+                if item.rect_type != ImageMarking.NONE:
+                    if item.rect_type != ImageMarking.CROP:
+                        marking_group = QActionGroup(menu)
+                        change_to_hint_action = QAction('Hint', marking_group)
+                        change_to_hint_action.setCheckable(True)
+                        change_to_hint_action.setChecked(item.rect_type == ImageMarking.HINT)
+                        change_to_hint_action.triggered.connect(
+                            lambda: self.image_viewer.change_marking([item], ImageMarking.HINT))
+                        menu.addAction(change_to_hint_action)
+                        change_to_exclude_action = QAction('Exclude', marking_group)
+                        change_to_exclude_action.setCheckable(True)
+                        change_to_exclude_action.setChecked(item.rect_type == ImageMarking.EXCLUDE)
+                        change_to_exclude_action.triggered.connect(
+                            lambda: self.image_viewer.change_marking([item], ImageMarking.EXCLUDE))
+                        menu.addAction(change_to_exclude_action)
+                        change_to_include_action = QAction('Include', marking_group)
+                        change_to_include_action.setCheckable(True)
+                        change_to_include_action.setChecked(item.rect_type == ImageMarking.INCLUDE)
+                        change_to_include_action.triggered.connect(
+                            lambda: self.image_viewer.change_marking([item], ImageMarking.INCLUDE))
+                        menu.addAction(change_to_include_action)
+                        menu.addSeparator()
+                    delete_marking_action = QAction(
+                        QIcon.fromTheme('edit-delete'), 'Delete', self)
+                    delete_marking_action.triggered.connect(
+                        lambda: self.image_viewer.delete_markings([item]))
+                    menu.addAction(delete_marking_action)
+            menu.exec(self.mapToGlobal(pos))
+
     def clear_scene(self):
         """Use this and not scene.clear() due to resource management."""
         global grid, base_point
@@ -578,7 +618,11 @@ def keyPressEvent(self, event):
         if event.key() == Qt.Key.Key_Control:
             self.set_insertion_mode(True)
         elif event.key() == Qt.Key.Key_Delete:
-            self.image_viewer.delete_selected()
+            edited_item = self.scene().focusItem()
+            if not (isinstance(edited_item, MarkingLabel) and
+                edited_item.textInteractionFlags() == Qt.TextEditorInteraction):
+                # Delete marking only when not editing the label
+                self.image_viewer.delete_markings()
         super().keyPressEvent(event)
 
     def keyReleaseEvent(self, event):
@@ -703,16 +747,23 @@ def add_marking(self, marking: ImageMarking):
         grid = 1 if marking == ImageMarking.CROP else 8
 
     @Slot()
-    def toggle_marking(self):
-        for selected in self.scene.selectedItems():
-            selected.rect_type = {ImageMarking.HINT: ImageMarking.EXCLUDE,
+    def change_marking(self, items: list[MarkingItem] | None = None,
+                       new_marking: ImageMarking = ImageMarking.NONE):
+        if items == None:
+            items = self.scene.selectedItems()
+        for item in items:
+            if new_marking == ImageMarking.NONE:
+                # default: toggle between all types
+                item.rect_type = {ImageMarking.HINT: ImageMarking.EXCLUDE,
                                   ImageMarking.INCLUDE: ImageMarking.HINT,
                                   ImageMarking.EXCLUDE: ImageMarking.INCLUDE
-                                 }[selected.rect_type]
-            selected.color = marking_colors[selected.rect_type]
-            selected.label.parentItem().setBrush(selected.color)
-            self.marking_changed(selected)
-            selected.update()
+                                 }[item.rect_type]
+            else:
+                item.rect_type = new_marking
+            item.color = marking_colors[item.rect_type]
+            item.label.parentItem().setBrush(item.color)
+            self.marking_changed(item)
+            item.update()
 
     @Slot(bool)
     def show_marking(self, checked: bool):
@@ -814,9 +865,11 @@ def get_selected_type(self) -> ImageMarking:
         return ImageMarking.NONE
 
     @Slot()
-    def delete_selected(self):
+    def delete_markings(self, items: list[MarkingItem] | None = None):
         image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
-        for item in self.scene.selectedItems():
+        if items == None:
+            items = self.scene.selectedItems()
+        for item in items:
             if item.rect_type == ImageMarking.CROP:
                 global base_point
                 image.thumbnail = None
diff --git a/taggui/widgets/main_window.py b/taggui/widgets/main_window.py
index 820feef9..e983996b 100644
--- a/taggui/widgets/main_window.py
+++ b/taggui/widgets/main_window.py
@@ -555,12 +555,12 @@ def connect_toolbar_signals(self):
         self.image_viewer.scene.selectionChanged.connect(lambda:
             self.is_running and self.delete_marking_action.setEnabled(
                 self.image_viewer.get_selected_type() != ImageMarking.NONE))
-        self.delete_marking_action.triggered.connect(self.image_viewer.delete_selected)
+        self.delete_marking_action.triggered.connect(lambda: self.image_viewer.delete_markings())
         self.add_show_marking_action.toggled.connect(self.image_viewer.show_marking)
         self.add_show_marking_action.toggled.connect(self.add_action_group.setEnabled)
         self.add_show_marking_action.toggled.connect(self.add_toggle_marking_action.setEnabled)
         self.add_show_marking_action.toggled.connect(self.add_show_labels_action.setEnabled)
-        self.add_toggle_marking_action.triggered.connect(self.image_viewer.toggle_marking)
+        self.add_toggle_marking_action.triggered.connect(self.image_viewer.change_marking)
         self.add_show_labels_action.toggled.connect(self.image_viewer.show_label)
 
     def connect_image_list_signals(self):

From fd4d6d4a949127fe783fdf4e11a931febb6a2739 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Wed, 5 Mar 2025 17:56:28 +0100
Subject: [PATCH 32/82] All filtering for marking labels

---
 README.md                               | 2 ++
 taggui/models/proxy_image_list_model.py | 2 ++
 taggui/widgets/image_list.py            | 3 ++-
 3 files changed, 6 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 19ae0fc1..880528f0 100644
--- a/README.md
+++ b/README.md
@@ -138,6 +138,8 @@ apply:
     - `caption:cat` will match images that have `cat` anywhere in the
       caption. For example, images with the tag `orange cat` or the
       tag `catastrophe`.
+- `marking`: Images that contain at least one marking with this label. It
+  doesn't matther whether it is a hint, include or exclude marking.
 - `name`: Images that contain the filter term in the file name
     - `name:cat` will match images such as `cat-1.jpg` or `large_cat.png`.
 - `path`: Images that contain the filter term in the full file path
diff --git a/taggui/models/proxy_image_list_model.py b/taggui/models/proxy_image_list_model.py
index 25e050c9..0961b424 100644
--- a/taggui/models/proxy_image_list_model.py
+++ b/taggui/models/proxy_image_list_model.py
@@ -33,6 +33,8 @@ def does_image_match_filter(self, image: Image,
             if filter_[0] == 'caption':
                 caption = self.tag_separator.join(image.tags)
                 return fnmatchcase(caption, f'*{filter_[1]}*')
+            if filter_[0] == 'marking':
+                return any(fnmatchcase(markings.label, filter_[1]) for markings in image.markings)
             if filter_[0] == 'name':
                 return fnmatchcase(image.path.name, f'*{filter_[1]}*')
             if filter_[0] == 'path':
diff --git a/taggui/widgets/image_list.py b/taggui/widgets/image_list.py
index f51fdbab..74212549 100644
--- a/taggui/widgets/image_list.py
+++ b/taggui/widgets/image_list.py
@@ -48,7 +48,8 @@ def __init__(self):
                                     | QuotedString(quote_char="'",
                                                    esc_char='\\')
                                     | Word(printables, exclude_chars='()'))
-        string_filter_keys = ['tag', 'caption', 'name', 'path', 'size', 'target']
+        string_filter_keys = ['tag', 'caption', 'marking', 'name', 'path',
+                              'size', 'target']
         string_filter_expressions = [Group(CaselessLiteral(key) + Suppress(':')
                                            + optionally_quoted_string)
                                      for key in string_filter_keys]

From f9c1a6c551b5f4d925010645f1674d449bc09bc8 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Thu, 6 Mar 2025 23:20:13 +0100
Subject: [PATCH 33/82] Implement export of croped images

Also handle includes and excludes.
Allow filtering of tags with hashtags.
Little bug fixing.
---
 README.md                       |   8 ++
 taggui/dialogs/export_dialog.py | 149 +++++++++++++++++++++++++-------
 taggui/utils/settings.py        |   3 +-
 taggui/widgets/image_viewer.py  |   3 +-
 4 files changed, 131 insertions(+), 32 deletions(-)

diff --git a/README.md b/README.md
index 880528f0..925a730c 100644
--- a/README.md
+++ b/README.md
@@ -323,3 +323,11 @@ be used for the exported images as well when selected.
 
 `Statistics`:
 Preview of the generated image sizes from the export funtion.
+
+`Fiter hashtag (#) tags`:
+When set all tags that start with a hashtag (i.e. the "#" character) are not
+included in the exported captions.
+
+This allows you to use tags for internal image organization like marking
+images that you don't want to export or adding notes about an image into the
+tag list.
diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 9ffab2e4..0ef537e2 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -16,6 +16,7 @@
 from PIL import Image, ImageFilter, ImageCms
 
 from utils.settings import DEFAULT_SETTINGS, settings
+from utils.image import ImageMarking
 from utils.settings_widgets import (SettingsBigCheckBox, SettingsLineEdit,
                                     SettingsSpinBox, SettingsComboBox)
 import utils.target_dimension as target_dimension
@@ -112,8 +113,8 @@ def __init__(self, parent, image_list: ImageList):
             '0: disable rescaling\n'
             '512: SD1.5\n'
             '1024: SDXL, SD3, Flux')
-        self.resolution_spin_box.textChanged.connect(self.show_megapixels)
-        self.resolution_spin_box.textChanged.connect(self.show_statistics)
+        self.resolution_spin_box.valueChanged.connect(self.show_megapixels)
+        self.resolution_spin_box.valueChanged.connect(self.show_statistics)
         grid_layout.addWidget(self.resolution_spin_box, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
 
@@ -134,7 +135,7 @@ def __init__(self, parent, image_list: ImageList):
             'Ensure that the exported image size is divisable by that number.\n'
             'It should match the setting on the training tool.\n'
             'It might cause minor cropping.')
-        self.bucket_res_size_spin_box.textChanged.connect(self.show_statistics)
+        self.bucket_res_size_spin_box.valueChanged.connect(self.show_statistics)
         grid_layout.addWidget(self.bucket_res_size_spin_box, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
 
@@ -199,7 +200,7 @@ def __init__(self, parent, image_list: ImageList):
             'Only for JPEG and WebP.\n'
             '0 is worst and 100 is best.\n'
             'For JPEG numbers above 95 should be avoided')
-        self.quality_spin_box.textChanged.connect(self.quality_change)
+        self.quality_spin_box.valueChanged.connect(self.quality_change)
         format_layout.addWidget(self.quality_spin_box,
                               Qt.AlignmentFlag.AlignLeft)
         format_widget.setLayout(format_layout)
@@ -266,6 +267,15 @@ def __init__(self, parent, image_list: ImageList):
         grid_layout.addWidget(self.statistics_table, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
 
+        grid_row += 1
+        grid_layout.addWidget(QLabel('Fiter hashtag (#) tags'), grid_row, 0,
+                              Qt.AlignmentFlag.AlignRight)
+        self.filter_hastag_check_box = SettingsBigCheckBox(key='export_filter_hashtag')
+        self.filter_hastag_check_box.setToolTip(
+            'Do not export tags that start with a hashtag (#)')
+        grid_layout.addWidget(self.filter_hastag_check_box, grid_row, 1,
+                              Qt.AlignmentFlag.AlignLeft)
+
         self.layout.addLayout(grid_layout)
 
         self.export_button = QPushButton('Export')
@@ -350,7 +360,6 @@ def show_statistics(self):
             return
 
         resolution = settings.value('export_resolution', type=int)
-        upscaling = settings.value('export_upscaling', type=int)
         bucket_res = settings.value('export_bucket_res_size', type=int)
 
         # notable aspect ratios
@@ -367,8 +376,12 @@ def show_statistics(self):
         image_list = self.get_image_list()
         image_dimensions = defaultdict(int)
         for this_image in image_list:
-            this_image.target_dimension = target_dimension.get(
-                QSize(*this_image.dimensions))
+            if this_image.crop != None:
+                this_image.target_dimension = target_dimension.get(
+                    this_image.crop.size())
+            else:
+                this_image.target_dimension = target_dimension.get(
+                    QSize(*this_image.dimensions))
             image_dimensions[this_image.target_dimension.toTuple()] += 1
         self.image_list.proxy_image_list_model.invalidate()
 
@@ -442,6 +455,7 @@ def do_export(self):
         export_keep_dir_structure = settings.value('export_keep_dir_structure', type=bool)
         no_overwrite = True
         only_missing = True
+        refresh_tags = False
 
         image_list = self.get_image_list()
         self.progress_bar = QProgressBar(self)
@@ -462,14 +476,22 @@ def do_export(self):
                 msgBox.setIcon(QMessageBox.Warning)
                 msgBox.setWindowTitle('Path warning')
                 msgBox.setText('The export directory path is not empty')
+                refresh_button = msgBox.addButton('Refresh', QMessageBox.ApplyRole)
+                refresh_button.setToolTip('Export only missing images, but update all captions')
                 overwrite_button = msgBox.addButton('Overwrite', QMessageBox.DestructiveRole)
+                refresh_button.setToolTip('Overwrite all existing files')
                 rename_button = msgBox.addButton('Rename', QMessageBox.YesRole)
+                refresh_button.setToolTip('Export with a new name')
                 only_missing_button = msgBox.addButton('Only missing', QMessageBox.AcceptRole)
+                refresh_button.setToolTip('Export only missing images')
                 msgBox.addButton(QMessageBox.Cancel)
-                msgBox.setDefaultButton(QMessageBox.Cancel)
+                msgBox.setDefaultButton(refresh_button)
                 button = msgBox.exec_()
                 if button == QMessageBox.Cancel:
                     return
+                if msgBox.clickedButton() == refresh_button:
+                    no_overwrite = False
+                    refresh_tags = True
                 if msgBox.clickedButton() == overwrite_button:
                     no_overwrite = False
                     only_missing = False
@@ -483,8 +505,9 @@ def do_export(self):
             )
             return
 
+        tag_separator = settings.value('tag_separator', type=str)
+        filter_hashtag = settings.value('export_filter_hashtag', type=bool)
         resolution = settings.value('export_resolution', type=int)
-        upscaling = settings.value('export_upscaling', type=int)
         bucket_res = settings.value('export_bucket_res_size', type=int)
         export_format = settings.value('export_format', type=str)
         quality = settings.value('export_quality', type=int)
@@ -505,55 +528,115 @@ def do_export(self):
                 export_path = export_directory_path / image_entry.path.name
             export_path = export_path.with_suffix(export_format.split(' ', 1)[0])
 
-            if export_path.exists() and only_missing:
+            image_exists = export_path.exists()
+            if image_exists and only_missing and not refresh_tags:
                 continue
 
             if no_overwrite:
                 stem = export_path.stem
                 counter = 0
-                while export_path.exists():
+                while image_exists:
                     export_path = export_path.parent / f"{stem}_{counter}{export_path.suffix}"
+                    image_exists = export_path.exists()
                     counter += 1
 
-            # copy the tag file first
-            if image_entry.path.with_suffix('.txt').exists():
-                shutil.copyfile(str(image_entry.path.with_suffix('.txt')), str(export_path.with_suffix('.txt')))
+            # write the tag file first
+            if filter_hashtag:
+                tags = [tag for tag in image_entry.tags if tag[0] != '#']
+            else:
+                tags = image_entry.tags
+
+            try:
+                export_path.with_suffix('.txt').write_text(
+                    tag_separator.join(tags), encoding='utf-8',
+                    errors='replace')
+            except OSError:
+                error_message_box = QMessageBox()
+                error_message_box.setWindowTitle('Error')
+                error_message_box.setIcon(QMessageBox.Icon.Critical)
+                error_message_box.setText(f'Failed to save tags for {image_entry.path}.')
+                error_message_box.exec()
+
+            if image_exists and only_missing:
+                # tags were refreshed, export_path was changed when we should
+                # rename and not overwrite, so we can skip the image writing
+                continue
 
             # then handle the image
             image_file = Image.open(image_entry.path)
+            export_can_alpha = export_format != ExportFormat.JPG
             # Preserve alpha if present:
-            if image_file.mode in ("RGBA", "LA", "PA") and not export_format == ExportFormat.JPG:  # Check for alpha channels
+            if image_file.mode in ("RGBA", "LA", "PA") and export_can_alpha:  # Check for alpha channels
                 image_file = image_file.convert("RGBA")
             else:
                 image_file = image_file.convert("RGB")  # Otherwise, convert to RGB
+            current_width, current_height = image_file.size
+
+            # 1. pass: add includes
+            for marking in image_entry.markings:
+                if marking.type == ImageMarking.INCLUDE and export_can_alpha:
+                    if image_file.mode == 'RGB':
+                        image_file = image_file.convert("RGBA")
+                        alpha = image_file.getchannel('A')
+                        # completely transparent
+                        alpha.paste(0, (0, 0, current_width, current_height))
+                    else:
+                        alpha = image_file.getchannel('A')
+                    alpha.paste(255, marking.rect.adjusted(0,0,1,1).getCoords())
+                    image_file.putalpha(alpha)
+
+            # 2. pass: remove excludes
+            for marking in image_entry.markings:
+                if marking.type == ImageMarking.EXCLUDE and export_can_alpha:
+                    if image_file.mode == 'RGB':
+                        image_file = image_file.convert("RGBA")
+                        alpha = image_file.getchannel('A')
+                        # completely opaque
+                        alpha.paste(255, (0, 0, current_width, current_height))
+                    else:
+                        alpha = image_file.getchannel('A')
+                    alpha.paste(0, marking.rect.adjusted(0,0,1,1).getCoords())
+                    image_file.putalpha(alpha)
 
             new_width, new_height = image_entry.target_dimension.toTuple()
-            current_width, current_height = image_file.size
-            if bucket_strategy == BucketStrategy.CROP or bucket_strategy == BucketStrategy.CROP_SCALE:
-                if current_height * new_width / current_width < new_height: # too wide
-                    new_width = floor(current_width * new_height / current_height)
+            crop_width, crop_height = image_entry.crop.size().toTuple()
+            if (bucket_strategy == BucketStrategy.CROP or
+                bucket_strategy == BucketStrategy.CROP_SCALE):
+                if crop_height * new_width / crop_width < new_height: # too wide
+                    new_width = floor(crop_width * new_height / crop_height)
                 else: # too high
-                    new_height = floor(current_height * new_width / current_width)
+                    new_height = floor(crop_height * new_width / crop_width)
             if bucket_strategy == BucketStrategy.CROP_SCALE:
                 new_width = floor((image_entry.target_dimension.width() + new_width)/2)
                 new_height = floor((image_entry.target_dimension.height() + new_height)/2)
-            if image_file.size[0] != new_width or image_file.size[1] != new_height:
+
+            if image_entry.crop == None:
+                cropped_image = image_file
+            else:
+                cropped_image = image_file.crop(image_entry.crop.adjusted(0,0,1,1).getCoords())
+
+            if cropped_image.size[0] != new_width or cropped_image.size[1] != new_height:
                 # resize with the best method available
-                resized_image = image_file.resize((new_width, new_height), Image.LANCZOS)
+                resized_image = cropped_image.resize((new_width, new_height), Image.LANCZOS)
                 # followed by a slight sharpening as it should be done
-                sharpend_image = resized_image.filter(ImageFilter.UnsharpMask(radius = 0.5, percent = 50, threshold = 0))
+                sharpend_image = resized_image.filter(
+                    ImageFilter.UnsharpMask(radius = 0.5, percent = 50, threshold = 0))
             else:
-                sharpend_image = image_file
+                sharpend_image = cropped_image
 
             # crop to the desired size
             current_width, current_height = sharpend_image.size
             crop_width = floor((current_width - image_entry.target_dimension.width()) / 2)
             crop_height = floor((current_height - image_entry.target_dimension.height()) / 2)
-            cropped_image = sharpend_image.crop((crop_width, crop_height, current_width - crop_width, current_height - crop_height))
+            cropped_image = sharpend_image.crop((crop_width, crop_height,
+                                                 crop_width + image_entry.target_dimension.width(),
+                                                 crop_height + image_entry.target_dimension.height()))
             lossless = quality > 99
 
             if color_space == "feed through (don't touch)":
-                cropped_image.save(export_path, format=ExportFormatDict[export_format], quality=quality, icc_profile=cropped_image.info.get('icc_profile'), lossless=lossless)
+                cropped_image.save(export_path, format=ExportFormatDict[export_format],
+                                   quality=quality, lossless=lossless,
+                                   icc_profile=cropped_image.info.get('icc_profile') )
             else:
                 source_profile_raw = image_file.info.get('icc_profile')
                 if source_profile_raw is None: # assume sRGB
@@ -563,9 +646,13 @@ def do_export(self):
                 target_profile = ImageCms.ImageCmsProfile(io.BytesIO(target_profile_raw))
                 final_image = ImageCms.profileToProfile(cropped_image, source_profile, target_profile)
                 if save_profile:
-                    final_image.save(export_path, format=ExportFormatDict[export_format], quality=quality, icc_profile=target_profile.tobytes(), lossless=lossless)
+                    final_image.save(export_path, format=ExportFormatDict[export_format],
+                                     quality=quality, lossless=lossless,
+                                     icc_profile=target_profile.tobytes())
                 else:
-                    final_image.save(export_path, format=ExportFormatDict[export_format], quality=quality, icc_profile=None, lossless=lossless)
+                    final_image.save(export_path, format=ExportFormatDict[export_format],
+                                     quality=quality, lossless=lossless,
+                                     icc_profile=None)
         self.close()
 
     def get_image_list(self):
@@ -580,9 +667,11 @@ def get_image_list(self):
                     image_list.append(source_index.data(Qt.ItemDataRole.UserRole))
         elif settings.value('export_filter') == ExportFilter.SELECTED:
             images = image_list_view.proxy_image_list_model.sourceModel()
-            image_list = [image_index.data(Qt.ItemDataRole.UserRole) for image_index in image_list_view.get_selected_image_indices()]
+            image_list = [image_index.data(Qt.ItemDataRole.UserRole)
+                          for image_index in image_list_view.get_selected_image_indices()]
         else: # ExportFilter.NONE
             images = image_list_view.proxy_image_list_model.sourceModel()
-            image_list = [images.index(image_index).data(Qt.ItemDataRole.UserRole) for image_index in range(images.rowCount())]
+            image_list = [images.index(image_index).data(Qt.ItemDataRole.UserRole)
+                          for image_index in range(images.rowCount())]
 
         return image_list
diff --git a/taggui/utils/settings.py b/taggui/utils/settings.py
index 19dce534..9d5ac600 100644
--- a/taggui/utils/settings.py
+++ b/taggui/utils/settings.py
@@ -21,7 +21,8 @@
     'export_quality': 75,
     'export_color_space': 'sRGB',
     'export_directory_path': '',
-    'export_keep_dir_structure': False
+    'export_keep_dir_structure': False,
+    'export_filter_hashtag': True
 }
 
 
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index ad25c226..fcbf0442 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -692,7 +692,8 @@ def load_image(self, proxy_image_index: QModelIndex):
 
     @Slot()
     def setting_change(self, key, value):
-        if key == 'export_bucket_strategy':
+        if key in ['export_resolution', 'export_bucket_res_size',
+                   'export_upscaling', 'export_bucket_strategy']:
             for marking in self.marking_items:
                 marking.size_changed()
             self.scene.invalidate()

From fcc2bc56cbf181cc77812636bd1cffa0a83523ae Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sun, 9 Mar 2025 22:04:17 +0100
Subject: [PATCH 34/82] Coordinate work for display and export

Option for latent size and displaying its effect on the markings
Allow to create export directory when it's not existing
Unify export size calculation
---
 images/show_marking_latent.png    | Bin 0 -> 2796 bytes
 images/show_marking_latent.svg    |  66 +++++++++
 taggui/dialogs/export_dialog.py   | 237 ++++++++++++++++--------------
 taggui/models/image_list_model.py |   8 +-
 taggui/utils/enums.py             |  40 +++++
 taggui/utils/grid.py              |  90 ++++++++++++
 taggui/utils/settings.py          |   2 +
 taggui/widgets/image_viewer.py    | 145 +++++++++---------
 taggui/widgets/main_window.py     |  15 +-
 9 files changed, 411 insertions(+), 192 deletions(-)
 create mode 100644 images/show_marking_latent.png
 create mode 100644 images/show_marking_latent.svg
 create mode 100644 taggui/utils/grid.py

diff --git a/images/show_marking_latent.png b/images/show_marking_latent.png
new file mode 100644
index 0000000000000000000000000000000000000000..0d17b32223b82e0c122158dd7bd68aaa413b3434
GIT binary patch
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literal 0
HcmV?d00001

diff --git a/images/show_marking_latent.svg b/images/show_marking_latent.svg
new file mode 100644
index 00000000..63efa827
--- /dev/null
+++ b/images/show_marking_latent.svg
@@ -0,0 +1,66 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no"?>
+<svg
+   id="Icons"
+   height="512"
+   viewBox="0 0 60 60"
+   width="512"
+   version="1.1"
+   sodipodi:docname="show_marking_latent.svg"
+   inkscape:version="1.2.2 (b0a8486541, 2022-12-01)"
+   inkscape:export-filename="show_marking_latent.png"
+   inkscape:export-xdpi="96"
+   inkscape:export-ydpi="96"
+   xmlns:inkscape="http://www.inkscape.org/namespaces/inkscape"
+   xmlns:sodipodi="http://sodipodi.sourceforge.net/DTD/sodipodi-0.dtd"
+   xmlns="http://www.w3.org/2000/svg"
+   xmlns:svg="http://www.w3.org/2000/svg">
+  <defs
+     id="defs23" />
+  <sodipodi:namedview
+     id="namedview21"
+     pagecolor="#ffffff"
+     bordercolor="#666666"
+     borderopacity="1.0"
+     inkscape:showpageshadow="2"
+     inkscape:pageopacity="0.0"
+     inkscape:pagecheckerboard="0"
+     inkscape:deskcolor="#d1d1d1"
+     showgrid="false"
+     inkscape:zoom="3.2740313"
+     inkscape:cx="145.2338"
+     inkscape:cy="223.7303"
+     inkscape:window-width="3840"
+     inkscape:window-height="2042"
+     inkscape:window-x="0"
+     inkscape:window-y="0"
+     inkscape:window-maximized="1"
+     inkscape:current-layer="Icons" />
+  <rect
+     style="fill:none;stroke:#00ff00;stroke-width:3.515625;stroke-dasharray:none;stroke-opacity:1"
+     id="rect1255-3"
+     width="27.169136"
+     height="23.070892"
+     x="5.556704"
+     y="5.6273932" />
+  <rect
+     style="fill:#ff0000;fill-opacity:0.33;stroke:none;stroke-width:7.82527;stroke-linecap:round"
+     id="rect342-3"
+     width="33.580452"
+     height="32.277493"
+     x="22.950327"
+     y="20.881584" />
+  <rect
+     style="fill:none;stroke:#ff0000;stroke-width:3.515625;stroke-dasharray:none;stroke-opacity:1"
+     id="rect1255-6"
+     width="26.266148"
+     height="24.694786"
+     x="24.756176"
+     y="22.687433" />
+  <rect
+     style="fill:#00ff00;fill-opacity:0.5;stroke:none;stroke-width:3.51562;stroke-linecap:round"
+     id="rect342"
+     width="14.790936"
+     height="14.790936"
+     x="6.3703642"
+     y="6.2242398" />
+</svg>
diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 0ef537e2..63223fa7 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -2,11 +2,11 @@
 from collections import defaultdict
 import os
 import io
-from math import floor
+from math import ceil, floor
 from pathlib import Path
 import shutil
 
-from PySide6.QtCore import QSize, Qt, Slot
+from PySide6.QtCore import QRect, QSize, Qt, Slot
 from PySide6.QtGui import QColorSpace
 from PySide6.QtWidgets import (QWidget, QDialog, QFileDialog, QGridLayout,
                                QLabel, QLineEdit, QPushButton, QTableWidget,
@@ -20,6 +20,7 @@
 from utils.settings_widgets import (SettingsBigCheckBox, SettingsLineEdit,
                                     SettingsSpinBox, SettingsComboBox)
 import utils.target_dimension as target_dimension
+from utils.grid import Grid
 from widgets.image_list import ImageList
 
 try:
@@ -27,45 +28,8 @@
 except ModuleNotFoundError:
     pass
 
-class ExportFilter(str, Enum):
-    NONE = 'All images'
-    FILTERED = 'Filtered images'
-    SELECTED = 'Selected images'
-
-Presets = {
-    'manual': (0, 0, '1:1, 2:1, 3:2, 4:3, 16:9, 21:9'),
-    'Direct feed through': (0, 1, '1:1, 2:1, 3:2, 4:3, 16:9, 21:9'),
-    'SD1': (512, 64, '512:512, 640:320, 576:384, 512:384, 640:384, 768:320'),
-    'SDXL, SD3, Flux': (1024, 64, '1024:1024, 1408:704, 1216:832, 1152:896, 1344:768, 1536:640')
-}
-
-class ExportFormat(str, Enum):
-    JPG = '.jpg - JPEG'
-    JPGXL = '.jxl - JPEG XL'
-    PNG = '.png - PNG'
-    WEBP = '.webp - WEBP'
-
-ExportFormatDict = {
-    ExportFormat.JPG: 'jpeg',
-    ExportFormat.JPGXL: 'jxl',
-    ExportFormat.PNG: 'png',
-    ExportFormat.WEBP: 'webp'
-}
-
-class IccProfileList(str, Enum):
-    SRgb = 'sRGB'
-    SRgbLinear = 'sRGB (linear gamma)'
-    AdobeRgb = 'AdobeRGB'
-    DisplayP3 = 'DisplayP3'
-    ProPhotoRgb = 'ProPhotoRGB'
-    Bt2020 = 'BT.2020'
-    Bt2100Pq = 'BT.2100(PQ)'
-    Bt2100Hlg = 'BT.2100 (HLG)'
-
-class BucketStrategy(str, Enum):
-    CROP = 'crop'
-    SCALE = 'scale'
-    CROP_SCALE = 'crop and scale'
+from utils.enums import (ExportFilter, Presets, ExportFormat, ExportFormatDict,
+                         IccProfileList, BucketStrategy)
 
 class ExportDialog(QDialog):
     def __init__(self, parent, image_list: ImageList):
@@ -139,6 +103,32 @@ def __init__(self, parent, image_list: ImageList):
         grid_layout.addWidget(self.bucket_res_size_spin_box, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
 
+        grid_row += 1
+        grid_layout.addWidget(QLabel('Latent size (px)'), grid_row, 0,
+                              Qt.AlignmentFlag.AlignRight)
+        latent_widget = QWidget()
+        latent_layout = QHBoxLayout()
+        latent_layout.setContentsMargins(0, 0, 0, 0)
+        self.latent_size_spin_box = SettingsSpinBox(
+            key='export_latent_size',
+            minimum=1, maximum=256)
+        self.latent_size_spin_box.setToolTip(
+            'Size of one latent space pixel in image space pixels')
+        latent_layout.addWidget(self.latent_size_spin_box,
+                                Qt.AlignmentFlag.AlignLeft)
+        latent_layout.addWidget(QLabel('Quantisize alpha channel'),
+                                Qt.AlignmentFlag.AlignRight)
+        self.quantisize_alpha_check_box = SettingsBigCheckBox(key='export_quantisize_alpha')
+        self.quantisize_alpha_check_box.setToolTip(
+            'Align the masks due to include and exclude marking with the\n'
+            'latent space pixels.\n'
+            'Only available when the output format supports an alpha channel.')
+        latent_layout.addWidget(self.quantisize_alpha_check_box,
+                              Qt.AlignmentFlag.AlignLeft)
+        latent_widget.setLayout(latent_layout)
+        grid_layout.addWidget(latent_widget, grid_row, 1,
+                              Qt.AlignmentFlag.AlignLeft)
+
         grid_row += 1
         grid_layout.addWidget(QLabel('Preferred sizes'), grid_row, 0,
                               Qt.AlignmentFlag.AlignRight)
@@ -283,6 +273,13 @@ def __init__(self, parent, image_list: ImageList):
         self.export_button.setEnabled(False)
         self.layout.addWidget(self.export_button)
 
+        image_list = self.get_image_list()
+        self.progress_bar = QProgressBar(self)
+        self.progress_bar.setMinimum(0)
+        self.progress_bar.setMaximum(len(image_list))
+        self.progress_bar.hide()
+        self.layout.addWidget(self.progress_bar)
+
         # update display
         self.apply_preset(preset_combo_box.currentText(), False)
         self.show_megapixels()
@@ -300,15 +297,18 @@ def apply_preset(self, value: str, do_value_change: bool = True):
         if value == 'manual':
             self.resolution_spin_box.setEnabled(True)
             self.bucket_res_size_spin_box.setEnabled(True)
+            self.latent_size_spin_box.setEnabled(True)
         else:
             self.inhibit_statistics_update = True
             self.resolution_spin_box.setValue(preset[0]) if do_value_change else 0
             self.resolution_spin_box.setEnabled(False)
             self.bucket_res_size_spin_box.setValue(preset[1]) if do_value_change else 0
             self.bucket_res_size_spin_box.setEnabled(False)
+            self.latent_size_spin_box.setValue(preset[2]) if do_value_change else 0
+            self.latent_size_spin_box.setEnabled(False)
             self.inhibit_statistics_update = inhibit_statistics_update_current
             self.show_statistics()
-        self.preferred_sizes_line_edit.setText(preset[2]) if do_value_change else 0
+        self.preferred_sizes_line_edit.setText(preset[3]) if do_value_change else 0
 
     @Slot()
     def show_megapixels(self):
@@ -331,15 +331,19 @@ def format_change(self, export_format: ExportFormat, do_value_change: bool = Tru
         if export_format == ExportFormat.JPG:
             self.quality_spin_box.setValue(75) if do_value_change else 0
             self.quality_spin_box.setEnabled(True)
+            self.quantisize_alpha_check_box.setEnabled(False)
         if export_format == ExportFormat.JPGXL:
             self.quality_spin_box.setValue(100) if do_value_change else 0
             self.quality_spin_box.setEnabled(True)
+            self.quantisize_alpha_check_box.setEnabled(True)
         elif export_format == ExportFormat.PNG:
             self.quality_spin_box.setValue(100) if do_value_change else 0
             self.quality_spin_box.setEnabled(False)
+            self.quantisize_alpha_check_box.setEnabled(True)
         elif export_format == ExportFormat.WEBP:
             self.quality_spin_box.setValue(80) if do_value_change else 0
             self.quality_spin_box.setEnabled(True)
+            self.quantisize_alpha_check_box.setEnabled(True)
 
     @Slot()
     def quality_change(self, quality: str):
@@ -456,59 +460,69 @@ def do_export(self):
         no_overwrite = True
         only_missing = True
         refresh_tags = False
+        path_missing = False
+
+        try:
+            if os.path.exists(export_directory_path):
+                if os.path.isfile(export_directory_path):
+                    QMessageBox.critical(
+                        self,
+                        'Path error',
+                        'The export directory path points to a file and not to a directory'
+                    )
+                    return
+                if os.listdir(export_directory_path):
+                    msgBox = QMessageBox()
+                    msgBox.setIcon(QMessageBox.Warning)
+                    msgBox.setWindowTitle('Path warning')
+                    msgBox.setText('The export directory path is not empty')
+                    refresh_button = msgBox.addButton('Refresh', QMessageBox.ApplyRole)
+                    refresh_button.setToolTip('Export only missing images, but update all captions')
+                    overwrite_button = msgBox.addButton('Overwrite', QMessageBox.DestructiveRole)
+                    refresh_button.setToolTip('Overwrite all existing files')
+                    rename_button = msgBox.addButton('Rename', QMessageBox.YesRole)
+                    refresh_button.setToolTip('Export with a new name')
+                    only_missing_button = msgBox.addButton('Only missing', QMessageBox.AcceptRole)
+                    refresh_button.setToolTip('Export only missing images')
+                    msgBox.addButton(QMessageBox.Cancel)
+                    msgBox.setDefaultButton(refresh_button)
+                    button = msgBox.exec_()
+                    if button == QMessageBox.Cancel:
+                        return
+                    if msgBox.clickedButton() == refresh_button:
+                        no_overwrite = False
+                        refresh_tags = True
+                    if msgBox.clickedButton() == overwrite_button:
+                        no_overwrite = False
+                        only_missing = False
+                    if msgBox.clickedButton() == rename_button:
+                        only_missing = False
+                else:
+                    path_missing = True
+            else:
+                path_missing = True
 
-        image_list = self.get_image_list()
-        self.progress_bar = QProgressBar(self)
-        self.progress_bar.setMinimum(0)
-        self.progress_bar.setMaximum(len(image_list))
-        self.layout.addWidget(self.progress_bar)
-
-        if os.path.exists(export_directory_path):
-            if os.path.isfile(export_directory_path):
-                QMessageBox.critical(
+            if path_missing:
+                button = QMessageBox.critical(
                     self,
                     'Path error',
-                    'The export directory path points to a file and not to a directory'
-                )
-                return
-            if os.listdir(export_directory_path):
-                msgBox = QMessageBox()
-                msgBox.setIcon(QMessageBox.Warning)
-                msgBox.setWindowTitle('Path warning')
-                msgBox.setText('The export directory path is not empty')
-                refresh_button = msgBox.addButton('Refresh', QMessageBox.ApplyRole)
-                refresh_button.setToolTip('Export only missing images, but update all captions')
-                overwrite_button = msgBox.addButton('Overwrite', QMessageBox.DestructiveRole)
-                refresh_button.setToolTip('Overwrite all existing files')
-                rename_button = msgBox.addButton('Rename', QMessageBox.YesRole)
-                refresh_button.setToolTip('Export with a new name')
-                only_missing_button = msgBox.addButton('Only missing', QMessageBox.AcceptRole)
-                refresh_button.setToolTip('Export only missing images')
-                msgBox.addButton(QMessageBox.Cancel)
-                msgBox.setDefaultButton(refresh_button)
-                button = msgBox.exec_()
+                    'The export directory path does not exist. Create it?',
+                    QMessageBox.Ok, QMessageBox.Cancel)
                 if button == QMessageBox.Cancel:
                     return
-                if msgBox.clickedButton() == refresh_button:
-                    no_overwrite = False
-                    refresh_tags = True
-                if msgBox.clickedButton() == overwrite_button:
-                    no_overwrite = False
-                    only_missing = False
-                if msgBox.clickedButton() == rename_button:
-                    only_missing = False
-        else:
-            QMessageBox.critical(
-                self,
-                'Path error',
-                'The export directory path does not exist'
-            )
+                os.makedirs(export_directory_path)
+        except Exception as e:
+            QMessageBox.critical(self, 'Path error', f'Error: {e}')
             return
 
+        self.progress_bar.show()
+
         tag_separator = settings.value('tag_separator', type=str)
         filter_hashtag = settings.value('export_filter_hashtag', type=bool)
         resolution = settings.value('export_resolution', type=int)
         bucket_res = settings.value('export_bucket_res_size', type=int)
+        latent_size = settings.value('export_latent_size', type=int)
+        quantisize_alpha = settings.value('export_quantisize_alpha', type=bool)
         export_format = settings.value('export_format', type=str)
         quality = settings.value('export_quality', type=int)
         color_space = settings.value('export_color_space', type=str)
@@ -577,12 +591,12 @@ def do_export(self):
                 if marking.type == ImageMarking.INCLUDE and export_can_alpha:
                     if image_file.mode == 'RGB':
                         image_file = image_file.convert("RGBA")
-                        alpha = image_file.getchannel('A')
                         # completely transparent
-                        alpha.paste(0, (0, 0, current_width, current_height))
+                        alpha = Image.new('L', image_file.size, 0)
                     else:
                         alpha = image_file.getchannel('A')
-                    alpha.paste(255, marking.rect.adjusted(0,0,1,1).getCoords())
+                    if not quantisize_alpha:
+                        alpha.paste(255, marking.rect.adjusted(0,0,1,1).getCoords())
                     image_file.putalpha(alpha)
 
             # 2. pass: remove excludes
@@ -590,34 +604,24 @@ def do_export(self):
                 if marking.type == ImageMarking.EXCLUDE and export_can_alpha:
                     if image_file.mode == 'RGB':
                         image_file = image_file.convert("RGBA")
-                        alpha = image_file.getchannel('A')
                         # completely opaque
-                        alpha.paste(255, (0, 0, current_width, current_height))
+                        alpha = Image.new('L', image_file.size, 255)
                     else:
                         alpha = image_file.getchannel('A')
-                    alpha.paste(0, marking.rect.adjusted(0,0,1,1).getCoords())
+                    if not quantisize_alpha:
+                        alpha.paste(0, marking.rect.adjusted(0,0,1,1).getCoords())
                     image_file.putalpha(alpha)
 
-            new_width, new_height = image_entry.target_dimension.toTuple()
-            crop_width, crop_height = image_entry.crop.size().toTuple()
-            if (bucket_strategy == BucketStrategy.CROP or
-                bucket_strategy == BucketStrategy.CROP_SCALE):
-                if crop_height * new_width / crop_width < new_height: # too wide
-                    new_width = floor(crop_width * new_height / crop_height)
-                else: # too high
-                    new_height = floor(crop_height * new_width / crop_width)
-            if bucket_strategy == BucketStrategy.CROP_SCALE:
-                new_width = floor((image_entry.target_dimension.width() + new_width)/2)
-                new_height = floor((image_entry.target_dimension.height() + new_height)/2)
-
             if image_entry.crop == None:
-                cropped_image = image_file
+                grid = Grid(QRect(0, 0, *image_file.size))
             else:
-                cropped_image = image_file.crop(image_entry.crop.adjusted(0,0,1,1).getCoords())
-
-            if cropped_image.size[0] != new_width or cropped_image.size[1] != new_height:
+                grid = Grid(image_entry.crop)
+            visible = grid.visible
+            cropped_image = image_file.crop(visible.adjusted(0,0,1,1).getCoords())
+            if not grid.is_visible_equal_sceen_size():
                 # resize with the best method available
-                resized_image = cropped_image.resize((new_width, new_height), Image.LANCZOS)
+                #resized_image = cropped_image.resize((new_width, new_height), Image.LANCZOS)
+                resized_image = cropped_image.resize(grid.target.toTuple(), Image.LANCZOS)
                 # followed by a slight sharpening as it should be done
                 sharpend_image = resized_image.filter(
                     ImageFilter.UnsharpMask(radius = 0.5, percent = 50, threshold = 0))
@@ -631,6 +635,25 @@ def do_export(self):
             cropped_image = sharpend_image.crop((crop_width, crop_height,
                                                  crop_width + image_entry.target_dimension.width(),
                                                  crop_height + image_entry.target_dimension.height()))
+
+            if quantisize_alpha and export_can_alpha:
+                alpha = cropped_image.getchannel('A')
+                if image_entry.crop == None:
+                    crop = QRect(0, 0, *image_entry.dimensions)
+                else:
+                    crop = image_entry.crop
+                for marking in image_entry.markings:
+                    if marking.type == ImageMarking.INCLUDE:
+                        rect = QRect(grid.map(marking.rect.topLeft(), ceil),
+                                     grid.map(marking.rect.bottomRight(), floor))
+                        alpha.paste(255, rect.getCoords())
+                for marking in image_entry.markings:
+                    if marking.type == ImageMarking.EXCLUDE:
+                        rect = QRect(grid.map(marking.rect.topLeft(), floor),
+                                     grid.map(marking.rect.bottomRight(), ceil))
+                        alpha.paste(0, rect.getCoords())
+                cropped_image.putalpha(alpha)
+
             lossless = quality > 99
 
             if color_space == "feed through (don't touch)":
diff --git a/taggui/models/image_list_model.py b/taggui/models/image_list_model.py
index ab777af8..d1f191a2 100644
--- a/taggui/models/image_list_model.py
+++ b/taggui/models/image_list_model.py
@@ -194,10 +194,6 @@ def load_directory(self, directory_path: Path):
                         crop = meta.get('crop')
                         if crop and type(crop) is list and len(crop) == 4:
                             image.crop = QRect(*crop)
-                        target_dimension = meta.get('target_dimension')
-                        if (target_dimension and type(target_dimension) is list
-                            and len(target_dimension) == 2):
-                            image.target_dimension = QSize(*target_dimension)
                         markings = meta.get('markings')
                         if markings and type(markings) is list:
                             for marking in markings:
@@ -242,10 +238,8 @@ def write_image_tags_to_disk(self, image: Image):
     def write_meta_to_disk(self, image: Image):
         does_exist = image.path.with_suffix('.json').exists()
         meta = {'version': 1}
-        if image.crop:
+        if image.crop != None:
             meta['crop'] = image.crop.getRect()
-        if image.target_dimension:
-            meta['target_dimension'] = image.target_dimension.toTuple()
         markings: list[dict[str, any]] = []
         for marking in image.markings:
             markings.append({'label': marking.label,
diff --git a/taggui/utils/enums.py b/taggui/utils/enums.py
index 21cb60c8..975a47e6 100644
--- a/taggui/utils/enums.py
+++ b/taggui/utils/enums.py
@@ -24,3 +24,43 @@ class CaptionPosition(str, Enum):
 class CaptionDevice(str, Enum):
     GPU = 'GPU if available'
     CPU = 'CPU'
+
+class ExportFilter(str, Enum):
+    NONE = 'All images'
+    FILTERED = 'Filtered images'
+    SELECTED = 'Selected images'
+
+Presets = {
+    'manual': (0, 0, 1, '1:1, 2:1, 3:2, 4:3, 16:9, 21:9'),
+    'Direct feed through': (0, 1, 1, '1:1, 2:1, 3:2, 4:3, 16:9, 21:9'),
+    'SD1': (512, 64, 8, '512:512, 640:320, 576:384, 512:384, 640:384, 768:320'),
+    'SDXL, SD3, Flux': (1024, 64, 8, '1024:1024, 1408:704, 1216:832, 1152:896, 1344:768, 1536:640')
+}
+
+class ExportFormat(str, Enum):
+    JPG = '.jpg - JPEG'
+    JPGXL = '.jxl - JPEG XL'
+    PNG = '.png - PNG'
+    WEBP = '.webp - WEBP'
+
+ExportFormatDict = {
+    ExportFormat.JPG: 'jpeg',
+    ExportFormat.JPGXL: 'jxl',
+    ExportFormat.PNG: 'png',
+    ExportFormat.WEBP: 'webp'
+}
+
+class IccProfileList(str, Enum):
+    SRgb = 'sRGB'
+    SRgbLinear = 'sRGB (linear gamma)'
+    AdobeRgb = 'AdobeRGB'
+    DisplayP3 = 'DisplayP3'
+    ProPhotoRgb = 'ProPhotoRGB'
+    Bt2020 = 'BT.2020'
+    Bt2100Pq = 'BT.2100(PQ)'
+    Bt2100Hlg = 'BT.2100 (HLG)'
+
+class BucketStrategy(str, Enum):
+    CROP = 'crop'
+    SCALE = 'scale'
+    CROP_SCALE = 'crop and scale'
diff --git a/taggui/utils/grid.py b/taggui/utils/grid.py
new file mode 100644
index 00000000..03cc342a
--- /dev/null
+++ b/taggui/utils/grid.py
@@ -0,0 +1,90 @@
+from math import ceil, floor
+from PySide6.QtCore import (QPoint, QPointF, QRect, QRectF, QSize, QSizeF)
+from utils.enums import BucketStrategy
+from utils.settings import settings
+import utils.target_dimension as target_dimension
+
+class Grid:
+    """Span a grid inside a the sceen.
+
+    The screen is adjusted according to bucket strategy and scaled to the
+    target dimension and then the grid respects the latent size.
+    """
+
+    def __init__(self, screen: QRect):
+        # the full image or the user cropped part of it
+        self.screen: QRect
+        # the visible part of the screen, i.e. the bucket cropped part of it
+        self.visible: QRect
+        # the size of the exported image
+        self.target: QSize
+        self.scale_x: float
+        self.scale_y: float
+
+        self.update(screen)
+
+    def update(self, screen: QRect | None = None):
+        assert screen == None or isinstance(screen, QRect)
+        bucket_res = settings.value('export_bucket_res_size', type=int)
+        bucket_strategy = settings.value('export_bucket_strategy', type=str)
+        if screen != None:
+            self.screen = screen
+
+        if self.screen.width() == 0 or self.screen.height() == 0:
+            self.visible = self.screen
+            self.target = QSize(1, 1)
+            self.scale_x = 1
+            self.scale_y = 1
+            return
+
+        vis_size = self.screen.size()
+        self.target = target_dimension.get(vis_size)
+
+        if (bucket_strategy == BucketStrategy.CROP or
+            bucket_strategy == BucketStrategy.CROP_SCALE):
+            if (self.screen.height() * self.target.width()
+                < self.target.height() * self.screen.width()): # too wide
+                vis_size.setWidth(floor(self.screen.height() * self.target.width() / self.target.height()))
+            else:
+                vis_size.setHeight(floor(self.screen.width() * self.target.height() / self.target.width()))
+        if bucket_strategy == BucketStrategy.CROP_SCALE:
+                vis_size.setWidth(floor((self.screen.width() + vis_size.width())/2))
+                vis_size.setHeight(floor((self.screen.height() + vis_size.height())/2))
+
+        delta = self.screen.size() - vis_size
+        self.visible = self.screen.adjusted(floor(delta.width()/2),
+                                            floor(delta.height()/2),
+                                            -ceil(delta.width()/2),
+                                            -ceil(delta.height()/2))
+
+        self.scale_x = self.target.width() / self.visible.width()
+        self.scale_y = self.target.height() / self.visible.height()
+
+    def is_visible_equal_sceen_size(self) -> bool:
+        return self.screen.size() == self.visible
+
+    def map_raw(self, point: QPoint) -> QPointF:
+        """Translate point into screen coordinates."""
+        assert isinstance(point, QPoint)
+        return QPointF((point.x()-self.visible.x())*self.scale_x,
+                       (point.y()-self.visible.y())*self.scale_y)
+
+
+    def map(self, point: QPoint, method = round) -> QPoint:
+        """Align the point to the closest position on the grid aligned at
+        `base_point` and with a step width of `grid`.
+        """
+        assert isinstance(point, QPoint)
+        latent_size = settings.value('export_latent_size', type=int)
+        raw = self.map_raw(point)
+        return QPoint(method(raw.x()/latent_size)*latent_size,
+                      method(raw.y()/latent_size)*latent_size)
+
+    def snap(self, point: QPoint, method = round) -> QPointF:
+        """Align the point to the closes position on the grid but in
+        screen coordinates.
+        """
+        assert isinstance(point, QPoint)
+        mapped = self.map(point, method)
+        return QPointF(mapped.x()/self.scale_x + self.visible.x(),
+                       mapped.y()/self.scale_y + self.visible.y())
diff --git a/taggui/utils/settings.py b/taggui/utils/settings.py
index 9d5ac600..91103946 100644
--- a/taggui/utils/settings.py
+++ b/taggui/utils/settings.py
@@ -14,6 +14,8 @@
     'export_preset': 'SDXL, SD3, Flux',
     'export_resolution': 1024,
     'export_bucket_res_size': 64,
+    'export_latent_size': 8,
+    'export_quantisize_alpha': True,
     'export_preferred_sizes' : '1024:1024, 1408:704, 1216:832, 1152:896, 1344:768, 1536:640',
     'export_upscaling': False,
     'export_bucket_strategy': 'crop',
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index fcbf0442..6c31f9f6 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -1,5 +1,5 @@
 from enum import Enum
-from math import floor
+from math import ceil, floor
 from pathlib import Path
 from PySide6.QtCore import (QEvent, QModelIndex, QObject, QPersistentModelIndex,
                             QPoint, QPointF, QRect, QRectF, QSize, QSizeF, Qt,
@@ -14,13 +14,11 @@
 from models.proxy_image_list_model import ProxyImageListModel
 from utils.image import Image, ImageMarking, Marking
 import utils.target_dimension as target_dimension
+from utils.grid import Grid
 from dialogs.export_dialog import BucketStrategy
 
-# Alignment base for a grid
-base_point: QPoint = QPoint(0, 0)
-
-# stepsize of the grid
-grid: int = 8
+# Grid for alignment to latent space
+grid = Grid(QRect(0, 0, 1, 1))
 
 marking_colors = {
     ImageMarking.CROP: Qt.blue,
@@ -115,11 +113,9 @@ def change_rect_to_match_size(rect: QRect, rect_pos: RectPosition, size: QSize)
         rect_new.moveRight(rect.right())
     return rect_new
 
-def map_to_grid(point: QPoint) -> QPoint:
-    """Align the point to the closest position on the grid aligned at
-    `base_point` and with a step width of `grid`.
-    """
-    return (QPointF(point - base_point) / grid).toPoint() * grid + base_point
+def calculate_grid(content: QRect):
+    global grid
+    grid = Grid(content)
 
 class RectItemSignal(QObject):
     change = Signal(QGraphicsRectItem, name='rectChanged')
@@ -134,13 +130,12 @@ class MarkingItem(QGraphicsRectItem):
     zoom_factor = 1.0
     # The size of the image this rect belongs to
     image_size = QRect(0, 0, 1, 1)
-    # the last (quantisized position of the mouse
-    #last_pos = None
     # Static link to the single ImageGraphicsView in this application
     image_view = None
+    show_marking_latent = True
 
     def __init__(self, rect: QRect, rect_type: ImageMarking,
-                 target_size: QSize | None = None, parent = None):
+                 parent = None):
         super().__init__(rect.toRectF(), parent)
         self.setFlag(QGraphicsItem.ItemIsSelectable, True)
         self.setFlag(QGraphicsItem.ItemSendsScenePositionChanges, True)
@@ -149,10 +144,6 @@ def __init__(self, rect: QRect, rect_type: ImageMarking,
         self.rect_type = rect_type
         self.label: MarkingLabel | None = None
         self.color = marking_colors[rect_type]
-        if rect_type == ImageMarking.CROP and target_size == None:
-            self.size_changed() # this method sets self.target_size
-        else:
-            self.target_size = target_size
         self.handle_selected = None
         self.mouse_press_pos = None
         self.mouse_press_rect = None
@@ -206,20 +197,6 @@ def mousePressEvent(self, event):
             self.mouse_press_scene_pos = event.scenePos()
             self.mouse_press_rect = self.rect()
             self.signal.move.emit(self.rect(), self.handle_selected)
-            if self.rect_type == ImageMarking.CROP:
-                global base_point
-                if (self.handle_selected == RectPosition.TL or
-                    self.handle_selected == RectPosition.TOP):
-                    base_point = self.rect().bottomRight().toPoint()
-                elif (self.handle_selected == RectPosition.TR or
-                      self.handle_selected == RectPosition.RIGHT):
-                    base_point = self.rect().bottomLeft().toPoint()
-                elif (self.handle_selected == RectPosition.BR or
-                      self.handle_selected == RectPosition.BOTTOM):
-                    base_point = self.rect().topLeft().toPoint()
-                elif (self.handle_selected == RectPosition.BL or
-                      self.handle_selected == RectPosition.LEFT):
-                    base_point = self.rect().topRight().toPoint()
         else:
             event.ignore()
 
@@ -255,7 +232,7 @@ def mouseMoveEvent(self, event):
                                                      self.handle_selected,
                                                      target_size)
                 else:
-                    pos_quantizised = map_to_grid(event.pos().toPoint())
+                    pos_quantizised = grid.snap(event.pos().toPoint()).toPoint()
                     rect = change_rect(self.rect().toRect(),
                                        self.handle_selected,
                                        pos_quantizised)
@@ -287,17 +264,24 @@ def mouseReleaseEvent(self, event):
         super().mouseReleaseEvent(event)
 
     def paint(self, painter, option, widget=None):
+        bucket_strategy = settings.value('export_bucket_strategy', type=str)
         if self.rect_type == ImageMarking.CROP:
             painter.setPen(Qt.NoPen)
             painter.setBrush(QColor(255, 0, 0, 127))
             path = QPainterPath()
             path.addRect(self.rect())
-            if self.target_size:
-                to_crop = self.rect().size() - self.target_size
-                path.addRect(QRectF(QPointF(self.rect().x()+floor(to_crop.width()/2),
-                                            self.rect().y()+floor(to_crop.height()/2)),
-                                    self.target_size))
+            path.addRect(grid.visible)
             painter.drawPath(path)
+        elif self.rect_type == ImageMarking.INCLUDE and self.show_marking_latent:
+            painter.setPen(Qt.NoPen)
+            painter.setBrush(QColor(0, 255, 0, 127))
+            painter.drawRect(QRectF(grid.snap(self.rect().toRect().topLeft(), ceil),
+                                    grid.snap(self.rect().toRect().bottomRight(), floor)))
+        elif self.rect_type == ImageMarking.EXCLUDE and self.show_marking_latent:
+            painter.setPen(Qt.NoPen)
+            painter.setBrush(QColor(255, 0, 0, 127))
+            painter.drawRect(QRectF(grid.snap(self.rect().toRect().topLeft(), floor),
+                                    grid.snap(self.rect().toRect().bottomRight(), ceil)))
 
         pen_half_width = self.pen_half_width / self.zoom_factor
         pen = QPen(self.color, 2*pen_half_width, Qt.SolidLine, Qt.RoundCap,
@@ -325,23 +309,18 @@ def shape(self):
     def boundingRect(self):
         adjust = (self.pen_half_width + max(self.pen_half_width,
                                             self.handle_half_size))/self.zoom_factor
-        return self.rect().adjusted(-adjust, -adjust, adjust, adjust)
+        bbox = self.rect().adjusted(-adjust, -adjust, adjust, adjust)
+        if self.rect_type == ImageMarking.EXCLUDE:
+            bbox = bbox.united(QRectF(grid.snap(self.rect().toRect().topLeft(), floor),
+                                      grid.snap(self.rect().toRect().bottomRight(), ceil)))
+        return bbox
 
     def size_changed(self):
         if self.rect_type == ImageMarking.CROP:
-            bucket_strategy = settings.value('export_bucket_strategy', type=str)
-            current = self.rect().size().expandedTo(QSize(1, 1))
-            if bucket_strategy == BucketStrategy.SCALE:
-                self.target_size = current
-            else: # CROP or CROP_SCALE
-                target = target_dimension.get(current)
-                if current.height() * target.width() / current.width() < target.height(): # too wide
-                    scale = current.height() / target.height()
-                else: # too high
-                    scale = current.width() / target.width()
-                self.target_size = QSize(round(target.width()*scale), round(target.height()*scale))
-                if bucket_strategy == BucketStrategy.CROP_SCALE:
-                    self.target_size = (self.target_size + current.toSize())/2
+            old_grid = grid
+            calculate_grid(self.rect().toRect())
+            if old_grid != grid:
+                self.image_view.image_viewer.recalculate_markings(self)
         self.adjust_layout()
 
     def adjust_layout(self):
@@ -542,12 +521,9 @@ def showContextMenu(self, pos):
 
     def clear_scene(self):
         """Use this and not scene.clear() due to resource management."""
-        global grid, base_point
         self.insertion_mode = False
         self.horizontal_line = None
         self.vertical_line = None
-        grid = 8
-        base_point = QPoint(0, 0)
         self.scene().clear()
 
     def set_insertion_mode(self, mode):
@@ -582,7 +558,6 @@ def update_lines_pos(self):
             self.vertical_line.setLine(self.last_pos.x(), view_rect.top(),
                                        self.last_pos.x(), view_rect.bottom())
 
-
     def mousePressEvent(self, event):
         if self.insertion_mode and event.button() == Qt.MouseButton.LeftButton:
             rect_type = self.image_viewer.marking_to_add
@@ -604,7 +579,7 @@ def mouseMoveEvent(self, event):
         last_pos_raw = self.mapToScene(event.position().toPoint())
         if ((event.modifiers() & Qt.KeyboardModifier.ShiftModifier) ==
             Qt.KeyboardModifier.ShiftModifier):
-            self.last_pos = map_to_grid(last_pos_raw.toPoint())
+            self.last_pos = grid.snap(last_pos_raw.toPoint()).toPoint()
         else:
             self.last_pos = last_pos_raw.toPoint()
             pos = last_pos_raw
@@ -644,9 +619,11 @@ def __init__(self, proxy_image_list_model: ProxyImageListModel):
         self.is_zoom_to_fit = True
         self.show_marking_state = True
         self.show_label_state = True
+        self.show_marking_latent_state = True
         self.marking_to_add = ImageMarking.NONE
         self.scene = QGraphicsScene()
         self.view = ImageGraphicsView(self.scene, self)
+        self.crop_marking: ImageMarking | None = None
         settings.change.connect(self.setting_change)
 
         layout = QVBoxLayout()
@@ -681,22 +658,30 @@ def load_image(self, proxy_image_index: QModelIndex):
 
         self.marking_to_add = ImageMarking.NONE
         self.marking.emit(ImageMarking.NONE)
-        self.accept_crop_addition.emit(not image.crop)
-        if image.crop:
-            if not image.target_dimension:
-                image.target_dimension = target_dimension.get(image.crop.size())
-            self.add_rectangle(image.crop, ImageMarking.CROP,
-                               size=image.target_dimension)
+        self.accept_crop_addition.emit(image.crop == None)
+        if image.crop != None:
+            self.add_rectangle(image.crop, ImageMarking.CROP)
+        else:
+            calculate_grid(MarkingItem.image_size)
         for marking in image.markings:
             self.add_rectangle(marking.rect, marking.type, name=marking.label)
 
     @Slot()
     def setting_change(self, key, value):
         if key in ['export_resolution', 'export_bucket_res_size',
-                   'export_upscaling', 'export_bucket_strategy']:
-            for marking in self.marking_items:
+                   'export_latent_size', 'export_upscaling',
+                   'export_bucket_strategy']:
+            self.recalculate_markings()
+
+    def recalculate_markings(self, ignore: MarkingItem | None = None):
+        if self.crop_marking:
+            calculate_grid(self.crop_marking.rect().toRect())
+        else:
+            calculate_grid(MarkingItem.image_size)
+        for marking in self.marking_items:
+            if marking != ignore:
                 marking.size_changed()
-            self.scene.invalidate()
+        self.scene.invalidate()
 
     @Slot()
     def zoom_in(self, center_pos: QPoint = None):
@@ -745,7 +730,6 @@ def zoom_emit(self):
     def add_marking(self, marking: ImageMarking):
         self.marking_to_add = marking
         self.view.set_insertion_mode(marking != ImageMarking.NONE)
-        grid = 1 if marking == ImageMarking.CROP else 8
 
     @Slot()
     def change_marking(self, items: list[MarkingItem] | None = None,
@@ -780,6 +764,13 @@ def show_label(self, checked: bool):
                 marking.label.setVisible(checked)
                 marking.label.parentItem().setVisible(checked)
 
+    @Slot(bool)
+    def show_marking_latent(self, checked: bool):
+        MarkingItem.show_marking_latent = checked
+        for marking in self.marking_items:
+            if marking.rect_type in [ImageMarking.INCLUDE, ImageMarking.EXCLUDE]:
+                marking.update()
+
     def wheelEvent(self, event):
         old_pos = self.view.mapToScene(event.position().toPoint())
 
@@ -799,6 +790,8 @@ def add_rectangle(self, rect: QRect, rect_type: ImageMarking,
         marking_item.setVisible(self.show_marking_state)
         if rect_type == ImageMarking.CROP:
             marking_item.signal.move.connect(self.hud_item.setValues)
+            self.crop_marking = marking_item
+            marking_item.size_changed() # call after self.crop_marking was set!
         elif name == '' and rect_type != ImageMarking.NONE:
             image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
             name = {ImageMarking.HINT: 'hint',
@@ -821,10 +814,11 @@ def add_rectangle(self, rect: QRect, rect_type: ImageMarking,
         self.marking.emit(ImageMarking.NONE)
         if rect_type == ImageMarking.CROP:
             self.accept_crop_addition.emit(False)
-            self.marking_changed(marking_item)
 
     @Slot()
     def label_changed(self, do_emit = True):
+        """Slot to call when a marking label was changed to sync the information
+        in the image."""
         image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
         image.markings.clear()
         for marking in self.marking_items:
@@ -839,7 +833,8 @@ def label_changed(self, do_emit = True):
 
     @Slot(QGraphicsRectItem)
     def marking_changed(self, marking: QGraphicsRectItem):
-        global grid, base_point
+        """Slot to call when a marking was changed to sync the information
+        in the image."""
         assert self.proxy_image_index != None
         assert self.proxy_image_index.isValid()
         image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
@@ -847,11 +842,7 @@ def marking_changed(self, marking: QGraphicsRectItem):
         if marking.rect_type == ImageMarking.CROP:
             image.thumbnail = None
             image.crop = marking.rect().toRect() # ensure int!
-            image.target_dimension = marking.target_size
-            scale = min(image.crop.width()/image.target_dimension.width(),
-                        image.crop.height()/image.target_dimension.height())
-            base_point = QPoint(image.crop.x()+floor((image.crop.width()-scale*image.target_dimension.width())/2),
-                                image.crop.y()+floor((image.crop.height()-scale*image.target_dimension.height())/2))
+            image.target_dimension = grid.target
         else:
             image.markings = [Marking(marking.data(0),
                                       marking.rect_type,
@@ -867,17 +858,19 @@ def get_selected_type(self) -> ImageMarking:
 
     @Slot()
     def delete_markings(self, items: list[MarkingItem] | None = None):
+        """Slot to delete the list of items or when items = None all currently
+        selected marking items."""
         image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
         if items == None:
             items = self.scene.selectedItems()
         for item in items:
             if item.rect_type == ImageMarking.CROP:
-                global base_point
+                self.crop_marking = None
                 image.thumbnail = None
                 image.crop = None
                 image.target_dimension = None
-                base_point = QPoint(0, 0)
                 self.accept_crop_addition.emit(True)
+                calculate_grid(MarkingItem.image_size)
             else:
                 self.marking_items.remove(item)
                 self.label_changed(False)
diff --git a/taggui/widgets/main_window.py b/taggui/widgets/main_window.py
index e983996b..0c29cac6 100644
--- a/taggui/widgets/main_window.py
+++ b/taggui/widgets/main_window.py
@@ -35,6 +35,7 @@
 TOGGLE_MARKING_ICON_PATH = Path('images/toggle_marking.png')
 SHOW_MARKINGS_ICON_PATH = Path('images/show_marking.png')
 SHOW_LABELS_ICON_PATH = Path('images/show_label.png')
+SHOW_MARKING_LATENT_ICON_PATH = Path('images/show_marking_latent.png')
 GITHUB_REPOSITORY_URL = 'https://github.com/jhc13/taggui'
 TOKENIZER_DIRECTORY_PATH = Path('clip-vit-base-patch32')
 
@@ -130,6 +131,12 @@ def __init__(self, app: QApplication):
         self.add_show_labels_action.setCheckable(True)
         self.add_show_labels_action.setChecked(True)
         self.toolbar.addAction(self.add_show_labels_action)
+        self.add_show_marking_latent_action = QAction(
+            QIcon(QPixmap(get_resource_path(SHOW_MARKING_LATENT_ICON_PATH))),
+            'Show marking in latent space', self)
+        self.add_show_marking_latent_action.setCheckable(True)
+        self.add_show_marking_latent_action.setChecked(True)
+        self.toolbar.addAction(self.add_show_marking_latent_action)
 
         self.image_list = ImageList(self.proxy_image_list_model,
                                     tag_separator, image_list_image_width)
@@ -558,10 +565,14 @@ def connect_toolbar_signals(self):
         self.delete_marking_action.triggered.connect(lambda: self.image_viewer.delete_markings())
         self.add_show_marking_action.toggled.connect(self.image_viewer.show_marking)
         self.add_show_marking_action.toggled.connect(self.add_action_group.setEnabled)
-        self.add_show_marking_action.toggled.connect(self.add_toggle_marking_action.setEnabled)
+        self.add_show_marking_action.toggled.connect(lambda toggled:
+                self.add_toggle_marking_action.setEnabled(toggled and
+                    self.image_viewer.get_selected_type() != ImageMarking.NONE))
         self.add_show_marking_action.toggled.connect(self.add_show_labels_action.setEnabled)
-        self.add_toggle_marking_action.triggered.connect(self.image_viewer.change_marking)
+        self.add_show_marking_action.toggled.connect(self.add_show_marking_latent_action.setEnabled)
+        self.add_toggle_marking_action.triggered.connect(lambda: self.image_viewer.change_marking())
         self.add_show_labels_action.toggled.connect(self.image_viewer.show_label)
+        self.add_show_marking_latent_action.toggled.connect(self.image_viewer.show_marking_latent)
 
     def connect_image_list_signals(self):
         self.image_list.filter_line_edit.textChanged.connect(

From c7773ac982df2c173dc6853fa35e8b39440a410b Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sun, 9 Mar 2025 23:21:37 +0100
Subject: [PATCH 35/82] Add masked content modification

---
 README.md                       | 20 +++++++++
 taggui/dialogs/export_dialog.py | 72 +++++++++++++++++++++++++--------
 taggui/utils/enums.py           |  9 +++++
 taggui/utils/settings.py        |  1 +
 4 files changed, 85 insertions(+), 17 deletions(-)

diff --git a/README.md b/README.md
index 925a730c..314da3b6 100644
--- a/README.md
+++ b/README.md
@@ -285,6 +285,26 @@ number.
 `Bucket resolution size`:
 The bucket size the training tool is using.
 
+`Latent size`:
+The size of one latent space pixel in image pixels.
+
+`Quantisize alpha channel`:
+When exporting with include or exclude markings in an image fortmat that
+supports alpha masks (all, but not the classic JPEG) you can make sure that
+the masks are aligned to the latent pixels that the trainer is using for
+masked training.
+
+`Masked content`:
+When exporting with include or exclude markings in an image fortmat that
+supports alpha masks (all, but not the classic JPEG) you can change the
+content that is invisible due to the mask.
+It is known that some masked content can slightly bleed through during the
+masked training, so it can be beneficial when this (supposed to be invisible)
+content is replaced. In simple cases (e.g. masking the face for cloth LoRA
+training) the default "blur + noise" is a good choice. In hard cases to really
+hide the original data "grey + noise" can be a good choice. "original" doesn't
+modify the data behind the mask.
+
 `Preferres sizes`:
 A comma separated list of target sizes that should be preferred for the
 exported images.
diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 63223fa7..b0bce043 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -5,6 +5,7 @@
 from math import ceil, floor
 from pathlib import Path
 import shutil
+import numpy as np
 
 from PySide6.QtCore import QRect, QSize, Qt, Slot
 from PySide6.QtGui import QColorSpace
@@ -28,8 +29,8 @@
 except ModuleNotFoundError:
     pass
 
-from utils.enums import (ExportFilter, Presets, ExportFormat, ExportFormatDict,
-                         IccProfileList, BucketStrategy)
+from utils.enums import (ExportFilter, Presets, MaskedContent, ExportFormat,
+                         ExportFormatDict, IccProfileList, BucketStrategy)
 
 class ExportDialog(QDialog):
     def __init__(self, parent, image_list: ImageList):
@@ -125,6 +126,12 @@ def __init__(self, parent, image_list: ImageList):
             'Only available when the output format supports an alpha channel.')
         latent_layout.addWidget(self.quantisize_alpha_check_box,
                               Qt.AlignmentFlag.AlignLeft)
+        latent_layout.addWidget(QLabel('Masked content'),
+                                Qt.AlignmentFlag.AlignRight)
+        self.masked_content_combo_box = SettingsComboBox(key='export_masked_content')
+        self.masked_content_combo_box.addItems(list(MaskedContent))
+        latent_layout.addWidget(self.masked_content_combo_box,
+                              Qt.AlignmentFlag.AlignLeft)
         latent_widget.setLayout(latent_layout)
         grid_layout.addWidget(latent_widget, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
@@ -332,18 +339,22 @@ def format_change(self, export_format: ExportFormat, do_value_change: bool = Tru
             self.quality_spin_box.setValue(75) if do_value_change else 0
             self.quality_spin_box.setEnabled(True)
             self.quantisize_alpha_check_box.setEnabled(False)
+            self.masked_content_combo_box.setEnabled(False)
         if export_format == ExportFormat.JPGXL:
             self.quality_spin_box.setValue(100) if do_value_change else 0
             self.quality_spin_box.setEnabled(True)
             self.quantisize_alpha_check_box.setEnabled(True)
+            self.masked_content_combo_box.setEnabled(True)
         elif export_format == ExportFormat.PNG:
             self.quality_spin_box.setValue(100) if do_value_change else 0
             self.quality_spin_box.setEnabled(False)
             self.quantisize_alpha_check_box.setEnabled(True)
+            self.masked_content_combo_box.setEnabled(True)
         elif export_format == ExportFormat.WEBP:
             self.quality_spin_box.setValue(80) if do_value_change else 0
             self.quality_spin_box.setEnabled(True)
             self.quantisize_alpha_check_box.setEnabled(True)
+            self.masked_content_combo_box.setEnabled(True)
 
     @Slot()
     def quality_change(self, quality: str):
@@ -523,6 +534,7 @@ def do_export(self):
         bucket_res = settings.value('export_bucket_res_size', type=int)
         latent_size = settings.value('export_latent_size', type=int)
         quantisize_alpha = settings.value('export_quantisize_alpha', type=bool)
+        masked_content = settings.value('export_masked_content', type=str)
         export_format = settings.value('export_format', type=str)
         quality = settings.value('export_quality', type=int)
         color_space = settings.value('export_color_space', type=str)
@@ -636,22 +648,48 @@ def do_export(self):
                                                  crop_width + image_entry.target_dimension.width(),
                                                  crop_height + image_entry.target_dimension.height()))
 
-            if quantisize_alpha and export_can_alpha:
+            if export_can_alpha:
                 alpha = cropped_image.getchannel('A')
-                if image_entry.crop == None:
-                    crop = QRect(0, 0, *image_entry.dimensions)
-                else:
-                    crop = image_entry.crop
-                for marking in image_entry.markings:
-                    if marking.type == ImageMarking.INCLUDE:
-                        rect = QRect(grid.map(marking.rect.topLeft(), ceil),
-                                     grid.map(marking.rect.bottomRight(), floor))
-                        alpha.paste(255, rect.getCoords())
-                for marking in image_entry.markings:
-                    if marking.type == ImageMarking.EXCLUDE:
-                        rect = QRect(grid.map(marking.rect.topLeft(), floor),
-                                     grid.map(marking.rect.bottomRight(), ceil))
-                        alpha.paste(0, rect.getCoords())
+                if quantisize_alpha:
+                    if image_entry.crop == None:
+                        crop = QRect(0, 0, *image_entry.dimensions)
+                    else:
+                        crop = image_entry.crop
+                    for marking in image_entry.markings:
+                        if marking.type == ImageMarking.INCLUDE:
+                            rect = QRect(grid.map(marking.rect.topLeft(), ceil),
+                                        grid.map(marking.rect.bottomRight(), floor))
+                            alpha.paste(255, rect.getCoords())
+                    for marking in image_entry.markings:
+                        if marking.type == ImageMarking.EXCLUDE:
+                            rect = QRect(grid.map(marking.rect.topLeft(), floor),
+                                        grid.map(marking.rect.bottomRight(), ceil))
+                            alpha.paste(0, rect.getCoords())
+
+                replacement = None
+                if masked_content in [MaskedContent.BLUR, MaskedContent.BLUR_NOISE]:
+                    replacement = cropped_image.filter(ImageFilter.GaussianBlur(10))
+                elif masked_content in [MaskedContent.GREY, MaskedContent.GREY_NOISE]:
+                    # 126 is an 18% grey, i.e. the neutral grey, for sRGB
+                    # as it's masked there's no need to go into detail about
+                    # different color spaces.
+                    replacement = Image.new('RGB', cropped_image.size, (126, 126, 126))
+                elif masked_content == MaskedContent.BLACK:
+                    replacement = Image.new('RGB', cropped_image.size, (0, 0, 0))
+                elif masked_content == MaskedContent.WHITE:
+                    replacement = Image.new('RGB', cropped_image.size, (255, 255, 255))
+
+                if masked_content in [MaskedContent.BLUR_NOISE, MaskedContent.GREY_NOISE]:
+                    np_image = np.array(replacement)
+                    # Add random noise with a minimal blur
+                    noise = np.random.normal(0, 40, np_image.shape).astype(np.uint8)
+                    noisy_image = np_image + noise
+                    noisy_image = np.clip(noisy_image, 0, 255)
+                    replacement = Image.fromarray(noisy_image).filter(ImageFilter.GaussianBlur(1))
+
+                if replacement:
+                    cropped_image = Image.composite(cropped_image, replacement, alpha)
+
                 cropped_image.putalpha(alpha)
 
             lossless = quality > 99
diff --git a/taggui/utils/enums.py b/taggui/utils/enums.py
index 975a47e6..4a1b49e4 100644
--- a/taggui/utils/enums.py
+++ b/taggui/utils/enums.py
@@ -37,6 +37,15 @@ class ExportFilter(str, Enum):
     'SDXL, SD3, Flux': (1024, 64, 8, '1024:1024, 1408:704, 1216:832, 1152:896, 1344:768, 1536:640')
 }
 
+class MaskedContent(str, Enum):
+    ORIGINAL = 'original'
+    BLUR = 'blur'
+    BLUR_NOISE = 'blur + noise'
+    GREY = 'grey'
+    GREY_NOISE = 'grey + noise'
+    BLACK = 'black'
+    WHITE = 'white'
+
 class ExportFormat(str, Enum):
     JPG = '.jpg - JPEG'
     JPGXL = '.jxl - JPEG XL'
diff --git a/taggui/utils/settings.py b/taggui/utils/settings.py
index 91103946..b2a07a2d 100644
--- a/taggui/utils/settings.py
+++ b/taggui/utils/settings.py
@@ -16,6 +16,7 @@
     'export_bucket_res_size': 64,
     'export_latent_size': 8,
     'export_quantisize_alpha': True,
+    'export_masked_content': 'blur + noise',
     'export_preferred_sizes' : '1024:1024, 1408:704, 1216:832, 1152:896, 1344:768, 1536:640',
     'export_upscaling': False,
     'export_bucket_strategy': 'crop',

From 0166329a5e59d85f478c17183db8827a16629956 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Mon, 10 Mar 2025 20:13:34 +0100
Subject: [PATCH 36/82] Add tooltip to image list

Also optimize the export dialog a little bit
---
 taggui/dialogs/export_dialog.py   | 33 +++++++++++++++++++------------
 taggui/models/image_list_model.py | 15 +++++++++++++-
 2 files changed, 34 insertions(+), 14 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index b0bce043..0cf134a7 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -10,10 +10,10 @@
 from PySide6.QtCore import QRect, QSize, Qt, Slot
 from PySide6.QtGui import QColorSpace
 from PySide6.QtWidgets import (QWidget, QDialog, QFileDialog, QGridLayout,
-                               QLabel, QLineEdit, QPushButton, QTableWidget,
-                               QTableWidgetItem, QProgressBar, QMessageBox,
-                               QVBoxLayout, QHBoxLayout, QSizePolicy,
-                               QAbstractItemView)
+                               QHeaderView, QLabel, QLineEdit, QPushButton,
+                               QTableWidget, QTableWidgetItem, QProgressBar,
+                               QMessageBox, QVBoxLayout, QHBoxLayout,
+                               QSizePolicy, QAbstractItemView)
 from PIL import Image, ImageFilter, ImageCms
 
 from utils.settings import DEFAULT_SETTINGS, settings
@@ -70,6 +70,9 @@ def __init__(self, parent, image_list: ImageList):
         grid_row += 1
         grid_layout.addWidget(QLabel('Resolution (px)'), grid_row, 0,
                               Qt.AlignmentFlag.AlignRight)
+        resolution_widget = QWidget()
+        resolution_layout = QHBoxLayout()
+        resolution_layout.setContentsMargins(0, 0, 0, 0)
         self.resolution_spin_box = SettingsSpinBox(
             key='export_resolution',
             minimum=0, maximum=8192)
@@ -80,14 +83,16 @@ def __init__(self, parent, image_list: ImageList):
             '1024: SDXL, SD3, Flux')
         self.resolution_spin_box.valueChanged.connect(self.show_megapixels)
         self.resolution_spin_box.valueChanged.connect(self.show_statistics)
-        grid_layout.addWidget(self.resolution_spin_box, grid_row, 1,
-                              Qt.AlignmentFlag.AlignLeft)
+        resolution_layout.addWidget(self.resolution_spin_box,
+                                    Qt.AlignmentFlag.AlignLeft)
 
-        grid_row += 1
-        grid_layout.addWidget(QLabel('Image size (megapixel)'), grid_row, 0,
-                              Qt.AlignmentFlag.AlignRight)
+        resolution_layout.addWidget(QLabel('Image size (megapixel)'),
+                                    Qt.AlignmentFlag.AlignRight)
         self.megapixels = QLabel('-')
-        grid_layout.addWidget(self.megapixels, grid_row, 1,
+        resolution_layout.addWidget(self.megapixels,
+                                    Qt.AlignmentFlag.AlignLeft)
+        resolution_widget.setLayout(resolution_layout)
+        grid_layout.addWidget(resolution_widget, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
 
         grid_row += 1
@@ -141,7 +146,7 @@ def __init__(self, parent, image_list: ImageList):
                               Qt.AlignmentFlag.AlignRight)
         self.preferred_sizes_line_edit = SettingsLineEdit(
             key='export_preferred_sizes')
-        self.preferred_sizes_line_edit.setMinimumWidth(500)
+        self.preferred_sizes_line_edit.setMinimumWidth(600)
         self.preferred_sizes_line_edit.setToolTip(
             'Comma separated list of preferred sizes and aspect ratios.\n'
             "The inverse aspect ratio is automatically derived and doesn't need to be included.")
@@ -230,7 +235,7 @@ def __init__(self, parent, image_list: ImageList):
                               Qt.AlignmentFlag.AlignRight)
         self.export_directory_line_edit = SettingsLineEdit(
             key='export_directory_path')
-        self.export_directory_line_edit.setMinimumWidth(500)
+        self.export_directory_line_edit.setMinimumWidth(600)
         self.export_directory_line_edit.setClearButtonEnabled(True)
         grid_layout.addWidget(self.export_directory_line_edit, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
@@ -258,7 +263,9 @@ def __init__(self, parent, image_list: ImageList):
         self.statistics_table = QTableWidget(0, 5, self)
         self.statistics_table.setHorizontalHeaderLabels(
             ['Width', 'Height', 'Count', 'Aspect ratio', 'Size utilization'])
-        self.statistics_table.setMinimumWidth(500)
+        self.statistics_table.horizontalHeader().setSectionResizeMode(QHeaderView.Stretch)
+        self.statistics_table.setMinimumWidth(600)
+        self.statistics_table.setMinimumHeight(100)
         self.statistics_table.setEditTriggers(QAbstractItemView.NoEditTriggers)
         self.statistics_table.itemDoubleClicked.connect(self.set_filter)
         grid_layout.addWidget(self.statistics_table, grid_row, 1,
diff --git a/taggui/models/image_list_model.py b/taggui/models/image_list_model.py
index d1f191a2..1afbec9c 100644
--- a/taggui/models/image_list_model.py
+++ b/taggui/models/image_list_model.py
@@ -17,6 +17,7 @@
 from utils.image import Image, ImageMarking, Marking
 from utils.settings import DEFAULT_SETTINGS, settings
 from utils.utils import get_confirmation_dialog_reply, pluralize
+import utils.target_dimension as target_dimension
 
 UNDO_STACK_SIZE = 32
 
@@ -115,6 +116,16 @@ def data(self, index, role=None) -> Image | str | QIcon | QSize:
             # Scale the dimensions to the image width.
             return QSize(self.image_list_image_width,
                          int(self.image_list_image_width * height / width))
+        if role == Qt.ToolTipRole:
+            path = image.path.relative_to(settings.value('directory_path', type=str))
+            dimensions = f'{image.dimensions[0]}:{image.dimensions[1]}'
+            if not image.target_dimension:
+                if image.crop:
+                    image.target_dimension = target_dimension.get(image.crop.size())
+                else:
+                    image.target_dimension = target_dimension.get(QSize(*image.dimensions))
+            target = f'{image.target_dimension.width()}:{image.target_dimension.height()}'
+            return f'{path}\n{dimensions} 🠮 {target}'
 
     def load_directory(self, directory_path: Path):
         self.images.clear()
@@ -197,7 +208,9 @@ def load_directory(self, directory_path: Path):
                         markings = meta.get('markings')
                         if markings and type(markings) is list:
                             for marking in markings:
-                                marking = Marking(marking.get('label'), ImageMarking[marking.get('type')], QRect(*marking.get('rect')))
+                                marking = Marking(marking.get('label'),
+                                                  ImageMarking[marking.get('type')],
+                                                  QRect(*marking.get('rect')))
                                 image.markings.append(marking)
                     else:
                         error_messages.append(f'Invalid version '

From e58713bbdbb958344c37b7995e645ab9875ab340 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sun, 16 Mar 2025 19:07:26 +0100
Subject: [PATCH 37/82] Implement undo for markings.

Add the marking and cropping section to the readme.
Little bugfixes.
---
 README.md                         |  68 ++++-
 taggui/dialogs/export_dialog.py   |  60 ++---
 taggui/models/image_list_model.py |  36 +--
 taggui/utils/enums.py             |   7 +
 taggui/utils/grid.py              |   8 +-
 taggui/utils/rect.py              | 155 +++++++++++
 taggui/utils/settings.py          |   2 +-
 taggui/widgets/image_viewer.py    | 412 +++++++++++++-----------------
 taggui/widgets/main_window.py     |   6 +
 9 files changed, 467 insertions(+), 287 deletions(-)
 create mode 100644 taggui/utils/rect.py

diff --git a/README.md b/README.md
index 314da3b6..f2447681 100644
--- a/README.md
+++ b/README.md
@@ -139,7 +139,7 @@ apply:
       caption. For example, images with the tag `orange cat` or the
       tag `catastrophe`.
 - `marking`: Images that contain at least one marking with this label. It
-  doesn't matther whether it is a hint, include or exclude marking.
+  doesn't matter whether it is a _hint_, _include_ or _exclude_ marking.
 - `name`: Images that contain the filter term in the file name
     - `name:cat` will match images such as `cat-1.jpg` or `large_cat.png`.
 - `path`: Images that contain the filter term in the full file path
@@ -263,6 +263,66 @@ You can nest parentheses and operators to create arbitrarily complex filters.
 The `Edit` menu contains additional features for batch tag operations, such as
 `Find and Replace` (`Ctrl`+`R`) and `Batch Reorder Tags` (`Ctrl`+`B`).
 
+## Cropping and masking with markings
+
+Next to tagging images with words and text, taggui supports visual tagging, 
+called _marking_. There are different types of marking and except the `crop`
+they can be changed into each other.
+
+All markings are marking the pixels inside the border 🞑, not any pixels below
+the border.
+
+### Crop
+
+The _crop_, shown with a blue border <span style="color:blue">🞑</span>, defines
+the part of the image that will be exported. Depending on the export settings
+likely a bucketing is configured. When the cropped area doesn't exactly fit
+into a bucket as defined by the _Bucket resolution size_ and the _Bucket fitting
+strategy_, it might be necessary to crop even more. This additional cropped
+area is shown by a semitransparent red overlay.
+
+### Hint
+
+A _hint_, shown with a gray border <span style="color:gray">🞑</span>, is just
+a hint and has no effect on exporting the image. A _hint_ has a label where
+you can give it a name and which you can use for filtering images which contain
+the given marking.  
+A _hint_ can be changed in an _exclude_ or an _include_.
+
+### Exclude
+
+An _exclude_, shown with a red border <span style="color:red">🞑</span>, is 
+an area that is guaranteed to be masked (made transparent) when the image is
+exported.
+When _Latent size_ and _Quantize alpha channel_ are set and the _exclude_ area
+doesn't fit, the mask will be grown to make sure that no excluded pixel will
+stay unmasked.  
+An _exclude_ can be changed in an _include_ or a _hint_.
+
+### Include
+
+An _include_, shown with a green border <span style="color:green">🞑</span>, is
+an area that is included when the image is exported.
+When no _include_ is set, the full image (of course respecting the _crop_) is
+included.
+When an _include_ and an _exclude_ are overlapping, the _exclude_ takes
+precedence.
+And when _Latent size_ and _Quantize alpha channel_ are set and the _include_ 
+area doesn't fit, the mask will be shrunken to make sure that only included
+pixels will stay unmasked.  
+An _include_ can be changed in a _hint_ or an _include_.
+
+### Working with markings
+
+Markings can be created by the use of the toolbar or by holding the `ctrl` key
+to create a _hint_ or with `ctrl + alt` to create an _exclude_.
+The position and size can be changed by dragging them to the desired place.
+When the `shift` key is pressed during dragging the current part is snapped
+to the next position that fits the current _export_ settings.
+The marking label can be edited by clicking on it.
+And the type can be changed in the toolbar or with a right mouse button click on
+the marking.
+
 ## Export
 
 Exporting the images to a directory allows different options. By choosing the
@@ -288,14 +348,14 @@ The bucket size the training tool is using.
 `Latent size`:
 The size of one latent space pixel in image pixels.
 
-`Quantisize alpha channel`:
-When exporting with include or exclude markings in an image fortmat that
+`Quantize alpha channel`:
+When exporting with _include_ or _exclude_ markings in an image format that
 supports alpha masks (all, but not the classic JPEG) you can make sure that
 the masks are aligned to the latent pixels that the trainer is using for
 masked training.
 
 `Masked content`:
-When exporting with include or exclude markings in an image fortmat that
+When exporting with _include_ or _exclude_ markings in an image format that
 supports alpha masks (all, but not the classic JPEG) you can change the
 content that is invisible due to the mask.
 It is known that some masked content can slightly bleed through during the
diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 0cf134a7..88322633 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -1,19 +1,16 @@
-from enum import Enum
 from collections import defaultdict
 import os
 import io
 from math import ceil, floor
 from pathlib import Path
-import shutil
 import numpy as np
 
 from PySide6.QtCore import QRect, QSize, Qt, Slot
 from PySide6.QtGui import QColorSpace
 from PySide6.QtWidgets import (QWidget, QDialog, QFileDialog, QGridLayout,
-                               QHeaderView, QLabel, QLineEdit, QPushButton,
-                               QTableWidget, QTableWidgetItem, QProgressBar,
-                               QMessageBox, QVBoxLayout, QHBoxLayout,
-                               QSizePolicy, QAbstractItemView)
+                               QHeaderView, QLabel, QPushButton, QTableWidget,
+                               QTableWidgetItem, QProgressBar, QMessageBox,
+                               QVBoxLayout, QHBoxLayout, QAbstractItemView)
 from PIL import Image, ImageFilter, ImageCms
 
 from utils.settings import DEFAULT_SETTINGS, settings
@@ -122,14 +119,14 @@ def __init__(self, parent, image_list: ImageList):
             'Size of one latent space pixel in image space pixels')
         latent_layout.addWidget(self.latent_size_spin_box,
                                 Qt.AlignmentFlag.AlignLeft)
-        latent_layout.addWidget(QLabel('Quantisize alpha channel'),
+        latent_layout.addWidget(QLabel('Quantize alpha channel'),
                                 Qt.AlignmentFlag.AlignRight)
-        self.quantisize_alpha_check_box = SettingsBigCheckBox(key='export_quantisize_alpha')
-        self.quantisize_alpha_check_box.setToolTip(
+        self.quantize_alpha_check_box = SettingsBigCheckBox(key='export_quantize_alpha')
+        self.quantize_alpha_check_box.setToolTip(
             'Align the masks due to include and exclude marking with the\n'
             'latent space pixels.\n'
             'Only available when the output format supports an alpha channel.')
-        latent_layout.addWidget(self.quantisize_alpha_check_box,
+        latent_layout.addWidget(self.quantize_alpha_check_box,
                               Qt.AlignmentFlag.AlignLeft)
         latent_layout.addWidget(QLabel('Masked content'),
                                 Qt.AlignmentFlag.AlignRight)
@@ -345,22 +342,22 @@ def format_change(self, export_format: ExportFormat, do_value_change: bool = Tru
         if export_format == ExportFormat.JPG:
             self.quality_spin_box.setValue(75) if do_value_change else 0
             self.quality_spin_box.setEnabled(True)
-            self.quantisize_alpha_check_box.setEnabled(False)
+            self.quantize_alpha_check_box.setEnabled(False)
             self.masked_content_combo_box.setEnabled(False)
         if export_format == ExportFormat.JPGXL:
             self.quality_spin_box.setValue(100) if do_value_change else 0
             self.quality_spin_box.setEnabled(True)
-            self.quantisize_alpha_check_box.setEnabled(True)
+            self.quantize_alpha_check_box.setEnabled(True)
             self.masked_content_combo_box.setEnabled(True)
         elif export_format == ExportFormat.PNG:
             self.quality_spin_box.setValue(100) if do_value_change else 0
             self.quality_spin_box.setEnabled(False)
-            self.quantisize_alpha_check_box.setEnabled(True)
+            self.quantize_alpha_check_box.setEnabled(True)
             self.masked_content_combo_box.setEnabled(True)
         elif export_format == ExportFormat.WEBP:
             self.quality_spin_box.setValue(80) if do_value_change else 0
             self.quality_spin_box.setEnabled(True)
-            self.quantisize_alpha_check_box.setEnabled(True)
+            self.quantize_alpha_check_box.setEnabled(True)
             self.masked_content_combo_box.setEnabled(True)
 
     @Slot()
@@ -540,7 +537,7 @@ def do_export(self):
         resolution = settings.value('export_resolution', type=int)
         bucket_res = settings.value('export_bucket_res_size', type=int)
         latent_size = settings.value('export_latent_size', type=int)
-        quantisize_alpha = settings.value('export_quantisize_alpha', type=bool)
+        quantize_alpha = settings.value('export_quantize_alpha', type=bool)
         masked_content = settings.value('export_masked_content', type=str)
         export_format = settings.value('export_format', type=str)
         quality = settings.value('export_quality', type=int)
@@ -614,7 +611,7 @@ def do_export(self):
                         alpha = Image.new('L', image_file.size, 0)
                     else:
                         alpha = image_file.getchannel('A')
-                    if not quantisize_alpha:
+                    if not quantize_alpha:
                         alpha.paste(255, marking.rect.adjusted(0,0,1,1).getCoords())
                     image_file.putalpha(alpha)
 
@@ -627,59 +624,58 @@ def do_export(self):
                         alpha = Image.new('L', image_file.size, 255)
                     else:
                         alpha = image_file.getchannel('A')
-                    if not quantisize_alpha:
+                    if not quantize_alpha:
                         alpha.paste(0, marking.rect.adjusted(0,0,1,1).getCoords())
                     image_file.putalpha(alpha)
 
-            if image_entry.crop == None:
+            if image_entry.crop is None:
                 grid = Grid(QRect(0, 0, *image_file.size))
             else:
                 grid = Grid(image_entry.crop)
             visible = grid.visible
             cropped_image = image_file.crop(visible.adjusted(0,0,1,1).getCoords())
-            if not grid.is_visible_equal_sceen_size():
+            if not grid.is_visible_equal_screen_size():
                 # resize with the best method available
-                #resized_image = cropped_image.resize((new_width, new_height), Image.LANCZOS)
                 resized_image = cropped_image.resize(grid.target.toTuple(), Image.LANCZOS)
                 # followed by a slight sharpening as it should be done
-                sharpend_image = resized_image.filter(
+                sharpened_image = resized_image.filter(
                     ImageFilter.UnsharpMask(radius = 0.5, percent = 50, threshold = 0))
             else:
-                sharpend_image = cropped_image
+                sharpened_image = cropped_image
 
             # crop to the desired size
-            current_width, current_height = sharpend_image.size
+            current_width, current_height = sharpened_image.size
             crop_width = floor((current_width - image_entry.target_dimension.width()) / 2)
             crop_height = floor((current_height - image_entry.target_dimension.height()) / 2)
-            cropped_image = sharpend_image.crop((crop_width, crop_height,
+            cropped_image = sharpened_image.crop((crop_width, crop_height,
                                                  crop_width + image_entry.target_dimension.width(),
                                                  crop_height + image_entry.target_dimension.height()))
 
             if export_can_alpha:
                 alpha = cropped_image.getchannel('A')
-                if quantisize_alpha:
-                    if image_entry.crop == None:
+                if quantize_alpha:
+                    if image_entry.crop is None:
                         crop = QRect(0, 0, *image_entry.dimensions)
                     else:
                         crop = image_entry.crop
                     for marking in image_entry.markings:
                         if marking.type == ImageMarking.INCLUDE:
                             rect = QRect(grid.map(marking.rect.topLeft(), ceil),
-                                        grid.map(marking.rect.bottomRight(), floor))
+                                         grid.map(marking.rect.adjusted(0,0,1,1).bottomRight(), floor))
                             alpha.paste(255, rect.getCoords())
                     for marking in image_entry.markings:
                         if marking.type == ImageMarking.EXCLUDE:
                             rect = QRect(grid.map(marking.rect.topLeft(), floor),
-                                        grid.map(marking.rect.bottomRight(), ceil))
+                                         grid.map(marking.rect.adjusted(0,0,1,1).bottomRight(), ceil))
                             alpha.paste(0, rect.getCoords())
 
                 replacement = None
                 if masked_content in [MaskedContent.BLUR, MaskedContent.BLUR_NOISE]:
                     replacement = cropped_image.filter(ImageFilter.GaussianBlur(10))
                 elif masked_content in [MaskedContent.GREY, MaskedContent.GREY_NOISE]:
-                    # 126 is an 18% grey, i.e. the neutral grey, for sRGB
-                    # as it's masked there's no need to go into detail about
-                    # different color spaces.
+                    # 126 is an 18% gray, i.e. the neutral gray, for sRGB.
+                    # As it's masked anyway, there's no need to go into detail
+                    # about different color spaces.
                     replacement = Image.new('RGB', cropped_image.size, (126, 126, 126))
                 elif masked_content == MaskedContent.BLACK:
                     replacement = Image.new('RGB', cropped_image.size, (0, 0, 0))
@@ -726,7 +722,6 @@ def do_export(self):
     def get_image_list(self):
         image_list_view = self.image_list.list_view
         if settings.value('export_filter') == ExportFilter.FILTERED:
-            images = image_list_view.proxy_image_list_model.sourceModel()
             image_list = []
             for row in range(image_list_view.proxy_image_list_model.sourceModel().rowCount()):
                 source_index = image_list_view.proxy_image_list_model.sourceModel().index(row, 0)
@@ -734,7 +729,6 @@ def get_image_list(self):
                 if proxy_index.isValid():
                     image_list.append(source_index.data(Qt.ItemDataRole.UserRole))
         elif settings.value('export_filter') == ExportFilter.SELECTED:
-            images = image_list_view.proxy_image_list_model.sourceModel()
             image_list = [image_index.data(Qt.ItemDataRole.UserRole)
                           for image_index in image_list_view.get_selected_image_indices()]
         else: # ExportFilter.NONE
diff --git a/taggui/models/image_list_model.py b/taggui/models/image_list_model.py
index 1afbec9c..b87e39ce 100644
--- a/taggui/models/image_list_model.py
+++ b/taggui/models/image_list_model.py
@@ -39,7 +39,7 @@ def get_file_paths(directory_path: Path) -> set[Path]:
 @dataclass
 class HistoryItem:
     action_name: str
-    tags: list[list[str]]
+    tags: list[dict[str, list[str] | QRect | None | list[Marking]]]
     should_ask_for_confirmation: bool
 
 
@@ -94,8 +94,8 @@ def data(self, index, role=None) -> Image | str | QIcon | QSize:
             else:
                 crop = QRect(QPoint(0, 0), image_reader.size())
             if crop.height() > crop.width()*3:
-                # keep it sane, higher than 3x the width doesn't make sense
-                crop.setTop((crop.height() - crop.width()*3)/2) # center crop
+                # keep it reasonable, higher than 3x the width doesn't make sense
+                crop.setTop((crop.height() - crop.width()*3)//2) # center crop
                 crop.setHeight(crop.width()*3)
             image_reader.setClipRect(crop)
             pixmap = QPixmap.fromImageReader(image_reader).scaledToWidth(
@@ -103,7 +103,6 @@ def data(self, index, role=None) -> Image | str | QIcon | QSize:
                 Qt.TransformationMode.SmoothTransformation)
             thumbnail = QIcon(pixmap)
             image.thumbnail = thumbnail
-            self.dataChanged.emit(index, index)
             return thumbnail
         if role == Qt.ItemDataRole.SizeHintRole:
             if image.thumbnail:
@@ -116,7 +115,7 @@ def data(self, index, role=None) -> Image | str | QIcon | QSize:
             # Scale the dimensions to the image width.
             return QSize(self.image_list_image_width,
                          int(self.image_list_image_width * height / width))
-        if role == Qt.ToolTipRole:
+        if role == Qt.ItemDataRole.ToolTipRole:
             path = image.path.relative_to(settings.value('directory_path', type=str))
             dimensions = f'{image.dimensions[0]}:{image.dimensions[1]}'
             if not image.target_dimension:
@@ -230,7 +229,9 @@ def load_directory(self, directory_path: Path):
     def add_to_undo_stack(self, action_name: str,
                           should_ask_for_confirmation: bool):
         """Add the current state of the image tags to the undo stack."""
-        tags = [image.tags.copy() for image in self.images]
+        tags = [{'tags': image.tags.copy(),
+                 'crop': QRect(image.crop) if image.crop is not None else None,
+                 'markings': image.markings.copy()} for image in self.images]
         self.undo_stack.append(HistoryItem(action_name, tags,
                                            should_ask_for_confirmation))
         self.redo_stack.clear()
@@ -250,15 +251,12 @@ def write_image_tags_to_disk(self, image: Image):
 
     def write_meta_to_disk(self, image: Image):
         does_exist = image.path.with_suffix('.json').exists()
-        meta = {'version': 1}
-        if image.crop != None:
+        meta: dict[str, any] = {'version': 1}
+        if image.crop is not None:
             meta['crop'] = image.crop.getRect()
-        markings: list[dict[str, any]] = []
-        for marking in image.markings:
-            markings.append({'label': marking.label,
+        meta['markings'] = [{'label': marking.label,
                              'type': marking.type.name,
-                             'rect': marking.rect.getRect()})
-        meta['markings'] = markings
+                             'rect': marking.rect.getRect()} for marking in image.markings]
         if does_exist or len(meta.keys()) > 1:
             try:
                 with image.path.with_suffix('.json').open('w', encoding='UTF-8') as meta_file:
@@ -290,17 +288,23 @@ def restore_history_tags(self, is_undo: bool):
             if reply != QMessageBox.StandardButton.Yes:
                 return
         source_stack.pop()
-        tags = [image.tags for image in self.images]
+        tags = [{'tags': image.tags.copy(),
+                 'crop': QRect(image.crop) if image.crop is not None else None,
+                 'markings': image.markings.copy()} for image in self.images]
         destination_stack.append(HistoryItem(
             history_item.action_name, tags,
             history_item.should_ask_for_confirmation))
         changed_image_indices = []
         for image_index, (image, history_image_tags) in enumerate(
                 zip(self.images, history_item.tags)):
-            if image.tags == history_image_tags:
+            if (image.tags == history_image_tags['tags'] and
+                image.crop == history_image_tags['crop'] and
+                image.markings == history_image_tags['markings']):
                 continue
             changed_image_indices.append(image_index)
-            image.tags = history_image_tags
+            image.tags = history_image_tags['tags']
+            image.crop = history_image_tags['crop']
+            image.markings = history_image_tags['markings']
             self.write_image_tags_to_disk(image)
         if changed_image_indices:
             self.dataChanged.emit(self.index(changed_image_indices[0]),
diff --git a/taggui/utils/enums.py b/taggui/utils/enums.py
index 4a1b49e4..2f960776 100644
--- a/taggui/utils/enums.py
+++ b/taggui/utils/enums.py
@@ -25,11 +25,13 @@ class CaptionDevice(str, Enum):
     GPU = 'GPU if available'
     CPU = 'CPU'
 
+
 class ExportFilter(str, Enum):
     NONE = 'All images'
     FILTERED = 'Filtered images'
     SELECTED = 'Selected images'
 
+
 Presets = {
     'manual': (0, 0, 1, '1:1, 2:1, 3:2, 4:3, 16:9, 21:9'),
     'Direct feed through': (0, 1, 1, '1:1, 2:1, 3:2, 4:3, 16:9, 21:9'),
@@ -37,6 +39,7 @@ class ExportFilter(str, Enum):
     'SDXL, SD3, Flux': (1024, 64, 8, '1024:1024, 1408:704, 1216:832, 1152:896, 1344:768, 1536:640')
 }
 
+
 class MaskedContent(str, Enum):
     ORIGINAL = 'original'
     BLUR = 'blur'
@@ -46,12 +49,14 @@ class MaskedContent(str, Enum):
     BLACK = 'black'
     WHITE = 'white'
 
+
 class ExportFormat(str, Enum):
     JPG = '.jpg - JPEG'
     JPGXL = '.jxl - JPEG XL'
     PNG = '.png - PNG'
     WEBP = '.webp - WEBP'
 
+
 ExportFormatDict = {
     ExportFormat.JPG: 'jpeg',
     ExportFormat.JPGXL: 'jxl',
@@ -59,6 +64,7 @@ class ExportFormat(str, Enum):
     ExportFormat.WEBP: 'webp'
 }
 
+
 class IccProfileList(str, Enum):
     SRgb = 'sRGB'
     SRgbLinear = 'sRGB (linear gamma)'
@@ -69,6 +75,7 @@ class IccProfileList(str, Enum):
     Bt2100Pq = 'BT.2100(PQ)'
     Bt2100Hlg = 'BT.2100 (HLG)'
 
+
 class BucketStrategy(str, Enum):
     CROP = 'crop'
     SCALE = 'scale'
diff --git a/taggui/utils/grid.py b/taggui/utils/grid.py
index 03cc342a..7273251b 100644
--- a/taggui/utils/grid.py
+++ b/taggui/utils/grid.py
@@ -1,11 +1,11 @@
 from math import ceil, floor
-from PySide6.QtCore import (QPoint, QPointF, QRect, QRectF, QSize, QSizeF)
+from PySide6.QtCore import (QPoint, QPointF, QRect, QSize)
 from utils.enums import BucketStrategy
 from utils.settings import settings
 import utils.target_dimension as target_dimension
 
 class Grid:
-    """Span a grid inside a the sceen.
+    """Span a grid inside the screen.
 
     The screen is adjusted according to bucket strategy and scaled to the
     target dimension and then the grid respects the latent size.
@@ -60,7 +60,7 @@ def update(self, screen: QRect | None = None):
         self.scale_x = self.target.width() / self.visible.width()
         self.scale_y = self.target.height() / self.visible.height()
 
-    def is_visible_equal_sceen_size(self) -> bool:
+    def is_visible_equal_screen_size(self) -> bool:
         return self.screen.size() == self.visible
 
     def map_raw(self, point: QPoint) -> QPointF:
@@ -81,7 +81,7 @@ def map(self, point: QPoint, method = round) -> QPoint:
                       method(raw.y()/latent_size)*latent_size)
 
     def snap(self, point: QPoint, method = round) -> QPointF:
-        """Align the point to the closes position on the grid but in
+        """Align the point to the closest position on the grid but in
         screen coordinates.
         """
         assert isinstance(point, QPoint)
diff --git a/taggui/utils/rect.py b/taggui/utils/rect.py
new file mode 100644
index 00000000..4d01a402
--- /dev/null
+++ b/taggui/utils/rect.py
@@ -0,0 +1,155 @@
+from enum import Enum
+from math import floor, ceil
+
+from PySide6.QtCore import QPoint, QRect, QSize, QPointF, QRectF
+
+
+class RectPosition(str, Enum):
+    TL = 'top left'
+    TOP = 'top'
+    TR = 'top right'
+    RIGHT = 'right'
+    BR = 'bottom right'
+    BOTTOM = 'bottom'
+    BL = 'bottom left'
+    LEFT = 'left'
+    NONE = 'none'
+
+def get_rect_position(left: bool, right: bool, top: bool, bottom: bool) -> RectPosition:
+   if top:
+       if left:
+           return RectPosition.TL
+       elif right:
+           return RectPosition.TR
+       return RectPosition.TOP
+   elif bottom:
+       if left:
+           return RectPosition.BL
+       elif right:
+           return RectPosition.BR
+       return RectPosition.BOTTOM
+   if left:
+        return RectPosition.LEFT
+   elif right:
+        return RectPosition.RIGHT
+
+   return RectPosition.NONE
+
+def flip_rect_position(pos: RectPosition, h_flip: bool, v_flip: bool) -> RectPosition:
+    if pos == RectPosition.NONE:
+        return RectPosition.NONE
+
+    if pos == RectPosition.TL or pos == RectPosition.TOP or pos == RectPosition.TR:
+        v = 2 if v_flip else 0
+    elif pos == RectPosition.LEFT or pos == RectPosition.RIGHT:
+        v = 1
+    else:
+        v = 0 if v_flip else 2
+
+    if pos == RectPosition.TL or pos == RectPosition.LEFT or pos == RectPosition.BL:
+        h = 2 if h_flip else 0
+    elif pos == RectPosition.TOP or pos == RectPosition.BOTTOM:
+        h = 1
+    else:
+        h = 0 if h_flip else 2
+
+    return {
+        0: RectPosition.TL,    1: RectPosition.TOP,     2: RectPosition.TR,
+        10: RectPosition.LEFT,                          12: RectPosition.RIGHT,
+        20: RectPosition.BL,   21: RectPosition.BOTTOM, 22: RectPosition.BR,
+    }[h+10*v]
+
+def change_rect(rect: QRect, rect_pos: RectPosition, pos: QPoint) -> QRect:
+    """Change `rect` to move `rect_pos` at `pos`."""
+    if rect_pos == RectPosition.TL:
+        rect.setTopLeft(pos)
+    elif rect_pos == RectPosition.TOP:
+        rect.setTop(pos.y())
+    elif rect_pos == RectPosition.TR:
+        rect.setTopRight(pos)
+    elif rect_pos == RectPosition.RIGHT:
+        rect.setRight(pos.x() - 1)
+    elif rect_pos == RectPosition.BR:
+        rect.setBottomRight(pos - QPoint(1, 1))
+    elif rect_pos == RectPosition.BOTTOM:
+        rect.setBottom(pos.y() - 1)
+    elif rect_pos == RectPosition.BL:
+        rect.setBottomLeft(pos)
+    elif rect_pos == RectPosition.LEFT:
+        rect.setLeft(pos.x())
+    return rect
+
+def change_rectF(rect: QRectF, rect_pos: RectPosition, pos: QPointF) -> QRectF:
+    """Change `rect` to move `rect_pos` at `pos`."""
+    if rect_pos == RectPosition.TL:
+        rect.setTopLeft(pos)
+    elif rect_pos == RectPosition.TOP:
+        rect.setTop(pos.y())
+    elif rect_pos == RectPosition.TR:
+        rect.setTopRight(pos)
+    elif rect_pos == RectPosition.RIGHT:
+        rect.setRight(pos.x())
+    elif rect_pos == RectPosition.BR:
+        rect.setBottomRight(pos)
+    elif rect_pos == RectPosition.BOTTOM:
+        rect.setBottom(pos.y())
+    elif rect_pos == RectPosition.BL:
+        rect.setBottomLeft(pos)
+    elif rect_pos == RectPosition.LEFT:
+        rect.setLeft(pos.x())
+    return rect
+
+def change_rect_round(rect: QRect, rect_pos: RectPosition, pos: QPointF, grow: bool) -> QRect:
+    """Change `rect` to move `rect_pos` at `pos` and round by growing or shrinking the rect as `grow` demands."""
+    round_tl = floor if grow else ceil
+    round_br = ceil if grow else floor
+
+    if rect_pos == RectPosition.TL:
+        rect.setTopLeft(QPoint(round_tl(pos.x()), round_tl(pos.y())))
+    elif rect_pos == RectPosition.TOP:
+        rect.setTop(round_tl(pos.y()))
+    elif rect_pos == RectPosition.TR:
+        rect.setTopRight(QPoint(round_br(pos.x()), round_tl(pos.y())))
+    elif rect_pos == RectPosition.RIGHT:
+        rect.setRight(round_br(pos.x()))
+    elif rect_pos == RectPosition.BR:
+        rect.setBottomRight(QPoint(round_br(pos.x()), round_br(pos.y())))
+    elif rect_pos == RectPosition.BOTTOM:
+        rect.setBottom(round_br(pos.y()))
+    elif rect_pos == RectPosition.BL:
+        rect.setBottomLeft(QPoint(round_tl(pos.x()), round_br(pos.y())))
+    elif rect_pos == RectPosition.LEFT:
+        rect.setLeft(round_tl(pos.x()))
+    return rect
+
+def change_rect_to_match_size(rect: QRect, rect_pos: RectPosition, size: QSize) -> QRect:
+    """Change the `rect` at place `rect_pos` so that the size matches `size`.
+
+    Moving one side will ignore the value in the size of the perpendicular side.
+    """
+    rect_new = QRect(rect)
+    if rect_pos == RectPosition.TL:
+        rect_new.setSize(size)
+        rect_new.moveBottomRight(rect.bottomRight())
+    elif rect_pos == RectPosition.TOP:
+        rect_new.setHeight(size.height())
+        rect_new.moveBottom(rect.bottom())
+    elif rect_pos == RectPosition.TR:
+        rect_new.setSize(size)
+        rect_new.moveBottomLeft(rect.bottomLeft())
+    elif rect_pos == RectPosition.RIGHT:
+        rect_new.setWidth(size.width())
+        rect_new.moveLeft(rect.left())
+    elif rect_pos == RectPosition.BR:
+        rect_new.setSize(size)
+        rect_new.moveTopLeft(rect.topLeft())
+    elif rect_pos == RectPosition.BOTTOM:
+        rect_new.setHeight(size.height())
+        rect_new.moveTop(rect.top())
+    elif rect_pos == RectPosition.BL:
+        rect_new.setSize(size)
+        rect_new.moveTopRight(rect.topRight())
+    elif rect_pos == RectPosition.LEFT:
+        rect_new.setWidth(size.width())
+        rect_new.moveRight(rect.right())
+    return rect_new
diff --git a/taggui/utils/settings.py b/taggui/utils/settings.py
index b2a07a2d..5673df78 100644
--- a/taggui/utils/settings.py
+++ b/taggui/utils/settings.py
@@ -15,7 +15,7 @@
     'export_resolution': 1024,
     'export_bucket_res_size': 64,
     'export_latent_size': 8,
-    'export_quantisize_alpha': True,
+    'export_quantize_alpha': True,
     'export_masked_content': 'blur + noise',
     'export_preferred_sizes' : '1024:1024, 1408:704, 1216:832, 1152:896, 1344:768, 1536:640',
     'export_upscaling': False,
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index 6c31f9f6..6d5fd847 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -1,11 +1,9 @@
-from enum import Enum
 from math import ceil, floor
-from pathlib import Path
-from PySide6.QtCore import (QEvent, QModelIndex, QObject, QPersistentModelIndex,
-                            QPoint, QPointF, QRect, QRectF, QSize, QSizeF, Qt,
-                            Signal, Slot)
+from PySide6.QtCore import (QModelIndex, QPersistentModelIndex, QPoint, QPointF,
+                            QRect, QRectF, QSize, Qt, Signal, Slot)
 from PySide6.QtGui import (QAction, QActionGroup, QCursor, QColor, QIcon,
-                           QPainter, QPainterPath, QPen, QPixmap, QTransform)
+                           QPainter, QPainterPath, QPen, QPixmap, QTransform,
+                           QMouseEvent)
 from PySide6.QtWidgets import (QGraphicsItem, QGraphicsLineItem,
                                QGraphicsPixmapItem, QGraphicsRectItem,
                                QGraphicsTextItem, QGraphicsScene, QGraphicsView,
@@ -15,7 +13,9 @@
 from utils.image import Image, ImageMarking, Marking
 import utils.target_dimension as target_dimension
 from utils.grid import Grid
-from dialogs.export_dialog import BucketStrategy
+from utils.rect import (RectPosition, flip_rect_position, change_rect,
+                        change_rect_to_match_size)
+
 
 # Grid for alignment to latent space
 grid = Grid(QRect(0, 0, 1, 1))
@@ -27,102 +27,20 @@
     ImageMarking.EXCLUDE: Qt.red,
 }
 
-class RectPosition(str, Enum):
-    TL = 'top left'
-    TOP = 'top'
-    TR = 'top right'
-    RIGHT = 'right'
-    BR = 'bottom right'
-    BOTTOM = 'bottom'
-    BL = 'bottom left'
-    LEFT = 'left'
-    NONE = 'none'
-
-def flip_rect_position(pos: RectPosition, h_flip: bool, v_flip: bool) -> RectPosition:
-    if pos == RectPosition.NONE:
-        return RectPosition.NONE
-
-    if pos == RectPosition.TL or pos == RectPosition.TOP or pos == RectPosition.TR:
-        v = 2 if v_flip else 0
-    elif pos == RectPosition.LEFT or pos == RectPosition.RIGHT:
-        v = 1
-    else:
-        v = 0 if v_flip else 2
-
-    if pos == RectPosition.TL or pos == RectPosition.LEFT or pos == RectPosition.BL:
-        h = 2 if h_flip else 0
-    elif pos == RectPosition.TOP or pos == RectPosition.BOTTOM:
-        h = 1
-    else:
-        h = 0 if h_flip else 2
-
-    return {
-         0: RectPosition.TL,    1: RectPosition.TOP,     2: RectPosition.TR,
-        10: RectPosition.LEFT,                          12: RectPosition.RIGHT,
-        20: RectPosition.BL,   21: RectPosition.BOTTOM, 22: RectPosition.BR,
-        }[h+10*v]
-
-def change_rect(rect: QRect, rect_pos: RectPosition, pos: QPoint) -> QRect:
-    if rect_pos == RectPosition.TL:
-        rect.setTopLeft(pos)
-    elif rect_pos == RectPosition.TOP:
-        rect.setTop(pos.y())
-    elif rect_pos == RectPosition.TR:
-        rect.setTopRight(pos)
-    elif rect_pos == RectPosition.RIGHT:
-        rect.setRight(pos.x())
-    elif rect_pos == RectPosition.BR:
-        rect.setBottomRight(pos)
-    elif rect_pos == RectPosition.BOTTOM:
-        rect.setBottom(pos.y())
-    elif rect_pos == RectPosition.BL:
-        rect.setBottomLeft(pos)
-    elif rect_pos == RectPosition.LEFT:
-        rect.setLeft(pos.x())
-    return rect
-
-def change_rect_to_match_size(rect: QRect, rect_pos: RectPosition, size: QSize) -> QRect:
-    """Change the `rect` at place `rect_pos` so that the size matches `size`.
-
-    Moving a side will ignore the value in the size for the perpendicular side.
-    """
-    rect_new = QRect(rect)
-    if rect_pos == RectPosition.TL:
-        rect_new.setSize(size)
-        rect_new.moveBottomRight(rect.bottomRight())
-    elif rect_pos == RectPosition.TOP:
-        rect_new.setHeight(size.height())
-        rect_new.moveBottom(rect.bottom())
-    elif rect_pos == RectPosition.TR:
-        rect_new.setSize(size)
-        rect_new.moveBottomLeft(rect.bottomLeft())
-    elif rect_pos == RectPosition.RIGHT:
-        rect_new.setWidth(size.width())
-        rect_new.moveLeft(rect.left())
-    elif rect_pos == RectPosition.BR:
-        rect_new.setSize(size)
-        rect_new.moveTopLeft(rect.topLeft())
-    elif rect_pos == RectPosition.BOTTOM:
-        rect_new.setHeight(size.height())
-        rect_new.moveTop(rect.top())
-    elif rect_pos == RectPosition.BL:
-        rect_new.setSize(size)
-        rect_new.moveTopRight(rect.topRight())
-    elif rect_pos == RectPosition.LEFT:
-        rect_new.setWidth(size.width())
-        rect_new.moveRight(rect.right())
-    return rect_new
-
 def calculate_grid(content: QRect):
     global grid
     grid = Grid(content)
 
-class RectItemSignal(QObject):
-    change = Signal(QGraphicsRectItem, name='rectChanged')
-    move = Signal(QRectF, RectPosition, name='rectIsMoving')
+# Organization of Z value:
+# 0: the image
+# 1: the semi transparent include/exclude areas
+# 2: the borders of the markings
+# 3: the HUD
+# 4: the currently manipulated marking
+# 5: the cross hair lines
 
 class MarkingItem(QGraphicsRectItem):
-    # the halfed size of the pen in local coordinates to make sure it stays the
+    # the halved size of the pen in local coordinates to make sure it stays the
     # same during zooming
     pen_half_width = 1.0
     # the minimal size of the active area in scene coordinates
@@ -140,39 +58,41 @@ def __init__(self, rect: QRect, rect_type: ImageMarking,
         self.setFlag(QGraphicsItem.ItemIsSelectable, True)
         self.setFlag(QGraphicsItem.ItemSendsScenePositionChanges, True)
         self.setAcceptHoverEvents(True)
-        self.signal = RectItemSignal()
         self.rect_type = rect_type
         self.label: MarkingLabel | None = None
         self.color = marking_colors[rect_type]
         self.handle_selected = None
         self.mouse_press_pos = None
         self.mouse_press_rect = None
+        self.setZValue(2)
+        if rect_type in [ImageMarking.INCLUDE, ImageMarking.EXCLUDE]:
+            self.area = QGraphicsRectItem(self)
+            self.area.setFlag(QGraphicsItem.ItemStacksBehindParent)
+            self.area.setZValue(1)
+            area_color = QColor(self.color)
+            area_color.setAlpha(127)
+            self.area.setBrush(area_color)
+            self.area.setPen(Qt.NoPen)
+            self.move(False)
+
+    def move(self, is_in_move):
+        if self.rect_type == ImageMarking.CROP:
+            if not is_in_move:
+                self.image_view.image_viewer.hud_item.setValues(self.rect(), self.handle_selected)
+        elif self.rect_type == ImageMarking.INCLUDE:
+            self.area.setRect(QRectF(grid.snap(self.rect().toRect().topLeft(), ceil),
+                                     grid.snap(self.rect().toRect().adjusted(0,0,1,1).bottomRight(), floor)))
+        elif self.rect_type == ImageMarking.EXCLUDE:
+            self.area.setRect(QRectF(grid.snap(self.rect().toRect().topLeft(), floor),
+                                     grid.snap(self.rect().toRect().adjusted(0,0,1,1).bottomRight(), ceil)))
 
     def handleAt(self, point: QPointF) -> RectPosition:
         handle_space = -min(self.pen_half_width - self.handle_half_size,
                             0)/self.zoom_factor
-        left = point.x() < self.rect().left() + handle_space
-        right = point.x() > self.rect().right() - handle_space
-        top = point.y() < self.rect().top() + handle_space
-        bottom = point.y() > self.rect().bottom() - handle_space
-        if top:
-            if left:
-                return RectPosition.TL
-            elif right:
-                return RectPosition.TR
-            return RectPosition.TOP
-        elif bottom:
-            if left:
-                return RectPosition.BL
-            elif right:
-                return RectPosition.BR
-            return RectPosition.BOTTOM
-        if left:
-            return RectPosition.LEFT
-        elif right:
-            return RectPosition.RIGHT
-
-        return RectPosition.NONE
+        return get_rect_position(point.x() < self.rect().left() + handle_space,
+                                 point.x() > self.rect().right() - handle_space,
+                                 point.y() < self.rect().top() + handle_space,
+                                 point.y() > self.rect().bottom() - handle_space)
 
     def hoverMoveEvent(self, event):
         handle = self.handleAt(event.pos())
@@ -193,10 +113,13 @@ def mousePressEvent(self, event):
         self.handle_selected = self.handleAt(event.pos())
         if (event.button() == Qt.MouseButton.LeftButton and
             self.handle_selected != RectPosition.NONE):
+            self.image_view.image_viewer.proxy_image_index.model().sourceModel().add_to_undo_stack(
+                action_name=f'Change marking geometry', should_ask_for_confirmation=False)
             self.mouse_press_pos = event.pos()
             self.mouse_press_scene_pos = event.scenePos()
             self.mouse_press_rect = self.rect()
-            self.signal.move.emit(self.rect(), self.handle_selected)
+            self.setZValue(4)
+            self.move(False)
         else:
             event.ignore()
 
@@ -205,11 +128,10 @@ def mouseMoveEvent(self, event):
             if ((event.modifiers() & Qt.KeyboardModifier.ShiftModifier) ==
                 Qt.KeyboardModifier.ShiftModifier):
                 if self.rect_type == ImageMarking.CROP:
-                    pos_quantizised = event.pos().toPoint()
-                    pos_quantizised_pre = pos_quantizised
+                    pos_quantized = event.pos().toPoint()
                     rect_pre = change_rect(self.rect().toRect(),
                                            self.handle_selected,
-                                           pos_quantizised)
+                                           pos_quantized)
                     target = target_dimension.get(rect_pre.size())
                     if rect_pre.height() * target.width() / rect_pre.width() < target.height(): # too wide
                         scale = rect_pre.height() / target.height()
@@ -232,15 +154,18 @@ def mouseMoveEvent(self, event):
                                                      self.handle_selected,
                                                      target_size)
                 else:
-                    pos_quantizised = grid.snap(event.pos().toPoint()).toPoint()
-                    rect = change_rect(self.rect().toRect(),
+                    rect = change_rect(self.rect(),
                                        self.handle_selected,
-                                       pos_quantizised)
+                                       event.pos())
+                    rect = QRectF(grid.snap(rect.toRect().topLeft(), floor),
+                                  grid.snap(rect.toRect().bottomRight(), ceil))
+                    rect = QRect(QPoint(ceil(rect.topLeft().x()),ceil(rect.topLeft().y())),
+                                 QPoint(floor(rect.bottomRight().x()),floor(rect.bottomRight().y())))
             else:
-                pos_quantizised = event.pos().toPoint()
+                pos_quantized = event.pos().toPoint()
                 rect = change_rect(self.rect().toRect(),
                                    self.handle_selected,
-                                   pos_quantizised)
+                                   pos_quantized)
 
             self.handle_selected = flip_rect_position(self.handle_selected,
                                                       rect.width() < 0,
@@ -253,18 +178,18 @@ def mouseMoveEvent(self, event):
                 self.setRect(rect)
                 self.size_changed()
 
-            self.signal.move.emit(self.rect(), self.handle_selected)
+            self.move(True)
         super().mouseMoveEvent(event)
 
     def mouseReleaseEvent(self, event):
         if self.handle_selected:
             self.handle_selected = RectPosition.NONE
-            self.signal.move.emit(self.rect(), self.handle_selected)
-        self.signal.change.emit(self)
+        self.move(False)
+        self.image_view.image_viewer.marking_changed(self)
+        self.setZValue(2)
         super().mouseReleaseEvent(event)
 
     def paint(self, painter, option, widget=None):
-        bucket_strategy = settings.value('export_bucket_strategy', type=str)
         if self.rect_type == ImageMarking.CROP:
             painter.setPen(Qt.NoPen)
             painter.setBrush(QColor(255, 0, 0, 127))
@@ -272,16 +197,6 @@ def paint(self, painter, option, widget=None):
             path.addRect(self.rect())
             path.addRect(grid.visible)
             painter.drawPath(path)
-        elif self.rect_type == ImageMarking.INCLUDE and self.show_marking_latent:
-            painter.setPen(Qt.NoPen)
-            painter.setBrush(QColor(0, 255, 0, 127))
-            painter.drawRect(QRectF(grid.snap(self.rect().toRect().topLeft(), ceil),
-                                    grid.snap(self.rect().toRect().bottomRight(), floor)))
-        elif self.rect_type == ImageMarking.EXCLUDE and self.show_marking_latent:
-            painter.setPen(Qt.NoPen)
-            painter.setBrush(QColor(255, 0, 0, 127))
-            painter.drawRect(QRectF(grid.snap(self.rect().toRect().topLeft(), floor),
-                                    grid.snap(self.rect().toRect().bottomRight(), ceil)))
 
         pen_half_width = self.pen_half_width / self.zoom_factor
         pen = QPen(self.color, 2*pen_half_width, Qt.SolidLine, Qt.RoundCap,
@@ -310,9 +225,6 @@ def boundingRect(self):
         adjust = (self.pen_half_width + max(self.pen_half_width,
                                             self.handle_half_size))/self.zoom_factor
         bbox = self.rect().adjusted(-adjust, -adjust, adjust, adjust)
-        if self.rect_type == ImageMarking.EXCLUDE:
-            bbox = bbox.united(QRectF(grid.snap(self.rect().toRect().topLeft(), floor),
-                                      grid.snap(self.rect().toRect().bottomRight(), ceil)))
         return bbox
 
     def size_changed(self):
@@ -324,13 +236,14 @@ def size_changed(self):
         self.adjust_layout()
 
     def adjust_layout(self):
-        if self.label != None:
+        if self.label is not None:
             self.label.changeZoom(self.zoom_factor)
             pen_half_width = self.pen_half_width / self.zoom_factor
             if self.rect().y() > self.label.boundingRect().height():
                 self.label.setPos(self.rect().adjusted(
                     -2 * pen_half_width,
-                    -pen_half_width - self.label.boundingRect().height(),
+                    -1.8*pen_half_width
+                        - self.label.boundingRect().height() / self.zoom_factor,
                     0, 0).topLeft())
                 self.label.parentItem().setRect(self.label.sceneBoundingRect())
             else:
@@ -369,9 +282,7 @@ def insertFromMimeData(self, source):
         self.parentItem().setRect(self.sceneBoundingRect())
 
     def changeZoom(self, zoom_factor):
-        font = self.font()
-        font.setPointSizeF(10 / zoom_factor)
-        self.setFont(font)
+        self.setScale(1/zoom_factor)
         self.parentItem().setRect(self.sceneBoundingRect())
 
 
@@ -383,6 +294,8 @@ def __init__(self, boundingRect: QRect, parent=None):
         self._boundingRect = boundingRect
         self.rect = QRectF(0, 0, 1, 1)
         self.path = QPainterPath()
+        self.setCacheMode(QGraphicsItem.DeviceCoordinateCache)
+        self.setZValue(3)
 
     @Slot(QRectF, RectPosition)
     def setValues(self, rect: QRectF, pos: RectPosition):
@@ -413,45 +326,62 @@ def setValues(self, rect: QRectF, pos: RectPosition):
 
         self.update()
 
-    def add_line_limit_td(self, x: int, lr: int):
+    def add_line_limit_td(self, x: float, lr: int):
         width = settings.value('export_resolution', type=int)**2 / self.rect.height()
+        res_size = max(settings.value('export_bucket_res_size', type=int), 1)
         self.path.moveTo(x + lr * width, self.rect.y()                     )
         self.path.lineTo(x + lr * width, self.rect.y() + self.rect.height())
 
         for ar in target_dimension.get_preferred_sizes():
+            s = max(res_size / ar[0], res_size / ar[1])
             f = max(self._boundingRect.width() / ar[0],
                     self._boundingRect.height() / ar[1], 2)
-            self.path.moveTo(x + lr * ar[0]    , self.rect.y()      + ar[1]    )
+            self.path.moveTo(x + lr * ar[0] * s, self.rect.y()      + ar[1] * s)
             self.path.lineTo(x + lr * ar[0] * f, self.rect.y()      + ar[1] * f)
-            self.path.moveTo(x + lr * ar[0]    , self.rect.bottom() - ar[1]    )
+            self.path.moveTo(x + lr * ar[0] * s, self.rect.bottom() - ar[1] * s)
             self.path.lineTo(x + lr * ar[0] * f, self.rect.bottom() - ar[1] * f)
 
-    def add_line_limit_lr(self, y: int, td: int):
+    def add_line_limit_lr(self, y: float, td: int):
         height = settings.value('export_resolution', type=int)**2 / self.rect.width()
+        res_size = max(settings.value('export_bucket_res_size', type=int), 1)
         self.path.moveTo(self.rect.x(),                     y + td * height)
         self.path.lineTo(self.rect.x() + self.rect.width(), y + td * height)
 
         for ar in target_dimension.get_preferred_sizes():
+            s = max(res_size / ar[0], res_size / ar[1])
             f = max(self._boundingRect.width() / ar[0],
                     self._boundingRect.height() / ar[1], 2)
-            self.path.moveTo(self.rect.x()     + ar[0]    , y + td * ar[1]    )
+            self.path.moveTo(self.rect.x()     + ar[0] * s, y + td * ar[1] * s)
             self.path.lineTo(self.rect.x()     + ar[0] * f, y + td * ar[1] * f)
-            self.path.moveTo(self.rect.right() - ar[0]    , y + td * ar[1]    )
+            self.path.moveTo(self.rect.right() - ar[0] * s, y + td * ar[1] * s)
             self.path.lineTo(self.rect.right() - ar[0] * f, y + td * ar[1] * f)
 
-    def add_hyperbola_limit(self, pos: QPoint, lr: int, td: int):
+    def add_hyperbola_limit(self, pos: QPointF, lr: int, td: int):
         target_area = settings.value('export_resolution', type=int)**2
         res_size = max(settings.value('export_bucket_res_size', type=int), 1)
         dx = res_size
-        self.path.moveTo(pos.x() + lr * dx, pos.y() + td * target_area / dx)
+        first = QPointF(pos.x() + lr * dx, pos.y() + td * target_area / dx)
         while dx * res_size <= target_area:
-            self.path.lineTo(pos.x() + lr * dx, pos.y() + td * target_area / dx)
-            dx = dx + 10
+            p = QPointF(pos.x() + lr * dx, pos.y() + td * target_area / dx)
+            dx = dx + 50
+            # add all points above the parent as well as one before and one after
+            if self.parentItem().contains(p):
+                if first:
+                    self.path.moveTo(first)
+                    first = None
+                self.path.lineTo(p)
+            else:
+                if first:
+                    first = p
+                else:
+                    self.path.lineTo(p)
+                    break
 
         for ar in target_dimension.get_preferred_sizes():
+            s = max(res_size / ar[0], res_size / ar[1])
             f = max(self._boundingRect.width() / ar[0],
                     self._boundingRect.height() / ar[1], 2)
-            self.path.moveTo(pos.x() + lr * ar[0]    , pos.y() + td * ar[1]    )
+            self.path.moveTo(pos.x() + lr * ar[0] * s, pos.y() + td * ar[1] * s)
             self.path.lineTo(pos.x() + lr * ar[0] * f, pos.y() + td * ar[1] * f)
 
     def boundingRect(self):
@@ -485,42 +415,41 @@ def __init__(self, scene, image_viewer):
     def showContextMenu(self, pos):
         scene_pos = self.mapToScene(pos)
         item = self.scene().itemAt(scene_pos, self.transform())
-        if item is not None and item.handle_selected != RectPosition.NONE:
+        if isinstance(item, MarkingLabel):
+            item = item.parentItem().parentItem()
+        if isinstance(item, MarkingItem) and item.handle_selected != RectPosition.NONE:
             menu = QMenu()
-            if isinstance(item, MarkingLabel):
-                item = item.parentItem().parentItem()
-            if isinstance(item, MarkingItem):
-                if item.rect_type != ImageMarking.NONE:
-                    if item.rect_type != ImageMarking.CROP:
-                        marking_group = QActionGroup(menu)
-                        change_to_hint_action = QAction('Hint', marking_group)
-                        change_to_hint_action.setCheckable(True)
-                        change_to_hint_action.setChecked(item.rect_type == ImageMarking.HINT)
-                        change_to_hint_action.triggered.connect(
-                            lambda: self.image_viewer.change_marking([item], ImageMarking.HINT))
-                        menu.addAction(change_to_hint_action)
-                        change_to_exclude_action = QAction('Exclude', marking_group)
-                        change_to_exclude_action.setCheckable(True)
-                        change_to_exclude_action.setChecked(item.rect_type == ImageMarking.EXCLUDE)
-                        change_to_exclude_action.triggered.connect(
-                            lambda: self.image_viewer.change_marking([item], ImageMarking.EXCLUDE))
-                        menu.addAction(change_to_exclude_action)
-                        change_to_include_action = QAction('Include', marking_group)
-                        change_to_include_action.setCheckable(True)
-                        change_to_include_action.setChecked(item.rect_type == ImageMarking.INCLUDE)
-                        change_to_include_action.triggered.connect(
-                            lambda: self.image_viewer.change_marking([item], ImageMarking.INCLUDE))
-                        menu.addAction(change_to_include_action)
-                        menu.addSeparator()
-                    delete_marking_action = QAction(
-                        QIcon.fromTheme('edit-delete'), 'Delete', self)
-                    delete_marking_action.triggered.connect(
-                        lambda: self.image_viewer.delete_markings([item]))
-                    menu.addAction(delete_marking_action)
+            if item.rect_type != ImageMarking.NONE:
+                if item.rect_type != ImageMarking.CROP:
+                    marking_group = QActionGroup(menu)
+                    change_to_hint_action = QAction('Hint', marking_group)
+                    change_to_hint_action.setCheckable(True)
+                    change_to_hint_action.setChecked(item.rect_type == ImageMarking.HINT)
+                    change_to_hint_action.triggered.connect(
+                        lambda: self.image_viewer.change_marking([item], ImageMarking.HINT))
+                    menu.addAction(change_to_hint_action)
+                    change_to_exclude_action = QAction('Exclude', marking_group)
+                    change_to_exclude_action.setCheckable(True)
+                    change_to_exclude_action.setChecked(item.rect_type == ImageMarking.EXCLUDE)
+                    change_to_exclude_action.triggered.connect(
+                        lambda: self.image_viewer.change_marking([item], ImageMarking.EXCLUDE))
+                    menu.addAction(change_to_exclude_action)
+                    change_to_include_action = QAction('Include', marking_group)
+                    change_to_include_action.setCheckable(True)
+                    change_to_include_action.setChecked(item.rect_type == ImageMarking.INCLUDE)
+                    change_to_include_action.triggered.connect(
+                        lambda: self.image_viewer.change_marking([item], ImageMarking.INCLUDE))
+                    menu.addAction(change_to_include_action)
+                    menu.addSeparator()
+                delete_marking_action = QAction(
+                    QIcon.fromTheme('edit-delete'), 'Delete', self)
+                delete_marking_action.triggered.connect(
+                    lambda: self.image_viewer.delete_markings([item]))
+                menu.addAction(delete_marking_action)
             menu.exec(self.mapToGlobal(pos))
 
     def clear_scene(self):
-        """Use this and not scene.clear() due to resource management."""
+        """Use this and not scene().clear() due to resource management."""
         self.insertion_mode = False
         self.horizontal_line = None
         self.vertical_line = None
@@ -532,7 +461,9 @@ def set_insertion_mode(self, mode):
             self.setDragMode(QGraphicsView.DragMode.NoDrag)
             self.setCursor(QCursor(Qt.CursorShape.CrossCursor))
             self.horizontal_line = QGraphicsLineItem()
+            self.horizontal_line.setZValue(5)
             self.vertical_line = QGraphicsLineItem()
+            self.vertical_line.setZValue(5)
             self.scene().addItem(self.horizontal_line)
             self.scene().addItem(self.vertical_line)
             self.update_lines_pos()
@@ -558,7 +489,7 @@ def update_lines_pos(self):
             self.vertical_line.setLine(self.last_pos.x(), view_rect.top(),
                                        self.last_pos.x(), view_rect.bottom())
 
-    def mousePressEvent(self, event):
+    def mousePressEvent(self, event: QMouseEvent):
         if self.insertion_mode and event.button() == Qt.MouseButton.LeftButton:
             rect_type = self.image_viewer.marking_to_add
             if rect_type == ImageMarking.NONE:
@@ -568,6 +499,9 @@ def mousePressEvent(self, event):
                 else:
                     rect_type = ImageMarking.HINT
 
+            self.image_viewer.proxy_image_index.model().sourceModel().add_to_undo_stack(
+                action_name=f'Add {rect_type.value}', should_ask_for_confirmation=False)
+
             self.image_viewer.add_rectangle(QRect(self.last_pos, QSize(0, 0)),
                                             rect_type)
             self.set_insertion_mode(False)
@@ -575,14 +509,13 @@ def mousePressEvent(self, event):
         else:
             super().mousePressEvent(event)
 
-    def mouseMoveEvent(self, event):
+    def mouseMoveEvent(self, event: QMouseEvent):
         last_pos_raw = self.mapToScene(event.position().toPoint())
         if ((event.modifiers() & Qt.KeyboardModifier.ShiftModifier) ==
             Qt.KeyboardModifier.ShiftModifier):
             self.last_pos = grid.snap(last_pos_raw.toPoint()).toPoint()
         else:
             self.last_pos = last_pos_raw.toPoint()
-            pos = last_pos_raw
 
         if self.insertion_mode:
             self.update_lines_pos()
@@ -613,6 +546,7 @@ class ImageViewer(QWidget):
 
     def __init__(self, proxy_image_list_model: ProxyImageListModel):
         super().__init__()
+        self.inhibit_reload_image = False
         self.proxy_image_list_model = proxy_image_list_model
         MarkingItem.pen_half_width = round(self.devicePixelRatio())
         MarkingItem.zoom_factor = 1.0
@@ -623,6 +557,7 @@ def __init__(self, proxy_image_list_model: ProxyImageListModel):
         self.marking_to_add = ImageMarking.NONE
         self.scene = QGraphicsScene()
         self.view = ImageGraphicsView(self.scene, self)
+        self.view.setOptimizationFlags(QGraphicsView.DontSavePainterState)
         self.crop_marking: ImageMarking | None = None
         settings.change.connect(self.setting_change)
 
@@ -636,30 +571,38 @@ def __init__(self, proxy_image_list_model: ProxyImageListModel):
         self.view.wheelEvent = self.wheelEvent
 
     @Slot()
-    def load_image(self, proxy_image_index: QModelIndex):
-        self.proxy_image_index = QPersistentModelIndex(proxy_image_index)
-
-        self.marking_items.clear()
-        self.view.clear_scene()
-        if not self.proxy_image_index.isValid():
+    def load_image(self, proxy_image_index: QModelIndex, is_complete = True):
+        persistent_image_index = QPersistentModelIndex(proxy_image_index)
+        if ((not persistent_image_index.isValid()) or
+            (self.inhibit_reload_image and
+             persistent_image_index == self.proxy_image_index)):
             return
+        self.proxy_image_index = persistent_image_index
 
         image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
-        pixmap = QPixmap(str(image.path))
-        image_item = QGraphicsPixmapItem(pixmap)
-        self.scene.addItem(image_item)
-        self.scene.setSceneRect(image_item.boundingRect()
-                                .adjusted(-1, -1, 1, 1)) # space for rect border
-        MarkingItem.image_size = image_item.boundingRect().toRect()
-        self.zoom_fit()
 
-        self.hud_item = ResizeHintHUD(MarkingItem.image_size)
-        self.scene.addItem(self.hud_item)
+        if is_complete:
+            self.marking_items.clear()
+            self.view.clear_scene()
+            pixmap = QPixmap(str(image.path))
+            image_item = QGraphicsPixmapItem(pixmap)
+            image_item.setZValue(0)
+            self.scene.setSceneRect(image_item.boundingRect()
+                                    .adjusted(-1, -1, 1, 1)) # space for rect border
+            self.scene.addItem(image_item)
+            MarkingItem.image_size = image_item.boundingRect().toRect()
+            self.zoom_fit()
+
+            self.hud_item = ResizeHintHUD(MarkingItem.image_size, image_item)
+        else:
+            for item in self.marking_items:
+                self.scene.removeItem(item)
+            self.marking_items.clear()
 
         self.marking_to_add = ImageMarking.NONE
         self.marking.emit(ImageMarking.NONE)
-        self.accept_crop_addition.emit(image.crop == None)
-        if image.crop != None:
+        self.accept_crop_addition.emit(image.crop is None)
+        if image.crop is not None:
             self.add_rectangle(image.crop, ImageMarking.CROP)
         else:
             calculate_grid(MarkingItem.image_size)
@@ -734,7 +677,9 @@ def add_marking(self, marking: ImageMarking):
     @Slot()
     def change_marking(self, items: list[MarkingItem] | None = None,
                        new_marking: ImageMarking = ImageMarking.NONE):
-        if items == None:
+        self.proxy_image_index.model().sourceModel().add_to_undo_stack(
+            action_name=f'Change marking', should_ask_for_confirmation=False)
+        if items is None:
             items = self.scene.selectedItems()
         for item in items:
             if new_marking == ImageMarking.NONE:
@@ -789,7 +734,6 @@ def add_rectangle(self, rect: QRect, rect_type: ImageMarking,
         marking_item = MarkingItem(rect, rect_type, size)
         marking_item.setVisible(self.show_marking_state)
         if rect_type == ImageMarking.CROP:
-            marking_item.signal.move.connect(self.hud_item.setValues)
             self.crop_marking = marking_item
             marking_item.size_changed() # call after self.crop_marking was set!
         elif name == '' and rect_type != ImageMarking.NONE:
@@ -801,14 +745,15 @@ def add_rectangle(self, rect: QRect, rect_type: ImageMarking,
         marking_item.setData(0, name)
         if rect_type != ImageMarking.CROP and rect_type != ImageMarking.NONE:
             label_background = QGraphicsRectItem(marking_item)
+            label_background.setZValue(2)
             label_background.setBrush(marking_item.color)
             label_background.setPen(Qt.NoPen)
             label_background.setVisible(self.show_label_state)
             marking_item.label = MarkingLabel(name, label_background)
+            marking_item.label.setZValue(2)
             marking_item.label.setVisible(self.show_label_state)
             marking_item.label.editingFinished.connect(self.label_changed)
             marking_item.adjust_layout()
-        marking_item.signal.change.connect(self.marking_changed)
         self.scene.addItem(marking_item)
         self.marking_items.append(marking_item)
         self.marking.emit(ImageMarking.NONE)
@@ -819,6 +764,8 @@ def add_rectangle(self, rect: QRect, rect_type: ImageMarking,
     def label_changed(self, do_emit = True):
         """Slot to call when a marking label was changed to sync the information
         in the image."""
+        self.proxy_image_index.model().sourceModel().add_to_undo_stack(
+            action_name=f'Change label', should_ask_for_confirmation=False)
         image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
         image.markings.clear()
         for marking in self.marking_items:
@@ -827,9 +774,6 @@ def label_changed(self, do_emit = True):
                 image.markings.append(Marking(marking.data(0),
                                       marking.rect_type,
                                       marking.rect().toRect()))
-        if do_emit:
-            self.proxy_image_list_model.sourceModel().dataChanged.emit(
-                self.proxy_image_index, self.proxy_image_index)
 
     @Slot(QGraphicsRectItem)
     def marking_changed(self, marking: QGraphicsRectItem):
@@ -844,12 +788,16 @@ def marking_changed(self, marking: QGraphicsRectItem):
             image.crop = marking.rect().toRect() # ensure int!
             image.target_dimension = grid.target
         else:
-            image.markings = [Marking(marking.data(0),
-                                      marking.rect_type,
-                                      marking.rect().toRect())
-                                    for marking in self.marking_items if marking.rect_type != ImageMarking.CROP]
-        self.proxy_image_list_model.sourceModel().dataChanged.emit(
-            self.proxy_image_index, self.proxy_image_index)
+            image.markings = [Marking(m.data(0),
+                                      m.rect_type,
+                                      m.rect().toRect())
+                for m in self.marking_items if m.rect_type != ImageMarking.CROP]
+        if marking.rect_type == ImageMarking.CROP:
+            self.inhibit_reload_image = True
+            self.proxy_image_list_model.sourceModel().dataChanged.emit(
+                self.proxy_image_index, self.proxy_image_index,
+                [Qt.ItemDataRole.DecorationRole, Qt.ItemDataRole.SizeHintRole, Qt.ToolTipRole])
+            self.inhibit_reload_image = False
 
     def get_selected_type(self) -> ImageMarking:
         if len(self.scene.selectedItems()) > 0:
@@ -860,9 +808,12 @@ def get_selected_type(self) -> ImageMarking:
     def delete_markings(self, items: list[MarkingItem] | None = None):
         """Slot to delete the list of items or when items = None all currently
         selected marking items."""
+        self.proxy_image_index.model().sourceModel().add_to_undo_stack(
+            action_name=f'Delete marking', should_ask_for_confirmation=False)
         image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
-        if items == None:
+        if items is None:
             items = self.scene.selectedItems()
+        tmp_delete_crop = False
         for item in items:
             if item.rect_type == ImageMarking.CROP:
                 self.crop_marking = None
@@ -871,12 +822,15 @@ def delete_markings(self, items: list[MarkingItem] | None = None):
                 image.target_dimension = None
                 self.accept_crop_addition.emit(True)
                 calculate_grid(MarkingItem.image_size)
+                tmp_delete_crop = True
             else:
                 self.marking_items.remove(item)
                 self.label_changed(False)
             self.scene.removeItem(item)
-        self.proxy_image_list_model.sourceModel().dataChanged.emit(
-            self.proxy_image_index, self.proxy_image_index)
+        if tmp_delete_crop:
+            self.proxy_image_list_model.sourceModel().dataChanged.emit(
+                self.proxy_image_index, self.proxy_image_index,
+                [Qt.ItemDataRole.DecorationRole, Qt.ItemDataRole.SizeHintRole, Qt.ToolTipRole])
 
     def resizeEvent(self, event):
         super().resizeEvent(event)
diff --git a/taggui/widgets/main_window.py b/taggui/widgets/main_window.py
index 0c29cac6..3dbeff22 100644
--- a/taggui/widgets/main_window.py
+++ b/taggui/widgets/main_window.py
@@ -593,6 +593,12 @@ def connect_image_list_signals(self):
                 self.image_list_model.images))
         self.image_list_model.dataChanged.connect(
             self.image_tags_editor.reload_image_tags_if_changed)
+        self.image_list_model.dataChanged.connect(
+            lambda start, end, roles:
+                self.image_viewer.load_image(self.image_viewer.proxy_image_index,
+                                             False)
+                if (start.row() <= self.image_viewer.proxy_image_index.row() and
+                    self.image_viewer.proxy_image_index.row() <= end.row()) else 0)
         self.image_list_model.update_undo_and_redo_actions_requested.connect(
             self.update_undo_and_redo_actions)
         # Rows are inserted or removed from the proxy image list model when the

From 5f6a2505fcd33777fed4429e1cc5cb54a1d42ced Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Mon, 17 Mar 2025 22:05:16 +0100
Subject: [PATCH 38/82] Fix zoom to fit

---
 taggui/models/image_list_model.py |  6 +-
 taggui/widgets/image_viewer.py    | 96 ++++++++++++++++++-------------
 taggui/widgets/main_window.py     |  2 +-
 3 files changed, 58 insertions(+), 46 deletions(-)

diff --git a/taggui/models/image_list_model.py b/taggui/models/image_list_model.py
index b87e39ce..831b98d3 100644
--- a/taggui/models/image_list_model.py
+++ b/taggui/models/image_list_model.py
@@ -61,11 +61,6 @@ def __init__(self, image_list_image_width: int, tag_separator: str):
         self.redo_stack = []
         self.proxy_image_list_model = None
         self.image_list_selection_model = None
-        self.dataChanged.connect(lambda start, end: [
-            self.write_meta_to_disk(
-                start.sibling(row, start.column())
-                .data(Qt.ItemDataRole.UserRole))
-            for row in range(start.row(), end.row()+1)])
 
     def rowCount(self, parent=None) -> int:
         return len(self.images)
@@ -306,6 +301,7 @@ def restore_history_tags(self, is_undo: bool):
             image.crop = history_image_tags['crop']
             image.markings = history_image_tags['markings']
             self.write_image_tags_to_disk(image)
+            self.write_meta_to_disk(image)
         if changed_image_indices:
             self.dataChanged.emit(self.index(changed_image_indices[0]),
                                   self.index(changed_image_indices[-1]))
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index 6d5fd847..58fc26af 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -57,7 +57,6 @@ def __init__(self, rect: QRect, rect_type: ImageMarking,
         super().__init__(rect.toRectF(), parent)
         self.setFlag(QGraphicsItem.ItemIsSelectable, True)
         self.setFlag(QGraphicsItem.ItemSendsScenePositionChanges, True)
-        self.setAcceptHoverEvents(True)
         self.rect_type = rect_type
         self.label: MarkingLabel | None = None
         self.color = marking_colors[rect_type]
@@ -67,6 +66,7 @@ def __init__(self, rect: QRect, rect_type: ImageMarking,
         self.setZValue(2)
         if rect_type in [ImageMarking.INCLUDE, ImageMarking.EXCLUDE]:
             self.area = QGraphicsRectItem(self)
+            self.area.setVisible(self.show_marking_latent)
             self.area.setFlag(QGraphicsItem.ItemStacksBehindParent)
             self.area.setZValue(1)
             area_color = QColor(self.color)
@@ -94,21 +94,6 @@ def handleAt(self, point: QPointF) -> RectPosition:
                                  point.y() < self.rect().top() + handle_space,
                                  point.y() > self.rect().bottom() - handle_space)
 
-    def hoverMoveEvent(self, event):
-        handle = self.handleAt(event.pos())
-        if handle == RectPosition.TL or handle == RectPosition.BR:
-            self.setCursor(Qt.SizeFDiagCursor)
-        elif handle == RectPosition.TR or handle == RectPosition.BL:
-            self.setCursor(Qt.SizeBDiagCursor)
-        elif handle == RectPosition.TOP or handle == RectPosition.BOTTOM:
-            self.setCursor(Qt.SizeVerCursor)
-        elif handle == RectPosition.LEFT or handle == RectPosition.RIGHT:
-            self.setCursor(Qt.SizeHorCursor)
-        else:
-            self.unsetCursor()
-            event.ignore()
-        super().hoverMoveEvent(event)
-
     def mousePressEvent(self, event):
         self.handle_selected = self.handleAt(event.pos())
         if (event.button() == Qt.MouseButton.LeftButton and
@@ -116,7 +101,6 @@ def mousePressEvent(self, event):
             self.image_view.image_viewer.proxy_image_index.model().sourceModel().add_to_undo_stack(
                 action_name=f'Change marking geometry', should_ask_for_confirmation=False)
             self.mouse_press_pos = event.pos()
-            self.mouse_press_scene_pos = event.scenePos()
             self.mouse_press_rect = self.rect()
             self.setZValue(4)
             self.move(False)
@@ -409,6 +393,7 @@ def __init__(self, scene, image_viewer):
         self.setResizeAnchor(QGraphicsView.ViewportAnchor.AnchorUnderMouse)
         self.image_viewer = image_viewer
         MarkingItem.image_view = self
+        self.setMouseTracking(True)
         self.last_pos = None
         self.clear_scene()
 
@@ -459,7 +444,6 @@ def set_insertion_mode(self, mode):
         self.insertion_mode = mode
         if mode:
             self.setDragMode(QGraphicsView.DragMode.NoDrag)
-            self.setCursor(QCursor(Qt.CursorShape.CrossCursor))
             self.horizontal_line = QGraphicsLineItem()
             self.horizontal_line.setZValue(5)
             self.vertical_line = QGraphicsLineItem()
@@ -469,7 +453,6 @@ def set_insertion_mode(self, mode):
             self.update_lines_pos()
         else:
             self.setDragMode(QGraphicsView.DragMode.ScrollHandDrag)
-            self.unsetCursor()
             if self.horizontal_line:
                 self.scene().removeItem(self.horizontal_line)
                 self.horizontal_line = None
@@ -510,12 +493,38 @@ def mousePressEvent(self, event: QMouseEvent):
             super().mousePressEvent(event)
 
     def mouseMoveEvent(self, event: QMouseEvent):
-        last_pos_raw = self.mapToScene(event.position().toPoint())
+        scene_pos = self.mapToScene(event.position().toPoint())
+        items = self.scene().items(scene_pos)
+        cursor = None
+
+        if self.insertion_mode:
+            cursor = Qt.CursorShape.CrossCursor
+        else:
+            for item in items:
+                if isinstance(item, MarkingItem):
+                    handle = item.handleAt(scene_pos)
+                    if handle == RectPosition.NONE:
+                        continue
+                    elif handle == RectPosition.TL or handle == RectPosition.BR:
+                        cursor = Qt.CursorShape.SizeFDiagCursor
+                    elif handle == RectPosition.TR or handle == RectPosition.BL:
+                        cursor = Qt.CursorShape.SizeBDiagCursor
+                    elif handle == RectPosition.TOP or handle == RectPosition.BOTTOM:
+                        cursor = Qt.CursorShape.SizeVerCursor
+                    elif handle == RectPosition.LEFT or handle == RectPosition.RIGHT:
+                        cursor = Qt.CursorShape.SizeHorCursor
+                    break
+        if cursor is None:
+            self.setDragMode(QGraphicsView.DragMode.ScrollHandDrag)
+        else:
+            self.setDragMode(QGraphicsView.DragMode.NoDrag)
+            self.setCursor(cursor)
+
         if ((event.modifiers() & Qt.KeyboardModifier.ShiftModifier) ==
             Qt.KeyboardModifier.ShiftModifier):
-            self.last_pos = grid.snap(last_pos_raw.toPoint()).toPoint()
+            self.last_pos = grid.snap(scene_pos.toPoint()).toPoint()
         else:
-            self.last_pos = last_pos_raw.toPoint()
+            self.last_pos = scene_pos.toPoint()
 
         if self.insertion_mode:
             self.update_lines_pos()
@@ -538,6 +547,11 @@ def keyReleaseEvent(self, event):
             self.set_insertion_mode(False)
         super().keyReleaseEvent(event)
 
+    def resizeEvent(self, event):
+        super().resizeEvent(event)
+        if self.image_viewer.is_zoom_to_fit:
+           self.image_viewer.zoom_fit()
+
 
 class ImageViewer(QWidget):
     zoom = Signal(float, name='zoomChanged')
@@ -636,10 +650,9 @@ def zoom_in(self, center_pos: QPoint = None):
     def zoom_out(self, center_pos: QPoint = None):
         view = self.view.viewport().size()
         scene = self.scene.sceneRect()
-        MarkingItem.zoom_factor = max(MarkingItem.zoom_factor / 1.25,
-                                         min(view.width()/scene.width(),
-                                             view.height()/scene.height()))
-        self.is_zoom_to_fit = False
+        limit = min(view.width()/scene.width(), view.height()/scene.height())
+        MarkingItem.zoom_factor = max(MarkingItem.zoom_factor / 1.25, limit)
+        self.is_zoom_to_fit = MarkingItem.zoom_factor == limit
         self.zoom_emit()
 
     @Slot()
@@ -714,15 +727,17 @@ def show_marking_latent(self, checked: bool):
         MarkingItem.show_marking_latent = checked
         for marking in self.marking_items:
             if marking.rect_type in [ImageMarking.INCLUDE, ImageMarking.EXCLUDE]:
-                marking.update()
+                marking.area.setVisible(checked)
 
     def wheelEvent(self, event):
         old_pos = self.view.mapToScene(event.position().toPoint())
 
         if event.angleDelta().y() > 0:
             self.zoom_in()
-        else:
+        elif event.angleDelta().y() < 0:
             self.zoom_out()
+        else:
+            return
 
         new_pos = self.view.mapToScene(event.position().toPoint())
         delta = new_pos - old_pos
@@ -774,6 +789,7 @@ def label_changed(self, do_emit = True):
                 image.markings.append(Marking(marking.data(0),
                                       marking.rect_type,
                                       marking.rect().toRect()))
+        self.proxy_image_list_model.sourceModel().write_meta_to_disk(image)
 
     @Slot(QGraphicsRectItem)
     def marking_changed(self, marking: QGraphicsRectItem):
@@ -787,17 +803,18 @@ def marking_changed(self, marking: QGraphicsRectItem):
             image.thumbnail = None
             image.crop = marking.rect().toRect() # ensure int!
             image.target_dimension = grid.target
+            self.inhibit_reload_image = True
+            self.proxy_image_list_model.sourceModel().dataChanged.emit(
+                self.proxy_image_index, self.proxy_image_index,
+                [Qt.ItemDataRole.DecorationRole, Qt.ItemDataRole.SizeHintRole,
+                 Qt.ToolTipRole, Qt.ItemDataRole.UserRole])
+            self.inhibit_reload_image = False
         else:
             image.markings = [Marking(m.data(0),
                                       m.rect_type,
                                       m.rect().toRect())
                 for m in self.marking_items if m.rect_type != ImageMarking.CROP]
-        if marking.rect_type == ImageMarking.CROP:
-            self.inhibit_reload_image = True
-            self.proxy_image_list_model.sourceModel().dataChanged.emit(
-                self.proxy_image_index, self.proxy_image_index,
-                [Qt.ItemDataRole.DecorationRole, Qt.ItemDataRole.SizeHintRole, Qt.ToolTipRole])
-            self.inhibit_reload_image = False
+        self.proxy_image_list_model.sourceModel().write_meta_to_disk(image)
 
     def get_selected_type(self) -> ImageMarking:
         if len(self.scene.selectedItems()) > 0:
@@ -813,7 +830,6 @@ def delete_markings(self, items: list[MarkingItem] | None = None):
         image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
         if items is None:
             items = self.scene.selectedItems()
-        tmp_delete_crop = False
         for item in items:
             if item.rect_type == ImageMarking.CROP:
                 self.crop_marking = None
@@ -822,15 +838,15 @@ def delete_markings(self, items: list[MarkingItem] | None = None):
                 image.target_dimension = None
                 self.accept_crop_addition.emit(True)
                 calculate_grid(MarkingItem.image_size)
-                tmp_delete_crop = True
+                self.proxy_image_list_model.sourceModel().dataChanged.emit(
+                    self.proxy_image_index, self.proxy_image_index,
+                    [Qt.ItemDataRole.DecorationRole, Qt.ItemDataRole.SizeHintRole,
+                     Qt.ToolTipRole, Qt.ItemDataRole.UserRole])
             else:
                 self.marking_items.remove(item)
                 self.label_changed(False)
+                self.proxy_image_list_model.sourceModel().write_meta_to_disk(image)
             self.scene.removeItem(item)
-        if tmp_delete_crop:
-            self.proxy_image_list_model.sourceModel().dataChanged.emit(
-                self.proxy_image_index, self.proxy_image_index,
-                [Qt.ItemDataRole.DecorationRole, Qt.ItemDataRole.SizeHintRole, Qt.ToolTipRole])
 
     def resizeEvent(self, event):
         super().resizeEvent(event)
diff --git a/taggui/widgets/main_window.py b/taggui/widgets/main_window.py
index 3dbeff22..891d5c09 100644
--- a/taggui/widgets/main_window.py
+++ b/taggui/widgets/main_window.py
@@ -582,7 +582,7 @@ def connect_image_list_signals(self):
         self.image_list_selection_model.currentChanged.connect(
             self.image_list.update_image_index_label)
         self.image_list_selection_model.currentChanged.connect(
-            self.image_viewer.load_image)
+            lambda current, previous: self.image_viewer.load_image(current))
         self.image_list_selection_model.currentChanged.connect(
             self.image_tags_editor.load_image_tags)
         self.image_list_model.modelReset.connect(

From 96602b0e8cc4efa20d4acad772de6da4268e88a3 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Mon, 17 Mar 2025 23:17:39 +0100
Subject: [PATCH 39/82] Fix snap to grid for INCLUDE and little bugfix

---
 taggui/widgets/image_viewer.py | 24 +++++++++++++++++-------
 1 file changed, 17 insertions(+), 7 deletions(-)

diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index 58fc26af..eba6271b 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -13,9 +13,8 @@
 from utils.image import Image, ImageMarking, Marking
 import utils.target_dimension as target_dimension
 from utils.grid import Grid
-from utils.rect import (RectPosition, flip_rect_position, change_rect,
-                        change_rect_to_match_size)
-
+from utils.rect import (change_rect, change_rect_to_match_size,
+                        flip_rect_position, get_rect_position, RectPosition)
 
 # Grid for alignment to latent space
 grid = Grid(QRect(0, 0, 1, 1))
@@ -141,10 +140,21 @@ def mouseMoveEvent(self, event):
                     rect = change_rect(self.rect(),
                                        self.handle_selected,
                                        event.pos())
-                    rect = QRectF(grid.snap(rect.toRect().topLeft(), floor),
-                                  grid.snap(rect.toRect().bottomRight(), ceil))
-                    rect = QRect(QPoint(ceil(rect.topLeft().x()),ceil(rect.topLeft().y())),
-                                 QPoint(floor(rect.bottomRight().x()),floor(rect.bottomRight().y())))
+
+                    round_tl = round
+                    round_br = round
+                    if self.rect_type == ImageMarking.EXCLUDE:
+                        round_tl = floor
+                        round_br = ceil
+                    elif self.rect_type == ImageMarking.INCLUDE:
+                        round_tl = ceil
+                        round_br = floor
+                    rect = QRectF(grid.snap(rect.toRect().topLeft(), round_tl),
+                                  grid.snap(rect.toRect().bottomRight(), round_br))
+                    rect = QRect(QPoint(round_br(rect.topLeft().x()),
+                                        round_br(rect.topLeft().y())),
+                                 QPoint(round_tl(rect.bottomRight().x()),
+                                        round_tl(rect.bottomRight().y())))
             else:
                 pos_quantized = event.pos().toPoint()
                 rect = change_rect(self.rect().toRect(),

From 30d9fa8905a8249476056dce6821be56a60805f6 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Mon, 17 Mar 2025 23:42:37 +0100
Subject: [PATCH 40/82] Insertion mode even when not focused on the image view

---
 taggui/widgets/image_viewer.py | 12 +++++++++---
 1 file changed, 9 insertions(+), 3 deletions(-)

diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index eba6271b..70eb1e90 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -181,6 +181,9 @@ def mouseReleaseEvent(self, event):
         self.move(False)
         self.image_view.image_viewer.marking_changed(self)
         self.setZValue(2)
+        if ((event.modifiers() & Qt.KeyboardModifier.ControlModifier) ==
+                Qt.KeyboardModifier.ControlModifier):
+            self.image_view.set_insertion_mode(True)
         super().mouseReleaseEvent(event)
 
     def paint(self, painter, option, widget=None):
@@ -506,6 +509,12 @@ def mouseMoveEvent(self, event: QMouseEvent):
         scene_pos = self.mapToScene(event.position().toPoint())
         items = self.scene().items(scene_pos)
         cursor = None
+        if ((event.modifiers() & Qt.KeyboardModifier.ControlModifier) ==
+                Qt.KeyboardModifier.ControlModifier and not self.insertion_mode):
+            self.set_insertion_mode(True)
+        elif ((event.modifiers() & Qt.KeyboardModifier.ControlModifier) !=
+                Qt.KeyboardModifier.ControlModifier and self.insertion_mode):
+            self.set_insertion_mode(False)
 
         if self.insertion_mode:
             cursor = Qt.CursorShape.CrossCursor
@@ -857,6 +866,3 @@ def delete_markings(self, items: list[MarkingItem] | None = None):
                 self.label_changed(False)
                 self.proxy_image_list_model.sourceModel().write_meta_to_disk(image)
             self.scene.removeItem(item)
-
-    def resizeEvent(self, event):
-        super().resizeEvent(event)

From 1e95af016e67f0aee1705027488d497975dbead2 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Wed, 19 Mar 2025 22:14:58 +0100
Subject: [PATCH 41/82] Show guiding lines for crop.

Also simplify code for hyperbola
---
 taggui/widgets/image_viewer.py | 66 +++++++++++++++++++++++-----------
 1 file changed, 45 insertions(+), 21 deletions(-)

diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index 70eb1e90..8298f4a9 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -1,4 +1,4 @@
-from math import ceil, floor
+from math import ceil, floor, sqrt
 from PySide6.QtCore import (QModelIndex, QPersistentModelIndex, QPoint, QPointF,
                             QRect, QRectF, QSize, Qt, Signal, Slot)
 from PySide6.QtGui import (QAction, QActionGroup, QCursor, QColor, QIcon,
@@ -16,6 +16,9 @@
 from utils.rect import (change_rect, change_rect_to_match_size,
                         flip_rect_position, get_rect_position, RectPosition)
 
+# The (inverse) golden ratio for showing hints during cropping
+golden_ratio = 2 / (1 + sqrt(5))
+
 # Grid for alignment to latent space
 grid = Grid(QRect(0, 0, 1, 1))
 
@@ -50,6 +53,10 @@ class MarkingItem(QGraphicsRectItem):
     # Static link to the single ImageGraphicsView in this application
     image_view = None
     show_marking_latent = True
+    handle_selected = None
+    mouse_press_pos = None
+    mouse_press_rect = None
+    show_crop_hint = True
 
     def __init__(self, rect: QRect, rect_type: ImageMarking,
                  parent = None):
@@ -59,9 +66,6 @@ def __init__(self, rect: QRect, rect_type: ImageMarking,
         self.rect_type = rect_type
         self.label: MarkingLabel | None = None
         self.color = marking_colors[rect_type]
-        self.handle_selected = None
-        self.mouse_press_pos = None
-        self.mouse_press_rect = None
         self.setZValue(2)
         if rect_type in [ImageMarking.INCLUDE, ImageMarking.EXCLUDE]:
             self.area = QGraphicsRectItem(self)
@@ -94,6 +98,7 @@ def handleAt(self, point: QPointF) -> RectPosition:
                                  point.y() > self.rect().bottom() - handle_space)
 
     def mousePressEvent(self, event):
+        self.show_crop_hint = (event.modifiers() & Qt.KeyboardModifier.AltModifier) != Qt.KeyboardModifier.AltModifier
         self.handle_selected = self.handleAt(event.pos())
         if (event.button() == Qt.MouseButton.LeftButton and
             self.handle_selected != RectPosition.NONE):
@@ -108,6 +113,7 @@ def mousePressEvent(self, event):
 
     def mouseMoveEvent(self, event):
         if self.handle_selected:
+            self.show_crop_hint = (event.modifiers() & Qt.KeyboardModifier.AltModifier) != Qt.KeyboardModifier.AltModifier
             if ((event.modifiers() & Qt.KeyboardModifier.ShiftModifier) ==
                 Qt.KeyboardModifier.ShiftModifier):
                 if self.rect_type == ImageMarking.CROP:
@@ -188,6 +194,29 @@ def mouseReleaseEvent(self, event):
 
     def paint(self, painter, option, widget=None):
         if self.rect_type == ImageMarking.CROP:
+            if (self.show_crop_hint and  self.handle_selected and
+                    self.handle_selected != RectPosition.NONE):
+                hint_line_crossings = [
+                    self.rect().center(),
+                    self.rect().topLeft() + QPointF(self.rect().width()*golden_ratio,
+                                                    self.rect().height()*golden_ratio),
+                    self.rect().bottomRight() - QPointF(self.rect().width()*golden_ratio,
+                                                        self.rect().height()*golden_ratio),
+                    self.rect().topLeft() + QPointF(self.rect().width()/3,
+                                                    self.rect().height()/3),
+                    self.rect().bottomRight() - QPointF(self.rect().width()/3,
+                                                        self.rect().height()/3)]
+                lint_line_style = [Qt.SolidLine, Qt.DotLine, Qt.DotLine, Qt.DashLine, Qt.DashLine]
+                for crossing, style in zip(hint_line_crossings, lint_line_style):
+                    path = QPainterPath()
+                    path.moveTo(self.rect().x(), crossing.y())
+                    path.lineTo(self.rect().right(), crossing.y())
+                    path.moveTo(crossing.x(), self.rect().y())
+                    path.lineTo(crossing.x(), self.rect().bottom())
+                    painter.setPen(QPen(QColor(255, 255, 255, 127), 3 / self.zoom_factor))
+                    painter.drawPath(path)
+                    painter.setPen(QPen(QColor(0, 0, 0), 1 / self.zoom_factor, style))
+                    painter.drawPath(path)
             painter.setPen(Qt.NoPen)
             painter.setBrush(QColor(255, 0, 0, 127))
             path = QPainterPath()
@@ -356,23 +385,18 @@ def add_line_limit_lr(self, y: float, td: int):
     def add_hyperbola_limit(self, pos: QPointF, lr: int, td: int):
         target_area = settings.value('export_resolution', type=int)**2
         res_size = max(settings.value('export_bucket_res_size', type=int), 1)
-        dx = res_size
-        first = QPointF(pos.x() + lr * dx, pos.y() + td * target_area / dx)
-        while dx * res_size <= target_area:
-            p = QPointF(pos.x() + lr * dx, pos.y() + td * target_area / dx)
-            dx = dx + 50
-            # add all points above the parent as well as one before and one after
-            if self.parentItem().contains(p):
-                if first:
-                    self.path.moveTo(first)
-                    first = None
-                self.path.lineTo(p)
-            else:
-                if first:
-                    first = p
-                else:
-                    self.path.lineTo(p)
-                    break
+        if td < 0:
+            distance_x = target_area / (pos.y() - self._boundingRect.y())
+        else:
+            distance_x = target_area / (self._boundingRect.bottom() - pos.y())
+        x = self._boundingRect.x() if lr < 0 else pos.x() + distance_x
+        end_x = pos.x() - distance_x if lr < 0 else self._boundingRect.right()
+        first = True
+        while x < end_x + 50:
+            p = QPointF(x, pos.y() + td * target_area / (lr * (x - pos.x())))
+            self.path.moveTo(p) if first else self.path.lineTo(p)
+            first = False
+            x += 50
 
         for ar in target_dimension.get_preferred_sizes():
             s = max(res_size / ar[0], res_size / ar[1])

From e5b951f7d6f8620bb16b5d3e9f4f10345aac54e1 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Fri, 21 Mar 2025 01:05:44 +0100
Subject: [PATCH 42/82] Fix adding of markings.

---
 taggui/utils/rect.py           |  13 ++-
 taggui/widgets/image_viewer.py | 160 +++++++++++++++++----------------
 2 files changed, 96 insertions(+), 77 deletions(-)

diff --git a/taggui/utils/rect.py b/taggui/utils/rect.py
index 4d01a402..341a8d52 100644
--- a/taggui/utils/rect.py
+++ b/taggui/utils/rect.py
@@ -1,7 +1,7 @@
 from enum import Enum
 from math import floor, ceil
 
-from PySide6.QtCore import QPoint, QRect, QSize, QPointF, QRectF
+from PySide6.QtCore import QPoint, QRect, QSize, QPointF, QRectF, Qt
 
 
 class RectPosition(str, Enum):
@@ -15,6 +15,17 @@ class RectPosition(str, Enum):
     LEFT = 'left'
     NONE = 'none'
 
+def map_rect_position_to_cursor(handle: RectPosition) -> Qt.CursorShape | None:
+    if handle == RectPosition.TL or handle == RectPosition.BR:
+        return Qt.CursorShape.SizeFDiagCursor
+    elif handle == RectPosition.TR or handle == RectPosition.BL:
+        return Qt.CursorShape.SizeBDiagCursor
+    elif handle == RectPosition.TOP or handle == RectPosition.BOTTOM:
+        return Qt.CursorShape.SizeVerCursor
+    elif handle == RectPosition.LEFT or handle == RectPosition.RIGHT:
+        return Qt.CursorShape.SizeHorCursor
+    return None
+
 def get_rect_position(left: bool, right: bool, top: bool, bottom: bool) -> RectPosition:
    if top:
        if left:
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index 8298f4a9..4078b01c 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -14,7 +14,8 @@
 import utils.target_dimension as target_dimension
 from utils.grid import Grid
 from utils.rect import (change_rect, change_rect_to_match_size,
-                        flip_rect_position, get_rect_position, RectPosition)
+                        flip_rect_position, get_rect_position,
+                        map_rect_position_to_cursor, RectPosition)
 
 # The (inverse) golden ratio for showing hints during cropping
 golden_ratio = 2 / (1 + sqrt(5))
@@ -44,25 +45,22 @@ def calculate_grid(content: QRect):
 class MarkingItem(QGraphicsRectItem):
     # the halved size of the pen in local coordinates to make sure it stays the
     # same during zooming
-    pen_half_width = 1.0
+    pen_half_width: float = 1.0
     # the minimal size of the active area in scene coordinates
-    handle_half_size = 5
-    zoom_factor = 1.0
+    handle_half_size: int = 5
+    zoom_factor: float = 1.0
     # The size of the image this rect belongs to
-    image_size = QRect(0, 0, 1, 1)
+    image_size: QRect = QRect(0, 0, 1, 1)
     # Static link to the single ImageGraphicsView in this application
-    image_view = None
-    show_marking_latent = True
-    handle_selected = None
-    mouse_press_pos = None
-    mouse_press_rect = None
-    show_crop_hint = True
-
-    def __init__(self, rect: QRect, rect_type: ImageMarking,
+    image_view: bool = None
+    show_marking_latent: bool = True
+    handle_selected: RectPosition = RectPosition.NONE
+    show_crop_hint: bool = True
+
+    def __init__(self, rect: QRect, rect_type: ImageMarking, interactive: bool,
                  parent = None):
         super().__init__(rect.toRectF(), parent)
         self.setFlag(QGraphicsItem.ItemIsSelectable, True)
-        self.setFlag(QGraphicsItem.ItemSendsScenePositionChanges, True)
         self.rect_type = rect_type
         self.label: MarkingLabel | None = None
         self.color = marking_colors[rect_type]
@@ -77,11 +75,13 @@ def __init__(self, rect: QRect, rect_type: ImageMarking,
             self.area.setBrush(area_color)
             self.area.setPen(Qt.NoPen)
             self.move(False)
+        if interactive:
+            MarkingItem.handle_selected = RectPosition.BR
 
     def move(self, is_in_move):
         if self.rect_type == ImageMarking.CROP:
             if not is_in_move:
-                self.image_view.image_viewer.hud_item.setValues(self.rect(), self.handle_selected)
+                self.image_view.image_viewer.hud_item.setValues(self.rect(), MarkingItem.handle_selected)
         elif self.rect_type == ImageMarking.INCLUDE:
             self.area.setRect(QRectF(grid.snap(self.rect().toRect().topLeft(), ceil),
                                      grid.snap(self.rect().toRect().adjusted(0,0,1,1).bottomRight(), floor)))
@@ -98,28 +98,28 @@ def handleAt(self, point: QPointF) -> RectPosition:
                                  point.y() > self.rect().bottom() - handle_space)
 
     def mousePressEvent(self, event):
-        self.show_crop_hint = (event.modifiers() & Qt.KeyboardModifier.AltModifier) != Qt.KeyboardModifier.AltModifier
-        self.handle_selected = self.handleAt(event.pos())
+        self.show_crop_hint = ((event.modifiers() & Qt.KeyboardModifier.AltModifier) !=
+                               Qt.KeyboardModifier.AltModifier)
+        MarkingItem.handle_selected = self.handleAt(event.pos())
         if (event.button() == Qt.MouseButton.LeftButton and
-            self.handle_selected != RectPosition.NONE):
+            MarkingItem.handle_selected != RectPosition.NONE):
             self.image_view.image_viewer.proxy_image_index.model().sourceModel().add_to_undo_stack(
                 action_name=f'Change marking geometry', should_ask_for_confirmation=False)
-            self.mouse_press_pos = event.pos()
-            self.mouse_press_rect = self.rect()
             self.setZValue(4)
             self.move(False)
         else:
             event.ignore()
 
     def mouseMoveEvent(self, event):
-        if self.handle_selected:
-            self.show_crop_hint = (event.modifiers() & Qt.KeyboardModifier.AltModifier) != Qt.KeyboardModifier.AltModifier
+        if MarkingItem.handle_selected != RectPosition.NONE:
+            self.show_crop_hint = ((event.modifiers() & Qt.KeyboardModifier.AltModifier) !=
+                                   Qt.KeyboardModifier.AltModifier)
             if ((event.modifiers() & Qt.KeyboardModifier.ShiftModifier) ==
                 Qt.KeyboardModifier.ShiftModifier):
                 if self.rect_type == ImageMarking.CROP:
                     pos_quantized = event.pos().toPoint()
                     rect_pre = change_rect(self.rect().toRect(),
-                                           self.handle_selected,
+                                           MarkingItem.handle_selected,
                                            pos_quantized)
                     target = target_dimension.get(rect_pre.size())
                     if rect_pre.height() * target.width() / rect_pre.width() < target.height(): # too wide
@@ -140,11 +140,11 @@ def mouseMoveEvent(self, event):
                     else:
                         target_size = target_size1
                     rect = change_rect_to_match_size(self.rect().toRect(),
-                                                     self.handle_selected,
+                                                     MarkingItem.handle_selected,
                                                      target_size)
                 else:
                     rect = change_rect(self.rect(),
-                                       self.handle_selected,
+                                       MarkingItem.handle_selected,
                                        event.pos())
 
                     round_tl = round
@@ -164,12 +164,12 @@ def mouseMoveEvent(self, event):
             else:
                 pos_quantized = event.pos().toPoint()
                 rect = change_rect(self.rect().toRect(),
-                                   self.handle_selected,
+                                   MarkingItem.handle_selected,
                                    pos_quantized)
 
-            self.handle_selected = flip_rect_position(self.handle_selected,
-                                                      rect.width() < 0,
-                                                      rect.height() < 0)
+            MarkingItem.handle_selected = flip_rect_position(self.handle_selected,
+                                                             rect.width() < 0,
+                                                             rect.height() < 0)
 
             if rect.width() == 0 or rect.height() == 0:
                 self.setRect(rect)
@@ -182,20 +182,19 @@ def mouseMoveEvent(self, event):
         super().mouseMoveEvent(event)
 
     def mouseReleaseEvent(self, event):
-        if self.handle_selected:
-            self.handle_selected = RectPosition.NONE
+        MarkingItem.handle_selected = RectPosition.NONE
         self.move(False)
         self.image_view.image_viewer.marking_changed(self)
         self.setZValue(2)
         if ((event.modifiers() & Qt.KeyboardModifier.ControlModifier) ==
                 Qt.KeyboardModifier.ControlModifier):
-            self.image_view.set_insertion_mode(True)
+            self.image_view.set_insertion_mode(self.rect_type)
+        self.ungrabMouse()
         super().mouseReleaseEvent(event)
 
     def paint(self, painter, option, widget=None):
         if self.rect_type == ImageMarking.CROP:
-            if (self.show_crop_hint and  self.handle_selected and
-                    self.handle_selected != RectPosition.NONE):
+            if self.show_crop_hint and MarkingItem.handle_selected != RectPosition.NONE:
                 hint_line_crossings = [
                     self.rect().center(),
                     self.rect().topLeft() + QPointF(self.rect().width()*golden_ratio,
@@ -439,7 +438,7 @@ def showContextMenu(self, pos):
         item = self.scene().itemAt(scene_pos, self.transform())
         if isinstance(item, MarkingLabel):
             item = item.parentItem().parentItem()
-        if isinstance(item, MarkingItem) and item.handle_selected != RectPosition.NONE:
+        if isinstance(item, MarkingItem) and MarkingItem.handle_selected != RectPosition.NONE:
             menu = QMenu()
             if item.rect_type != ImageMarking.NONE:
                 if item.rect_type != ImageMarking.CROP:
@@ -477,17 +476,20 @@ def clear_scene(self):
         self.vertical_line = None
         self.scene().clear()
 
-    def set_insertion_mode(self, mode):
-        self.insertion_mode = mode
-        if mode:
-            self.setDragMode(QGraphicsView.DragMode.NoDrag)
-            self.horizontal_line = QGraphicsLineItem()
-            self.horizontal_line.setZValue(5)
-            self.vertical_line = QGraphicsLineItem()
-            self.vertical_line.setZValue(5)
-            self.scene().addItem(self.horizontal_line)
-            self.scene().addItem(self.vertical_line)
-            self.update_lines_pos()
+    def set_insertion_mode(self, marking: ImageMarking):
+        old_insertion_mode = self.insertion_mode
+        self.insertion_mode = marking != ImageMarking.NONE
+        if self.insertion_mode:
+            if not old_insertion_mode:
+                self.setDragMode(QGraphicsView.DragMode.NoDrag)
+                self.horizontal_line = QGraphicsLineItem()
+                self.horizontal_line.setZValue(5)
+                self.vertical_line = QGraphicsLineItem()
+                self.vertical_line.setZValue(5)
+                self.scene().addItem(self.horizontal_line)
+                self.scene().addItem(self.vertical_line)
+                self.update_lines_pos()
+            self.image_viewer.marking.emit(marking)
         else:
             self.setDragMode(QGraphicsView.DragMode.ScrollHandDrag)
             if self.horizontal_line:
@@ -495,6 +497,7 @@ def set_insertion_mode(self, mode):
                 self.horizontal_line = None
                 self.scene().removeItem(self.vertical_line)
                 self.vertical_line = None
+            self.image_viewer.marking.emit(ImageMarking.NONE)
 
     def update_lines_pos(self):
         """Show the hint lines at the position self.last_pos.
@@ -523,39 +526,28 @@ def mousePressEvent(self, event: QMouseEvent):
                 action_name=f'Add {rect_type.value}', should_ask_for_confirmation=False)
 
             self.image_viewer.add_rectangle(QRect(self.last_pos, QSize(0, 0)),
-                                            rect_type)
-            self.set_insertion_mode(False)
-            super().mousePressEvent(event)
-        else:
-            super().mousePressEvent(event)
+                                            rect_type, interactive=True)
+            self.set_insertion_mode(ImageMarking.NONE)
+            self.setDragMode(QGraphicsView.DragMode.NoDrag)
+            return
+        super().mousePressEvent(event)
 
     def mouseMoveEvent(self, event: QMouseEvent):
         scene_pos = self.mapToScene(event.position().toPoint())
         items = self.scene().items(scene_pos)
         cursor = None
-        if ((event.modifiers() & Qt.KeyboardModifier.ControlModifier) ==
-                Qt.KeyboardModifier.ControlModifier and not self.insertion_mode):
-            self.set_insertion_mode(True)
-        elif ((event.modifiers() & Qt.KeyboardModifier.ControlModifier) !=
-                Qt.KeyboardModifier.ControlModifier and self.insertion_mode):
-            self.set_insertion_mode(False)
 
         if self.insertion_mode:
             cursor = Qt.CursorShape.CrossCursor
+        elif MarkingItem.handle_selected != RectPosition.NONE:
+            cursor = map_rect_position_to_cursor(MarkingItem.handle_selected)
         else:
             for item in items:
                 if isinstance(item, MarkingItem):
                     handle = item.handleAt(scene_pos)
                     if handle == RectPosition.NONE:
                         continue
-                    elif handle == RectPosition.TL or handle == RectPosition.BR:
-                        cursor = Qt.CursorShape.SizeFDiagCursor
-                    elif handle == RectPosition.TR or handle == RectPosition.BL:
-                        cursor = Qt.CursorShape.SizeBDiagCursor
-                    elif handle == RectPosition.TOP or handle == RectPosition.BOTTOM:
-                        cursor = Qt.CursorShape.SizeVerCursor
-                    elif handle == RectPosition.LEFT or handle == RectPosition.RIGHT:
-                        cursor = Qt.CursorShape.SizeHorCursor
+                    cursor = map_rect_position_to_cursor(handle)
                     break
         if cursor is None:
             self.setDragMode(QGraphicsView.DragMode.ScrollHandDrag)
@@ -575,19 +567,32 @@ def mouseMoveEvent(self, event: QMouseEvent):
             super().mouseMoveEvent(event)
 
     def keyPressEvent(self, event):
-        if event.key() == Qt.Key.Key_Control:
-            self.set_insertion_mode(True)
-        elif event.key() == Qt.Key.Key_Delete:
+        if event.key() == Qt.Key.Key_Delete:
             edited_item = self.scene().focusItem()
             if not (isinstance(edited_item, MarkingLabel) and
                 edited_item.textInteractionFlags() == Qt.TextEditorInteraction):
                 # Delete marking only when not editing the label
                 self.image_viewer.delete_markings()
+        else:
+            if ((event.modifiers() & Qt.KeyboardModifier.ControlModifier) ==
+                    Qt.KeyboardModifier.ControlModifier):
+                if ((event.modifiers() & Qt.KeyboardModifier.AltModifier) ==
+                        Qt.KeyboardModifier.AltModifier):
+                    self.set_insertion_mode(ImageMarking.EXCLUDE)
+                else:
+                    self.set_insertion_mode(ImageMarking.HINT)
         super().keyPressEvent(event)
 
     def keyReleaseEvent(self, event):
-        if event.key() == Qt.Key.Key_Control:
-            self.set_insertion_mode(False)
+        if ((event.modifiers() & Qt.KeyboardModifier.ControlModifier) ==
+                Qt.KeyboardModifier.ControlModifier):
+            if ((event.modifiers() & Qt.KeyboardModifier.AltModifier) ==
+                    Qt.KeyboardModifier.AltModifier):
+                self.set_insertion_mode(ImageMarking.EXCLUDE)
+            else:
+                self.set_insertion_mode(ImageMarking.HINT)
+        else:
+            self.set_insertion_mode(ImageMarking.NONE)
         super().keyReleaseEvent(event)
 
     def resizeEvent(self, event):
@@ -660,11 +665,12 @@ def load_image(self, proxy_image_index: QModelIndex, is_complete = True):
         self.marking.emit(ImageMarking.NONE)
         self.accept_crop_addition.emit(image.crop is None)
         if image.crop is not None:
-            self.add_rectangle(image.crop, ImageMarking.CROP)
+            self.add_rectangle(image.crop, ImageMarking.CROP, interactive=False)
         else:
             calculate_grid(MarkingItem.image_size)
         for marking in image.markings:
-            self.add_rectangle(marking.rect, marking.type, name=marking.label)
+            self.add_rectangle(marking.rect, marking.type, interactive=False,
+                               name=marking.label)
 
     @Slot()
     def setting_change(self, key, value):
@@ -728,7 +734,7 @@ def zoom_emit(self):
     @Slot(ImageMarking)
     def add_marking(self, marking: ImageMarking):
         self.marking_to_add = marking
-        self.view.set_insertion_mode(marking != ImageMarking.NONE)
+        self.view.set_insertion_mode(marking)
 
     @Slot()
     def change_marking(self, items: list[MarkingItem] | None = None,
@@ -787,9 +793,9 @@ def wheelEvent(self, event):
         self.view.translate(delta.x(), delta.y())
 
     def add_rectangle(self, rect: QRect, rect_type: ImageMarking,
-                      size: QSize = None, name: str = ''):
+                      interactive: bool, size: QSize = None, name: str = ''):
         self.marking_to_add = ImageMarking.NONE
-        marking_item = MarkingItem(rect, rect_type, size)
+        marking_item = MarkingItem(rect, rect_type, interactive, size)
         marking_item.setVisible(self.show_marking_state)
         if rect_type == ImageMarking.CROP:
             self.crop_marking = marking_item
@@ -814,7 +820,9 @@ def add_rectangle(self, rect: QRect, rect_type: ImageMarking,
             marking_item.adjust_layout()
         self.scene.addItem(marking_item)
         self.marking_items.append(marking_item)
-        self.marking.emit(ImageMarking.NONE)
+        if interactive:
+            self.scene.clearSelection()
+            marking_item.grabMouse()
         if rect_type == ImageMarking.CROP:
             self.accept_crop_addition.emit(False)
 

From da0dd2bbf51a283d007fdcaf8f968e057c4a7d34 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sat, 22 Mar 2025 13:16:35 +0100
Subject: [PATCH 43/82] Show current crop information as image list overlay.

Also bug fixing.
---
 taggui/dialogs/export_dialog.py         | 20 ++----
 taggui/models/image_list_model.py       |  4 +-
 taggui/models/proxy_image_list_model.py |  4 +-
 taggui/utils/grid.py                    |  9 ++-
 taggui/utils/target_dimension.py        | 45 +++++++++----
 taggui/widgets/image_list.py            | 57 ++++++++++++++++-
 taggui/widgets/image_viewer.py          | 85 +++++++++++++++----------
 taggui/widgets/main_window.py           |  1 +
 8 files changed, 154 insertions(+), 71 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 88322633..14a10a04 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -381,21 +381,12 @@ def show_statistics(self):
         resolution = settings.value('export_resolution', type=int)
         bucket_res = settings.value('export_bucket_res_size', type=int)
 
-        # notable aspect ratios
-        aspect_ratios = [
-            (1, 1, 1),
-            (2, 1, 2/1),
-            (3, 2, 3/2),
-            (4, 3, 4/3),
-            (16, 9, 16/9),
-            (21, 9, 21/9),
-        ]
-        aspect_ratios = target_dimension.prepare(aspect_ratios)
+        aspect_ratios = target_dimension.prepare()
 
         image_list = self.get_image_list()
         image_dimensions = defaultdict(int)
         for this_image in image_list:
-            if this_image.crop != None:
+            if this_image.crop is not None:
                 this_image.target_dimension = target_dimension.get(
                     this_image.crop.size())
             else:
@@ -417,11 +408,8 @@ def show_statistics(self):
             aspect_ratio = width / height
             rowPosition = self.statistics_table.rowCount()
             notable_aspect_ratio = ''
-            for ar in aspect_ratios:
-                if abs(ar[2] - aspect_ratio) < 1e-3:
-                    notable_aspect_ratio = f" ({ar[0]}:{ar[1]})"
-                elif abs(1/ar[2] - aspect_ratio) < 1e-3:
-                    notable_aspect_ratio = f" ({ar[1]}:{ar[0]})"
+            ar = target_dimension.get_noteable_aspect_ratio(aspect_ratio)
+            notable_aspect_ratio = f' ({ar[0]}:{ar[1]})' if ar is not None else ''
             utilization = (width * height)**0.5 / resolution if resolution > 0 else 1
 
             self.statistics_table.insertRow(rowPosition)
diff --git a/taggui/models/image_list_model.py b/taggui/models/image_list_model.py
index 831b98d3..54b397b9 100644
--- a/taggui/models/image_list_model.py
+++ b/taggui/models/image_list_model.py
@@ -102,14 +102,14 @@ def data(self, index, role=None) -> Image | str | QIcon | QSize:
         if role == Qt.ItemDataRole.SizeHintRole:
             if image.thumbnail:
                 return image.thumbnail.availableSizes()[0]
-            dimensions = image.dimensions
+            dimensions = image.crop.size().toTuple() if image.crop else image.dimensions
             if not dimensions:
                 return QSize(self.image_list_image_width,
                              self.image_list_image_width)
             width, height = dimensions
             # Scale the dimensions to the image width.
             return QSize(self.image_list_image_width,
-                         int(self.image_list_image_width * height / width))
+                         int(self.image_list_image_width * min(height / width, 3)))
         if role == Qt.ItemDataRole.ToolTipRole:
             path = image.path.relative_to(settings.value('directory_path', type=str))
             dimensions = f'{image.dimensions[0]}:{image.dimensions[1]}'
diff --git a/taggui/models/proxy_image_list_model.py b/taggui/models/proxy_image_list_model.py
index 0961b424..6039c422 100644
--- a/taggui/models/proxy_image_list_model.py
+++ b/taggui/models/proxy_image_list_model.py
@@ -51,8 +51,8 @@ def does_image_match_filter(self, image: Image,
                 if image.target_dimension == None:
                     image.target_dimension = target_dimension.get(image.dimensions)
                 return (len(dimension) == 2
-                        and dimension[0] == str(image.target_dimension[0])
-                        and dimension[1] == str(image.target_dimension[1]))
+                        and dimension[0] == str(image.target_dimension.width())
+                        and dimension[1] == str(image.target_dimension.height()))
         if filter_[1] == 'AND':
             return (self.does_image_match_filter(image, filter_[0])
                     and self.does_image_match_filter(image, filter_[2:]))
diff --git a/taggui/utils/grid.py b/taggui/utils/grid.py
index 7273251b..b9ae2b01 100644
--- a/taggui/utils/grid.py
+++ b/taggui/utils/grid.py
@@ -20,6 +20,7 @@ def __init__(self, screen: QRect):
         self.target: QSize
         self.scale_x: float
         self.scale_y: float
+        self.aspect_ratio: tuple[int, int, float] | None
 
         self.update(screen)
 
@@ -39,14 +40,15 @@ def update(self, screen: QRect | None = None):
 
         vis_size = self.screen.size()
         self.target = target_dimension.get(vis_size)
+        aspect_ratio = self.target.width() / self.target.height()
 
         if (bucket_strategy == BucketStrategy.CROP or
             bucket_strategy == BucketStrategy.CROP_SCALE):
             if (self.screen.height() * self.target.width()
                 < self.target.height() * self.screen.width()): # too wide
-                vis_size.setWidth(floor(self.screen.height() * self.target.width() / self.target.height()))
+                vis_size.setWidth(floor(self.screen.height() * aspect_ratio))
             else:
-                vis_size.setHeight(floor(self.screen.width() * self.target.height() / self.target.width()))
+                vis_size.setHeight(floor(self.screen.width() / aspect_ratio))
         if bucket_strategy == BucketStrategy.CROP_SCALE:
                 vis_size.setWidth(floor((self.screen.width() + vis_size.width())/2))
                 vis_size.setHeight(floor((self.screen.height() + vis_size.height())/2))
@@ -60,6 +62,9 @@ def update(self, screen: QRect | None = None):
         self.scale_x = self.target.width() / self.visible.width()
         self.scale_y = self.target.height() / self.visible.height()
 
+        self.aspect_ratio = target_dimension.get_noteable_aspect_ratio(
+            self.target.width(), self.target.height())
+
     def is_visible_equal_screen_size(self) -> bool:
         return self.screen.size() == self.visible
 
diff --git a/taggui/utils/target_dimension.py b/taggui/utils/target_dimension.py
index fe2487a1..b2c0f3ad 100644
--- a/taggui/utils/target_dimension.py
+++ b/taggui/utils/target_dimension.py
@@ -1,3 +1,4 @@
+import sys
 from math import floor, sqrt
 import re
 
@@ -7,6 +8,15 @@
 
 # singleton data store
 _preferred_sizes : list[QSize] = []
+notable_aspect_ratios = [
+    (1, 1, 1),
+    (2, 1, 2/1),
+    (3, 2, 3/2),
+    (4, 3, 4/3),
+    (16, 9, 16/9),
+    (21, 9, 21/9),
+]
+aspect_ratios = notable_aspect_ratios
 
 settings.change.connect(lambda: _preferred_sizes.clear())
 
@@ -17,22 +27,19 @@ def get_preferred_sizes():
     return _preferred_sizes
 
 
-def prepare(aspect_ratios : list[tuple[int, int, float]] | None = None) -> list[tuple[int, int, float]] | None:
+def prepare() -> list[tuple[int, int, float]] | None:
     """
     Prepare by parsing the user supplied preferred sizes.
 
-    Parameters
-    ----------
-    aspect_ratios : list(tuple[int, int, int]) | None
-        A list of typical aspect ratios to take care of
-
     Return
     ------
         The same list of aspect ratios (when supplied) but extrended by the real
         aspect ratios of the preferred sizes.
     """
     global _preferred_sizes
+    global aspect_ratios
     _preferred_sizes = []
+    aspect_ratios = notable_aspect_ratios
     for res_str in re.split(r'\s*,\s*', settings.value('export_preferred_sizes') or ''):
         try:
             if res_str == '':
@@ -43,14 +50,18 @@ def prepare(aspect_ratios : list[tuple[int, int, float]] | None = None) -> list[
             _preferred_sizes.append((width, height))
             if not width == height:
                 _preferred_sizes.append((height, width))
-            if aspect_ratios != None:
+            if aspect_ratios is not None:
                 # add exact aspect ratio of the preferred size to label it
                 # similar to the perfect one
                 aspect_ratio = width / height
                 for ar in aspect_ratios:
-                    if abs(ar[2] - aspect_ratio) < 0.15:
+                    ar_delta = abs(ar[2] - aspect_ratio)
+                    if ar_delta < 1e-4:
+                        # already included
+                        break
+                    if ar_delta < 0.15:
                         aspect_ratios.append((ar[0], ar[1], aspect_ratio))
-                    break
+                        break
         except ValueError:
             # Handle cases where the resolution string is not in the correct format
             print(f'Warning: Invalid resolution format: {res_str}. Skipping.',
@@ -88,8 +99,8 @@ def get(dimensions: QSize) -> QSize:
         return QSize((width // bucket_res)*bucket_res, (height // bucket_res)*bucket_res)
 
     if width < bucket_res or height < bucket_res:
-        # it doesn't make sense to use such a small image. But we shouldn't
-        # patronize the user
+        # It doesn't make sense to use such a small image.
+        # But we shouldn't patronize the user.
         return dimensions
 
     preferred_sizes_bonus = 0.4 # reduce the loss by this factor
@@ -162,3 +173,15 @@ def get(dimensions: QSize) -> QSize:
                 loss = test_loss
 
         return QSize(candidate_width, candidate_height)
+
+def get_noteable_aspect_ratio(width: float|int, height: float|int) -> tuple[int, int, bool] | None:
+    """Test whether the aspect_ratio is noteable and return it."""
+    aspect_ratio = width / height if height > 0 else 100
+    for ar in aspect_ratios:
+        if abs(ar[2] - aspect_ratio) < 1e-3:
+            return ar[0], ar[1], (width, height) in _preferred_sizes
+        elif abs(1/ar[2] - aspect_ratio) < 1e-3:
+            return ar[1], ar[0], (width, height) in _preferred_sizes
+    return None
+
+# notable aspect ratios
diff --git a/taggui/widgets/image_list.py b/taggui/widgets/image_list.py
index 74212549..594dd63f 100644
--- a/taggui/widgets/image_list.py
+++ b/taggui/widgets/image_list.py
@@ -6,12 +6,12 @@
 
 from PySide6.QtCore import (QFile, QItemSelection, QItemSelectionModel,
                             QItemSelectionRange, QModelIndex, QSize, QUrl, Qt,
-                            Signal, Slot)
-from PySide6.QtGui import QDesktopServices
+                            Signal, Slot, QPersistentModelIndex)
+from PySide6.QtGui import QDesktopServices, QColor
 from PySide6.QtWidgets import (QAbstractItemView, QApplication, QDockWidget,
                                QFileDialog, QHBoxLayout, QLabel, QLineEdit,
                                QListView, QMenu, QMessageBox, QVBoxLayout,
-                               QWidget)
+                               QWidget, QStyledItemDelegate)
 from pyparsing import (CaselessKeyword, CaselessLiteral, Group, OpAssoc,
                        ParseException, QuotedString, Suppress, Word,
                        infix_notation, nums, one_of, printables)
@@ -22,6 +22,8 @@
 from utils.settings_widgets import SettingsComboBox
 from utils.utils import get_confirmation_dialog_reply, pluralize
 
+from taggui.utils.grid import Grid
+
 
 def replace_filter_wildcards(filter_: str | list) -> str | list:
     """
@@ -97,6 +99,35 @@ class SelectionMode(str, Enum):
     TOGGLE = 'Toggle'
 
 
+class ImageDelegate(QStyledItemDelegate):
+    def __init__(self, parent=None):
+        super().__init__(parent)
+        self.labels = {}
+
+    def sizeHint(self, option, index):
+        return index.data(Qt.ItemDataRole.SizeHintRole)
+
+    def paint(self, painter, option, index):
+        super().paint(painter, option, index)
+        p_index = QPersistentModelIndex(index)
+        if p_index in self.labels:
+            label_text = self.labels[p_index]
+            painter.setBrush(QColor(255, 255, 255, 163))
+            painter.drawRect(option.rect)
+            painter.drawText(option.rect, label_text, Qt.AlignCenter)
+
+    def update_label(self, index: QModelIndex, label: str):
+        p_index = QPersistentModelIndex(index)
+        self.labels[p_index] = label
+        self.parent().update(p_index)
+
+    def remove_label(self, index: QPersistentModelIndex):
+        p_index = QPersistentModelIndex(index)
+        if p_index in self.labels:
+            del self.labels[p_index]
+            self.parent().update(index)
+
+
 class ImageListView(QListView):
     tags_paste_requested = Signal(list, list)
     directory_reload_requested = Signal()
@@ -107,6 +138,8 @@ def __init__(self, parent, proxy_image_list_model: ProxyImageListModel,
         self.proxy_image_list_model = proxy_image_list_model
         self.tag_separator = tag_separator
         self.setModel(proxy_image_list_model)
+        self.delegate = ImageDelegate(self)
+        self.setItemDelegate(self.delegate)
         self.setWordWrap(True)
         # If the actual height of the image is greater than 3 times the width,
         # the image will be scaled down to fit.
@@ -168,6 +201,24 @@ def __init__(self, parent, proxy_image_list_model: ProxyImageListModel,
     def contextMenuEvent(self, event):
         self.context_menu.exec_(event.globalPos())
 
+    @Slot(Grid)
+    def show_crop_size(self, grid):
+        for index in self.selectedIndexes():
+            image = index.data(Qt.ItemDataRole.UserRole)
+            if grid is None:
+                self.delegate.remove_label(index)
+            else:
+                crop_delta = grid.screen.size() - grid.visible.size()
+                crop_fit = max(crop_delta.width(), crop_delta.height())
+                crop_fit_text = f' (-{crop_fit})' if crop_fit > 0 else ''
+                label = f'image: {image.dimensions[0]}x{image.dimensions[1]}\n'\
+                        f'crop: {grid.screen.width()}x{grid.screen.height()}{crop_fit_text}\n'\
+                        f'target: {grid.target.width()}x{grid.target.height()}'
+                if grid.aspect_ratio is not None:
+                    label += '✅' if grid.aspect_ratio[2] else ''
+                    label += f'  {grid.aspect_ratio[0]}:{grid.aspect_ratio[1]}'
+                self.delegate.update_label(index, label)
+
     @Slot()
     def invert_selection(self):
         selected_proxy_rows = {index.row() for index in self.selectedIndexes()}
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index 4078b01c..e08009d9 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -1,7 +1,7 @@
 from math import ceil, floor, sqrt
 from PySide6.QtCore import (QModelIndex, QPersistentModelIndex, QPoint, QPointF,
                             QRect, QRectF, QSize, Qt, Signal, Slot)
-from PySide6.QtGui import (QAction, QActionGroup, QCursor, QColor, QIcon,
+from PySide6.QtGui import (QAction, QActionGroup, QColor, QIcon,
                            QPainter, QPainterPath, QPen, QPixmap, QTransform,
                            QMouseEvent)
 from PySide6.QtWidgets import (QGraphicsItem, QGraphicsLineItem,
@@ -194,7 +194,9 @@ def mouseReleaseEvent(self, event):
 
     def paint(self, painter, option, widget=None):
         if self.rect_type == ImageMarking.CROP:
-            if self.show_crop_hint and MarkingItem.handle_selected != RectPosition.NONE:
+            if (self.show_crop_hint and
+                MarkingItem.handle_selected != RectPosition.NONE and
+                self==self.scene().mouseGrabberItem()):
                 hint_line_crossings = [
                     self.rect().center(),
                     self.rect().topLeft() + QPointF(self.rect().width()*golden_ratio,
@@ -318,7 +320,8 @@ def __init__(self, boundingRect: QRect, parent=None):
         super().__init__(parent)
         self._boundingRect = boundingRect
         self.rect = QRectF(0, 0, 1, 1)
-        self.path = QPainterPath()
+        self.path_ar = QPainterPath()
+        self.path_size = QPainterPath()
         self.setCacheMode(QGraphicsItem.DeviceCoordinateCache)
         self.setZValue(3)
 
@@ -330,7 +333,8 @@ def setValues(self, rect: QRectF, pos: RectPosition):
         self.rect = rect
         self.setVisible(pos != RectPosition.NONE)
 
-        self.path = QPainterPath()
+        self.path_ar = QPainterPath()
+        self.path_size = QPainterPath()
 
         if pos == RectPosition.TL:
             self.add_hyperbola_limit(self.rect.bottomRight(), -1, -1)
@@ -354,32 +358,32 @@ def setValues(self, rect: QRectF, pos: RectPosition):
     def add_line_limit_td(self, x: float, lr: int):
         width = settings.value('export_resolution', type=int)**2 / self.rect.height()
         res_size = max(settings.value('export_bucket_res_size', type=int), 1)
-        self.path.moveTo(x + lr * width, self.rect.y()                     )
-        self.path.lineTo(x + lr * width, self.rect.y() + self.rect.height())
+        self.path_size.moveTo(x + lr * width, self.rect.y()                     )
+        self.path_size.lineTo(x + lr * width, self.rect.y() + self.rect.height())
 
         for ar in target_dimension.get_preferred_sizes():
             s = max(res_size / ar[0], res_size / ar[1])
             f = max(self._boundingRect.width() / ar[0],
                     self._boundingRect.height() / ar[1], 2)
-            self.path.moveTo(x + lr * ar[0] * s, self.rect.y()      + ar[1] * s)
-            self.path.lineTo(x + lr * ar[0] * f, self.rect.y()      + ar[1] * f)
-            self.path.moveTo(x + lr * ar[0] * s, self.rect.bottom() - ar[1] * s)
-            self.path.lineTo(x + lr * ar[0] * f, self.rect.bottom() - ar[1] * f)
+            self.path_ar.moveTo(x + lr * ar[0] * s, self.rect.y()      + ar[1] * s)
+            self.path_ar.lineTo(x + lr * ar[0] * f, self.rect.y()      + ar[1] * f)
+            self.path_ar.moveTo(x + lr * ar[0] * s, self.rect.bottom() - ar[1] * s)
+            self.path_ar.lineTo(x + lr * ar[0] * f, self.rect.bottom() - ar[1] * f)
 
     def add_line_limit_lr(self, y: float, td: int):
         height = settings.value('export_resolution', type=int)**2 / self.rect.width()
         res_size = max(settings.value('export_bucket_res_size', type=int), 1)
-        self.path.moveTo(self.rect.x(),                     y + td * height)
-        self.path.lineTo(self.rect.x() + self.rect.width(), y + td * height)
+        self.path_size.moveTo(self.rect.x(),                     y + td * height)
+        self.path_size.lineTo(self.rect.x() + self.rect.width(), y + td * height)
 
         for ar in target_dimension.get_preferred_sizes():
             s = max(res_size / ar[0], res_size / ar[1])
             f = max(self._boundingRect.width() / ar[0],
                     self._boundingRect.height() / ar[1], 2)
-            self.path.moveTo(self.rect.x()     + ar[0] * s, y + td * ar[1] * s)
-            self.path.lineTo(self.rect.x()     + ar[0] * f, y + td * ar[1] * f)
-            self.path.moveTo(self.rect.right() - ar[0] * s, y + td * ar[1] * s)
-            self.path.lineTo(self.rect.right() - ar[0] * f, y + td * ar[1] * f)
+            self.path_ar.moveTo(self.rect.x()     + ar[0] * s, y + td * ar[1] * s)
+            self.path_ar.lineTo(self.rect.x()     + ar[0] * f, y + td * ar[1] * f)
+            self.path_ar.moveTo(self.rect.right() - ar[0] * s, y + td * ar[1] * s)
+            self.path_ar.lineTo(self.rect.right() - ar[0] * f, y + td * ar[1] * f)
 
     def add_hyperbola_limit(self, pos: QPointF, lr: int, td: int):
         target_area = settings.value('export_resolution', type=int)**2
@@ -393,7 +397,7 @@ def add_hyperbola_limit(self, pos: QPointF, lr: int, td: int):
         first = True
         while x < end_x + 50:
             p = QPointF(x, pos.y() + td * target_area / (lr * (x - pos.x())))
-            self.path.moveTo(p) if first else self.path.lineTo(p)
+            self.path_size.moveTo(p) if first else self.path_size.lineTo(p)
             first = False
             x += 50
 
@@ -401,8 +405,8 @@ def add_hyperbola_limit(self, pos: QPointF, lr: int, td: int):
             s = max(res_size / ar[0], res_size / ar[1])
             f = max(self._boundingRect.width() / ar[0],
                     self._boundingRect.height() / ar[1], 2)
-            self.path.moveTo(pos.x() + lr * ar[0] * s, pos.y() + td * ar[1] * s)
-            self.path.lineTo(pos.x() + lr * ar[0] * f, pos.y() + td * ar[1] * f)
+            self.path_ar.moveTo(pos.x() + lr * ar[0] * s, pos.y() + td * ar[1] * s)
+            self.path_ar.lineTo(pos.x() + lr * ar[0] * f, pos.y() + td * ar[1] * f)
 
     def boundingRect(self):
         return self._boundingRect
@@ -413,10 +417,14 @@ def paint(self, painter, option, widget=None):
         painter.setClipPath(clip_path)
         pen = QPen(QColor(255, 255, 255, 127), 3 / self.zoom_factor)
         painter.setPen(pen)
-        painter.drawPath(self.path)
+        painter.drawPath(self.path_size)
+        painter.drawPath(self.path_ar)
+        pen = QPen(QColor(0, 255, 0), 1 / self.zoom_factor)
+        painter.setPen(pen)
+        painter.drawPath(self.path_size)
         pen = QPen(QColor(0, 0, 0), 1 / self.zoom_factor)
         painter.setPen(pen)
-        painter.drawPath(self.path)
+        painter.drawPath(self.path_ar)
 
 class ImageGraphicsView(QGraphicsView):
     def __init__(self, scene, image_viewer):
@@ -574,25 +582,27 @@ def keyPressEvent(self, event):
                 # Delete marking only when not editing the label
                 self.image_viewer.delete_markings()
         else:
+            if MarkingItem.handle_selected == RectPosition.NONE:
+                if ((event.modifiers() & Qt.KeyboardModifier.ControlModifier) ==
+                        Qt.KeyboardModifier.ControlModifier):
+                    if ((event.modifiers() & Qt.KeyboardModifier.AltModifier) ==
+                            Qt.KeyboardModifier.AltModifier):
+                        self.set_insertion_mode(ImageMarking.EXCLUDE)
+                    else:
+                        self.set_insertion_mode(ImageMarking.HINT)
+        super().keyPressEvent(event)
+
+    def keyReleaseEvent(self, event):
+        if MarkingItem.handle_selected == RectPosition.NONE:
             if ((event.modifiers() & Qt.KeyboardModifier.ControlModifier) ==
-                    Qt.KeyboardModifier.ControlModifier):
+                Qt.KeyboardModifier.ControlModifier):
                 if ((event.modifiers() & Qt.KeyboardModifier.AltModifier) ==
                         Qt.KeyboardModifier.AltModifier):
                     self.set_insertion_mode(ImageMarking.EXCLUDE)
                 else:
                     self.set_insertion_mode(ImageMarking.HINT)
-        super().keyPressEvent(event)
-
-    def keyReleaseEvent(self, event):
-        if ((event.modifiers() & Qt.KeyboardModifier.ControlModifier) ==
-                Qt.KeyboardModifier.ControlModifier):
-            if ((event.modifiers() & Qt.KeyboardModifier.AltModifier) ==
-                    Qt.KeyboardModifier.AltModifier):
-                self.set_insertion_mode(ImageMarking.EXCLUDE)
             else:
-                self.set_insertion_mode(ImageMarking.HINT)
-        else:
-            self.set_insertion_mode(ImageMarking.NONE)
+                self.set_insertion_mode(ImageMarking.NONE)
         super().keyReleaseEvent(event)
 
     def resizeEvent(self, event):
@@ -605,6 +615,7 @@ class ImageViewer(QWidget):
     zoom = Signal(float, name='zoomChanged')
     marking = Signal(ImageMarking, name='markingToAdd')
     accept_crop_addition = Signal(bool, name='allowAdditionOfCrop')
+    crop_changed = Signal(Grid, name='cropChanged')
 
     def __init__(self, proxy_image_list_model: ProxyImageListModel):
         super().__init__()
@@ -682,6 +693,9 @@ def setting_change(self, key, value):
     def recalculate_markings(self, ignore: MarkingItem | None = None):
         if self.crop_marking:
             calculate_grid(self.crop_marking.rect().toRect())
+            if MarkingItem.handle_selected != RectPosition.NONE:
+                # currently editing the crop marking -> update display
+                self.crop_changed.emit(grid)
         else:
             calculate_grid(MarkingItem.image_size)
         for marking in self.marking_items:
@@ -827,7 +841,7 @@ def add_rectangle(self, rect: QRect, rect_type: ImageMarking,
             self.accept_crop_addition.emit(False)
 
     @Slot()
-    def label_changed(self, do_emit = True):
+    def label_changed(self):
         """Slot to call when a marking label was changed to sync the information
         in the image."""
         self.proxy_image_index.model().sourceModel().add_to_undo_stack(
@@ -855,6 +869,7 @@ def marking_changed(self, marking: QGraphicsRectItem):
             image.crop = marking.rect().toRect() # ensure int!
             image.target_dimension = grid.target
             self.inhibit_reload_image = True
+            self.crop_changed.emit(None)
             self.proxy_image_list_model.sourceModel().dataChanged.emit(
                 self.proxy_image_index, self.proxy_image_index,
                 [Qt.ItemDataRole.DecorationRole, Qt.ItemDataRole.SizeHintRole,
@@ -895,6 +910,6 @@ def delete_markings(self, items: list[MarkingItem] | None = None):
                      Qt.ToolTipRole, Qt.ItemDataRole.UserRole])
             else:
                 self.marking_items.remove(item)
-                self.label_changed(False)
+                self.label_changed()
                 self.proxy_image_list_model.sourceModel().write_meta_to_disk(image)
             self.scene.removeItem(item)
diff --git a/taggui/widgets/main_window.py b/taggui/widgets/main_window.py
index 891d5c09..c44a150d 100644
--- a/taggui/widgets/main_window.py
+++ b/taggui/widgets/main_window.py
@@ -618,6 +618,7 @@ def connect_image_list_signals(self):
         self.image_list.visibilityChanged.connect(
             lambda: self.toggle_image_list_action.setChecked(
                 self.image_list.isVisible()))
+        self.image_viewer.crop_changed.connect(self.image_list.list_view.show_crop_size)
 
     @Slot()
     def update_image_tags(self):

From 944adf20de430c8013710afa0fe581856409b1ab Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sat, 22 Mar 2025 14:08:35 +0100
Subject: [PATCH 44/82] Update readme

---
 README.md                        |  46 +++++++++++++++++++++++--------
 images/doc/cropping.jpg          | Bin 0 -> 294020 bytes
 taggui/utils/target_dimension.py |   2 --
 3 files changed, 35 insertions(+), 13 deletions(-)
 create mode 100644 images/doc/cropping.jpg

diff --git a/README.md b/README.md
index f2447681..dbb05496 100644
--- a/README.md
+++ b/README.md
@@ -272,28 +272,52 @@ they can be changed into each other.
 All markings are marking the pixels inside the border 🞑, not any pixels below
 the border.
 
+![cropping.jpg](images/doc/cropping.jpg)
+
 ### Crop
 
-The _crop_, shown with a blue border <span style="color:blue">🞑</span>, defines
+The _crop_, shown with a blue border, defines
 the part of the image that will be exported. Depending on the export settings
-likely a bucketing is configured. When the cropped area doesn't exactly fit
+a bucketing is likely configured. When the cropped area doesn't exactly fit
 into a bucket as defined by the _Bucket resolution size_ and the _Bucket fitting
 strategy_, it might be necessary to crop even more. This additional cropped
 area is shown by a semitransparent red overlay.
 
+During the editing of the crop, you get hints to help with this task:
+
+In the image list, an overlay shows the size of the original images as well as 
+the size of the cropped area. The small number in the brackets shows how many
+pixels the crop is extended to fit into a bucket. The target size is the image
+size when exported, a checkmark is shown when this size is one of the preferred 
+sizes. And when the crop has a well-known aspect ratio, it is also shown.
+
+In the main image, lines are shown to quickly be able to select the best size.
+The straight lines follow well-known aspect ratios. And a green line shows where
+the size of the crop is big enough to fully use the native _Resolution_ of the 
+model.  
+These lines are intended for a quick orientation and thus placed at the 
+theoretical optimal position, taking the discrete nature of image pixels into
+account the real optimal position might be in a slightly different place. 
+Especially when the _Bucket resolution size_ is changed it might be necessary
+to optimize the crop when a pixel-perfect result is required.
+
+Inside the cropping area lines are shown to help with aesthetical alignment
+of the content. These lines are drawn in the middle (stroked), following the
+1/3rd rule (dashed) and in the golden ratio (dotted).  
+These lines can temporarily be hidden by pressing the `alt` key.
+
 ### Hint
 
-A _hint_, shown with a gray border <span style="color:gray">🞑</span>, is just
-a hint and has no effect on exporting the image. A _hint_ has a label where
-you can give it a name and which you can use for filtering images which contain
-the given marking.  
+A _hint_, shown with a gray border, is just a hint and has no effect on
+exporting the image. 
+A _hint_ has a label where you can give it a name and which you can use for
+filtering images which contain the given marking.  
 A _hint_ can be changed in an _exclude_ or an _include_.
 
 ### Exclude
 
-An _exclude_, shown with a red border <span style="color:red">🞑</span>, is 
-an area that is guaranteed to be masked (made transparent) when the image is
-exported.
+An _exclude_, shown with a red border, is an area guaranteed to be masked
+(made transparent) when the image is exported.
 When _Latent size_ and _Quantize alpha channel_ are set and the _exclude_ area
 doesn't fit, the mask will be grown to make sure that no excluded pixel will
 stay unmasked.  
@@ -301,8 +325,8 @@ An _exclude_ can be changed in an _include_ or a _hint_.
 
 ### Include
 
-An _include_, shown with a green border <span style="color:green">🞑</span>, is
-an area that is included when the image is exported.
+An _include_, shown with a green border, is an area included when the image is
+exported.
 When no _include_ is set, the full image (of course respecting the _crop_) is
 included.
 When an _include_ and an _exclude_ are overlapping, the _exclude_ takes
diff --git a/images/doc/cropping.jpg b/images/doc/cropping.jpg
new file mode 100644
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literal 0
HcmV?d00001

diff --git a/taggui/utils/target_dimension.py b/taggui/utils/target_dimension.py
index b2c0f3ad..4cc2df05 100644
--- a/taggui/utils/target_dimension.py
+++ b/taggui/utils/target_dimension.py
@@ -183,5 +183,3 @@ def get_noteable_aspect_ratio(width: float|int, height: float|int) -> tuple[int,
         elif abs(1/ar[2] - aspect_ratio) < 1e-3:
             return ar[1], ar[0], (width, height) in _preferred_sizes
     return None
-
-# notable aspect ratios

From 36e2d6b41b2ae69fdd698fdc1874b62dc4b60334 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sat, 22 Mar 2025 14:25:10 +0100
Subject: [PATCH 45/82] Revert local changes

---
 taggui/run_gui.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/taggui/run_gui.py b/taggui/run_gui.py
index 68ecece9..5f19d722 100644
--- a/taggui/run_gui.py
+++ b/taggui/run_gui.py
@@ -49,7 +49,7 @@ def run_gui():
     try:
         run_gui()
     except Exception as exception:
-        #settings.clear()
+        settings.clear()
         error_message_box = QMessageBox()
         error_message_box.setWindowTitle('Error')
         error_message_box.setIcon(QMessageBox.Icon.Critical)

From bc70f97c0ec8f0522c2163b1f5200c37d35f580a Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Mon, 24 Mar 2025 23:33:44 +0100
Subject: [PATCH 46/82] Add auto marking by using YOLO models

---
 .../auto_captioning/auto_captioning_model.py  |  15 +-
 taggui/auto_captioning/captioning_thread.py   | 121 ++-------
 taggui/auto_captioning/models/wd_tagger.py    |  12 +-
 taggui/auto_marking/marking_thread.py         |  63 +++++
 .../dialogs/caption_multiple_images_dialog.py |   7 +-
 taggui/dialogs/settings_dialog.py             |  41 ++-
 taggui/models/image_list_model.py             |  28 +-
 taggui/utils/ModelThread.py                   | 133 +++++++++
 taggui/utils/image.py                         |   1 +
 taggui/utils/settings.py                      |   1 +
 taggui/widgets/auto_markings.py               | 257 ++++++++++++++++++
 taggui/widgets/icons.py                       |  52 ++++
 taggui/widgets/image_viewer.py                |  38 ++-
 taggui/widgets/main_window.py                 |  77 +++---
 14 files changed, 664 insertions(+), 182 deletions(-)
 create mode 100644 taggui/auto_marking/marking_thread.py
 create mode 100644 taggui/utils/ModelThread.py
 create mode 100644 taggui/widgets/auto_markings.py
 create mode 100644 taggui/widgets/icons.py

diff --git a/taggui/auto_captioning/auto_captioning_model.py b/taggui/auto_captioning/auto_captioning_model.py
index f502d12a..26492a4a 100644
--- a/taggui/auto_captioning/auto_captioning_model.py
+++ b/taggui/auto_captioning/auto_captioning_model.py
@@ -172,19 +172,8 @@ def monkey_patch_after_loading(self):
         return
 
     @staticmethod
-    def get_captioning_start_datetime_string(
-            captioning_start_datetime: datetime) -> str:
-        return captioning_start_datetime.strftime('%Y-%m-%d %H:%M:%S')
-
-    def get_captioning_message(self, are_multiple_images_selected: bool,
-                               captioning_start_datetime: datetime) -> str:
-        if are_multiple_images_selected:
-            captioning_start_datetime_string = (
-                self.get_captioning_start_datetime_string(
-                    captioning_start_datetime))
-            return (f'Captioning... (device: {self.device}, start time: '
-                    f'{captioning_start_datetime_string})')
-        return f'Captioning... (device: {self.device})'
+    def get_generation_text() -> str:
+        return 'Captioning'
 
     @staticmethod
     def get_default_prompt() -> str:
diff --git a/taggui/auto_captioning/captioning_thread.py b/taggui/auto_captioning/captioning_thread.py
index 59e6daef..b61d45b2 100644
--- a/taggui/auto_captioning/captioning_thread.py
+++ b/taggui/auto_captioning/captioning_thread.py
@@ -1,9 +1,6 @@
-from datetime import datetime
 from pathlib import Path
-from time import perf_counter
 
-from PIL import UnidentifiedImageError
-from PySide6.QtCore import QModelIndex, QThread, Qt, Signal
+from PySide6.QtCore import QModelIndex, Signal
 
 from auto_captioning.auto_captioning_model import AutoCaptioningModel
 from auto_captioning.models_list import get_model_class
@@ -11,6 +8,7 @@
 from utils.enums import CaptionPosition
 from utils.image import Image
 from utils.settings import get_tag_separator
+from utils.ModelThread import ModelThread
 
 
 def add_caption_to_tags(tags: list[str], caption: str,
@@ -36,113 +34,46 @@ def add_caption_to_tags(tags: list[str], caption: str,
     return tags
 
 
-def format_duration(seconds: float) -> str:
-    seconds_per_minute = 60
-    seconds_per_hour = 60 * seconds_per_minute
-    seconds_per_day = 24 * seconds_per_hour
-    if seconds < seconds_per_minute:
-        return f'{seconds:.1f} seconds'
-    if seconds < seconds_per_hour:
-        minutes = seconds / seconds_per_minute
-        return f'{minutes:.1f} minutes'
-    if seconds < seconds_per_day:
-        hours = seconds / seconds_per_hour
-        return f'{hours:.1f} hours'
-    days = seconds / seconds_per_day
-    return f'{days:.1f} days'
-
-
-class CaptioningThread(QThread):
-    text_outputted = Signal(str)
-    clear_console_text_edit_requested = Signal()
+class CaptioningThread(ModelThread):
     # The image index, the caption, and the tags with the caption added. The
     # third parameter must be declared as `list` instead of `list[str]` for it
     # to work.
     caption_generated = Signal(QModelIndex, str, list)
-    progress_bar_update_requested = Signal(int)
 
     def __init__(self, parent, image_list_model: ImageListModel,
                  selected_image_indices: list[QModelIndex],
                  caption_settings: dict, tag_separator: str,
                  models_directory_path: Path | None):
-        super().__init__(parent)
-        self.image_list_model = image_list_model
-        self.selected_image_indices = selected_image_indices
+        super().__init__(parent, image_list_model, selected_image_indices)
         self.caption_settings = caption_settings
         self.tag_separator = tag_separator
         self.models_directory_path = models_directory_path
-        self.is_error = False
-        self.is_canceled = False
+        self.model: AutoCaptioningModel | None = None
 
-    def run_captioning(self):
+    def load_model(self):
         model_id = self.caption_settings['model_id']
         model_class = get_model_class(model_id)
-        model: AutoCaptioningModel = model_class(
+        self.model = model_class(
             captioning_thread_=self, caption_settings=self.caption_settings)
-        error_message = model.get_error_message()
-        if error_message:
-            self.is_error = True
-            self.clear_console_text_edit_requested.emit()
-            print(error_message)
-            return
-        model.load_processor_and_model()
-        model.monkey_patch_after_loading()
-        if self.is_canceled:
-            print('Canceled captioning.')
+        self.error_message =  self.model.get_error_message()
+        if self.error_message:
             return
-        self.clear_console_text_edit_requested.emit()
-        selected_image_count = len(self.selected_image_indices)
-        are_multiple_images_selected = selected_image_count > 1
-        captioning_start_datetime = datetime.now()
-        captioning_message = model.get_captioning_message(
-            are_multiple_images_selected, captioning_start_datetime)
-        print(captioning_message)
-        caption_position = self.caption_settings['caption_position']
-        for i, image_index in enumerate(self.selected_image_indices):
-            start_time = perf_counter()
-            if self.is_canceled:
-                print('Canceled captioning.')
-                return
-            image: Image = self.image_list_model.data(image_index,
-                                                      Qt.ItemDataRole.UserRole)
-            image_prompt = model.get_image_prompt(image)
-            try:
-                model_inputs = model.get_model_inputs(image_prompt, image)
-            except UnidentifiedImageError:
-                print(f'Skipping {image.path.name} because its file format is '
-                      'not supported or it is a corrupted image.')
-                continue
-            caption, console_output_caption = model.generate_caption(
-                model_inputs, image_prompt)
-            tags = add_caption_to_tags(image.tags, caption, caption_position)
-            self.caption_generated.emit(image_index, caption, tags)
-            if are_multiple_images_selected:
-                self.progress_bar_update_requested.emit(i + 1)
-            if i == 0 and not are_multiple_images_selected:
-                self.clear_console_text_edit_requested.emit()
-            if console_output_caption is None:
-                console_output_caption = caption
-            print(f'{image.path.name} ({perf_counter() - start_time:.1f} s):\n'
-                  f'{console_output_caption}')
-        if are_multiple_images_selected:
-            captioning_end_datetime = datetime.now()
-            total_captioning_duration = ((captioning_end_datetime
-                                          - captioning_start_datetime)
-                                         .total_seconds())
-            average_captioning_duration = (total_captioning_duration /
-                                           selected_image_count)
-            print(f'Finished captioning {selected_image_count} images in '
-                  f'{format_duration(total_captioning_duration)} '
-                  f'({average_captioning_duration:.1f} s/image) at '
-                  f'{captioning_end_datetime.strftime("%Y-%m-%d %H:%M:%S")}.')
+        self.model.load_processor_and_model()
+        self.model.monkey_patch_after_loading()
+        self.device = self.model.device
+        self.text = {
+            'Generating': self.model.get_generation_text(),
+            'generating': 'captioning'
+        }
 
-    def run(self):
-        try:
-            self.run_captioning()
-        except Exception as exception:
-            self.is_error = True
-            # Show the error message in the console text edit.
-            raise exception
+    def get_model_inputs(self, image: Image):
+        image_prompt =  self.model.get_image_prompt(image)
+        return image_prompt, self.model.get_model_inputs(image_prompt, image)
 
-    def write(self, text: str):
-        self.text_outputted.emit(text)
+    def generate_output(self, image_index, image: Image, image_prompt: str | None, model_inputs) -> str:
+        caption_position = self.caption_settings['caption_position']
+        caption, console_output_caption = self.model.generate_caption(
+            model_inputs, image_prompt)
+        tags = add_caption_to_tags(image.tags, caption, caption_position)
+        self.caption_generated.emit(image_index, caption, tags)
+        return console_output_caption
diff --git a/taggui/auto_captioning/models/wd_tagger.py b/taggui/auto_captioning/models/wd_tagger.py
index 2b5f3619..5745af15 100644
--- a/taggui/auto_captioning/models/wd_tagger.py
+++ b/taggui/auto_captioning/models/wd_tagger.py
@@ -108,15 +108,9 @@ def get_processor(self):
     def get_model(self):
         return WdTaggerModel(self.model_id)
 
-    def get_captioning_message(self, are_multiple_images_selected: bool,
-                               captioning_start_datetime: datetime) -> str:
-        if are_multiple_images_selected:
-            captioning_start_datetime_string = (
-                self.get_captioning_start_datetime_string(
-                    captioning_start_datetime))
-            return (f'Generating tags... (start time: '
-                    f'{captioning_start_datetime_string})')
-        return 'Generating tags...'
+    @staticmethod
+    def get_generation_text() -> str:
+        return 'Generating tags'
 
     def get_model_inputs(self, image_prompt: str, image: Image) -> np.ndarray:
         pil_image = self.load_image(image)
diff --git a/taggui/auto_marking/marking_thread.py b/taggui/auto_marking/marking_thread.py
new file mode 100644
index 00000000..8baf3000
--- /dev/null
+++ b/taggui/auto_marking/marking_thread.py
@@ -0,0 +1,63 @@
+from PySide6.QtCore import QModelIndex, QThread, Signal, Qt
+
+from ultralytics import YOLO
+
+from models.image_list_model import ImageListModel
+from utils.image import Image
+from utils.ModelThread import ModelThread
+
+
+class MarkingThread(ModelThread):
+    # The image index, the caption, and the tags with the caption added. The
+    # third parameter must be declared as `list` instead of `list[str]` for it
+    # to work.
+    marking_generated = Signal(QModelIndex, list)
+
+    def __init__(self, parent, image_list_model: ImageListModel,
+                 selected_image_indices: list[QModelIndex],
+                 marking_settings: dict):
+        super().__init__(parent, image_list_model, selected_image_indices)
+        self.marking_settings = marking_settings
+        self.model: YOLO | None = None
+        self.text = {
+            'Generating': 'Marking',
+            'generating': 'marking'
+        }
+
+    def load_model(self):
+        if not self.model:
+            self.error_message = 'Model not preloaded.'
+            self.is_error = True
+        pass
+
+    def preload_model(self):
+        self.model = YOLO(self.marking_settings['model_path'])
+        if self.error_message:
+            return
+
+    def get_model_inputs(self, image: Image):
+        return '', {}
+
+    def generate_output(self, image_index, image: Image, image_prompt, model_inputs) -> str:
+        if len(self.marking_settings['classes']) == 0:
+            return 'No classes to mark selected.'
+        classes = list(self.marking_settings['classes'].keys())
+        results = self.model.predict(source=image.path,
+                                     conf=self.marking_settings['conf'],
+                                     iou=self.marking_settings['iou'],
+                                     max_det=self.marking_settings['max_det'],
+                                     classes=classes,
+                                     retina_masks=True)
+        markings = []
+        for r in results:
+            for box, class_id, confidence in zip(r.boxes.xyxy.to('cpu').tolist(),
+                                                 r.boxes.cls.to('cpu').tolist(),
+                                                 r.boxes.conf.to('cpu').tolist()):
+                marking = self.marking_settings['classes'].get(class_id)
+                if marking is not None:
+                    markings.append({'box': box,
+                                     'label': marking[0],
+                                     'type': marking[1],
+                                     'confidence': confidence})
+        self.marking_generated.emit(image_index, markings)
+        return f'Found {len(markings)} marking(s).'
diff --git a/taggui/dialogs/caption_multiple_images_dialog.py b/taggui/dialogs/caption_multiple_images_dialog.py
index 13abbe0e..0b3e4fee 100644
--- a/taggui/dialogs/caption_multiple_images_dialog.py
+++ b/taggui/dialogs/caption_multiple_images_dialog.py
@@ -3,9 +3,10 @@
 
 
 class CaptionMultipleImagesDialog(ConfirmationDialog):
-    def __init__(self, selected_image_count: int):
-        title = 'Generate Captions'
-        question = f'Caption {selected_image_count} selected images?'
+    def __init__(self, selected_image_count: int, caption_singular = 'Caption',
+                 caption_plural = 'Captions'):
+        title = f'Generate {caption_plural}'
+        question = f'{caption_singular} {selected_image_count} selected images?'
         super().__init__(title=title, question=question)
         self.show_alert_check_box = SettingsBigCheckBox(
             key='show_alert_when_captioning_finished', default=True,
diff --git a/taggui/dialogs/settings_dialog.py b/taggui/dialogs/settings_dialog.py
index 4541865e..6df24873 100644
--- a/taggui/dialogs/settings_dialog.py
+++ b/taggui/dialogs/settings_dialog.py
@@ -30,11 +30,17 @@ def __init__(self, parent):
                               5, 0, Qt.AlignmentFlag.AlignRight)
         grid_layout.addWidget(QLabel('Auto-captioning models directory'), 6, 0,
                               Qt.AlignmentFlag.AlignRight)
+        grid_layout.addWidget(QLabel('Auto-marking models directory'), 8, 0,
+                              Qt.AlignmentFlag.AlignRight)
 
         font_size_spin_box = SettingsSpinBox(
             key='font_size',
             minimum=1, maximum=99)
         font_size_spin_box.valueChanged.connect(self.show_restart_warning)
+        file_types_line_edit = SettingsLineEdit(
+            key='image_list_file_formats')
+        file_types_line_edit.setMinimumWidth(400)
+        file_types_line_edit.textChanged.connect(self.show_restart_warning)
         # Images that are too small cause lag, so set a minimum width.
         image_list_image_width_spin_box = SettingsSpinBox(
             key='image_list_image_width',
@@ -70,10 +76,15 @@ def __init__(self, parent):
         models_directory_button.setFixedWidth(
             int(models_directory_button.sizeHint().width() * 1.3))
         models_directory_button.clicked.connect(self.set_models_directory_path)
-        file_types_line_edit = SettingsLineEdit(
-            key='image_list_file_formats')
-        file_types_line_edit.setMinimumWidth(400)
-        file_types_line_edit.textChanged.connect(self.show_restart_warning)
+        self.marking_models_directory_line_edit = SettingsLineEdit(
+            key='marking_models_directory_path')
+        self.marking_models_directory_line_edit.setMinimumWidth(400)
+        self.marking_models_directory_line_edit.setClearButtonEnabled(True)
+        marking_models_directory_button = QPushButton('Select Directory...')
+        marking_models_directory_button.setFixedWidth(
+            int(marking_models_directory_button.sizeHint().width() * 1.3))
+        marking_models_directory_button.clicked.connect(
+            self.set_marking_models_directory_path)
 
         grid_layout.addWidget(font_size_spin_box, 0, 1,
                               Qt.AlignmentFlag.AlignLeft)
@@ -91,6 +102,10 @@ def __init__(self, parent):
                               Qt.AlignmentFlag.AlignLeft)
         grid_layout.addWidget(models_directory_button, 7, 1,
                               Qt.AlignmentFlag.AlignLeft)
+        grid_layout.addWidget(self.marking_models_directory_line_edit, 8, 1,
+                              Qt.AlignmentFlag.AlignLeft)
+        grid_layout.addWidget(marking_models_directory_button, 9, 1,
+                              Qt.AlignmentFlag.AlignLeft)
         layout.addLayout(grid_layout)
 
         # Prevent the grid layout from moving to the center when the warning
@@ -147,3 +162,21 @@ def set_models_directory_path(self):
             dir=initial_directory_path)
         if models_directory_path:
             self.models_directory_line_edit.setText(models_directory_path)
+
+    @Slot()
+    def set_marking_models_directory_path(self):
+        marking_models_directory_path = settings.value(
+            'marking_models_directory_path',
+            defaultValue=DEFAULT_SETTINGS['marking_models_directory_path'], type=str)
+        if marking_models_directory_path:
+            initial_directory_path = marking_models_directory_path
+        elif settings.contains('directory_path'):
+            initial_directory_path = settings.value('directory_path')
+        else:
+            initial_directory_path = ''
+        marking_models_directory_path = QFileDialog.getExistingDirectory(
+            parent=self, caption='Select directory containing auto-marking '
+                                 'models (YOLO models)',
+            dir=initial_directory_path)
+        if marking_models_directory_path:
+            self.marking_models_directory_line_edit.setText(marking_models_directory_path)
diff --git a/taggui/models/image_list_model.py b/taggui/models/image_list_model.py
index 54b397b9..a470ce23 100644
--- a/taggui/models/image_list_model.py
+++ b/taggui/models/image_list_model.py
@@ -4,6 +4,7 @@
 from collections import Counter, deque
 from dataclasses import dataclass
 from enum import Enum
+from math import floor, ceil
 from pathlib import Path
 import json
 
@@ -202,9 +203,10 @@ def load_directory(self, directory_path: Path):
                         markings = meta.get('markings')
                         if markings and type(markings) is list:
                             for marking in markings:
-                                marking = Marking(marking.get('label'),
-                                                  ImageMarking[marking.get('type')],
-                                                  QRect(*marking.get('rect')))
+                                marking = Marking(label=marking.get('label'),
+                                                  type=ImageMarking[marking.get('type')],
+                                                  rect=QRect(*marking.get('rect')),
+                                                  confidence=marking.get('confidence', 1.0))
                                 image.markings.append(marking)
                     else:
                         error_messages.append(f'Invalid version '
@@ -249,8 +251,10 @@ def write_meta_to_disk(self, image: Image):
         meta: dict[str, any] = {'version': 1}
         if image.crop is not None:
             meta['crop'] = image.crop.getRect()
+        print('image.markings', image.markings)
         meta['markings'] = [{'label': marking.label,
                              'type': marking.type.name,
+                             'confidence': marking.confidence,
                              'rect': marking.rect.getRect()} for marking in image.markings]
         if does_exist or len(meta.keys()) > 1:
             try:
@@ -627,3 +631,21 @@ def delete_tags(self, tags: list[str],
         if changed_image_indices:
             self.dataChanged.emit(self.index(changed_image_indices[0]),
                                   self.index(changed_image_indices[-1]))
+
+    def add_image_markings(self, image_index: QModelIndex, markings: list[dict]):
+        image: Image = self.data(image_index, Qt.ItemDataRole.UserRole)
+        for marking in markings:
+            marking_type = {
+                'hint': ImageMarking.HINT,
+                'include': ImageMarking.INCLUDE,
+                'exclude': ImageMarking.EXCLUDE}[marking['type']]
+            box = marking['box']
+            top_left = QPoint(floor(box[0]), floor(box[1]))
+            bottom_right = QPoint(ceil(box[2]), ceil(box[3]))
+            image.markings.append(Marking(label=marking['label'],
+                                          type=marking_type,
+                                          rect=QRect(top_left, bottom_right),
+                                          confidence=marking['confidence']))
+        if len(markings) > 0:
+            self.dataChanged.emit(image_index, image_index)
+            self.write_meta_to_disk(image)
diff --git a/taggui/utils/ModelThread.py b/taggui/utils/ModelThread.py
new file mode 100644
index 00000000..4b1e3a3f
--- /dev/null
+++ b/taggui/utils/ModelThread.py
@@ -0,0 +1,133 @@
+from abc import abstractmethod
+from datetime import datetime
+from time import perf_counter
+
+import numpy as np
+from PIL import UnidentifiedImageError
+from transformers import BatchFeature
+from PySide6.QtCore import QModelIndex, QThread, Qt, Signal
+
+from utils.image import Image
+from models.image_list_model import ImageListModel
+
+def format_duration(seconds: float) -> str:
+    seconds_per_minute = 60
+    seconds_per_hour = 60 * seconds_per_minute
+    seconds_per_day = 24 * seconds_per_hour
+    if seconds < seconds_per_minute:
+        return f'{seconds:.1f} seconds'
+    if seconds < seconds_per_hour:
+        minutes = seconds / seconds_per_minute
+        return f'{minutes:.1f} minutes'
+    if seconds < seconds_per_day:
+        hours = seconds / seconds_per_hour
+        return f'{hours:.1f} hours'
+    days = seconds / seconds_per_day
+    return f'{days:.1f} days'
+
+
+class ModelThread(QThread):
+    """Base class for all model running threads"""
+    text_outputted = Signal(str)
+    clear_console_text_edit_requested = Signal()
+    progress_bar_update_requested = Signal(int)
+
+    def __init__(self, parent, image_list_model: ImageListModel,
+                 selected_image_indices: list[QModelIndex]):
+        super().__init__(parent)
+        self.image_list_model = image_list_model
+        self.selected_image_indices = selected_image_indices
+        self.is_error = False
+        self.error_message = ''
+        self.is_canceled = False
+        self.device = 'default'
+        self.text = {
+            'Generating': 'Generating',
+            'generating': 'generating'
+        }
+
+    def run_generating(self):
+        self.load_model()
+        if self.is_error:
+            self.clear_console_text_edit_requested.emit()
+            print(self.error_message)
+            return
+        if self.is_canceled:
+            print(f'Canceled {self.text['generating']}.')
+            return
+        self.clear_console_text_edit_requested.emit()
+        selected_image_count = len(self.selected_image_indices)
+        are_multiple_images_selected = selected_image_count > 1
+        generating_start_datetime = datetime.now()
+        generating_message = self.get_generating_message(
+            are_multiple_images_selected, generating_start_datetime)
+        print(generating_message)
+        for i, image_index in enumerate(self.selected_image_indices):
+            start_time = perf_counter()
+            if self.is_canceled:
+                print(f'Canceled {self.text['generating']}.')
+                return
+            image: Image = self.image_list_model.data(image_index,
+                                                      Qt.ItemDataRole.UserRole)
+            try:
+                image_prompt, model_inputs = self.get_model_inputs(image)
+            except UnidentifiedImageError:
+                print(f'Skipping {image.path.name} because its file format is '
+                      'not supported or it is a corrupted image.')
+                continue
+            console_output_caption = self.generate_output(image_index, image,
+                                                          image_prompt, model_inputs)
+            if are_multiple_images_selected:
+                self.progress_bar_update_requested.emit(i + 1)
+            if i == 0 and not are_multiple_images_selected:
+                self.clear_console_text_edit_requested.emit()
+            print(f'{image.path.name} ({perf_counter() - start_time:.1f} s):\n'
+                  f'{console_output_caption}')
+        if are_multiple_images_selected:
+            generating_end_datetime = datetime.now()
+            total_generating_duration = ((generating_end_datetime
+                                          - generating_start_datetime)
+                                         .total_seconds())
+            average_generating_duration = (total_generating_duration /
+                                           selected_image_count)
+            print(f'Finished {self.text['generating']} {selected_image_count} images in '
+                  f'{format_duration(total_generating_duration)} '
+                  f'({average_generating_duration:.1f} s/image) at '
+                  f'{generating_end_datetime.strftime("%Y-%m-%d %H:%M:%S")}.')
+
+    @abstractmethod
+    def load_model(self):
+        """Load the model for the generating task."""
+        pass
+
+    def get_generating_message(self, are_multiple_images_selected: bool,
+                               generating_start_datetime: datetime) -> str:
+        if are_multiple_images_selected:
+            generating_start_datetime_string = (
+                generating_start_datetime.strftime('%Y-%m-%d %H:%M:%S'))
+            return (f'{self.text['Generating']}... (device: {self.device}, '
+                    f'start time: {generating_start_datetime_string})')
+        return f'{self.text['Generating']}... (device: {self.device})'
+
+    @abstractmethod
+    def get_model_inputs(self, image: Image) -> tuple[
+        str | None, BatchFeature | dict | np.ndarray]:
+        pass
+
+    @abstractmethod
+    def generate_output(self, image_index,
+                        image: Image,
+                        image_prompt: str | None,
+                        model_inputs: BatchFeature | dict | np.ndarray) -> str:
+        pass
+
+    def run(self):
+        try:
+            self.run_generating()
+        except Exception as exception:
+            self.is_error = True
+            # Show the error message in the console text edit.
+            raise exception
+
+    def write(self, text: str):
+        self.text_outputted.emit(text)
diff --git a/taggui/utils/image.py b/taggui/utils/image.py
index af5b3b0d..055b8471 100644
--- a/taggui/utils/image.py
+++ b/taggui/utils/image.py
@@ -19,6 +19,7 @@ class Marking:
     label: str
     type: ImageMarking
     rect: QRect
+    confidence: float = 1.0
 
 
 @dataclass
diff --git a/taggui/utils/settings.py b/taggui/utils/settings.py
index 5673df78..3f0b401b 100644
--- a/taggui/utils/settings.py
+++ b/taggui/utils/settings.py
@@ -10,6 +10,7 @@
     'insert_space_after_tag_separator': True,
     'autocomplete_tags': True,
     'models_directory_path': '',
+    'marking_models_directory_path': '',
     'export_filter': 'All images',
     'export_preset': 'SDXL, SD3, Flux',
     'export_resolution': 1024,
diff --git a/taggui/widgets/auto_markings.py b/taggui/widgets/auto_markings.py
new file mode 100644
index 00000000..464da1fd
--- /dev/null
+++ b/taggui/widgets/auto_markings.py
@@ -0,0 +1,257 @@
+import sys
+from pathlib import Path
+
+from PySide6.QtCore import Signal, QModelIndex, Qt, Slot
+from PySide6.QtGui import QTextCursor, QFont
+from PySide6.QtWidgets import QDockWidget, QProgressBar, QPlainTextEdit, QWidget, QVBoxLayout, QScrollArea, \
+    QAbstractScrollArea, QFrame, QFormLayout, QMessageBox, QTableWidget, QHeaderView, QTableWidgetItem, QComboBox
+
+from models.image_list_model import ImageListModel
+from utils.big_widgets import TallPushButton
+from utils.settings import settings, DEFAULT_SETTINGS
+from utils.settings_widgets import FocusedScrollSettingsComboBox
+from widgets.auto_captioner import set_text_edit_height, restore_stdout_and_stderr
+from widgets.image_list import ImageList
+from auto_marking.marking_thread import MarkingThread
+from dialogs.caption_multiple_images_dialog import CaptionMultipleImagesDialog
+
+from widgets.icons import create_add_box_icon
+
+from taggui.utils.utils import pluralize
+
+
+class MarkingSettingsForm(QVBoxLayout):
+    model_selected = Signal(bool)
+
+    def __init__(self):
+        super().__init__()
+        basic_settings_form = QFormLayout()
+        basic_settings_form.setRowWrapPolicy(
+            QFormLayout.RowWrapPolicy.WrapAllRows)
+        basic_settings_form.setFieldGrowthPolicy(
+            QFormLayout.FieldGrowthPolicy.ExpandingFieldsGrow)
+        self.model_combo_box = FocusedScrollSettingsComboBox(key='marking_model_id')
+        self.model_combo_box.setPlaceholderText('Set marking model directory in "Settings..."')
+        self.model_combo_box.activated.connect(lambda _: self.model_selected.emit(True))
+        self.get_local_model_paths()
+        settings.change.connect(lambda key, value: self.get_local_model_paths()
+            if key == 'marking_models_directory_path' else 0)
+        basic_settings_form.addRow('Model', self.model_combo_box)
+
+        self.class_table = QTableWidget(0, 2)
+        self.class_table.setHorizontalHeaderLabels(['Class', 'Marking'])
+        self.class_table.horizontalHeader().setSectionResizeMode(QHeaderView.Stretch)
+        self.class_table.verticalHeader().setSectionResizeMode(QHeaderView.ResizeToContents)
+        basic_settings_form.addRow('Classes', self.class_table)
+
+        self.addLayout(basic_settings_form)
+
+    def get_local_model_paths(self):
+        models_directory_path = settings.value(
+            'marking_models_directory_path',
+            defaultValue=DEFAULT_SETTINGS['marking_models_directory_path'],
+            type=str)
+        if not models_directory_path:
+            return
+        models_directory_path = Path(models_directory_path)
+        print(f'Loading local auto-marking model paths under '
+              f'{models_directory_path}...')
+        config_paths = set(models_directory_path.glob('**/*.pt'))
+        self.model_selected.emit(False)
+        self.model_combo_box.clear()
+        if len(config_paths) == 0:
+            self.model_combo_box.setPlaceholderText(
+                'Set marking model directory in "Settings..."')
+        else:
+            self.model_combo_box.setPlaceholderText('Select marking model')
+            for path in config_paths:
+                self.model_combo_box.addItem(
+                    str(path.relative_to(models_directory_path)), userData=path)
+
+    def get_marking_settings(self) -> dict:
+        return {
+            #'model_id': self.model_combo_box.currentText(),
+            'model_path': self.model_combo_box.currentData(),
+            'conf': 0.25,
+            'iou': 0.7,
+            'max_det': 300,
+            'classes': []
+        }
+
+class AutoMarkings(QDockWidget):
+    marking_generated = Signal(QModelIndex, list)
+
+    def __init__(self, image_list_model: ImageListModel,
+                 image_list: ImageList, parent):
+        super().__init__(parent)
+        self.image_list_model = image_list_model
+        self.image_list = image_list
+        self.is_marking = False
+        self.marking_thread = None
+        self.show_alert_when_finished = False
+        # Whether the last block of text in the console text edit should be
+        # replaced with the next block of text that is outputted.
+        self.replace_last_console_text_edit_block = False
+        # Each `QDockWidget` needs a unique object name for saving its state.
+        self.setObjectName('auto_markings')
+        self.setWindowTitle('Auto-Markings')
+        self.setAllowedAreas(Qt.DockWidgetArea.LeftDockWidgetArea
+                             | Qt.DockWidgetArea.RightDockWidgetArea)
+
+        self.start_cancel_button = TallPushButton('Start Auto-Marking')
+        self.start_cancel_button.setEnabled(False)
+        self.progress_bar = QProgressBar()
+        self.progress_bar.setFormat('%v / %m images marked (%p%)')
+        self.progress_bar.hide()
+        self.console_text_edit = QPlainTextEdit()
+        set_text_edit_height(self.console_text_edit, 4)
+        self.console_text_edit.setReadOnly(True)
+        self.console_text_edit.hide()
+        container = QWidget()
+        layout = QVBoxLayout(container)
+        layout.addWidget(self.start_cancel_button)
+        layout.addWidget(self.progress_bar)
+        layout.addWidget(self.console_text_edit)
+        self.marking_settings_form = MarkingSettingsForm()
+        layout.addLayout(self.marking_settings_form)
+        scroll_area = QScrollArea()
+        scroll_area.setWidgetResizable(True)
+        scroll_area.setSizeAdjustPolicy(
+            QAbstractScrollArea.SizeAdjustPolicy.AdjustToContents)
+        scroll_area.setFrameShape(QFrame.Shape.NoFrame)
+        scroll_area.setWidget(container)
+        self.setWidget(scroll_area)
+
+        self.start_cancel_button.clicked.connect(
+            self.start_or_cancel_marking)
+        self.marking_settings_form.model_selected.connect(lambda _: self.prepare_generation())
+        self.marking_settings_form.model_selected.connect(self.start_cancel_button.setEnabled)
+
+    @Slot()
+    def start_or_cancel_marking(self):
+        if self.is_marking:
+            # Cancel marking.
+            self.marking_thread.is_canceled = True
+            self.start_cancel_button.setEnabled(False)
+            self.start_cancel_button.setText('Canceling Auto-Marking...')
+        else:
+            # Start marking.
+            self.generate_markings()
+
+    def set_is_marking(self, is_marking: bool):
+        self.is_marking = is_marking
+        button_text = ('Cancel Auto-Marking' if is_marking
+                       else 'Start Auto-Marking')
+        self.start_cancel_button.setText(button_text)
+
+    @Slot(str)
+    def update_console_text_edit(self, text: str):
+        # '\x1b[A' is the ANSI escape sequence for moving the cursor up.
+        if text == '\x1b[A':
+            self.replace_last_console_text_edit_block = True
+            return
+        text = text.strip()
+        if not text:
+            return
+        if self.console_text_edit.isHidden():
+            self.console_text_edit.show()
+        if self.replace_last_console_text_edit_block:
+            self.replace_last_console_text_edit_block = False
+            # Select and remove the last block of text.
+            self.console_text_edit.moveCursor(QTextCursor.MoveOperation.End)
+            self.console_text_edit.moveCursor(
+                QTextCursor.MoveOperation.StartOfBlock,
+                QTextCursor.MoveMode.KeepAnchor)
+            self.console_text_edit.textCursor().removeSelectedText()
+            # Delete the newline.
+            self.console_text_edit.textCursor().deletePreviousChar()
+        self.console_text_edit.appendPlainText(text)
+
+    @Slot()
+    def show_alert(self):
+        if self.marking_thread.is_canceled:
+            return
+        if self.marking_thread.is_error:
+            icon = QMessageBox.Icon.Critical
+            text = ('An error occurred during marking. See the '
+                    'Auto-Marking console for more information.')
+        else:
+            icon = QMessageBox.Icon.Information
+            text = 'Marking has finished.'
+        alert = QMessageBox()
+        alert.setIcon(icon)
+        alert.setText(text)
+        alert.exec()
+
+    def prepare_generation(self):
+        selected_image_indices = self.image_list.get_selected_image_indices()
+        marking_settings = self.marking_settings_form.get_marking_settings()
+        self.marking_thread = MarkingThread(
+            self, self.image_list_model, selected_image_indices,
+            marking_settings)
+        self.marking_thread.text_outputted.connect(
+            self.update_console_text_edit)
+        self.marking_thread.clear_console_text_edit_requested.connect(
+            self.console_text_edit.clear)
+        self.marking_thread.marking_generated.connect(
+            self.marking_generated)
+        self.marking_thread.progress_bar_update_requested.connect(
+            self.progress_bar.setValue)
+        self.marking_thread.finished.connect(
+            lambda: self.set_is_marking(False))
+        self.marking_thread.finished.connect(restore_stdout_and_stderr)
+        self.marking_thread.finished.connect(self.progress_bar.hide)
+        self.marking_thread.finished.connect(
+            lambda: self.start_cancel_button.setEnabled(True))
+        if self.show_alert_when_finished:
+            self.marking_thread.finished.connect(self.show_alert)
+        self.marking_thread.preload_model()
+        self.marking_settings_form.class_table.setRowCount(
+            len(self.marking_thread.model.names))
+        for row, (class_id, class_name) in enumerate(
+                self.marking_thread.model.names.items()):
+            self.marking_settings_form.class_table.setItem(
+                row, 0, QTableWidgetItem(class_name))
+            combo = QComboBox()
+            combo.addItem('ignore')
+            combo.addItem(create_add_box_icon(Qt.gray), 'hint')
+            combo.addItem(create_add_box_icon(Qt.red), 'exclude')
+            combo.addItem(create_add_box_icon(Qt.green), 'include')
+            self.marking_settings_form.class_table.setCellWidget(row, 1, combo)
+        # Redirect `stdout` and `stderr` so that the outputs are displayed in
+        # the console text edit.
+        ###sys.stdout = self.marking_thread
+        ###sys.stderr = self.marking_thread
+
+    @Slot()
+    def generate_markings(self):
+        selected_image_indices = self.image_list.get_selected_image_indices()
+        if self.marking_thread is None:
+            self.prepare_generation()
+        self.marking_thread.selected_image_indices = selected_image_indices
+        classes = {}
+        for row, (class_id, class_name) in enumerate(
+                self.marking_thread.model.names.items()):
+            combo = self.marking_settings_form.class_table.cellWidget(row, 1).currentText()
+            if combo != 'ignore':
+                classes[class_id] = (class_name, combo)
+        self.marking_thread.marking_settings['classes'] = classes
+        selected_image_count = len(selected_image_indices)
+        self.image_list_model.add_to_undo_stack(
+            action_name=f'Generate '
+                        f'{pluralize('Marking', selected_image_count)}',
+            should_ask_for_confirmation=selected_image_count > 1)
+        if selected_image_count > 1:
+            confirmation_dialog = CaptionMultipleImagesDialog(
+                selected_image_count, 'Mark', 'Markings')
+            reply = confirmation_dialog.exec()
+            if reply != QMessageBox.StandardButton.Yes:
+                return
+            self.show_alert_when_finished = (confirmation_dialog
+                                             .show_alert_check_box.isChecked())
+        self.set_is_marking(True)
+        if selected_image_count > 1:
+            self.progress_bar.setRange(0, selected_image_count)
+            self.progress_bar.setValue(0)
+            self.progress_bar.show()
+        self.marking_thread.start()
diff --git a/taggui/widgets/icons.py b/taggui/widgets/icons.py
new file mode 100644
index 00000000..9e22f495
--- /dev/null
+++ b/taggui/widgets/icons.py
@@ -0,0 +1,52 @@
+from pathlib import Path
+
+from PySide6.QtGui import QColor, QPixmap, QIcon, QPainter, QPen, Qt, QPainterPath, QImage
+from PySide6.QtCore import QRect
+
+from taggui.utils.utils import get_resource_path
+
+ICON_PATH = Path('images/icon.ico')
+TOGGLE_MARKING_ICON_PATH = Path('images/toggle_marking.png')
+SHOW_MARKINGS_ICON_PATH = Path('images/show_marking.png')
+SHOW_LABELS_ICON_PATH = Path('images/show_label.png')
+SHOW_MARKING_LATENT_ICON_PATH = Path('images/show_marking_latent.png')
+
+def taggui_icon():
+    return QIcon(str(get_resource_path(ICON_PATH)))
+
+def toggle_marking_icon():
+    return QIcon(str(get_resource_path(TOGGLE_MARKING_ICON_PATH)))
+
+def show_markings_icon():
+    return QIcon(str(get_resource_path(SHOW_MARKINGS_ICON_PATH)))
+
+def show_labels_icon():
+    return QIcon(str(get_resource_path(SHOW_LABELS_ICON_PATH)))
+
+def show_marking_latent_icon():
+    return QIcon(str(get_resource_path(SHOW_MARKING_LATENT_ICON_PATH)))
+
+def create_add_box_icon(color: QColor) -> QPixmap:
+    """Create a QPixmap for an icon"""
+    pixmap = QPixmap(32, 32)
+    pixmap.fill(QColor('transparent'))
+
+    # Create a painter to draw on the pixmap
+    painter = QPainter(pixmap)
+
+    # Draw a bordered rectangle in the specified color
+    rect = QRect(2, 2, 28, 28)
+    painter.setPen(QPen(color, 2))
+    painter.drawRect(rect)
+
+    # Draw a plus sign in the middle
+    painter.setPen(QPen(Qt.black, 1))
+    path = QPainterPath()
+    path.moveTo(16, 10)
+    path.lineTo(16, 22)
+    path.moveTo(10, 16)
+    path.lineTo(22, 16)
+    painter.drawPath(path)
+    painter.end()
+
+    return pixmap
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index e08009d9..470193eb 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -1,3 +1,4 @@
+import re
 from math import ceil, floor, sqrt
 from PySide6.QtCore import (QModelIndex, QPersistentModelIndex, QPoint, QPointF,
                             QRect, QRectF, QSize, Qt, Signal, Slot)
@@ -282,8 +283,11 @@ def adjust_layout(self):
 class MarkingLabel(QGraphicsTextItem):
     editingFinished = Signal()
 
-    def __init__(self, text, parent):
-        super().__init__(text, parent)
+    def __init__(self, text, confidence, parent):
+        if 0 <= confidence < 1:
+            super().__init__(f'{text}: {confidence:.3f}', parent)
+        else:
+            super().__init__(text, parent)
         self.setDefaultTextColor(Qt.black)
         self.setTextInteractionFlags(Qt.TextEditorInteraction)
 
@@ -681,7 +685,7 @@ def load_image(self, proxy_image_index: QModelIndex, is_complete = True):
             calculate_grid(MarkingItem.image_size)
         for marking in image.markings:
             self.add_rectangle(marking.rect, marking.type, interactive=False,
-                               name=marking.label)
+                               name=marking.label, confidence=marking.confidence)
 
     @Slot()
     def setting_change(self, key, value):
@@ -807,7 +811,8 @@ def wheelEvent(self, event):
         self.view.translate(delta.x(), delta.y())
 
     def add_rectangle(self, rect: QRect, rect_type: ImageMarking,
-                      interactive: bool, size: QSize = None, name: str = ''):
+                      interactive: bool, size: QSize = None, name: str = '',
+                      confidence: float = 1.0):
         self.marking_to_add = ImageMarking.NONE
         marking_item = MarkingItem(rect, rect_type, interactive, size)
         marking_item.setVisible(self.show_marking_state)
@@ -819,15 +824,16 @@ def add_rectangle(self, rect: QRect, rect_type: ImageMarking,
             name = {ImageMarking.HINT: 'hint',
                     ImageMarking.INCLUDE: 'include',
                     ImageMarking.EXCLUDE: 'exclude'}[rect_type]
-            image.markings.append(Marking(name, rect_type, rect))
+            image.markings.append(Marking(name, rect_type, rect, confidence))
         marking_item.setData(0, name)
+        marking_item.setData(1, confidence)
         if rect_type != ImageMarking.CROP and rect_type != ImageMarking.NONE:
             label_background = QGraphicsRectItem(marking_item)
             label_background.setZValue(2)
             label_background.setBrush(marking_item.color)
             label_background.setPen(Qt.NoPen)
             label_background.setVisible(self.show_label_state)
-            marking_item.label = MarkingLabel(name, label_background)
+            marking_item.label = MarkingLabel(name, confidence, label_background)
             marking_item.label.setZValue(2)
             marking_item.label.setVisible(self.show_label_state)
             marking_item.label.editingFinished.connect(self.label_changed)
@@ -850,10 +856,19 @@ def label_changed(self):
         image.markings.clear()
         for marking in self.marking_items:
             if marking.rect_type != ImageMarking.CROP:
-                marking.label.parentItem().parentItem().setData(0, marking.label.toPlainText())
-                image.markings.append(Marking(marking.data(0),
-                                      marking.rect_type,
-                                      marking.rect().toRect()))
+                label = marking.label.toPlainText()
+                match = re.match(r'^(.*):\s*(\d*\.\d+)$', label)
+                if match:
+                    label = match.group(1)
+                    confidence = float(match.group(2))
+                else:
+                    confidence = 1.0
+                marking.label.parentItem().parentItem().setData(0, label)
+                marking.label.parentItem().parentItem().setData(1, confidence)
+                image.markings.append(Marking(label=label,
+                                              type=marking.rect_type,
+                                              rect=marking.rect().toRect(),
+                                              confidence=confidence))
         self.proxy_image_list_model.sourceModel().write_meta_to_disk(image)
 
     @Slot(QGraphicsRectItem)
@@ -878,7 +893,8 @@ def marking_changed(self, marking: QGraphicsRectItem):
         else:
             image.markings = [Marking(m.data(0),
                                       m.rect_type,
-                                      m.rect().toRect())
+                                      m.rect().toRect(),
+                                      m.data(1))
                 for m in self.marking_items if m.rect_type != ImageMarking.CROP]
         self.proxy_image_list_model.sourceModel().write_meta_to_disk(image)
 
diff --git a/taggui/widgets/main_window.py b/taggui/widgets/main_window.py
index c44a150d..b3d6d335 100644
--- a/taggui/widgets/main_window.py
+++ b/taggui/widgets/main_window.py
@@ -1,10 +1,8 @@
 from pathlib import Path
 
-from PySide6.QtCore import (QKeyCombination, QModelIndex, QPoint, QRect, QUrl,
-                            Qt, Slot)
-from PySide6.QtGui import (QAction, QActionGroup, QColor, QCloseEvent,
-                           QDesktopServices, QIcon, QKeySequence, QPainter,
-                           QPainterPath, QPen, QPixmap, QShortcut)
+from PySide6.QtCore import QKeyCombination, QModelIndex, QUrl, Qt, Slot
+from PySide6.QtGui import (QAction, QActionGroup, QCloseEvent, QDesktopServices,
+                           QIcon, QKeySequence, QShortcut)
 from PySide6.QtWidgets import (QApplication, QFileDialog, QMainWindow,
                                QMessageBox, QStackedWidget, QToolBar,
                                QVBoxLayout, QWidget)
@@ -27,15 +25,15 @@
 from utils.utils import get_resource_path, pluralize
 from widgets.all_tags_editor import AllTagsEditor
 from widgets.auto_captioner import AutoCaptioner
+from widgets.auto_markings import AutoMarkings
 from widgets.image_list import ImageList
 from widgets.image_tags_editor import ImageTagsEditor
 from widgets.image_viewer import ImageViewer, ImageMarking
 
-ICON_PATH = Path('images/icon.ico')
-TOGGLE_MARKING_ICON_PATH = Path('images/toggle_marking.png')
-SHOW_MARKINGS_ICON_PATH = Path('images/show_marking.png')
-SHOW_LABELS_ICON_PATH = Path('images/show_label.png')
-SHOW_MARKING_LATENT_ICON_PATH = Path('images/show_marking_latent.png')
+from taggui.widgets.icons import (taggui_icon, create_add_box_icon,
+                                  toggle_marking_icon, show_markings_icon,
+                                  show_labels_icon, show_marking_latent_icon)
+
 GITHUB_REPOSITORY_URL = 'https://github.com/jhc13/taggui'
 TOKENIZER_DIRECTORY_PATH = Path('clip-vit-base-patch32')
 
@@ -64,7 +62,7 @@ def __init__(self, app: QApplication):
         self.tag_counter_model = TagCounterModel()
         self.image_tag_list_model = ImageTagListModel()
 
-        self.setWindowIcon(QIcon(QPixmap(get_resource_path(ICON_PATH))))
+        self.setWindowIcon(taggui_icon())
         # Not setting this results in some ugly colors.
         self.setPalette(self.app.style().standardPalette())
         # The font size must be set before creating the widgets to ensure that
@@ -114,25 +112,21 @@ def __init__(self, app: QApplication):
                                             'Delete marking', self)
         self.delete_marking_action.setEnabled(False)
         self.toolbar.addAction(self.delete_marking_action)
-        self.add_toggle_marking_action = QAction(
-            QIcon(QPixmap(get_resource_path(TOGGLE_MARKING_ICON_PATH))),
+        self.add_toggle_marking_action = QAction(toggle_marking_icon(),
             'Change marking type', self)
         self.add_toggle_marking_action.setEnabled(False)
         self.toolbar.addAction(self.add_toggle_marking_action)
-        self.add_show_marking_action = QAction(
-            QIcon(QPixmap(get_resource_path(SHOW_MARKINGS_ICON_PATH))),
+        self.add_show_marking_action = QAction(show_markings_icon(),
             'Show markings', self)
         self.add_show_marking_action.setCheckable(True)
         self.add_show_marking_action.setChecked(True)
         self.toolbar.addAction(self.add_show_marking_action)
-        self.add_show_labels_action = QAction(
-            QIcon(QPixmap(get_resource_path(SHOW_LABELS_ICON_PATH))),
+        self.add_show_labels_action = QAction(show_labels_icon(),
             'Show labels', self)
         self.add_show_labels_action.setCheckable(True)
         self.add_show_labels_action.setChecked(True)
         self.toolbar.addAction(self.add_show_labels_action)
-        self.add_show_marking_latent_action = QAction(
-            QIcon(QPixmap(get_resource_path(SHOW_MARKING_LATENT_ICON_PATH))),
+        self.add_show_marking_latent_action = QAction(show_marking_latent_icon(),
             'Show marking in latent space', self)
         self.add_show_marking_latent_action.setCheckable(True)
         self.add_show_marking_latent_action.setChecked(True)
@@ -157,7 +151,12 @@ def __init__(self, app: QApplication):
                                             self.image_list)
         self.addDockWidget(Qt.DockWidgetArea.RightDockWidgetArea,
                            self.auto_captioner)
+        self.auto_markings = AutoMarkings(self.image_list_model,
+                                          self.image_list, self)
+        self.addDockWidget(Qt.DockWidgetArea.RightDockWidgetArea,
+                           self.auto_markings)
         self.tabifyDockWidget(self.all_tags_editor, self.auto_captioner)
+        self.tabifyDockWidget(self.auto_captioner, self.auto_markings)
         self.all_tags_editor.raise_()
         # Set default widths for the dock widgets.
         # Temporarily set a size for the window so that the dock widgets can be
@@ -183,6 +182,8 @@ def __init__(self, app: QApplication):
         self.toggle_all_tags_editor_action = QAction('All Tags', parent=self)
         self.toggle_auto_captioner_action = QAction('Auto-Captioner',
                                                     parent=self)
+        self.toggle_auto_markings_action = QAction('Auto-Markings',
+                                                    parent=self)
         self.create_menus()
 
         self.image_list_selection_model = (self.image_list.list_view
@@ -194,6 +195,7 @@ def __init__(self, app: QApplication):
         self.connect_image_tags_editor_signals()
         self.connect_all_tags_editor_signals()
         self.connect_auto_captioner_signals()
+        self.connect_auto_markings_signals()
         # Forward any unhandled image changing key presses to the image list.
         key_press_forwarder = KeyPressForwarder(
             parent=self, target=self.image_list.list_view,
@@ -458,6 +460,7 @@ def create_menus(self):
         self.toggle_image_tags_editor_action.setCheckable(True)
         self.toggle_all_tags_editor_action.setCheckable(True)
         self.toggle_auto_captioner_action.setCheckable(True)
+        self.toggle_auto_markings_action.setCheckable(True)
         self.toggle_toolbar_action.triggered.connect(
             lambda is_checked: self.toolbar.setVisible(is_checked))
         self.toggle_image_list_action.triggered.connect(
@@ -468,11 +471,14 @@ def create_menus(self):
             lambda is_checked: self.all_tags_editor.setVisible(is_checked))
         self.toggle_auto_captioner_action.triggered.connect(
             lambda is_checked: self.auto_captioner.setVisible(is_checked))
+        self.toggle_auto_markings_action.triggered.connect(
+            lambda is_checked: self.auto_markings.setVisible(is_checked))
         view_menu.addAction(self.toggle_toolbar_action)
         view_menu.addAction(self.toggle_image_list_action)
         view_menu.addAction(self.toggle_image_tags_editor_action)
         view_menu.addAction(self.toggle_all_tags_editor_action)
         view_menu.addAction(self.toggle_auto_captioner_action)
+        view_menu.addAction(self.toggle_auto_markings_action)
 
         help_menu = menu_bar.addMenu('Help')
         open_github_repository_action = QAction('GitHub', parent=self)
@@ -711,6 +717,14 @@ def connect_auto_captioner_signals(self):
             lambda: self.toggle_auto_captioner_action.setChecked(
                 self.auto_captioner.isVisible()))
 
+    def connect_auto_markings_signals(self):
+        self.auto_markings.marking_generated.connect(
+            lambda image_index, markings:
+            self.image_list_model.add_image_markings(image_index, markings))
+        self.auto_markings.visibilityChanged.connect(
+            lambda: self.toggle_auto_markings_action.setChecked(
+                self.auto_markings.isVisible()))
+
     def restore(self):
         # Restore the window geometry and state.
         if settings.contains('geometry'):
@@ -729,28 +743,3 @@ def restore(self):
                                                       type=str))
             if directory_path.is_dir():
                 self.load_directory(directory_path, select_index=image_index)
-
-def create_add_box_icon(color: QColor) -> QPixmap:
-    """Create a QPixmap for an icon"""
-    pixmap = QPixmap(32, 32)
-    pixmap.fill(QColor('transparent'))
-
-    # Create a painter to draw on the pixmap
-    painter = QPainter(pixmap)
-
-    # Draw a bordered rectangle in the specified color
-    rect = QRect(2, 2, 28, 28)
-    painter.setPen(QPen(color, 2))
-    painter.drawRect(rect)
-
-    # Draw a plus sign in the middle
-    painter.setPen(QPen(Qt.black, 1))
-    path = QPainterPath()
-    path.moveTo(16, 10)
-    path.lineTo(16, 22)
-    path.moveTo(10, 16)
-    path.lineTo(22, 16)
-    painter.drawPath(path)
-    painter.end()
-
-    return pixmap

From ad7ccb5dc17e69e071e6c6271e10bcef0ffd0376 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Tue, 25 Mar 2025 00:20:16 +0100
Subject: [PATCH 47/82] Make advanced YOLO settings available

---
 taggui/models/image_list_model.py  |  1 -
 taggui/{widgets => utils}/icons.py |  0
 taggui/widgets/auto_markings.py    | 81 +++++++++++++++++++++++++-----
 taggui/widgets/main_window.py      |  7 ++-
 4 files changed, 71 insertions(+), 18 deletions(-)
 rename taggui/{widgets => utils}/icons.py (100%)

diff --git a/taggui/models/image_list_model.py b/taggui/models/image_list_model.py
index a470ce23..73deba86 100644
--- a/taggui/models/image_list_model.py
+++ b/taggui/models/image_list_model.py
@@ -251,7 +251,6 @@ def write_meta_to_disk(self, image: Image):
         meta: dict[str, any] = {'version': 1}
         if image.crop is not None:
             meta['crop'] = image.crop.getRect()
-        print('image.markings', image.markings)
         meta['markings'] = [{'label': marking.label,
                              'type': marking.type.name,
                              'confidence': marking.confidence,
diff --git a/taggui/widgets/icons.py b/taggui/utils/icons.py
similarity index 100%
rename from taggui/widgets/icons.py
rename to taggui/utils/icons.py
diff --git a/taggui/widgets/auto_markings.py b/taggui/widgets/auto_markings.py
index 464da1fd..a8726f69 100644
--- a/taggui/widgets/auto_markings.py
+++ b/taggui/widgets/auto_markings.py
@@ -2,23 +2,27 @@
 from pathlib import Path
 
 from PySide6.QtCore import Signal, QModelIndex, Qt, Slot
-from PySide6.QtGui import QTextCursor, QFont
-from PySide6.QtWidgets import QDockWidget, QProgressBar, QPlainTextEdit, QWidget, QVBoxLayout, QScrollArea, \
-    QAbstractScrollArea, QFrame, QFormLayout, QMessageBox, QTableWidget, QHeaderView, QTableWidgetItem, QComboBox
+from PySide6.QtGui import QTextCursor
+from PySide6.QtWidgets import (QDockWidget, QProgressBar, QPlainTextEdit,
+                               QWidget, QVBoxLayout, QScrollArea,
+                               QAbstractScrollArea, QFrame, QFormLayout,
+                               QMessageBox, QTableWidget, QHeaderView,
+                               QTableWidgetItem, QComboBox)
 
+from utils.icons import create_add_box_icon
 from models.image_list_model import ImageListModel
+from utils.utils import pluralize
 from utils.big_widgets import TallPushButton
 from utils.settings import settings, DEFAULT_SETTINGS
-from utils.settings_widgets import FocusedScrollSettingsComboBox
-from widgets.auto_captioner import set_text_edit_height, restore_stdout_and_stderr
+from utils.settings_widgets import (FocusedScrollSettingsComboBox,
+                                    FocusedScrollSettingsDoubleSpinBox,
+                                    FocusedScrollSettingsSpinBox)
+from widgets.auto_captioner import (set_text_edit_height,
+                                    restore_stdout_and_stderr, HorizontalLine)
 from widgets.image_list import ImageList
 from auto_marking.marking_thread import MarkingThread
 from dialogs.caption_multiple_images_dialog import CaptionMultipleImagesDialog
 
-from widgets.icons import create_add_box_icon
-
-from taggui.utils.utils import pluralize
-
 
 class MarkingSettingsForm(QVBoxLayout):
     model_selected = Signal(bool)
@@ -44,7 +48,47 @@ def __init__(self):
         self.class_table.verticalHeader().setSectionResizeMode(QHeaderView.ResizeToContents)
         basic_settings_form.addRow('Classes', self.class_table)
 
+        self.toggle_advanced_settings_form_button = TallPushButton(
+            'Show Advanced Settings')
+
+        self.advanced_settings_form_container = QWidget()
+        advanced_settings_form = QFormLayout(
+            self.advanced_settings_form_container)
+        advanced_settings_form.setLabelAlignment(Qt.AlignmentFlag.AlignRight)
+        advanced_settings_form.setFieldGrowthPolicy(
+            QFormLayout.FieldGrowthPolicy.ExpandingFieldsGrow)
+        # Sets the minimum confidence threshold for detections.
+        # Objects detected with confidence below this threshold will be
+        # disregarded. Adjusting this value can help reduce false positives.
+        self.confidence_spin_box = FocusedScrollSettingsDoubleSpinBox(
+            key='confidence', default=0.25, minimum=0.01, maximum=1.0)
+        self.confidence_spin_box.setSingleStep(0.01)
+        advanced_settings_form.addRow('Confidence',
+                                      self.confidence_spin_box)
+        # Intersection Over Union (IoU) threshold for Non-Maximum Suppression
+        # (NMS). Lower values result in fewer detections by eliminating
+        # overlapping boxes, useful for reducing duplicates.
+        self.iou_spin_box = FocusedScrollSettingsDoubleSpinBox(
+            key='iou', default=0.7, minimum=0.01, maximum=1.0)
+        self.iou_spin_box.setSingleStep(0.01)
+        advanced_settings_form.addRow('Intersection Over Union (IoU)',
+                                      self.iou_spin_box)
+        # Maximum number of detections allowed per image.
+        # Limits the total number of objects the model can detect in a single
+        # inference, preventing excessive outputs in dense scenes.
+        self.max_det_spin_box = FocusedScrollSettingsSpinBox(
+            key='max_det', default=300, minimum=1, maximum=500)
+        advanced_settings_form.addRow('Maximum number of detections', self.max_det_spin_box)
+        self.advanced_settings_form_container.hide()
+
         self.addLayout(basic_settings_form)
+        self.horizontal_line = HorizontalLine()
+        self.addWidget(self.horizontal_line)
+        self.addWidget(self.toggle_advanced_settings_form_button)
+        self.addWidget(self.advanced_settings_form_container)
+
+        self.toggle_advanced_settings_form_button.clicked.connect(
+            self.toggle_advanced_settings_form)
 
     def get_local_model_paths(self):
         models_directory_path = settings.value(
@@ -68,13 +112,23 @@ def get_local_model_paths(self):
                 self.model_combo_box.addItem(
                     str(path.relative_to(models_directory_path)), userData=path)
 
+    @Slot()
+    def toggle_advanced_settings_form(self):
+        if self.advanced_settings_form_container.isHidden():
+            self.advanced_settings_form_container.show()
+            self.toggle_advanced_settings_form_button.setText(
+                'Hide Advanced Settings')
+        else:
+            self.advanced_settings_form_container.hide()
+            self.toggle_advanced_settings_form_button.setText(
+                'Show Advanced Settings')
+
     def get_marking_settings(self) -> dict:
         return {
-            #'model_id': self.model_combo_box.currentText(),
             'model_path': self.model_combo_box.currentData(),
-            'conf': 0.25,
-            'iou': 0.7,
-            'max_det': 300,
+            'conf': self.confidence_spin_box.value(),
+            'iou': self.iou_spin_box.value(),
+            'max_det': self.max_det_spin_box.value(),
             'classes': []
         }
 
@@ -229,6 +283,7 @@ def generate_markings(self):
         if self.marking_thread is None:
             self.prepare_generation()
         self.marking_thread.selected_image_indices = selected_image_indices
+        self.marking_thread.marking_settings = self.marking_settings_form.get_marking_settings()
         classes = {}
         for row, (class_id, class_name) in enumerate(
                 self.marking_thread.model.names.items()):
diff --git a/taggui/widgets/main_window.py b/taggui/widgets/main_window.py
index b3d6d335..85cb0d0f 100644
--- a/taggui/widgets/main_window.py
+++ b/taggui/widgets/main_window.py
@@ -17,6 +17,9 @@
 from models.image_tag_list_model import ImageTagListModel
 from models.proxy_image_list_model import ProxyImageListModel
 from models.tag_counter_model import TagCounterModel
+from utils.icons import (taggui_icon, create_add_box_icon, toggle_marking_icon,
+                         show_markings_icon, show_labels_icon,
+                         show_marking_latent_icon)
 from utils.big_widgets import BigPushButton
 from utils.image import Image
 from utils.key_press_forwarder import KeyPressForwarder
@@ -30,10 +33,6 @@
 from widgets.image_tags_editor import ImageTagsEditor
 from widgets.image_viewer import ImageViewer, ImageMarking
 
-from taggui.widgets.icons import (taggui_icon, create_add_box_icon,
-                                  toggle_marking_icon, show_markings_icon,
-                                  show_labels_icon, show_marking_latent_icon)
-
 GITHUB_REPOSITORY_URL = 'https://github.com/jhc13/taggui'
 TOKENIZER_DIRECTORY_PATH = Path('clip-vit-base-patch32')
 

From eba1b58dc90fbe3279b4afa48e73e922b2c44d83 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Tue, 25 Mar 2025 22:14:50 +0100
Subject: [PATCH 48/82] Add YOLO to the README.md

---
 README.md               |  25 +++++++++++++++++++++++--
 images/doc/cropping.jpg | Bin 294020 -> 850109 bytes
 2 files changed, 23 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index dbb05496..f86e395a 100644
--- a/README.md
+++ b/README.md
@@ -18,6 +18,10 @@ like Stable Diffusion.
 - Batch tag operations for renaming, deleting, and sorting tags
 - Advanced image list filtering
 - Export images ready to be used for training
+- Mark images manually or with the help of YOLO models to create masks for
+  inclusion and exclusion of image parts for masked training
+- Crop images with advanced hints that respect relevant aspect ratios and
+  bucket sizes of the training scripts
 
 ## Installation
 
@@ -272,7 +276,7 @@ they can be changed into each other.
 All markings are marking the pixels inside the border 🞑, not any pixels below
 the border.
 
-![cropping.jpg](images/doc/cropping.jpg)
+<img src='images/doc/cropping.jpg' alt='TagGUI cropping and masking feature' width='100%'>
 
 ### Crop
 
@@ -347,10 +351,27 @@ The marking label can be edited by clicking on it.
 And the type can be changed in the toolbar or with a right mouse button click on
 the marking.
 
+### Automatic marking detection
+
+When you have the path to the YOLO models configured in the _Settings..._ 
+dialog, you can use them to automatically detect features in the image that
+can be used for marking. After selecting the relevant model in the drop-down 
+list, you see a table with all classes it can detect. In each line you can
+decide whether it should be ignored or added as a hint, exclude or include.
+Next to the label you can see the confidence the model had during detection.
+
+More detailed control about the minimal required confidence, the IoU and
+the maximal number of detected markings per image can be set in the
+advanced settings.
+
+Note: When you are already using image generation tools like ADetailer you
+will most likely have already relevant YOLO models. There are many models
+widely available when you are searching for "YOLO" or "ADetailer".
+
 ## Export
 
 Exporting the images to a directory allows different options. By choosing the
-preset for the target AI model many important settings are automatically set.
+preset for the target AI model, many important settings are automatically set.
 
 `Image selection`:
 Select whether all images, or those with the current filter or only the
diff --git a/images/doc/cropping.jpg b/images/doc/cropping.jpg
index 8bd00b14758d3e8146c183444978ed1d7fc078f0..7613dc6d1fa77e86b968eda4293d1d9e7ea3f26c 100644
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ze$^yD_$o5d^m8g5F)9YM(@||@(L{Ga?Fsg}?O&!5Eb#jG|0a`|FuvWpx-&JD_=mB-
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TMn>&tr>vTl3aT-le^&kjm`I6R


From f8f85f6d492ab70609c38d4668e1d5056971bd55 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Tue, 25 Mar 2025 23:34:14 +0100
Subject: [PATCH 49/82] Allow limiting of captioning models to cropped area

---
 taggui/auto_captioning/auto_captioning_model.py | 10 ++++++----
 taggui/auto_captioning/captioning_thread.py     |  5 ++++-
 taggui/auto_captioning/models/cog.py            |  4 ++--
 taggui/auto_captioning/models/cogvlm2.py        |  4 ++--
 taggui/auto_captioning/models/moondream.py      |  8 ++++----
 taggui/auto_captioning/models/phi_3_vision.py   |  4 ++--
 taggui/auto_captioning/models/wd_tagger.py      |  4 ++--
 taggui/auto_captioning/models/xcomposer2.py     |  8 ++++----
 taggui/widgets/auto_captioner.py                | 11 +++++++++++
 9 files changed, 37 insertions(+), 21 deletions(-)

diff --git a/taggui/auto_captioning/auto_captioning_model.py b/taggui/auto_captioning/auto_captioning_model.py
index 26492a4a..bb5b4eec 100644
--- a/taggui/auto_captioning/auto_captioning_model.py
+++ b/taggui/auto_captioning/auto_captioning_model.py
@@ -199,17 +199,19 @@ def get_input_text(self, image_prompt: str) -> str:
             text = image_prompt or self.caption_start
         return text
 
-    def load_image(self, image: Image) -> PilImage:
+    def load_image(self, image: Image, crop: bool) -> PilImage:
         pil_image = PilImage.open(image.path)
         # Rotate the image according to the orientation tag.
         pil_image = exif_transpose(pil_image)
         pil_image = pil_image.convert(self.image_mode)
+        if crop and image.crop is not None:
+            pil_image = pil_image.crop( image.crop.getCoords())
         return pil_image
 
-    def get_model_inputs(self, image_prompt: str,
-                         image: Image) -> BatchFeature | dict | np.ndarray:
+    def get_model_inputs(self, image_prompt: str, image: Image,
+                         crop: bool) -> BatchFeature | dict | np.ndarray:
         text = self.get_input_text(image_prompt)
-        pil_image = self.load_image(image)
+        pil_image = self.load_image(image, crop)
         model_inputs = (self.processor(text=text, images=pil_image,
                                        return_tensors='pt')
                         .to(self.device, **self.dtype_argument))
diff --git a/taggui/auto_captioning/captioning_thread.py b/taggui/auto_captioning/captioning_thread.py
index b61d45b2..8567d47a 100644
--- a/taggui/auto_captioning/captioning_thread.py
+++ b/taggui/auto_captioning/captioning_thread.py
@@ -68,7 +68,10 @@ def load_model(self):
 
     def get_model_inputs(self, image: Image):
         image_prompt =  self.model.get_image_prompt(image)
-        return image_prompt, self.model.get_model_inputs(image_prompt, image)
+        crop = self.caption_settings['limit_to_crop']
+        return image_prompt, self.model.get_model_inputs(image_prompt,
+                                                         image,
+                                                         crop)
 
     def generate_output(self, image_index, image: Image, image_prompt: str | None, model_inputs) -> str:
         caption_position = self.caption_settings['caption_position']
diff --git a/taggui/auto_captioning/models/cog.py b/taggui/auto_captioning/models/cog.py
index e8fa3651..28bc2d5d 100644
--- a/taggui/auto_captioning/models/cog.py
+++ b/taggui/auto_captioning/models/cog.py
@@ -54,9 +54,9 @@ def get_input_text(self, image_prompt: str) -> str:
         # `caption_start` is added later.
         return image_prompt
 
-    def get_model_inputs(self, image_prompt: str, image: Image) -> dict:
+    def get_model_inputs(self, image_prompt: str, image: Image, crop: bool) -> dict:
         text = self.get_input_text(image_prompt)
-        pil_image = self.load_image(image)
+        pil_image = self.load_image(image, crop)
         model_inputs = self.model.build_conversation_input_ids(
             self.processor, query=text, images=[pil_image],
             template_version=self.template_version)
diff --git a/taggui/auto_captioning/models/cogvlm2.py b/taggui/auto_captioning/models/cogvlm2.py
index 5441c23d..ab614817 100644
--- a/taggui/auto_captioning/models/cogvlm2.py
+++ b/taggui/auto_captioning/models/cogvlm2.py
@@ -65,9 +65,9 @@ def get_default_prompt() -> str:
     def format_prompt(prompt: str) -> str:
         return f'Question: {prompt} Answer:'
 
-    def get_model_inputs(self, image_prompt: str, image: Image) -> dict:
+    def get_model_inputs(self, image_prompt: str, image: Image, crop: bool) -> dict:
         text = self.get_input_text(image_prompt)
-        pil_image = self.load_image(image)
+        pil_image = self.load_image(image, crop)
         image_size = self.model.config.vision_config['image_size']
         patch_size = self.model.config.vision_config['patch_size']
         vision_tokens_count = ((image_size // patch_size // 2)
diff --git a/taggui/auto_captioning/models/moondream.py b/taggui/auto_captioning/models/moondream.py
index 448d44ae..d569a1c3 100644
--- a/taggui/auto_captioning/models/moondream.py
+++ b/taggui/auto_captioning/models/moondream.py
@@ -63,9 +63,9 @@ def patch_source_code(self) -> bool:
         del sys.modules[phi_module.__name__]
         return True
 
-    def get_model_inputs(self, image_prompt: str, image: Image) -> dict:
+    def get_model_inputs(self, image_prompt: str, image: Image, crop: bool) -> dict:
         text = self.get_input_text(image_prompt)
-        pil_image = self.load_image(image)
+        pil_image = self.load_image(image, crop)
         encoded_image = self.model.encode_image(pil_image)
         eos_tokens_ids = self.processor('<END>').input_ids
         inputs_embeds = self.model.input_embeds(text, encoded_image,
@@ -102,9 +102,9 @@ def get_model_load_arguments(self) -> dict:
         arguments['revision'] = MOONDREAM2_REVISION
         return arguments
 
-    def get_model_inputs(self, image_prompt: str, image: Image) -> dict:
+    def get_model_inputs(self, image_prompt: str, image: Image, crop: bool) -> dict:
         text = self.get_input_text(image_prompt)
-        pil_image = self.load_image(image)
+        pil_image = self.load_image(image, crop)
         encoded_image = self.model.encode_image(pil_image)
         inputs_embeds = self.model.input_embeds(text, encoded_image,
                                                 self.processor)
diff --git a/taggui/auto_captioning/models/phi_3_vision.py b/taggui/auto_captioning/models/phi_3_vision.py
index fc3429d9..f77a3420 100644
--- a/taggui/auto_captioning/models/phi_3_vision.py
+++ b/taggui/auto_captioning/models/phi_3_vision.py
@@ -27,8 +27,8 @@ def get_input_text(self, image_prompt: str) -> str:
         return image_prompt + self.caption_start
 
     def get_model_inputs(self, image_prompt: str,
-                         image: Image) -> BatchFeature:
-        model_inputs = super().get_model_inputs(image_prompt, image)
+                         image: Image, crop: bool) -> BatchFeature:
+        model_inputs = super().get_model_inputs(image_prompt, image, crop)
         self.input_length = model_inputs['input_ids'].shape[1]
         return model_inputs
 
diff --git a/taggui/auto_captioning/models/wd_tagger.py b/taggui/auto_captioning/models/wd_tagger.py
index 5745af15..db05e27b 100644
--- a/taggui/auto_captioning/models/wd_tagger.py
+++ b/taggui/auto_captioning/models/wd_tagger.py
@@ -112,8 +112,8 @@ def get_model(self):
     def get_generation_text() -> str:
         return 'Generating tags'
 
-    def get_model_inputs(self, image_prompt: str, image: Image) -> np.ndarray:
-        pil_image = self.load_image(image)
+    def get_model_inputs(self, image_prompt: str, image: Image, crop: bool) -> np.ndarray:
+        pil_image = self.load_image(image, crop)
         # Add a white background to the image in case it has transparent areas.
         canvas = PilImage.new('RGBA', pil_image.size, (255, 255, 255))
         canvas.alpha_composite(pil_image)
diff --git a/taggui/auto_captioning/models/xcomposer2.py b/taggui/auto_captioning/models/xcomposer2.py
index aa7308eb..283e9c64 100644
--- a/taggui/auto_captioning/models/xcomposer2.py
+++ b/taggui/auto_captioning/models/xcomposer2.py
@@ -107,9 +107,9 @@ def format_prompt(prompt: str) -> str:
     def get_input_text(self, image_prompt: str) -> str:
         return image_prompt + self.caption_start
 
-    def get_model_inputs(self, image_prompt: str, image: Image) -> dict:
+    def get_model_inputs(self, image_prompt: str, image: Image, crop: bool) -> dict:
         text = self.get_input_text(image_prompt)
-        pil_image = self.load_image(image)
+        pil_image = self.load_image(image, crop)
         input_embeddings_parts = []
         image_mask_parts = []
         processed_image = self.model.vis_processor(pil_image).unsqueeze(0).to(
@@ -189,7 +189,7 @@ class Xcomposer2_4khd(Xcomposer2):
     def monkey_patch_after_loading(self):
         return
 
-    def load_image(self, image: Image) -> PilImage:
-        pil_image = super().load_image(image)
+    def load_image(self, image: Image, crop: bool) -> PilImage:
+        pil_image = super().load_image(image, crop)
         pil_image = hd_transform(pil_image)
         return pil_image
diff --git a/taggui/widgets/auto_captioner.py b/taggui/widgets/auto_captioner.py
index c8486c5b..4a67b3a6 100644
--- a/taggui/widgets/auto_captioner.py
+++ b/taggui/widgets/auto_captioner.py
@@ -84,6 +84,15 @@ def __init__(self):
         load_in_4_bit_layout.addWidget(QLabel('Load in 4-bit'))
         load_in_4_bit_layout.addWidget(self.load_in_4_bit_check_box)
         self.load_in_4_bit_container.setLayout(load_in_4_bit_layout)
+        self.limit_to_crop_container = QWidget()
+        limit_to_crop_layout = QHBoxLayout()
+        limit_to_crop_layout.setAlignment(Qt.AlignmentFlag.AlignLeft)
+        limit_to_crop_layout.setContentsMargins(0, 0, 0, 0)
+        self.limit_to_crop_check_box = SettingsBigCheckBox(
+            key='limit_to_crop', default=True)
+        limit_to_crop_layout.addWidget(QLabel('Limit to crop'))
+        limit_to_crop_layout.addWidget(self.limit_to_crop_check_box)
+        self.limit_to_crop_container.setLayout(limit_to_crop_layout)
         self.remove_tag_separators_container = QWidget()
         remove_tag_separators_layout = QHBoxLayout(
             self.remove_tag_separators_container)
@@ -108,6 +117,7 @@ def __init__(self):
         basic_settings_form.addRow(self.device_label, self.device_combo_box)
         basic_settings_form.addRow(self.load_in_4_bit_container)
         basic_settings_form.addRow(self.remove_tag_separators_container)
+        basic_settings_form.addRow(self.limit_to_crop_container)
 
         self.wd_tagger_settings_form_container = QWidget()
         wd_tagger_settings_form = QFormLayout(
@@ -314,6 +324,7 @@ def get_caption_settings(self) -> dict:
             'device': self.device_combo_box.currentText(),
             'gpu_index': self.gpu_index_spin_box.value(),
             'load_in_4_bit': self.load_in_4_bit_check_box.isChecked(),
+            'limit_to_crop': self.limit_to_crop_check_box.isChecked(),
             'remove_tag_separators':
                 self.remove_tag_separators_check_box.isChecked(),
             'bad_words': self.bad_words_line_edit.text(),

From 7d4be32cdf01a99684e64a3903418d865e967939 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Wed, 26 Mar 2025 22:16:15 +0100
Subject: [PATCH 50/82] Allow filtering of marking confidence.

Also rename the `x` and `y` filter to `width` and `height` as it is better describing their behaviour
---
 README.md                               | 10 ++++--
 taggui/auto_marking/marking_thread.py   |  2 +-
 taggui/models/proxy_image_list_model.py | 45 ++++++++++++++++++-------
 taggui/widgets/image_list.py            |  2 +-
 4 files changed, 41 insertions(+), 18 deletions(-)

diff --git a/README.md b/README.md
index f86e395a..f8371ec9 100644
--- a/README.md
+++ b/README.md
@@ -144,6 +144,10 @@ apply:
       tag `catastrophe`.
 - `marking`: Images that contain at least one marking with this label. It
   doesn't matter whether it is a _hint_, _include_ or _exclude_ marking.
+  - `marking:cat:>0.789` when the label is followed by a colon with a
+    relational operator and a number then only those markings are matched 
+    where the confidence fits to the specified number, in this example case
+    a `cat` marking must have a confidence number higher than 0.789.
 - `name`: Images that contain the filter term in the file name
     - `name:cat` will match images such as `cat-1.jpg` or `large_cat.png`.
 - `path`: Images that contain the filter term in the full file path
@@ -174,9 +178,9 @@ comparison.
       caption.
     - `tokens:<=50` will match images that have 50 or fewer tokens in the
       caption.
-- `x` and `y`: will match images with the specified x or y dimension.
-    - `x:>512` will match images where the width is greater than 512 pixels.
-    - `y:=1024` will match images where the height is exactly 1024 pixels.
+- `width` and `height`: will match images with the specified width or height.
+    - `width:>512` will match images where the width is greater than 512 pixels.
+    - `height:=1024` will match images where the height is exactly 1024 pixels.
 
 ### Spaces and quotes
 
diff --git a/taggui/auto_marking/marking_thread.py b/taggui/auto_marking/marking_thread.py
index 8baf3000..b302c565 100644
--- a/taggui/auto_marking/marking_thread.py
+++ b/taggui/auto_marking/marking_thread.py
@@ -58,6 +58,6 @@ def generate_output(self, image_index, image: Image, image_prompt, model_inputs)
                     markings.append({'box': box,
                                      'label': marking[0],
                                      'type': marking[1],
-                                     'confidence': confidence})
+                                     'confidence': round(confidence, 3)})
         self.marking_generated.emit(image_index, markings)
         return f'Found {len(markings)} marking(s).'
diff --git a/taggui/models/proxy_image_list_model.py b/taggui/models/proxy_image_list_model.py
index 6039c422..b5ed32e9 100644
--- a/taggui/models/proxy_image_list_model.py
+++ b/taggui/models/proxy_image_list_model.py
@@ -1,4 +1,5 @@
 import operator
+import re
 from fnmatch import fnmatchcase
 
 from PySide6.QtCore import QModelIndex, QSortFilterProxyModel, Qt
@@ -8,6 +9,17 @@
 from utils.image import Image
 import utils.target_dimension as target_dimension
 
+comparison_operators = {
+    '=': operator.eq,
+    '==': operator.eq,
+    '!=': operator.ne,
+    '<': operator.lt,
+    '>': operator.gt,
+    '<=': operator.le,
+    '>=': operator.ge
+}
+
+
 class ProxyImageListModel(QSortFilterProxyModel):
     def __init__(self, image_list_model: ImageListModel,
                  tokenizer: PreTrainedTokenizerBase, tag_separator: str):
@@ -34,7 +46,23 @@ def does_image_match_filter(self, image: Image,
                 caption = self.tag_separator.join(image.tags)
                 return fnmatchcase(caption, f'*{filter_[1]}*')
             if filter_[0] == 'marking':
-                return any(fnmatchcase(markings.label, filter_[1]) for markings in image.markings)
+                last_colon_index = filter_[1].rfind(':')
+                if last_colon_index < 0:
+                    return any(fnmatchcase(marking.label, filter_[1])
+                               for marking in image.markings)
+                else:
+                    label = filter_[1][:last_colon_index]
+                    confidence = filter_[1][last_colon_index + 1:]
+                    pattern =r'^(<=|>=|==|<|>|=)\s*(0?[.,][0-9]+)'
+                    match = re.match(pattern, confidence)
+                    if not match or len(match.group(2)) == 0:
+                        return False
+                    comparison_operator = comparison_operators[match.group(1)]
+                    confidence_target = float(match.group(2).replace(',', '.'))
+                    return any((fnmatchcase(marking.label, label) and
+                               comparison_operator(marking.confidence,
+                                                   confidence_target))
+                               for marking in image.markings)
             if filter_[0] == 'name':
                 return fnmatchcase(image.path.name, f'*{filter_[1]}*')
             if filter_[0] == 'path':
@@ -48,7 +76,7 @@ def does_image_match_filter(self, image: Image,
             if filter_[0] == 'target':
                 # accept any dimension separator of [x:]
                 dimension = (filter_[1]).replace(':', 'x').split('x')
-                if image.target_dimension == None:
+                if image.target_dimension is None:
                     image.target_dimension = target_dimension.get(image.dimensions)
                 return (len(dimension) == 2
                         and dimension[0] == str(image.target_dimension.width())
@@ -59,15 +87,6 @@ def does_image_match_filter(self, image: Image,
         if filter_[1] == 'OR':
             return (self.does_image_match_filter(image, filter_[0])
                     or self.does_image_match_filter(image, filter_[2:]))
-        comparison_operators = {
-            '=': operator.eq,
-            '==': operator.eq,
-            '!=': operator.ne,
-            '<': operator.lt,
-            '>': operator.gt,
-            '<=': operator.le,
-            '>=': operator.ge
-        }
         comparison_operator = comparison_operators[filter_[1]]
         number_to_compare = None
         if filter_[0] == 'tags':
@@ -79,9 +98,9 @@ def does_image_match_filter(self, image: Image,
             caption = self.tag_separator.join(image.tags)
             # Subtract 2 for the `<|startoftext|>` and `<|endoftext|>` tokens.
             number_to_compare = len(self.tokenizer(caption).input_ids) - 2
-        elif filter_[0] == 'x':
+        elif filter_[0] == 'width':
             number_to_compare = image.dimensions[0]
-        elif filter_[0] == 'y':
+        elif filter_[0] == 'height':
             number_to_compare = image.dimensions[1]
         return comparison_operator(number_to_compare, int(filter_[2]))
 
diff --git a/taggui/widgets/image_list.py b/taggui/widgets/image_list.py
index 594dd63f..678fd3a1 100644
--- a/taggui/widgets/image_list.py
+++ b/taggui/widgets/image_list.py
@@ -56,7 +56,7 @@ def __init__(self):
                                            + optionally_quoted_string)
                                      for key in string_filter_keys]
         comparison_operator = one_of('= == != < > <= >=')
-        number_filter_keys = ['tags', 'chars', 'tokens', 'x', 'y']
+        number_filter_keys = ['tags', 'chars', 'tokens', 'width', 'height']
         number_filter_expressions = [Group(CaselessLiteral(key) + Suppress(':')
                                            + comparison_operator + Word(nums))
                                      for key in number_filter_keys]

From b0f224e089d03e0115b3379706dbff4d7d003e97 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Wed, 26 Mar 2025 23:38:01 +0100
Subject: [PATCH 51/82] Fix dependencies broken during rebase

---
 requirements.txt | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/requirements.txt b/requirements.txt
index 4f022b43..0ed36017 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -34,3 +34,6 @@ https://download.pytorch.org/whl/cu124/torch-2.6.0%2Bcu124-cp311-cp311-win_amd64
 flash-attn==2.7.4.post1; platform_system == "Linux"
 https://github.com/kingbri1/flash-attention/releases/download/v2.7.4.post1/flash_attn-2.7.4.post1+cu124torch2.6.0cxx11abiFALSE-cp312-cp312-win_amd64.whl; platform_system == "Windows" and python_version == "3.12"
 https://github.com/kingbri1/flash-attention/releases/download/v2.7.4.post1/flash_attn-2.7.4.post1+cu124torch2.6.0cxx11abiFALSE-cp311-cp311-win_amd64.whl; platform_system == "Windows" and python_version == "3.11"
+
+# YOLO
+ultalytics

From 9806ebf44fd2398159a3bfe1943c1368de6c568a Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Thu, 27 Mar 2025 23:21:55 +0100
Subject: [PATCH 52/82] Fix typo

---
 requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements.txt b/requirements.txt
index 0ed36017..1f932a19 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -36,4 +36,4 @@ https://github.com/kingbri1/flash-attention/releases/download/v2.7.4.post1/flash
 https://github.com/kingbri1/flash-attention/releases/download/v2.7.4.post1/flash_attn-2.7.4.post1+cu124torch2.6.0cxx11abiFALSE-cp311-cp311-win_amd64.whl; platform_system == "Windows" and python_version == "3.11"
 
 # YOLO
-ultalytics
+ultralytics

From 082bceaef5354cd6a3d6e465b104b4d86b021b3a Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sat, 29 Mar 2025 21:55:56 +0100
Subject: [PATCH 53/82] Fix bugs

- during call of Export dialog
- show HUD also when the crop is generated
- switch HUD when the crop rect changes orientation
---
 taggui/dialogs/export_dialog.py |  2 +-
 taggui/utils/grid.py            |  2 +-
 taggui/widgets/image_viewer.py  | 54 +++++++++++++++++++++------------
 3 files changed, 37 insertions(+), 21 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 14a10a04..e0c762aa 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -408,7 +408,7 @@ def show_statistics(self):
             aspect_ratio = width / height
             rowPosition = self.statistics_table.rowCount()
             notable_aspect_ratio = ''
-            ar = target_dimension.get_noteable_aspect_ratio(aspect_ratio)
+            ar = target_dimension.get_noteable_aspect_ratio(width, height)
             notable_aspect_ratio = f' ({ar[0]}:{ar[1]})' if ar is not None else ''
             utilization = (width * height)**0.5 / resolution if resolution > 0 else 1
 
diff --git a/taggui/utils/grid.py b/taggui/utils/grid.py
index b9ae2b01..1ba74e17 100644
--- a/taggui/utils/grid.py
+++ b/taggui/utils/grid.py
@@ -20,7 +20,7 @@ def __init__(self, screen: QRect):
         self.target: QSize
         self.scale_x: float
         self.scale_y: float
-        self.aspect_ratio: tuple[int, int, float] | None
+        self.aspect_ratio: tuple[int, int, float] | None = None
 
         self.update(screen)
 
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index 470193eb..fb2a9164 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -75,14 +75,12 @@ def __init__(self, rect: QRect, rect_type: ImageMarking, interactive: bool,
             area_color.setAlpha(127)
             self.area.setBrush(area_color)
             self.area.setPen(Qt.NoPen)
-            self.move(False)
         if interactive:
             MarkingItem.handle_selected = RectPosition.BR
 
-    def move(self, is_in_move):
+    def move(self):
         if self.rect_type == ImageMarking.CROP:
-            if not is_in_move:
-                self.image_view.image_viewer.hud_item.setValues(self.rect(), MarkingItem.handle_selected)
+            self.image_view.image_viewer.hud_item.setValues(self.rect(), MarkingItem.handle_selected)
         elif self.rect_type == ImageMarking.INCLUDE:
             self.area.setRect(QRectF(grid.snap(self.rect().toRect().topLeft(), ceil),
                                      grid.snap(self.rect().toRect().adjusted(0,0,1,1).bottomRight(), floor)))
@@ -107,7 +105,7 @@ def mousePressEvent(self, event):
             self.image_view.image_viewer.proxy_image_index.model().sourceModel().add_to_undo_stack(
                 action_name=f'Change marking geometry', should_ask_for_confirmation=False)
             self.setZValue(4)
-            self.move(False)
+            self.move()
         else:
             event.ignore()
 
@@ -179,12 +177,12 @@ def mouseMoveEvent(self, event):
                 self.setRect(rect)
                 self.size_changed()
 
-            self.move(True)
+            self.move()
         super().mouseMoveEvent(event)
 
     def mouseReleaseEvent(self, event):
         MarkingItem.handle_selected = RectPosition.NONE
-        self.move(False)
+        self.move()
         self.image_view.image_viewer.marking_changed(self)
         self.setZValue(2)
         if ((event.modifiers() & Qt.KeyboardModifier.ControlModifier) ==
@@ -328,6 +326,8 @@ def __init__(self, boundingRect: QRect, parent=None):
         self.path_size = QPainterPath()
         self.setCacheMode(QGraphicsItem.DeviceCoordinateCache)
         self.setZValue(3)
+        self.last_point: QPointF | float = QPointF(-1, -1)
+        self.last_pos = RectPosition.NONE
 
     @Slot(QRectF, RectPosition)
     def setValues(self, rect: QRectF, pos: RectPosition):
@@ -336,30 +336,36 @@ def setValues(self, rect: QRectF, pos: RectPosition):
 
         self.rect = rect
         self.setVisible(pos != RectPosition.NONE)
+        pos_change = self.last_pos != pos
+        self.last_pos = pos
 
         self.path_ar = QPainterPath()
         self.path_size = QPainterPath()
+        do_update = False
 
         if pos == RectPosition.TL:
-            self.add_hyperbola_limit(self.rect.bottomRight(), -1, -1)
+            do_update = self.add_hyperbola_limit(self.rect.bottomRight(), -1, -1, pos_change)
         elif pos == RectPosition.TOP:
-            self.add_line_limit_lr(self.rect.bottom(), -1)
+            do_update = self.add_line_limit_lr(self.rect.bottom(), -1, pos_change)
         elif pos == RectPosition.TR:
-            self.add_hyperbola_limit(self.rect.bottomLeft(), 1, -1)
+            do_update = self.add_hyperbola_limit(self.rect.bottomLeft(), 1, -1, pos_change)
         elif pos == RectPosition.RIGHT:
-            self.add_line_limit_td(self.rect.x(), 1)
+            do_update = self.add_line_limit_td(self.rect.x(), 1, pos_change)
         elif pos == RectPosition.BR:
-            self.add_hyperbola_limit(self.rect.topLeft(), 1, 1)
+            do_update = self.add_hyperbola_limit(self.rect.topLeft(), 1, 1, pos_change)
         elif pos == RectPosition.BOTTOM:
-            self.add_line_limit_lr(self.rect.y(), 1)
+            do_update = self.add_line_limit_lr(self.rect.y(), 1, pos_change)
         elif pos == RectPosition.BL:
-            self.add_hyperbola_limit(self.rect.topRight(), -1, 1)
+            do_update = self.add_hyperbola_limit(self.rect.topRight(), -1, 1, pos_change)
         elif pos == RectPosition.LEFT:
-            self.add_line_limit_td(self.rect.right(), -1)
+            do_update = self.add_line_limit_td(self.rect.right(), -1, pos_change)
 
-        self.update()
+        if do_update:
+            self.update()
 
-    def add_line_limit_td(self, x: float, lr: int):
+    def add_line_limit_td(self, x: float, lr: int, pos_change: bool) -> bool:
+        if self.last_point == x and not pos_change:
+            return False
         width = settings.value('export_resolution', type=int)**2 / self.rect.height()
         res_size = max(settings.value('export_bucket_res_size', type=int), 1)
         self.path_size.moveTo(x + lr * width, self.rect.y()                     )
@@ -373,8 +379,12 @@ def add_line_limit_td(self, x: float, lr: int):
             self.path_ar.lineTo(x + lr * ar[0] * f, self.rect.y()      + ar[1] * f)
             self.path_ar.moveTo(x + lr * ar[0] * s, self.rect.bottom() - ar[1] * s)
             self.path_ar.lineTo(x + lr * ar[0] * f, self.rect.bottom() - ar[1] * f)
+        self.last_pos = x
+        return True
 
-    def add_line_limit_lr(self, y: float, td: int):
+    def add_line_limit_lr(self, y: float, td: int, pos_change: bool) -> bool:
+        if self.last_point == y and not pos_change:
+            return False
         height = settings.value('export_resolution', type=int)**2 / self.rect.width()
         res_size = max(settings.value('export_bucket_res_size', type=int), 1)
         self.path_size.moveTo(self.rect.x(),                     y + td * height)
@@ -388,8 +398,12 @@ def add_line_limit_lr(self, y: float, td: int):
             self.path_ar.lineTo(self.rect.x()     + ar[0] * f, y + td * ar[1] * f)
             self.path_ar.moveTo(self.rect.right() - ar[0] * s, y + td * ar[1] * s)
             self.path_ar.lineTo(self.rect.right() - ar[0] * f, y + td * ar[1] * f)
+        self.last_pos = y
+        return True
 
-    def add_hyperbola_limit(self, pos: QPointF, lr: int, td: int):
+    def add_hyperbola_limit(self, pos: QPointF, lr: int, td: int, pos_change: bool) -> bool:
+        if self.last_point == pos and not pos_change:
+            return False
         target_area = settings.value('export_resolution', type=int)**2
         res_size = max(settings.value('export_bucket_res_size', type=int), 1)
         if td < 0:
@@ -411,6 +425,8 @@ def add_hyperbola_limit(self, pos: QPointF, lr: int, td: int):
                     self._boundingRect.height() / ar[1], 2)
             self.path_ar.moveTo(pos.x() + lr * ar[0] * s, pos.y() + td * ar[1] * s)
             self.path_ar.lineTo(pos.x() + lr * ar[0] * f, pos.y() + td * ar[1] * f)
+        self.last_pos = pos
+        return True
 
     def boundingRect(self):
         return self._boundingRect

From c1201b796de14b04b768be5841d36675b6507da2 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sun, 30 Mar 2025 00:07:49 +0100
Subject: [PATCH 54/82] Better cursor following by snap to grid for crop

---
 taggui/utils/grid.py           |  1 -
 taggui/utils/rect.py           |  6 +++---
 taggui/widgets/image_viewer.py | 35 ++++++++++++----------------------
 3 files changed, 15 insertions(+), 27 deletions(-)

diff --git a/taggui/utils/grid.py b/taggui/utils/grid.py
index 1ba74e17..a25782e7 100644
--- a/taggui/utils/grid.py
+++ b/taggui/utils/grid.py
@@ -26,7 +26,6 @@ def __init__(self, screen: QRect):
 
     def update(self, screen: QRect | None = None):
         assert screen == None or isinstance(screen, QRect)
-        bucket_res = settings.value('export_bucket_res_size', type=int)
         bucket_strategy = settings.value('export_bucket_strategy', type=str)
         if screen != None:
             self.screen = screen
diff --git a/taggui/utils/rect.py b/taggui/utils/rect.py
index 341a8d52..a7768878 100644
--- a/taggui/utils/rect.py
+++ b/taggui/utils/rect.py
@@ -133,12 +133,12 @@ def change_rect_round(rect: QRect, rect_pos: RectPosition, pos: QPointF, grow: b
         rect.setLeft(round_tl(pos.x()))
     return rect
 
-def change_rect_to_match_size(rect: QRect, rect_pos: RectPosition, size: QSize) -> QRect:
+def change_rect_to_match_size(rect: QRectF, rect_pos: RectPosition, size: QSize) -> QRect:
     """Change the `rect` at place `rect_pos` so that the size matches `size`.
 
     Moving one side will ignore the value in the size of the perpendicular side.
     """
-    rect_new = QRect(rect)
+    rect_new = QRectF(rect)
     if rect_pos == RectPosition.TL:
         rect_new.setSize(size)
         rect_new.moveBottomRight(rect.bottomRight())
@@ -163,4 +163,4 @@ def change_rect_to_match_size(rect: QRect, rect_pos: RectPosition, size: QSize)
     elif rect_pos == RectPosition.LEFT:
         rect_new.setWidth(size.width())
         rect_new.moveRight(rect.right())
-    return rect_new
+    return rect_new.toRect()
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index fb2a9164..7cd072f5 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -116,31 +116,20 @@ def mouseMoveEvent(self, event):
             if ((event.modifiers() & Qt.KeyboardModifier.ShiftModifier) ==
                 Qt.KeyboardModifier.ShiftModifier):
                 if self.rect_type == ImageMarking.CROP:
-                    pos_quantized = event.pos().toPoint()
-                    rect_pre = change_rect(self.rect().toRect(),
+                    bucket_res = settings.value('export_bucket_res_size', type=int)
+                    rect_pre = change_rect(self.rect(),
                                            MarkingItem.handle_selected,
-                                           pos_quantized)
-                    target = target_dimension.get(rect_pre.size())
-                    if rect_pre.height() * target.width() / rect_pre.width() < target.height(): # too wide
-                        scale = rect_pre.height() / target.height()
-                        target_size0 = QSize(floor(target.width()*scale),
-                                             rect_pre.height())
-                        target_size1 = QSize(floor(target.width()*scale)+1,
-                                             rect_pre.height())
-                    else: # too high
-                        scale = rect_pre.width() / target.width()
-                        target_size0 = QSize(rect_pre.width(),
-                                             floor(target.height()*scale))
-                        target_size1 = QSize(rect_pre.width(),
-                                             floor(target.height()*scale)+1)
-                    t0 = target_dimension.get(target_size0)
-                    if t0 == target:
-                        target_size = target_size0
-                    else:
-                        target_size = target_size1
-                    rect = change_rect_to_match_size(self.rect().toRect(),
+                                           event.pos())
+                    target_size = target_dimension.get(rect_pre.toRect().size())
+                    # target is the final size, so anticipate the scaling
+                    scale = min(rect_pre.width() / target_size.width(),
+                                rect_pre.height() / target_size.height())
+                    target = target_size.toSizeF() * scale
+                    target = QSize(max(bucket_res, ceil(target.width())),
+                                   max(bucket_res, ceil(target.height())))
+                    rect = change_rect_to_match_size(self.rect(),
                                                      MarkingItem.handle_selected,
-                                                     target_size)
+                                                     target)
                 else:
                     rect = change_rect(self.rect(),
                                        MarkingItem.handle_selected,

From cd878348cc545058077cebca16f0eda8b3913a2f Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sun, 30 Mar 2025 15:20:43 +0200
Subject: [PATCH 55/82] Fix: show masking prediction also when image is freshly
 loaded

---
 taggui/widgets/image_viewer.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index 7cd072f5..87d7e7c6 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -75,6 +75,7 @@ def __init__(self, rect: QRect, rect_type: ImageMarking, interactive: bool,
             area_color.setAlpha(127)
             self.area.setBrush(area_color)
             self.area.setPen(Qt.NoPen)
+            self.move()
         if interactive:
             MarkingItem.handle_selected = RectPosition.BR
 

From 54d92c0de33ac4225ce4b65d3058b630cef58880 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sun, 30 Mar 2025 22:19:13 +0200
Subject: [PATCH 56/82] Add feature: give images a star rating.

Also fix a little bug when the first image hasn't been loaded yet.
---
 README.md                               |  2 ++
 taggui/models/image_list_model.py       |  5 ++-
 taggui/models/proxy_image_list_model.py |  2 ++
 taggui/utils/grid.py                    |  2 +-
 taggui/utils/image.py                   |  1 +
 taggui/widgets/image_list.py            |  2 +-
 taggui/widgets/image_viewer.py          | 11 +++++++
 taggui/widgets/main_window.py           | 44 ++++++++++++++++++++++++-
 8 files changed, 65 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index f8371ec9..ec8eddad 100644
--- a/README.md
+++ b/README.md
@@ -178,6 +178,8 @@ comparison.
       caption.
     - `tokens:<=50` will match images that have 50 or fewer tokens in the
       caption.
+- `stars`: Images with this rating in stars
+    - `stars:>=4` will match all images with 4 or 5 stars.
 - `width` and `height`: will match images with the specified width or height.
     - `width:>512` will match images where the width is greater than 512 pixels.
     - `height:=1024` will match images where the height is exactly 1024 pixels.
diff --git a/taggui/models/image_list_model.py b/taggui/models/image_list_model.py
index 73deba86..25d6f8c2 100644
--- a/taggui/models/image_list_model.py
+++ b/taggui/models/image_list_model.py
@@ -200,6 +200,9 @@ def load_directory(self, directory_path: Path):
                         crop = meta.get('crop')
                         if crop and type(crop) is list and len(crop) == 4:
                             image.crop = QRect(*crop)
+                        rating = meta.get('rating')
+                        if rating:
+                            image.rating = rating
                         markings = meta.get('markings')
                         if markings and type(markings) is list:
                             for marking in markings:
@@ -248,7 +251,7 @@ def write_image_tags_to_disk(self, image: Image):
 
     def write_meta_to_disk(self, image: Image):
         does_exist = image.path.with_suffix('.json').exists()
-        meta: dict[str, any] = {'version': 1}
+        meta: dict[str, any] = {'version': 1, 'rating': image.rating}
         if image.crop is not None:
             meta['crop'] = image.crop.getRect()
         meta['markings'] = [{'label': marking.label,
diff --git a/taggui/models/proxy_image_list_model.py b/taggui/models/proxy_image_list_model.py
index b5ed32e9..ac8ef49c 100644
--- a/taggui/models/proxy_image_list_model.py
+++ b/taggui/models/proxy_image_list_model.py
@@ -98,6 +98,8 @@ def does_image_match_filter(self, image: Image,
             caption = self.tag_separator.join(image.tags)
             # Subtract 2 for the `<|startoftext|>` and `<|endoftext|>` tokens.
             number_to_compare = len(self.tokenizer(caption).input_ids) - 2
+        elif filter_[0] == 'stars':
+            number_to_compare = image.rating * 5.0
         elif filter_[0] == 'width':
             number_to_compare = image.dimensions[0]
         elif filter_[0] == 'height':
diff --git a/taggui/utils/grid.py b/taggui/utils/grid.py
index a25782e7..99e7646b 100644
--- a/taggui/utils/grid.py
+++ b/taggui/utils/grid.py
@@ -79,7 +79,7 @@ def map(self, point: QPoint, method = round) -> QPoint:
         `base_point` and with a step width of `grid`.
         """
         assert isinstance(point, QPoint)
-        latent_size = settings.value('export_latent_size', type=int)
+        latent_size = max(settings.value('export_latent_size', type=int), 1)
         raw = self.map_raw(point)
         return QPoint(method(raw.x()/latent_size)*latent_size,
                       method(raw.y()/latent_size)*latent_size)
diff --git a/taggui/utils/image.py b/taggui/utils/image.py
index 055b8471..1c68e355 100644
--- a/taggui/utils/image.py
+++ b/taggui/utils/image.py
@@ -30,4 +30,5 @@ class Image:
     target_dimension: QSize | None = None
     crop: QRect | None = None
     markings: list[Marking] = field(default_factory=list)
+    rating: float = 0.0
     thumbnail: QIcon | None = None
diff --git a/taggui/widgets/image_list.py b/taggui/widgets/image_list.py
index 678fd3a1..e1764367 100644
--- a/taggui/widgets/image_list.py
+++ b/taggui/widgets/image_list.py
@@ -56,7 +56,7 @@ def __init__(self):
                                            + optionally_quoted_string)
                                      for key in string_filter_keys]
         comparison_operator = one_of('= == != < > <= >=')
-        number_filter_keys = ['tags', 'chars', 'tokens', 'width', 'height']
+        number_filter_keys = ['tags', 'chars', 'tokens', 'stars', 'width', 'height']
         number_filter_expressions = [Group(CaselessLiteral(key) + Suppress(':')
                                            + comparison_operator + Word(nums))
                                      for key in number_filter_keys]
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index 87d7e7c6..ae271910 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -626,6 +626,7 @@ class ImageViewer(QWidget):
     marking = Signal(ImageMarking, name='markingToAdd')
     accept_crop_addition = Signal(bool, name='allowAdditionOfCrop')
     crop_changed = Signal(Grid, name='cropChanged')
+    rating_changed = Signal(float, name='ratingChanged')
 
     def __init__(self, proxy_image_list_model: ProxyImageListModel):
         super().__init__()
@@ -663,6 +664,7 @@ def load_image(self, proxy_image_index: QModelIndex, is_complete = True):
         self.proxy_image_index = persistent_image_index
 
         image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
+        self.rating_changed.emit(image.rating)
 
         if is_complete:
             self.marking_items.clear()
@@ -693,6 +695,13 @@ def load_image(self, proxy_image_index: QModelIndex, is_complete = True):
             self.add_rectangle(marking.rect, marking.type, interactive=False,
                                name=marking.label, confidence=marking.confidence)
 
+    def rating_change(self, rating: float):
+        if self.proxy_image_index.isValid():
+            image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
+            if image.rating != rating:
+                image.rating = rating
+                self.proxy_image_list_model.sourceModel().write_meta_to_disk(image)
+
     @Slot()
     def setting_change(self, key, value):
         if key in ['export_resolution', 'export_bucket_res_size',
@@ -723,6 +732,8 @@ def zoom_in(self, center_pos: QPoint = None):
     def zoom_out(self, center_pos: QPoint = None):
         view = self.view.viewport().size()
         scene = self.scene.sceneRect()
+        if scene.width() < 1 or scene.height() < 1:
+            return
         limit = min(view.width()/scene.width(), view.height()/scene.height())
         MarkingItem.zoom_factor = max(MarkingItem.zoom_factor / 1.25, limit)
         self.is_zoom_to_fit = MarkingItem.zoom_factor == limit
diff --git a/taggui/widgets/main_window.py b/taggui/widgets/main_window.py
index 85cb0d0f..145ef809 100644
--- a/taggui/widgets/main_window.py
+++ b/taggui/widgets/main_window.py
@@ -5,7 +5,8 @@
                            QIcon, QKeySequence, QShortcut)
 from PySide6.QtWidgets import (QApplication, QFileDialog, QMainWindow,
                                QMessageBox, QStackedWidget, QToolBar,
-                               QVBoxLayout, QWidget)
+                               QVBoxLayout, QWidget, QSizePolicy, QHBoxLayout,
+                               QLabel)
 
 from transformers import AutoTokenizer
 
@@ -130,6 +131,32 @@ def __init__(self, app: QApplication):
         self.add_show_marking_latent_action.setCheckable(True)
         self.add_show_marking_latent_action.setChecked(True)
         self.toolbar.addAction(self.add_show_marking_latent_action)
+        spacer = QWidget()
+        spacer.setSizePolicy(QSizePolicy.Expanding, QSizePolicy.Preferred)
+        self.toolbar.addWidget(spacer)
+        star_widget = QWidget()
+        star_layout = QHBoxLayout(star_widget)
+        star_layout.setContentsMargins(0, 0, 0, 0)
+        star_layout.setSpacing(0)
+        self.rating = 0
+        self.star_labels = []
+        for i in range(6):
+            shortcut = QShortcut(QKeySequence(f'Ctrl+{i}'), self)
+            shortcut.activated.connect(lambda checked=False, rating=i:
+                                       self.set_rating(2*rating, False))
+            if i == 0:
+                continue
+            star_label = QLabel('☆', self)
+            star_label.setEnabled(False)
+            star_label.setAlignment(Qt.AlignCenter)
+            star_label.setStyleSheet('QLabel { font-size: 22px; }')
+            star_label.setToolTip(f'Ctrl+{i}')
+            star_label.mousePressEvent = lambda event, rating=i: (
+                self.set_rating(rating/5.0, True))
+            self.star_labels.append(star_label)
+            star_layout.addWidget(star_label)
+        self.image_viewer.rating_changed.connect(self.set_rating)
+        self.toolbar.addWidget(star_widget)
 
         self.image_list = ImageList(self.proxy_image_list_model,
                                     tag_separator, image_list_image_width)
@@ -579,6 +606,21 @@ def connect_toolbar_signals(self):
         self.add_show_labels_action.toggled.connect(self.image_viewer.show_label)
         self.add_show_marking_latent_action.toggled.connect(self.image_viewer.show_marking_latent)
 
+    @Slot(float)
+    def set_rating(self, rating: float, interactive: bool = False):
+        """Set the rating from 0.0 to 1.0.
+
+        In the future, half-stars '⯪' might be included, but right now it's
+        causing display issues."""
+        if interactive and rating == 2.0/10.0 and self.rating == rating:
+            rating = 0.0
+        self.rating = rating
+        for i, label in enumerate(self.star_labels):
+            label.setEnabled(True)
+            label.setText('★' if 2*i+1 < 10.0*rating else '☆')
+        if interactive:
+            self.image_viewer.rating_change(rating)
+
     def connect_image_list_signals(self):
         self.image_list.filter_line_edit.textChanged.connect(
             self.set_image_list_filter)

From 8e61ca345ed1d519321dbf009e1c4926c1f9c3ba Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sun, 30 Mar 2025 22:36:52 +0200
Subject: [PATCH 57/82] Little fix when export config was badly set

---
 taggui/run_gui.py              | 5 +++++
 taggui/widgets/image_viewer.py | 2 +-
 2 files changed, 6 insertions(+), 1 deletion(-)

diff --git a/taggui/run_gui.py b/taggui/run_gui.py
index 5f19d722..24436b27 100644
--- a/taggui/run_gui.py
+++ b/taggui/run_gui.py
@@ -11,6 +11,11 @@
 from utils.settings import settings
 from widgets.main_window import MainWindow
 
+####### TEMP FIXME
+import faulthandler
+faulthandler.enable()
+####### TEMP FIXME
+
 
 def suppress_warnings():
     """Suppress all warnings when not in a development environment."""
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index ae271910..c6cef4aa 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -394,7 +394,7 @@ def add_line_limit_lr(self, y: float, td: int, pos_change: bool) -> bool:
     def add_hyperbola_limit(self, pos: QPointF, lr: int, td: int, pos_change: bool) -> bool:
         if self.last_point == pos and not pos_change:
             return False
-        target_area = settings.value('export_resolution', type=int)**2
+        target_area = max(settings.value('export_resolution', type=int)**2, 1)
         res_size = max(settings.value('export_bucket_res_size', type=int), 1)
         if td < 0:
             distance_x = target_area / (pos.y() - self._boundingRect.y())

From 2e9ccfe7e55b97b27d7b5089282855950ded4d8a Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Mon, 31 Mar 2025 00:05:21 +0200
Subject: [PATCH 58/82] Update image list when the crop size changes

---
 taggui/run_gui.py              | 5 -----
 taggui/widgets/image_viewer.py | 6 +++++-
 2 files changed, 5 insertions(+), 6 deletions(-)

diff --git a/taggui/run_gui.py b/taggui/run_gui.py
index 24436b27..5f19d722 100644
--- a/taggui/run_gui.py
+++ b/taggui/run_gui.py
@@ -11,11 +11,6 @@
 from utils.settings import settings
 from widgets.main_window import MainWindow
 
-####### TEMP FIXME
-import faulthandler
-faulthandler.enable()
-####### TEMP FIXME
-
 
 def suppress_warnings():
     """Suppress all warnings when not in a development environment."""
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index c6cef4aa..45bed263 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -897,15 +897,19 @@ def marking_changed(self, marking: QGraphicsRectItem):
         image: Image = self.proxy_image_index.data(Qt.ItemDataRole.UserRole)
 
         if marking.rect_type == ImageMarking.CROP:
+            self.inhibit_reload_image = True
+            self.proxy_image_list_model.sourceModel().layoutAboutToBeChanged.emit()
             image.thumbnail = None
             image.crop = marking.rect().toRect() # ensure int!
             image.target_dimension = grid.target
-            self.inhibit_reload_image = True
             self.crop_changed.emit(None)
+            self.proxy_image_list_model.sourceModel().changePersistentIndex(self.proxy_image_index, self.proxy_image_index)
+
             self.proxy_image_list_model.sourceModel().dataChanged.emit(
                 self.proxy_image_index, self.proxy_image_index,
                 [Qt.ItemDataRole.DecorationRole, Qt.ItemDataRole.SizeHintRole,
                  Qt.ToolTipRole, Qt.ItemDataRole.UserRole])
+            self.proxy_image_list_model.sourceModel().layoutChanged.emit()
             self.inhibit_reload_image = False
         else:
             image.markings = [Marking(m.data(0),

From 066db9e42aab20530c44a676bb329bcb3ca6caf0 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Mon, 31 Mar 2025 19:30:14 +0200
Subject: [PATCH 59/82] Add two more filters, `crops` and `visible`

Also little fix of instruction order when an mouse drag operation filters an image away
---
 README.md                               | 12 +++++++++++-
 taggui/models/proxy_image_list_model.py | 12 +++++++++++-
 taggui/widgets/image_list.py            |  4 ++--
 taggui/widgets/image_viewer.py          |  2 +-
 4 files changed, 25 insertions(+), 5 deletions(-)

diff --git a/README.md b/README.md
index ec8eddad..b1a4986e 100644
--- a/README.md
+++ b/README.md
@@ -143,11 +143,21 @@ apply:
       caption. For example, images with the tag `orange cat` or the
       tag `catastrophe`.
 - `marking`: Images that contain at least one marking with this label. It
-  doesn't matter whether it is a _hint_, _include_ or _exclude_ marking.
+  doesn't matter whether it is a _hint_, _include_ or _exclude_ marking. Is also
+  doesn't matter whether the marking is on the exported image, i.e., cropped 
+  away or not.
   - `marking:cat:>0.789` when the label is followed by a colon with a
     relational operator and a number then only those markings are matched 
     where the confidence fits to the specified number, in this example case
     a `cat` marking must have a confidence number higher than 0.789.
+- `crops`: Images that contain at least one marking that will be cropped on the
+  resulting image
+  - `crops:hand` at least one `hand` marking is not completely visible on the
+    exported image.
+- `visible`: Images that contain the marking in the exported area, completely
+   or partly
+  - `visible:face`: At least a part of the face must be visible when the image
+    gets exported.
 - `name`: Images that contain the filter term in the file name
     - `name:cat` will match images such as `cat-1.jpg` or `large_cat.png`.
 - `path`: Images that contain the filter term in the full file path
diff --git a/taggui/models/proxy_image_list_model.py b/taggui/models/proxy_image_list_model.py
index ac8ef49c..fde486e3 100644
--- a/taggui/models/proxy_image_list_model.py
+++ b/taggui/models/proxy_image_list_model.py
@@ -2,7 +2,7 @@
 import re
 from fnmatch import fnmatchcase
 
-from PySide6.QtCore import QModelIndex, QSortFilterProxyModel, Qt
+from PySide6.QtCore import QModelIndex, QSortFilterProxyModel, Qt, QRect
 from transformers import PreTrainedTokenizerBase
 
 from models.image_list_model import ImageListModel
@@ -63,6 +63,16 @@ def does_image_match_filter(self, image: Image,
                                comparison_operator(marking.confidence,
                                                    confidence_target))
                                for marking in image.markings)
+            if filter_[0] == 'crops':
+                crop = image.crop if image.crop is not None else QRect(0, 0, *image.dimensions)
+                return any(fnmatchcase(marking.label, filter_[1]) and
+                           marking.rect.intersects(crop) and not crop.contains(marking.rect)
+                           for marking in image.markings)
+            if filter_[0] == 'visible':
+                crop = image.crop if image.crop is not None else QRect(0, 0, *image.dimensions)
+                return any(fnmatchcase(marking.label, filter_[1]) and
+                           marking.rect.intersects(crop)
+                           for marking in image.markings)
             if filter_[0] == 'name':
                 return fnmatchcase(image.path.name, f'*{filter_[1]}*')
             if filter_[0] == 'path':
diff --git a/taggui/widgets/image_list.py b/taggui/widgets/image_list.py
index e1764367..c56921cc 100644
--- a/taggui/widgets/image_list.py
+++ b/taggui/widgets/image_list.py
@@ -50,8 +50,8 @@ def __init__(self):
                                     | QuotedString(quote_char="'",
                                                    esc_char='\\')
                                     | Word(printables, exclude_chars='()'))
-        string_filter_keys = ['tag', 'caption', 'marking', 'name', 'path',
-                              'size', 'target']
+        string_filter_keys = ['tag', 'caption', 'marking', 'crops', 'visible',
+                              'name', 'path', 'size', 'target']
         string_filter_expressions = [Group(CaselessLiteral(key) + Suppress(':')
                                            + optionally_quoted_string)
                                      for key in string_filter_keys]
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index 45bed263..1ce3c11d 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -173,13 +173,13 @@ def mouseMoveEvent(self, event):
     def mouseReleaseEvent(self, event):
         MarkingItem.handle_selected = RectPosition.NONE
         self.move()
-        self.image_view.image_viewer.marking_changed(self)
         self.setZValue(2)
         if ((event.modifiers() & Qt.KeyboardModifier.ControlModifier) ==
                 Qt.KeyboardModifier.ControlModifier):
             self.image_view.set_insertion_mode(self.rect_type)
         self.ungrabMouse()
         super().mouseReleaseEvent(event)
+        self.image_view.image_viewer.marking_changed(self)
 
     def paint(self, painter, option, widget=None):
         if self.rect_type == ImageMarking.CROP:

From 8daab5b0541245bc35559dfb50edfd7db14bf101 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Mon, 31 Mar 2025 21:11:40 +0200
Subject: [PATCH 60/82] Reapply filter when the stars are changed

---
 taggui/widgets/image_list.py  | 3 +--
 taggui/widgets/main_window.py | 1 +
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/taggui/widgets/image_list.py b/taggui/widgets/image_list.py
index c56921cc..32db6f10 100644
--- a/taggui/widgets/image_list.py
+++ b/taggui/widgets/image_list.py
@@ -21,8 +21,7 @@
 from utils.settings import settings
 from utils.settings_widgets import SettingsComboBox
 from utils.utils import get_confirmation_dialog_reply, pluralize
-
-from taggui.utils.grid import Grid
+from utils.grid import Grid
 
 
 def replace_filter_wildcards(filter_: str | list) -> str | list:
diff --git a/taggui/widgets/main_window.py b/taggui/widgets/main_window.py
index 145ef809..afd391ea 100644
--- a/taggui/widgets/main_window.py
+++ b/taggui/widgets/main_window.py
@@ -620,6 +620,7 @@ def set_rating(self, rating: float, interactive: bool = False):
             label.setText('★' if 2*i+1 < 10.0*rating else '☆')
         if interactive:
             self.image_viewer.rating_change(rating)
+            self.proxy_image_list_model.invalidateFilter()
 
     def connect_image_list_signals(self):
         self.image_list.filter_line_edit.textChanged.connect(

From e009749cc8c56428d997d48b47cf9a79d9ed3f2a Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Tue, 1 Apr 2025 00:13:32 +0200
Subject: [PATCH 61/82] Continue to show the current image even when a crop
 change would move it out of the filter.

Little bug fixes for export. And clean up of unnecessary lines.
---
 taggui/dialogs/export_dialog.py         | 19 +++++++------------
 taggui/models/proxy_image_list_model.py |  4 ++--
 taggui/widgets/image_viewer.py          |  8 +++++++-
 3 files changed, 16 insertions(+), 15 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index e0c762aa..96f2dcef 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -500,8 +500,6 @@ def do_export(self):
                         only_missing = False
                     if msgBox.clickedButton() == rename_button:
                         only_missing = False
-                else:
-                    path_missing = True
             else:
                 path_missing = True
 
@@ -584,17 +582,16 @@ def do_export(self):
             image_file = Image.open(image_entry.path)
             export_can_alpha = export_format != ExportFormat.JPG
             # Preserve alpha if present:
-            if image_file.mode in ("RGBA", "LA", "PA") and export_can_alpha:  # Check for alpha channels
-                image_file = image_file.convert("RGBA")
+            if image_file.mode in ('RGBA', 'LA', 'PA') and export_can_alpha:  # Check for alpha channels
+                image_file = image_file.convert('RGBA')
             else:
-                image_file = image_file.convert("RGB")  # Otherwise, convert to RGB
-            current_width, current_height = image_file.size
+                image_file = image_file.convert('RGB')  # Otherwise, convert to RGB
 
             # 1. pass: add includes
             for marking in image_entry.markings:
                 if marking.type == ImageMarking.INCLUDE and export_can_alpha:
                     if image_file.mode == 'RGB':
-                        image_file = image_file.convert("RGBA")
+                        image_file = image_file.convert('RGBA')
                         # completely transparent
                         alpha = Image.new('L', image_file.size, 0)
                     else:
@@ -607,7 +604,7 @@ def do_export(self):
             for marking in image_entry.markings:
                 if marking.type == ImageMarking.EXCLUDE and export_can_alpha:
                     if image_file.mode == 'RGB':
-                        image_file = image_file.convert("RGBA")
+                        image_file = image_file.convert('RGBA')
                         # completely opaque
                         alpha = Image.new('L', image_file.size, 255)
                     else:
@@ -640,12 +637,10 @@ def do_export(self):
                                                  crop_height + image_entry.target_dimension.height()))
 
             if export_can_alpha:
+                if cropped_image.mode == 'RGB':
+                    cropped_image = cropped_image.convert('RGBA')
                 alpha = cropped_image.getchannel('A')
                 if quantize_alpha:
-                    if image_entry.crop is None:
-                        crop = QRect(0, 0, *image_entry.dimensions)
-                    else:
-                        crop = image_entry.crop
                     for marking in image_entry.markings:
                         if marking.type == ImageMarking.INCLUDE:
                             rect = QRect(grid.map(marking.rect.topLeft(), ceil),
diff --git a/taggui/models/proxy_image_list_model.py b/taggui/models/proxy_image_list_model.py
index fde486e3..ee7d6a78 100644
--- a/taggui/models/proxy_image_list_model.py
+++ b/taggui/models/proxy_image_list_model.py
@@ -2,7 +2,7 @@
 import re
 from fnmatch import fnmatchcase
 
-from PySide6.QtCore import QModelIndex, QSortFilterProxyModel, Qt, QRect
+from PySide6.QtCore import QModelIndex, QSortFilterProxyModel, Qt, QRect, QSize
 from transformers import PreTrainedTokenizerBase
 
 from models.image_list_model import ImageListModel
@@ -87,7 +87,7 @@ def does_image_match_filter(self, image: Image,
                 # accept any dimension separator of [x:]
                 dimension = (filter_[1]).replace(':', 'x').split('x')
                 if image.target_dimension is None:
-                    image.target_dimension = target_dimension.get(image.dimensions)
+                    image.target_dimension = target_dimension.get(QSize(*image.dimensions))
                 return (len(dimension) == 2
                         and dimension[0] == str(image.target_dimension.width())
                         and dimension[1] == str(image.target_dimension.height()))
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index 1ce3c11d..56f2a1b3 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -902,8 +902,14 @@ def marking_changed(self, marking: QGraphicsRectItem):
             image.thumbnail = None
             image.crop = marking.rect().toRect() # ensure int!
             image.target_dimension = grid.target
+            if not self.proxy_image_list_model.does_image_match_filter(
+                    image, self.proxy_image_list_model.filter):
+                self.proxy_image_list_model.filter = [['path', str(image.path)],
+                                                      'OR',
+                                                      self.proxy_image_list_model.filter]
             self.crop_changed.emit(None)
-            self.proxy_image_list_model.sourceModel().changePersistentIndex(self.proxy_image_index, self.proxy_image_index)
+            self.proxy_image_list_model.sourceModel().changePersistentIndex(
+                self.proxy_image_index, self.proxy_image_index)
 
             self.proxy_image_list_model.sourceModel().dataChanged.emit(
                 self.proxy_image_index, self.proxy_image_index,

From 344cb22e3fce11e3a0985a1b7218ce1c38281673 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Wed, 2 Apr 2025 17:30:45 +0200
Subject: [PATCH 62/82] Only add parenthesis when required with export
 statistics filter.

Also remove a few unneeded lines
---
 taggui/dialogs/export_dialog.py | 20 ++++++++------------
 1 file changed, 8 insertions(+), 12 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 96f2dcef..aa299597 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -271,10 +271,10 @@ def __init__(self, parent, image_list: ImageList):
         grid_row += 1
         grid_layout.addWidget(QLabel('Fiter hashtag (#) tags'), grid_row, 0,
                               Qt.AlignmentFlag.AlignRight)
-        self.filter_hastag_check_box = SettingsBigCheckBox(key='export_filter_hashtag')
-        self.filter_hastag_check_box.setToolTip(
+        self.filter_hashtag_check_box = SettingsBigCheckBox(key='export_filter_hashtag')
+        self.filter_hashtag_check_box.setToolTip(
             'Do not export tags that start with a hashtag (#)')
-        grid_layout.addWidget(self.filter_hastag_check_box, grid_row, 1,
+        grid_layout.addWidget(self.filter_hashtag_check_box, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
 
         self.layout.addLayout(grid_layout)
@@ -379,9 +379,6 @@ def show_statistics(self):
             return
 
         resolution = settings.value('export_resolution', type=int)
-        bucket_res = settings.value('export_bucket_res_size', type=int)
-
-        aspect_ratios = target_dimension.prepare()
 
         image_list = self.get_image_list()
         image_dimensions = defaultdict(int)
@@ -401,13 +398,11 @@ def show_statistics(self):
             )
         self.export_button.setEnabled(len(image_list) > 0)
 
-
         self.statistics_table.setRowCount(0) # clear old data
         for dimensions, count in sorted_dimensions:
             width, height = dimensions
             aspect_ratio = width / height
             rowPosition = self.statistics_table.rowCount()
-            notable_aspect_ratio = ''
             ar = target_dimension.get_noteable_aspect_ratio(width, height)
             notable_aspect_ratio = f' ({ar[0]}:{ar[1]})' if ar is not None else ''
             utilization = (width * height)**0.5 / resolution if resolution > 0 else 1
@@ -424,12 +419,13 @@ def set_filter(self, selected_table_item):
         row = selected_table_item.row()
         width = self.statistics_table.model().index(row, 0).data()
         height = self.statistics_table.model().index(row, 1).data()
-        filter = f'target:{width}:{height}'
-        text = self.image_list.filter_line_edit.text()
+        add_filter = f'target:{width}:{height}'
+        text = self.image_list.filter_line_edit.text().strip()
         if text != '':
-            self.image_list.filter_line_edit.setText(f'{filter} AND ({text})')
+            text = text if text.startswith('(') else f'({text})'
+            self.image_list.filter_line_edit.setText(f'{add_filter} AND {text}')
         else:
-            self.image_list.filter_line_edit.setText(filter)
+            self.image_list.filter_line_edit.setText(add_filter)
         self.close()
 
     @Slot()

From 7d8a8219d555b1b30d60b8ecd85a0d12a1a59f23 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Wed, 2 Apr 2025 19:28:27 +0200
Subject: [PATCH 63/82] New feature: show count of tags for filtered images as
 well

---
 taggui/models/proxy_image_list_model.py  | 14 +++++++++++++-
 taggui/models/proxy_tag_counter_model.py | 13 ++++++++++++-
 taggui/models/tag_counter_model.py       | 17 ++++++++++++++++-
 taggui/utils/enums.py                    |  1 +
 taggui/widgets/image_viewer.py           |  2 ++
 taggui/widgets/main_window.py            | 20 ++++++++------------
 6 files changed, 52 insertions(+), 15 deletions(-)

diff --git a/taggui/models/proxy_image_list_model.py b/taggui/models/proxy_image_list_model.py
index ee7d6a78..a5cb02dd 100644
--- a/taggui/models/proxy_image_list_model.py
+++ b/taggui/models/proxy_image_list_model.py
@@ -2,7 +2,8 @@
 import re
 from fnmatch import fnmatchcase
 
-from PySide6.QtCore import QModelIndex, QSortFilterProxyModel, Qt, QRect, QSize
+from PySide6.QtCore import (QModelIndex, QSortFilterProxyModel, Qt, QRect,
+                            QSize, Signal)
 from transformers import PreTrainedTokenizerBase
 
 from models.image_list_model import ImageListModel
@@ -21,6 +22,8 @@
 
 
 class ProxyImageListModel(QSortFilterProxyModel):
+    filter_changed = Signal()
+
     def __init__(self, image_list_model: ImageListModel,
                  tokenizer: PreTrainedTokenizerBase, tag_separator: str):
         super().__init__()
@@ -29,6 +32,11 @@ def __init__(self, image_list_model: ImageListModel,
         self.tag_separator = tag_separator
         self.filter: list | None = None
 
+    def set_filter(self, new_filter: list | None):
+        self.filter = new_filter
+        self.invalidateFilter()
+        self.filter_changed.emit()
+
     def does_image_match_filter(self, image: Image,
                                 filter_: list | str) -> bool:
         if isinstance(filter_, str):
@@ -129,3 +137,7 @@ def filterAcceptsRow(self, source_row: int,
     def is_image_in_filtered_images(self, image: Image) -> bool:
         return (self.filter is None
                 or self.does_image_match_filter(image, self.filter))
+
+    def get_list(self) -> list[Image]:
+        return [self.data(self.index(row, 0, QModelIndex()), Qt.UserRole)
+                for row in range(self.rowCount())]
diff --git a/taggui/models/proxy_tag_counter_model.py b/taggui/models/proxy_tag_counter_model.py
index 21becf30..d473f3d4 100644
--- a/taggui/models/proxy_tag_counter_model.py
+++ b/taggui/models/proxy_tag_counter_model.py
@@ -21,8 +21,19 @@ def lessThan(self, left: QModelIndex, right: QModelIndex) -> bool:
             left.row()]
         right_tag, right_count = self.tag_counter_model.most_common_tags[
             right.row()]
+        if self.tag_counter_model.most_common_tags_filtered is None:
+            left_cnt_f = 0
+            right_cnt_f = 0
+        else:
+            left_cnt_f = self.tag_counter_model.most_common_tags_filtered[left_tag]
+            right_cnt_f = self.tag_counter_model.most_common_tags_filtered[right_tag]
+
         if self.sort_by == AllTagsSortBy.FREQUENCY:
-            return left_count < right_count
+            return left_count < right_count or (left_count == right_count and
+                                                left_cnt_f < right_cnt_f)
+        elif self.sort_by == AllTagsSortBy.FREQUENCY_FILTERED:
+            return left_cnt_f < right_cnt_f or (left_cnt_f == right_cnt_f and
+                                                left_count < right_count)
         elif self.sort_by == AllTagsSortBy.NAME:
             return left_tag < right_tag
         elif self.sort_by == AllTagsSortBy.LENGTH:
diff --git a/taggui/models/tag_counter_model.py b/taggui/models/tag_counter_model.py
index 0d0b5c1e..95cda5c8 100644
--- a/taggui/models/tag_counter_model.py
+++ b/taggui/models/tag_counter_model.py
@@ -14,6 +14,7 @@ def __init__(self):
         super().__init__()
         self.tag_counter = Counter()
         self.most_common_tags = []
+        self.most_common_tags_filtered = None
         self.all_tags_list = None
 
     def rowCount(self, parent=None) -> int:
@@ -24,7 +25,10 @@ def data(self, index, role=None) -> tuple[str, int] | str:
         if role == Qt.ItemDataRole.UserRole:
             return tag, count
         if role == Qt.ItemDataRole.DisplayRole:
-            return f'{tag} ({count})'
+            if self.most_common_tags_filtered is None:
+                return f'{tag} ({count})'
+            else:
+                return f'{tag} ({self.most_common_tags_filtered[tag]}/{count})'
         if role == Qt.ItemDataRole.EditRole:
             return tag
 
@@ -69,7 +73,18 @@ def setData(self, index, value: str,
     @Slot()
     def count_tags(self, images: list[Image]):
         self.tag_counter.clear()
+        self.most_common_tags_filtered = None
         for image in images:
             self.tag_counter.update(image.tags)
         self.most_common_tags = self.tag_counter.most_common()
         self.modelReset.emit()
+
+    @Slot()
+    def count_tags_filtered(self, images: list[Image] | None):
+        if images is None:
+            self.most_common_tags_filtered = None
+        else:
+            self.most_common_tags_filtered = Counter()
+            for image in images:
+                self.most_common_tags_filtered.update(image.tags)
+        self.modelReset.emit()
diff --git a/taggui/utils/enums.py b/taggui/utils/enums.py
index 2f960776..77196924 100644
--- a/taggui/utils/enums.py
+++ b/taggui/utils/enums.py
@@ -4,6 +4,7 @@
 # `StrEnum` is a Python 3.11 feature that can be used here.
 class AllTagsSortBy(str, Enum):
     FREQUENCY = 'Frequency'
+    FREQUENCY_FILTERED = 'Frequency (filtered)'
     NAME = 'Name'
     LENGTH = 'Length'
 
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index 56f2a1b3..f3a51846 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -904,6 +904,8 @@ def marking_changed(self, marking: QGraphicsRectItem):
             image.target_dimension = grid.target
             if not self.proxy_image_list_model.does_image_match_filter(
                     image, self.proxy_image_list_model.filter):
+                # don't call .invalidate() as the displayed list shouldn't
+                # update
                 self.proxy_image_list_model.filter = [['path', str(image.path)],
                                                       'OR',
                                                       self.proxy_image_list_model.filter]
diff --git a/taggui/widgets/main_window.py b/taggui/widgets/main_window.py
index afd391ea..ad51227b 100644
--- a/taggui/widgets/main_window.py
+++ b/taggui/widgets/main_window.py
@@ -532,9 +532,7 @@ def update_undo_and_redo_actions(self):
     @Slot()
     def set_image_list_filter(self):
         filter_ = self.image_list.filter_line_edit.parse_filter_text()
-        self.proxy_image_list_model.filter = filter_
-        # Apply the new filter.
-        self.proxy_image_list_model.invalidateFilter()
+        self.proxy_image_list_model.set_filter(filter_)
         if filter_ is None:
             all_tags_list_selection_model = (self.all_tags_editor
                                              .all_tags_list.selectionModel())
@@ -620,7 +618,7 @@ def set_rating(self, rating: float, interactive: bool = False):
             label.setText('★' if 2*i+1 < 10.0*rating else '☆')
         if interactive:
             self.image_viewer.rating_change(rating)
-            self.proxy_image_list_model.invalidateFilter()
+            self.proxy_image_list_model.set_filter(self.proxy_image_list_model.filter)
 
     def connect_image_list_signals(self):
         self.image_list.filter_line_edit.textChanged.connect(
@@ -645,18 +643,16 @@ def connect_image_list_signals(self):
             lambda start, end, roles:
                 self.image_viewer.load_image(self.image_viewer.proxy_image_index,
                                              False)
-                if (start.row() <= self.image_viewer.proxy_image_index.row() and
-                    self.image_viewer.proxy_image_index.row() <= end.row()) else 0)
+                if (start.row() <= self.image_viewer.proxy_image_index.row() <= end.row()) else 0)
         self.image_list_model.update_undo_and_redo_actions_requested.connect(
             self.update_undo_and_redo_actions)
-        # Rows are inserted or removed from the proxy image list model when the
-        # filter is changed.
-        self.proxy_image_list_model.rowsInserted.connect(
-            lambda: self.image_list.update_image_index_label(
-                self.image_list.list_view.currentIndex()))
-        self.proxy_image_list_model.rowsRemoved.connect(
+        self.proxy_image_list_model.filter_changed.connect(
             lambda: self.image_list.update_image_index_label(
                 self.image_list.list_view.currentIndex()))
+        self.proxy_image_list_model.filter_changed.connect(
+            lambda: self.tag_counter_model.count_tags_filtered(
+                self.proxy_image_list_model.get_list() if
+                len(self.proxy_image_list_model.filter or [])>0 else None))
         self.image_list.list_view.directory_reload_requested.connect(
             self.reload_directory)
         self.image_list.list_view.tags_paste_requested.connect(

From 079c58c8820579d51d88ceafc73abe466ed680ed Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Wed, 2 Apr 2025 19:46:12 +0200
Subject: [PATCH 64/82] Update demo screenshot

Plus a little robustness fix
---
 images/doc/cropping.jpg               | Bin 850109 -> 765833 bytes
 taggui/auto_marking/marking_thread.py |   4 ++++
 2 files changed, 4 insertions(+)

diff --git a/images/doc/cropping.jpg b/images/doc/cropping.jpg
index 7613dc6d1fa77e86b968eda4293d1d9e7ea3f26c..a89db7fbdf9b83a20bd36e50656a737d55198de2 100644
GIT binary patch
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mVEZbc>t#{KKAFpF(iG0}XsvIaxO>MRV3A^)LE`-4|C<1=>6+{S

diff --git a/taggui/auto_marking/marking_thread.py b/taggui/auto_marking/marking_thread.py
index b302c565..8724271f 100644
--- a/taggui/auto_marking/marking_thread.py
+++ b/taggui/auto_marking/marking_thread.py
@@ -31,6 +31,10 @@ def load_model(self):
         pass
 
     def preload_model(self):
+        if self.marking_settings['model_path'] is None:
+            self.error_message = 'Model path not set'
+            self.model = None
+            return
         self.model = YOLO(self.marking_settings['model_path'])
         if self.error_message:
             return

From 9f2f522038fe64f93e4c80b8bf3067c8487fbfef Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Wed, 2 Apr 2025 21:34:24 +0200
Subject: [PATCH 65/82] Code clean up

---
 .../auto_captioning/auto_captioning_model.py  |  2 +-
 taggui/auto_captioning/captioning_thread.py   |  2 +-
 taggui/auto_marking/marking_thread.py         |  3 +--
 taggui/dialogs/export_dialog.py               | 21 ++++++++++---------
 taggui/dialogs/settings_dialog.py             |  4 ++--
 taggui/models/image_list_model.py             |  2 +-
 taggui/utils/target_dimension.py              |  6 ++++--
 taggui/widgets/auto_markings.py               |  6 ++++--
 8 files changed, 25 insertions(+), 21 deletions(-)

diff --git a/taggui/auto_captioning/auto_captioning_model.py b/taggui/auto_captioning/auto_captioning_model.py
index bb5b4eec..51179775 100644
--- a/taggui/auto_captioning/auto_captioning_model.py
+++ b/taggui/auto_captioning/auto_captioning_model.py
@@ -205,7 +205,7 @@ def load_image(self, image: Image, crop: bool) -> PilImage:
         pil_image = exif_transpose(pil_image)
         pil_image = pil_image.convert(self.image_mode)
         if crop and image.crop is not None:
-            pil_image = pil_image.crop( image.crop.getCoords())
+            pil_image = pil_image.crop(image.crop.getCoords())
         return pil_image
 
     def get_model_inputs(self, image_prompt: str, image: Image,
diff --git a/taggui/auto_captioning/captioning_thread.py b/taggui/auto_captioning/captioning_thread.py
index 8567d47a..5c919a51 100644
--- a/taggui/auto_captioning/captioning_thread.py
+++ b/taggui/auto_captioning/captioning_thread.py
@@ -55,7 +55,7 @@ def load_model(self):
         model_class = get_model_class(model_id)
         self.model = model_class(
             captioning_thread_=self, caption_settings=self.caption_settings)
-        self.error_message =  self.model.get_error_message()
+        self.error_message = self.model.get_error_message()
         if self.error_message:
             return
         self.model.load_processor_and_model()
diff --git a/taggui/auto_marking/marking_thread.py b/taggui/auto_marking/marking_thread.py
index 8724271f..3f3663f2 100644
--- a/taggui/auto_marking/marking_thread.py
+++ b/taggui/auto_marking/marking_thread.py
@@ -33,11 +33,10 @@ def load_model(self):
     def preload_model(self):
         if self.marking_settings['model_path'] is None:
             self.error_message = 'Model path not set'
+            self.is_error = True
             self.model = None
             return
         self.model = YOLO(self.marking_settings['model_path'])
-        if self.error_message:
-            return
 
     def get_model_inputs(self, image: Image):
         return '', {}
diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index aa299597..304f189f 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -311,11 +311,12 @@ def apply_preset(self, value: str, do_value_change: bool = True):
             self.latent_size_spin_box.setEnabled(True)
         else:
             self.inhibit_statistics_update = True
-            self.resolution_spin_box.setValue(preset[0]) if do_value_change else 0
+            if do_value_change:
+                self.resolution_spin_box.setValue(preset[0])
+                self.bucket_res_size_spin_box.setValue(preset[1])
+                self.latent_size_spin_box.setValue(preset[2])
             self.resolution_spin_box.setEnabled(False)
-            self.bucket_res_size_spin_box.setValue(preset[1]) if do_value_change else 0
             self.bucket_res_size_spin_box.setEnabled(False)
-            self.latent_size_spin_box.setValue(preset[2]) if do_value_change else 0
             self.latent_size_spin_box.setEnabled(False)
             self.inhibit_statistics_update = inhibit_statistics_update_current
             self.show_statistics()
@@ -330,7 +331,7 @@ def show_megapixels(self):
         resolution = self.resolution_spin_box.value()
         if resolution > 0:
             megapixels = resolution * resolution / 1024 / 1024
-            self.megapixels.setText(f"{megapixels:.3f}")
+            self.megapixels.setText(f'{megapixels:.3f}')
         else:
             self.megapixels.setText('-')
 
@@ -411,11 +412,11 @@ def show_statistics(self):
             self.statistics_table.setItem(rowPosition, 0, QTableWidgetItem(str(width)))
             self.statistics_table.setItem(rowPosition, 1, QTableWidgetItem(str(height)))
             self.statistics_table.setItem(rowPosition, 2, QTableWidgetItem(str(count)))
-            self.statistics_table.setItem(rowPosition, 3, QTableWidgetItem(f"{aspect_ratio:.3f}{notable_aspect_ratio}"))
-            self.statistics_table.setItem(rowPosition, 4, QTableWidgetItem(f"{100*utilization:.1f}%"))
+            self.statistics_table.setItem(rowPosition, 3, QTableWidgetItem(f'{aspect_ratio:.3f}{notable_aspect_ratio}'))
+            self.statistics_table.setItem(rowPosition, 4, QTableWidgetItem(f'{100*utilization:.1f}%'))
 
     @Slot()
-    def set_filter(self, selected_table_item):
+    def set_filter(self, selected_table_item: QTableWidgetItem):
         row = selected_table_item.row()
         width = self.statistics_table.model().index(row, 0).data()
         height = self.statistics_table.model().index(row, 1).data()
@@ -439,7 +440,7 @@ def set_export_directory_path(self):
         if export_directory_path:
             initial_directory_path = export_directory_path
         elif settings.contains('directory_path'):
-            initial_directory_path = settings.value('directory_path')
+            initial_directory_path = settings.value('directory_path', type=str)
         else:
             initial_directory_path = ''
         export_directory_path = QFileDialog.getExistingDirectory(
@@ -548,7 +549,7 @@ def do_export(self):
                 stem = export_path.stem
                 counter = 0
                 while image_exists:
-                    export_path = export_path.parent / f"{stem}_{counter}{export_path.suffix}"
+                    export_path = export_path.parent / f'{stem}_{counter}{export_path.suffix}'
                     image_exists = export_path.exists()
                     counter += 1
 
@@ -653,7 +654,7 @@ def do_export(self):
                     replacement = cropped_image.filter(ImageFilter.GaussianBlur(10))
                 elif masked_content in [MaskedContent.GREY, MaskedContent.GREY_NOISE]:
                     # 126 is an 18% gray, i.e. the neutral gray, for sRGB.
-                    # As it's masked anyway, there's no need to go into detail
+                    # Anyway, it's masked, so there's no need to go into detail
                     # about different color spaces.
                     replacement = Image.new('RGB', cropped_image.size, (126, 126, 126))
                 elif masked_content == MaskedContent.BLACK:
diff --git a/taggui/dialogs/settings_dialog.py b/taggui/dialogs/settings_dialog.py
index 6df24873..88a42643 100644
--- a/taggui/dialogs/settings_dialog.py
+++ b/taggui/dialogs/settings_dialog.py
@@ -153,7 +153,7 @@ def set_models_directory_path(self):
         if models_directory_path:
             initial_directory_path = models_directory_path
         elif settings.contains('directory_path'):
-            initial_directory_path = settings.value('directory_path')
+            initial_directory_path = settings.value('directory_path', type=str)
         else:
             initial_directory_path = ''
         models_directory_path = QFileDialog.getExistingDirectory(
@@ -171,7 +171,7 @@ def set_marking_models_directory_path(self):
         if marking_models_directory_path:
             initial_directory_path = marking_models_directory_path
         elif settings.contains('directory_path'):
-            initial_directory_path = settings.value('directory_path')
+            initial_directory_path = settings.value('directory_path', type=str)
         else:
             initial_directory_path = ''
         marking_models_directory_path = QFileDialog.getExistingDirectory(
diff --git a/taggui/models/image_list_model.py b/taggui/models/image_list_model.py
index 25d6f8c2..7b52a70a 100644
--- a/taggui/models/image_list_model.py
+++ b/taggui/models/image_list_model.py
@@ -184,7 +184,7 @@ def load_directory(self, directory_path: Path):
             json_file_path = image_path.with_suffix('.json')
             if (str(json_file_path) in json_file_path_strings and
                 json_file_path.stat().st_size > 0):
-                with json_file_path.open(encoding="UTF-8") as source:
+                with json_file_path.open(encoding='UTF-8') as source:
                     try:
                         meta = json.load(source)
                     except json.JSONDecodeError as e:
diff --git a/taggui/utils/target_dimension.py b/taggui/utils/target_dimension.py
index 4cc2df05..6df6e839 100644
--- a/taggui/utils/target_dimension.py
+++ b/taggui/utils/target_dimension.py
@@ -40,7 +40,8 @@ def prepare() -> list[tuple[int, int, float]] | None:
     global aspect_ratios
     _preferred_sizes = []
     aspect_ratios = notable_aspect_ratios
-    for res_str in re.split(r'\s*,\s*', settings.value('export_preferred_sizes') or ''):
+    for res_str in re.split(r'\s*,\s*',
+                            settings.value('export_preferred_sizes', type=str) or ''):
         try:
             if res_str == '':
                 continue
@@ -96,7 +97,8 @@ def get(dimensions: QSize) -> QSize:
 
     if resolution == 0:
         # no rescale in this case, only cropping
-        return QSize((width // bucket_res)*bucket_res, (height // bucket_res)*bucket_res)
+        return QSize((width // bucket_res) * bucket_res,
+                     (height // bucket_res) * bucket_res)
 
     if width < bucket_res or height < bucket_res:
         # It doesn't make sense to use such a small image.
diff --git a/taggui/widgets/auto_markings.py b/taggui/widgets/auto_markings.py
index a8726f69..f544ac66 100644
--- a/taggui/widgets/auto_markings.py
+++ b/taggui/widgets/auto_markings.py
@@ -149,8 +149,8 @@ def __init__(self, image_list_model: ImageListModel,
         # Each `QDockWidget` needs a unique object name for saving its state.
         self.setObjectName('auto_markings')
         self.setWindowTitle('Auto-Markings')
-        self.setAllowedAreas(Qt.DockWidgetArea.LeftDockWidgetArea
-                             | Qt.DockWidgetArea.RightDockWidgetArea)
+        self.setAllowedAreas(Qt.DockWidgetArea.LeftDockWidgetArea |
+                             Qt.DockWidgetArea.RightDockWidgetArea)
 
         self.start_cancel_button = TallPushButton('Start Auto-Marking')
         self.start_cancel_button.setEnabled(False)
@@ -272,6 +272,8 @@ def prepare_generation(self):
             combo.addItem(create_add_box_icon(Qt.red), 'exclude')
             combo.addItem(create_add_box_icon(Qt.green), 'include')
             self.marking_settings_form.class_table.setCellWidget(row, 1, combo)
+        # NOTE: As this thread has no place to display the output, we keep
+        # `stdout` and `stderr`.
         # Redirect `stdout` and `stderr` so that the outputs are displayed in
         # the console text edit.
         ###sys.stdout = self.marking_thread

From ca41f570b8cae1eb36220902e0e1365078c20a82 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Wed, 2 Apr 2025 21:59:22 +0200
Subject: [PATCH 66/82] Add star rating to undo/redo infrastructure

---
 requirements.txt                  | 2 +-
 taggui/models/image_list_model.py | 4 ++++
 taggui/widgets/main_window.py     | 2 ++
 3 files changed, 7 insertions(+), 1 deletion(-)

diff --git a/requirements.txt b/requirements.txt
index 1f932a19..539b6e31 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -36,4 +36,4 @@ https://github.com/kingbri1/flash-attention/releases/download/v2.7.4.post1/flash
 https://github.com/kingbri1/flash-attention/releases/download/v2.7.4.post1/flash_attn-2.7.4.post1+cu124torch2.6.0cxx11abiFALSE-cp311-cp311-win_amd64.whl; platform_system == "Windows" and python_version == "3.11"
 
 # YOLO
-ultralytics
+ultralytics>=8.3.100
diff --git a/taggui/models/image_list_model.py b/taggui/models/image_list_model.py
index 7b52a70a..ea8beb4b 100644
--- a/taggui/models/image_list_model.py
+++ b/taggui/models/image_list_model.py
@@ -230,6 +230,7 @@ def add_to_undo_stack(self, action_name: str,
                           should_ask_for_confirmation: bool):
         """Add the current state of the image tags to the undo stack."""
         tags = [{'tags': image.tags.copy(),
+                 'rating': image.rating,
                  'crop': QRect(image.crop) if image.crop is not None else None,
                  'markings': image.markings.copy()} for image in self.images]
         self.undo_stack.append(HistoryItem(action_name, tags,
@@ -290,6 +291,7 @@ def restore_history_tags(self, is_undo: bool):
                 return
         source_stack.pop()
         tags = [{'tags': image.tags.copy(),
+                 'rating': image.rating,
                  'crop': QRect(image.crop) if image.crop is not None else None,
                  'markings': image.markings.copy()} for image in self.images]
         destination_stack.append(HistoryItem(
@@ -299,11 +301,13 @@ def restore_history_tags(self, is_undo: bool):
         for image_index, (image, history_image_tags) in enumerate(
                 zip(self.images, history_item.tags)):
             if (image.tags == history_image_tags['tags'] and
+                image.rating == history_image_tags['rating'] and
                 image.crop == history_image_tags['crop'] and
                 image.markings == history_image_tags['markings']):
                 continue
             changed_image_indices.append(image_index)
             image.tags = history_image_tags['tags']
+            image.rating = history_image_tags['rating']
             image.crop = history_image_tags['crop']
             image.markings = history_image_tags['markings']
             self.write_image_tags_to_disk(image)
diff --git a/taggui/widgets/main_window.py b/taggui/widgets/main_window.py
index ad51227b..fa257288 100644
--- a/taggui/widgets/main_window.py
+++ b/taggui/widgets/main_window.py
@@ -617,6 +617,8 @@ def set_rating(self, rating: float, interactive: bool = False):
             label.setEnabled(True)
             label.setText('★' if 2*i+1 < 10.0*rating else '☆')
         if interactive:
+            self.image_list_model.add_to_undo_stack(
+                action_name='Change rating', should_ask_for_confirmation=False)
             self.image_viewer.rating_change(rating)
             self.proxy_image_list_model.set_filter(self.proxy_image_list_model.filter)
 

From 16b5001ad4f25b8bff1ecec8a54cd5981a757ca7 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Thu, 3 Apr 2025 22:49:18 +0200
Subject: [PATCH 67/82] Fix error

---
 taggui/models/proxy_image_list_model.py | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/taggui/models/proxy_image_list_model.py b/taggui/models/proxy_image_list_model.py
index a5cb02dd..d161f4c8 100644
--- a/taggui/models/proxy_image_list_model.py
+++ b/taggui/models/proxy_image_list_model.py
@@ -38,7 +38,9 @@ def set_filter(self, new_filter: list | None):
         self.filter_changed.emit()
 
     def does_image_match_filter(self, image: Image,
-                                filter_: list | str) -> bool:
+                                filter_: list | str | None) -> bool:
+        if filter_ is None:
+            return True
         if isinstance(filter_, str):
             return (fnmatchcase(self.tag_separator.join(image.tags),
                                 f'*{filter_}*')

From 7f8d6248eed0056092442cd1cfe3aaddfd435597 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Fri, 4 Apr 2025 00:12:15 +0200
Subject: [PATCH 68/82] Add an option to captioning to ignore hashed tags

---
 taggui/auto_captioning/auto_captioning_model.py | 15 ++++++++++-----
 taggui/auto_captioning/captioning_thread.py     |  1 +
 taggui/widgets/auto_captioner.py                | 12 ++++++++++++
 3 files changed, 23 insertions(+), 5 deletions(-)

diff --git a/taggui/auto_captioning/auto_captioning_model.py b/taggui/auto_captioning/auto_captioning_model.py
index 51179775..3a23503a 100644
--- a/taggui/auto_captioning/auto_captioning_model.py
+++ b/taggui/auto_captioning/auto_captioning_model.py
@@ -16,20 +16,23 @@
 from utils.image import Image
 
 
-def replace_template_variable(match: re.Match, image: Image) -> str:
+def replace_template_variable(match: re.Match, image: Image, skip_hash: bool) -> str:
     template_variable = match.group(0)[1:-1].lower()
     if template_variable == 'tags':
-        return ', '.join(image.tags)
+        if skip_hash:
+            return ', '.join([t for t in image.tags if not t.startswith('#')])
+        else:
+            return ', '.join(image.tags)
     if template_variable == 'name':
         return image.path.stem
     if template_variable in ('directory', 'folder'):
         return image.path.parent.name
 
 
-def replace_template_variables(text: str, image: Image) -> str:
+def replace_template_variables(text: str, image: Image, skip_hash: bool) -> str:
     # Replace template variables inside curly braces that are not escaped.
     text = re.sub(r'(?<!\\){[^{}]+(?<!\\)}',
-                  lambda match: replace_template_variable(match, image), text)
+                  lambda match: replace_template_variable(match, image, skip_hash), text)
     # Unescape escaped curly braces.
     text = re.sub(r'\\([{}])', r'\1', text)
     return text
@@ -54,6 +57,7 @@ def __init__(self,
         self.caption_settings = caption_settings
         self.model_id = caption_settings['model_id']
         self.prompt = caption_settings['prompt']
+        self.skip_hash = caption_settings['skip_hash']
         self.caption_start = caption_settings['caption_start']
         self.device_setting: CaptionDevice = caption_settings['device']
         self.device: torch.device = self.get_device()
@@ -185,7 +189,8 @@ def format_prompt(prompt: str) -> str:
 
     def get_image_prompt(self, image: Image) -> str | None:
         if self.prompt:
-            image_prompt = replace_template_variables(self.prompt, image)
+            image_prompt = replace_template_variables(self.prompt, image,
+                                                      self.skip_hash)
         else:
             self.prompt = self.get_default_prompt()
             image_prompt = self.prompt
diff --git a/taggui/auto_captioning/captioning_thread.py b/taggui/auto_captioning/captioning_thread.py
index 5c919a51..a35e799e 100644
--- a/taggui/auto_captioning/captioning_thread.py
+++ b/taggui/auto_captioning/captioning_thread.py
@@ -57,6 +57,7 @@ def load_model(self):
             captioning_thread_=self, caption_settings=self.caption_settings)
         self.error_message = self.model.get_error_message()
         if self.error_message:
+            self.is_error = True
             return
         self.model.load_processor_and_model()
         self.model.monkey_patch_after_loading()
diff --git a/taggui/widgets/auto_captioner.py b/taggui/widgets/auto_captioner.py
index 4a67b3a6..8cd5320b 100644
--- a/taggui/widgets/auto_captioner.py
+++ b/taggui/widgets/auto_captioner.py
@@ -73,6 +73,15 @@ def __init__(self):
         self.caption_position_combo_box = FocusedScrollSettingsComboBox(
             key='caption_position')
         self.caption_position_combo_box.addItems(list(CaptionPosition))
+        self.skip_hash_container = QWidget()
+        skip_hash_layout = QHBoxLayout()
+        skip_hash_layout.setAlignment(Qt.AlignmentFlag.AlignLeft)
+        skip_hash_layout.setContentsMargins(0, 0, 0, 0)
+        self.skip_hash_check_box = SettingsBigCheckBox(
+            key='skip_hash', default=True)
+        skip_hash_layout.addWidget(QLabel('Skip hash tags when inserting in prompt'))
+        skip_hash_layout.addWidget(self.skip_hash_check_box)
+        self.skip_hash_container.setLayout(skip_hash_layout)
         self.device_combo_box = FocusedScrollSettingsComboBox(key='device')
         self.device_combo_box.addItems(list(CaptionDevice))
         self.load_in_4_bit_container = QWidget()
@@ -113,6 +122,7 @@ def __init__(self):
                                    self.caption_start_line_edit)
         basic_settings_form.addRow('Caption position',
                                    self.caption_position_combo_box)
+        basic_settings_form.addRow(self.skip_hash_container)
         self.device_label = QLabel('Device')
         basic_settings_form.addRow(self.device_label, self.device_combo_box)
         basic_settings_form.addRow(self.load_in_4_bit_container)
@@ -276,6 +286,7 @@ def show_settings_for_model(self, model_id: str):
         non_wd_tagger_widgets = [
             self.prompt_label,
             self.prompt_text_edit,
+            self.skip_hash_container,
             self.caption_start_label,
             self.caption_start_line_edit,
             self.device_label,
@@ -319,6 +330,7 @@ def get_caption_settings(self) -> dict:
         return {
             'model_id': self.model_combo_box.currentText(),
             'prompt': self.prompt_text_edit.toPlainText(),
+            'skip_hash': self.skip_hash_check_box.isChecked(),
             'caption_start': self.caption_start_line_edit.text(),
             'caption_position': self.caption_position_combo_box.currentText(),
             'device': self.device_combo_box.currentText(),

From 02eecc7e1cd9fa14045f318fe29776bfeb2e7041 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Fri, 4 Apr 2025 18:00:13 +0200
Subject: [PATCH 69/82] Quickly set rating filter (control + click on stars)

Fix context menu display on markings
Respect "insert space after tag separator" for export
---
 taggui/dialogs/export_dialog.py |  6 ++----
 taggui/widgets/image_viewer.py  |  3 +++
 taggui/widgets/main_window.py   | 14 +++++++++++---
 3 files changed, 16 insertions(+), 7 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 304f189f..d95f01d1 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -516,10 +516,9 @@ def do_export(self):
         self.progress_bar.show()
 
         tag_separator = settings.value('tag_separator', type=str)
+        if settings.value('insert_space_after_tag_separator', type=bool):
+            tag_separator += ' '
         filter_hashtag = settings.value('export_filter_hashtag', type=bool)
-        resolution = settings.value('export_resolution', type=int)
-        bucket_res = settings.value('export_bucket_res_size', type=int)
-        latent_size = settings.value('export_latent_size', type=int)
         quantize_alpha = settings.value('export_quantize_alpha', type=bool)
         masked_content = settings.value('export_masked_content', type=str)
         export_format = settings.value('export_format', type=str)
@@ -529,7 +528,6 @@ def do_export(self):
         if color_space == 'sRGB (implicit, without profile)':
             color_space = 'sRGB'
             save_profile = False
-        bucket_strategy = settings.value('export_bucket_strategy', type=str)
 
         for image_index, image_entry in enumerate(self.get_image_list()):
             self.progress_bar.setValue(image_index)
diff --git a/taggui/widgets/image_viewer.py b/taggui/widgets/image_viewer.py
index f3a51846..b3b156c5 100644
--- a/taggui/widgets/image_viewer.py
+++ b/taggui/widgets/image_viewer.py
@@ -107,6 +107,9 @@ def mousePressEvent(self, event):
                 action_name=f'Change marking geometry', should_ask_for_confirmation=False)
             self.setZValue(4)
             self.move()
+        elif (event.button() == Qt.MouseButton.RightButton and
+                MarkingItem.handle_selected != RectPosition.NONE):
+            pass
         else:
             event.ignore()
 
diff --git a/taggui/widgets/main_window.py b/taggui/widgets/main_window.py
index fa257288..f2378412 100644
--- a/taggui/widgets/main_window.py
+++ b/taggui/widgets/main_window.py
@@ -2,7 +2,7 @@
 
 from PySide6.QtCore import QKeyCombination, QModelIndex, QUrl, Qt, Slot
 from PySide6.QtGui import (QAction, QActionGroup, QCloseEvent, QDesktopServices,
-                           QIcon, QKeySequence, QShortcut)
+                           QIcon, QKeySequence, QShortcut, QMouseEvent)
 from PySide6.QtWidgets import (QApplication, QFileDialog, QMainWindow,
                                QMessageBox, QStackedWidget, QToolBar,
                                QVBoxLayout, QWidget, QSizePolicy, QHBoxLayout,
@@ -152,7 +152,7 @@ def __init__(self, app: QApplication):
             star_label.setStyleSheet('QLabel { font-size: 22px; }')
             star_label.setToolTip(f'Ctrl+{i}')
             star_label.mousePressEvent = lambda event, rating=i: (
-                self.set_rating(rating/5.0, True))
+                self.set_rating(rating/5.0, True, event))
             self.star_labels.append(star_label)
             star_layout.addWidget(star_label)
         self.image_viewer.rating_changed.connect(self.set_rating)
@@ -605,11 +605,19 @@ def connect_toolbar_signals(self):
         self.add_show_marking_latent_action.toggled.connect(self.image_viewer.show_marking_latent)
 
     @Slot(float)
-    def set_rating(self, rating: float, interactive: bool = False):
+    def set_rating(self, rating: float, interactive: bool = False,
+                   event: QMouseEvent|None = None):
         """Set the rating from 0.0 to 1.0.
 
         In the future, half-stars '⯪' might be included, but right now it's
         causing display issues."""
+        if event is not None and (event.modifiers() & Qt.ControlModifier) == Qt.ControlModifier:
+            # don't set the image but instead the filter
+            is_shift = (event.modifiers() & Qt.ShiftModifier) == Qt.ShiftModifier
+            stars = f'stars:{'>=' if is_shift else '='}{round(rating*5)}'
+            self.image_list.filter_line_edit.setText(stars)
+            return
+
         if interactive and rating == 2.0/10.0 and self.rating == rating:
             rating = 0.0
         self.rating = rating

From 42df5a0955260845596734c421db698d5e5ce1b7 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Fri, 4 Apr 2025 22:31:26 +0200
Subject: [PATCH 70/82] All masking for JPEG as well and add an option to show
 it on formats that support transparency.

---
 taggui/dialogs/export_dialog.py | 54 +++++++++++++++++++++++++--------
 taggui/utils/enums.py           |  5 +++
 taggui/utils/settings.py        |  5 +--
 3 files changed, 49 insertions(+), 15 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index d95f01d1..41615b71 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -21,6 +21,8 @@
 from utils.grid import Grid
 from widgets.image_list import ImageList
 
+from taggui.utils.enums import MaskingStrategy
+
 try:
     import pillow_jxl
 except ModuleNotFoundError:
@@ -128,14 +130,31 @@ def __init__(self, parent, image_list: ImageList):
             'Only available when the output format supports an alpha channel.')
         latent_layout.addWidget(self.quantize_alpha_check_box,
                               Qt.AlignmentFlag.AlignLeft)
-        latent_layout.addWidget(QLabel('Masked content'),
+        latent_widget.setLayout(latent_layout)
+        grid_layout.addWidget(latent_widget, grid_row, 1,
+                              Qt.AlignmentFlag.AlignLeft)
+
+        grid_row += 1
+        grid_layout.addWidget(QLabel('Masking strategy'), grid_row, 0,
+                              Qt.AlignmentFlag.AlignRight)
+        masking_widget = QWidget()
+        masking_layout = QHBoxLayout()
+        masking_layout.setContentsMargins(0, 0, 0, 0)
+        self.masking_strategy_combo_box = SettingsComboBox(key='export_masking_strategy')
+        self.masking_strategy_combo_box.addItems(list(MaskingStrategy))
+        self.masking_strategy_combo_box.setToolTip(
+            'Ignore the exclude masks, replace the content of the masks or\n'
+            'remove it (make it transparent) when supported by the image format.')
+        masking_layout.addWidget(self.masking_strategy_combo_box,
+                                 Qt.AlignmentFlag.AlignLeft)
+        masking_layout.addWidget(QLabel('Masked content'),
                                 Qt.AlignmentFlag.AlignRight)
         self.masked_content_combo_box = SettingsComboBox(key='export_masked_content')
         self.masked_content_combo_box.addItems(list(MaskedContent))
-        latent_layout.addWidget(self.masked_content_combo_box,
+        masking_layout.addWidget(self.masked_content_combo_box,
                               Qt.AlignmentFlag.AlignLeft)
-        latent_widget.setLayout(latent_layout)
-        grid_layout.addWidget(latent_widget, grid_row, 1,
+        masking_widget.setLayout(masking_layout)
+        grid_layout.addWidget(masking_widget, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
 
         grid_row += 1
@@ -340,26 +359,29 @@ def format_change(self, export_format: ExportFormat, do_value_change: bool = Tru
         """
         Slot to call when the export format was changed.
         """
+        replace_mask_item = self.masking_strategy_combo_box.model().item(2)
         if export_format == ExportFormat.JPG:
             self.quality_spin_box.setValue(75) if do_value_change else 0
             self.quality_spin_box.setEnabled(True)
             self.quantize_alpha_check_box.setEnabled(False)
-            self.masked_content_combo_box.setEnabled(False)
+            if self.masking_strategy_combo_box.currentIndex() == 2:
+                self.masking_strategy_combo_box.setCurrentIndex(1)
+            replace_mask_item.setFlags(replace_mask_item.flags() & ~Qt.ItemIsEnabled)
         if export_format == ExportFormat.JPGXL:
             self.quality_spin_box.setValue(100) if do_value_change else 0
             self.quality_spin_box.setEnabled(True)
             self.quantize_alpha_check_box.setEnabled(True)
-            self.masked_content_combo_box.setEnabled(True)
+            replace_mask_item.setFlags(replace_mask_item.flags() | Qt.ItemIsEnabled)
         elif export_format == ExportFormat.PNG:
             self.quality_spin_box.setValue(100) if do_value_change else 0
             self.quality_spin_box.setEnabled(False)
             self.quantize_alpha_check_box.setEnabled(True)
-            self.masked_content_combo_box.setEnabled(True)
+            replace_mask_item.setFlags(replace_mask_item.flags() | Qt.ItemIsEnabled)
         elif export_format == ExportFormat.WEBP:
             self.quality_spin_box.setValue(80) if do_value_change else 0
             self.quality_spin_box.setEnabled(True)
             self.quantize_alpha_check_box.setEnabled(True)
-            self.masked_content_combo_box.setEnabled(True)
+            replace_mask_item.setFlags(replace_mask_item.flags() | Qt.ItemIsEnabled)
 
     @Slot()
     def quality_change(self, quality: str):
@@ -520,6 +542,7 @@ def do_export(self):
             tag_separator += ' '
         filter_hashtag = settings.value('export_filter_hashtag', type=bool)
         quantize_alpha = settings.value('export_quantize_alpha', type=bool)
+        masking_strategy = settings.value('export_masking_strategy', type=str)
         masked_content = settings.value('export_masked_content', type=str)
         export_format = settings.value('export_format', type=str)
         quality = settings.value('export_quality', type=int)
@@ -576,15 +599,16 @@ def do_export(self):
             # then handle the image
             image_file = Image.open(image_entry.path)
             export_can_alpha = export_format != ExportFormat.JPG
+            export_mask = masking_strategy != 'ignore'
             # Preserve alpha if present:
-            if image_file.mode in ('RGBA', 'LA', 'PA') and export_can_alpha:  # Check for alpha channels
+            if image_file.mode in ('RGBA', 'LA', 'PA') and export_mask:  # Check for alpha channels
                 image_file = image_file.convert('RGBA')
             else:
                 image_file = image_file.convert('RGB')  # Otherwise, convert to RGB
 
             # 1. pass: add includes
             for marking in image_entry.markings:
-                if marking.type == ImageMarking.INCLUDE and export_can_alpha:
+                if marking.type == ImageMarking.INCLUDE and export_mask:
                     if image_file.mode == 'RGB':
                         image_file = image_file.convert('RGBA')
                         # completely transparent
@@ -597,7 +621,7 @@ def do_export(self):
 
             # 2. pass: remove excludes
             for marking in image_entry.markings:
-                if marking.type == ImageMarking.EXCLUDE and export_can_alpha:
+                if marking.type == ImageMarking.EXCLUDE and export_mask:
                     if image_file.mode == 'RGB':
                         image_file = image_file.convert('RGBA')
                         # completely opaque
@@ -631,7 +655,7 @@ def do_export(self):
                                                  crop_width + image_entry.target_dimension.width(),
                                                  crop_height + image_entry.target_dimension.height()))
 
-            if export_can_alpha:
+            if export_mask:
                 if cropped_image.mode == 'RGB':
                     cropped_image = cropped_image.convert('RGBA')
                 alpha = cropped_image.getchannel('A')
@@ -663,7 +687,7 @@ def do_export(self):
                 if masked_content in [MaskedContent.BLUR_NOISE, MaskedContent.GREY_NOISE]:
                     np_image = np.array(replacement)
                     # Add random noise with a minimal blur
-                    noise = np.random.normal(0, 40, np_image.shape).astype(np.uint8)
+                    noise = np.random.normal(0, 30, np_image.shape).astype(np.uint8)
                     noisy_image = np_image + noise
                     noisy_image = np.clip(noisy_image, 0, 255)
                     replacement = Image.fromarray(noisy_image).filter(ImageFilter.GaussianBlur(1))
@@ -673,6 +697,10 @@ def do_export(self):
 
                 cropped_image.putalpha(alpha)
 
+            if not export_can_alpha or masking_strategy == 'replace':
+                # remove alpha
+                cropped_image = cropped_image.convert('RGB')
+
             lossless = quality > 99
 
             if color_space == "feed through (don't touch)":
diff --git a/taggui/utils/enums.py b/taggui/utils/enums.py
index 77196924..8a08c5a8 100644
--- a/taggui/utils/enums.py
+++ b/taggui/utils/enums.py
@@ -40,6 +40,11 @@ class ExportFilter(str, Enum):
     'SDXL, SD3, Flux': (1024, 64, 8, '1024:1024, 1408:704, 1216:832, 1152:896, 1344:768, 1536:640')
 }
 
+class MaskingStrategy(str, Enum):
+    IGNORE = 'ignore'
+    REPLACE = 'replace'
+    REMOVE = 'remove'
+
 
 class MaskedContent(str, Enum):
     ORIGINAL = 'original'
diff --git a/taggui/utils/settings.py b/taggui/utils/settings.py
index 3f0b401b..644101e0 100644
--- a/taggui/utils/settings.py
+++ b/taggui/utils/settings.py
@@ -17,12 +17,13 @@
     'export_bucket_res_size': 64,
     'export_latent_size': 8,
     'export_quantize_alpha': True,
+    'export_masking_strategy': 'remove',
     'export_masked_content': 'blur + noise',
     'export_preferred_sizes' : '1024:1024, 1408:704, 1216:832, 1152:896, 1344:768, 1536:640',
     'export_upscaling': False,
     'export_bucket_strategy': 'crop',
-    'export_format': '.jpg - JPEG',
-    'export_quality': 75,
+    'export_format': '.png - PNG',
+    'export_quality': 100,
     'export_color_space': 'sRGB',
     'export_directory_path': '',
     'export_keep_dir_structure': False,

From 032f47540d8530adbc0d7bde7cea18eaf49e8261 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sat, 5 Apr 2025 00:21:05 +0200
Subject: [PATCH 71/82] Add tag export options

---
 README.md                       | 24 ++++++++++++++++
 taggui/dialogs/export_dialog.py | 50 +++++++++++++++++++++++++++++----
 taggui/utils/enums.py           |  8 ++++++
 taggui/utils/settings.py        |  1 +
 4 files changed, 77 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index b1a4986e..6449d014 100644
--- a/README.md
+++ b/README.md
@@ -415,6 +415,13 @@ supports alpha masks (all, but not the classic JPEG) you can make sure that
 the masks are aligned to the latent pixels that the trainer is using for
 masked training.
 
+`Masking strategy`:
+Select how the _include_ and _exclude_ masks are applied. They can be completely
+ignored, replace the image content, or, when the image format supports
+transparency, make that part of the image transparent. 
+The replacement content, or with _replace_ the invisible content hidden by
+the transparency, is defined by _Masked content_.
+
 `Masked content`:
 When exporting with _include_ or _exclude_ markings in an image format that
 supports alpha masks (all, but not the classic JPEG) you can change the
@@ -455,6 +462,23 @@ When no color space convertation should happen you can choose "feed through".
 The simple "sRGB" is most likely the setting you want to choose here unless
 you are an expert and have special requirements.
 
+`Caption`:
+Define how the tags are exported into a caption.
+It can be a simple tag list, using the same _Tag separator_ as used for the
+image tag files.  
+_Only first tag_ and _Only last tag_ are exporting exactly one tag. This can
+be a good option when you are using tagging for image organizing and then 
+derive a complete captioning sentence out of those for modern models like SD3
+or Flux.  
+_Enumeration_ creates a natural language list out of the tags. I.e., it is a
+comma separated list with the word "and" in the last place. Also, the 
+Oxford comma is used (a comma directly before the "and").  
+_Prefixed enumeration_ is similar to _enumeration_, but the first tag is used
+as a prefix and the remaining tags are translated to the enumeration. The
+use case is also using tags to organize the images and then transfer those
+to a caption by prepending it with something like "Photography of" which you'd
+place then as the first tag.
+ 
 `Export directory`:
 The place to export the images to.
 
diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 41615b71..141c76bd 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -13,6 +13,7 @@
                                QVBoxLayout, QHBoxLayout, QAbstractItemView)
 from PIL import Image, ImageFilter, ImageCms
 
+from utils.enums import MaskingStrategy, CaptionStrategy
 from utils.settings import DEFAULT_SETTINGS, settings
 from utils.image import ImageMarking
 from utils.settings_widgets import (SettingsBigCheckBox, SettingsLineEdit,
@@ -21,8 +22,6 @@
 from utils.grid import Grid
 from widgets.image_list import ImageList
 
-from taggui.utils.enums import MaskingStrategy
-
 try:
     import pillow_jxl
 except ModuleNotFoundError:
@@ -188,7 +187,7 @@ def __init__(self, parent, image_list: ImageList):
         bucket_strategy_combo_box.addItems(list(BucketStrategy))
         bucket_strategy_combo_box.setToolTip(
             'crop: center crop\n'
-            'scale: assymetric scaling\n'
+            'scale: asymmetric scaling\n'
             'crop and scale: use both to minimize each effect')
         grid_layout.addWidget(bucket_strategy_combo_box, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
@@ -246,6 +245,20 @@ def __init__(self, parent, image_list: ImageList):
         grid_layout.addWidget(color_space_combo_box, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
 
+        grid_row += 1
+        grid_layout.addWidget(QLabel('Caption'), grid_row, 0,
+                              Qt.AlignmentFlag.AlignRight)
+        caption_algorithm_combo_box = SettingsComboBox(key='export_caption_algorithm')
+        caption_algorithm_combo_box.addItems(list(CaptionStrategy))
+        caption_algorithm_combo_box.setToolTip(
+            'Define how the tags should be exported:\n'
+            'tag list - just like the tag text files\n'
+            'only first tag, only last tag - only this one tag\n'
+            'enumeration - natural language list with commas\n'
+            'prefixed enumeration - first tag directly followed by enumeration')
+        grid_layout.addWidget(caption_algorithm_combo_box, grid_row, 1,
+                              Qt.AlignmentFlag.AlignLeft)
+
         grid_row += 1
         grid_layout.addWidget(QLabel('Export directory'), grid_row, 0,
                               Qt.AlignmentFlag.AlignRight)
@@ -540,6 +553,7 @@ def do_export(self):
         tag_separator = settings.value('tag_separator', type=str)
         if settings.value('insert_space_after_tag_separator', type=bool):
             tag_separator += ' '
+        caption_algorithm = settings.value('export_caption_algorithm', type=str)
         filter_hashtag = settings.value('export_filter_hashtag', type=bool)
         quantize_alpha = settings.value('export_quantize_alpha', type=bool)
         masking_strategy = settings.value('export_masking_strategy', type=str)
@@ -578,12 +592,36 @@ def do_export(self):
             if filter_hashtag:
                 tags = [tag for tag in image_entry.tags if tag[0] != '#']
             else:
-                tags = image_entry.tags
+                tags = image_entry.tags.copy()
+
+            if len(tags) == 0:
+                tags = ['']
+
+            this_caption_algorithm = caption_algorithm
+            if caption_algorithm == CaptionStrategy.PREFIX_ENUMERATION:
+                if len(tags) > 1:
+                    prefix = tags.pop(0)
+                    tags[0] = prefix + ' ' + tags[0]
+                this_caption_algorithm = CaptionStrategy.ENUMERATION
+
+            match this_caption_algorithm:
+                case  CaptionStrategy.TAG_LIST:
+                    tag_string = tag_separator.join(tags)
+                case  CaptionStrategy.FIRST:
+                    tag_string = tags[0]
+                case  CaptionStrategy.LAST:
+                    tag_string = tags[-1]
+                case  CaptionStrategy.ENUMERATION:
+                    if len(tags) == 1:
+                        tag_string = tags[0]
+                    elif len(tags) == 2:
+                        tag_string = ' and '.join(tags)
+                    else:
+                        tag_string = ', '.join(tags[:-1]) + ', and ' + tags[-1]
 
             try:
                 export_path.with_suffix('.txt').write_text(
-                    tag_separator.join(tags), encoding='utf-8',
-                    errors='replace')
+                    tag_string, encoding='utf-8', errors='replace')
             except OSError:
                 error_message_box = QMessageBox()
                 error_message_box.setWindowTitle('Error')
diff --git a/taggui/utils/enums.py b/taggui/utils/enums.py
index 8a08c5a8..bcadbf34 100644
--- a/taggui/utils/enums.py
+++ b/taggui/utils/enums.py
@@ -86,3 +86,11 @@ class BucketStrategy(str, Enum):
     CROP = 'crop'
     SCALE = 'scale'
     CROP_SCALE = 'crop and scale'
+
+
+class CaptionStrategy(str, Enum):
+    TAG_LIST = 'tag list (using tag separator)'
+    FIRST = 'only first tag'
+    LAST = 'only last tag'
+    ENUMERATION = 'enumeration ("t1, t2, t3, and t4")'
+    PREFIX_ENUMERATION = 'prefixed enumeration ("t1 t2, t3, and t4")'
diff --git a/taggui/utils/settings.py b/taggui/utils/settings.py
index 644101e0..f986d5ce 100644
--- a/taggui/utils/settings.py
+++ b/taggui/utils/settings.py
@@ -25,6 +25,7 @@
     'export_format': '.png - PNG',
     'export_quality': 100,
     'export_color_space': 'sRGB',
+    'export_caption_algorithm': 'tag list (using tag separator)',
     'export_directory_path': '',
     'export_keep_dir_structure': False,
     'export_filter_hashtag': True

From 0c17acdcce860e183841e23415981a1adcd29eaa Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sat, 5 Apr 2025 11:34:25 +0200
Subject: [PATCH 72/82] Language fixes

---
 README.md | 22 +++++++++++-----------
 1 file changed, 11 insertions(+), 11 deletions(-)

diff --git a/README.md b/README.md
index 6449d014..5d9ca857 100644
--- a/README.md
+++ b/README.md
@@ -372,9 +372,9 @@ the marking.
 When you have the path to the YOLO models configured in the _Settings..._ 
 dialog, you can use them to automatically detect features in the image that
 can be used for marking. After selecting the relevant model in the drop-down 
-list, you see a table with all classes it can detect. In each line you can
+list, you see a table with all classes it can detect. In each line, you can
 decide whether it should be ignored or added as a hint, exclude or include.
-Next to the label you can see the confidence the model had during detection.
+Next to the label, you can see the confidence the model had during detection.
 
 More detailed control about the minimal required confidence, the IoU and
 the maximal number of detected markings per image can be set in the
@@ -424,13 +424,13 @@ the transparency, is defined by _Masked content_.
 
 `Masked content`:
 When exporting with _include_ or _exclude_ markings in an image format that
-supports alpha masks (all, but not the classic JPEG) you can change the
+supports alpha masks (all, but not the classic JPEG), you can change the
 content that is invisible due to the mask.
 It is known that some masked content can slightly bleed through during the
 masked training, so it can be beneficial when this (supposed to be invisible)
-content is replaced. In simple cases (e.g. masking the face for cloth LoRA
-training) the default "blur + noise" is a good choice. In hard cases to really
-hide the original data "grey + noise" can be a good choice. "original" doesn't
+content is replaced. In simple cases (e.g., masking the face for cloth LoRA
+training) the default "blur + noise" is a good choice. In hard cases, to really
+hide the original data, "grey + noise" can be a good choice. "original" doesn't
 modify the data behind the mask.
 
 `Preferres sizes`:
@@ -448,16 +448,16 @@ the aspect ratio of an image and can create slight distortions. Or a
 combination of both that reduces each effect.
 
 `Output format`:
-The file type and quality setting for formats that have a lossy compression.
+The file type and quality setting for formats that have lossy compression.
 Note: for JPEG a number above 95 should be avoided.
 
 `Output color space`:
 Most models will expect the images in sRGB format and don't contain any
 color management. So it is important that the exporter handles this as
 the images used for the training might use a different color space.
-To save 8 kB for each image you might want to select "sRGB implicit" as that
+To save 8 kB for each image, you might want to select "sRGB implicit" as that
 converts the image to sRGB but doesn't store the ICC information.
-When no color space convertation should happen you can choose "feed through".
+When no color space conversation should happen, you can choose "feed through".
 
 The simple "sRGB" is most likely the setting you want to choose here unless
 you are an expert and have special requirements.
@@ -487,10 +487,10 @@ When the source images are organized in subdirectories this structure will
 be used for the exported images as well when selected.
 
 `Statistics`:
-Preview of the generated image sizes from the export funtion.
+Preview of the generated image sizes from the export function.
 
 `Fiter hashtag (#) tags`:
-When set all tags that start with a hashtag (i.e. the "#" character) are not
+When set all tags that start with a hashtag (i.e., the "#" character) are not
 included in the exported captions.
 
 This allows you to use tags for internal image organization like marking

From 8d571866a0ee36a7c8ccfdd1f15c20d6fc1ec23c Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sun, 6 Apr 2025 00:56:10 +0200
Subject: [PATCH 73/82] New feature: support multi captioning when a #newline
 tag is used

---
 README.md                       | 26 +++++----
 taggui/dialogs/export_dialog.py | 96 +++++++++++++++++++++++----------
 taggui/utils/settings.py        |  1 +
 3 files changed, 86 insertions(+), 37 deletions(-)

diff --git a/README.md b/README.md
index 5d9ca857..30fd9d66 100644
--- a/README.md
+++ b/README.md
@@ -478,7 +478,23 @@ as a prefix and the remaining tags are translated to the enumeration. The
 use case is also using tags to organize the images and then transfer those
 to a caption by prepending it with something like "Photography of" which you'd
 place then as the first tag.
- 
+
+`Separate by #newline`:
+Create a new line in the captioning file for every `#newline` tag.
+When _Prefixed enumeration_ is selected the first tag is repeated for
+every new line.
+
+This option is relevant when you want to use multi captioning, which is
+supported by many trainers.
+
+`Fiter (other) hashtag (#) tags`:
+When set, all tags that start with a hashtag (i.e., the "#" character) are not
+included in the exported captions.
+
+This allows you to use tags for internal image organization like marking
+images that you don't want to export or adding notes about an image into the
+tag list.
+
 `Export directory`:
 The place to export the images to.
 
@@ -488,11 +504,3 @@ be used for the exported images as well when selected.
 
 `Statistics`:
 Preview of the generated image sizes from the export function.
-
-`Fiter hashtag (#) tags`:
-When set all tags that start with a hashtag (i.e., the "#" character) are not
-included in the exported captions.
-
-This allows you to use tags for internal image organization like marking
-images that you don't want to export or adding notes about an image into the
-tag list.
diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 141c76bd..eef3d5f9 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -257,6 +257,31 @@ def __init__(self, parent, image_list: ImageList):
             'enumeration - natural language list with commas\n'
             'prefixed enumeration - first tag directly followed by enumeration')
         grid_layout.addWidget(caption_algorithm_combo_box, grid_row, 1,
+                                           Qt.AlignmentFlag.AlignLeft)
+
+        grid_row += 1
+        grid_layout.addWidget(QLabel('Separate by #newline'), grid_row, 0,
+                              Qt.AlignmentFlag.AlignRight)
+        caption_hashtag_widget = QWidget()
+        caption_hashtag_layout = QHBoxLayout()
+        caption_hashtag_layout.setContentsMargins(0, 0, 0, 0)
+        self.separate_newline_check_box = SettingsBigCheckBox(key='export_separate_newline')
+        self.separate_newline_check_box.setToolTip(
+            'Create a multi-caption file where each line contains a caption for\n'
+            'the image. The tags are split by the tag "#newline" and the\n'
+            'captioning algorith is used for each group. Only for prefixed\n'
+            'enumeration the first tag is used repeatedly for each group.')
+        caption_hashtag_layout.addWidget(self.separate_newline_check_box,
+                                         Qt.AlignmentFlag.AlignLeft)
+        caption_hashtag_layout.addWidget(QLabel('Fiter (other) hashtag (#) tags'),
+                                           Qt.AlignmentFlag.AlignRight)
+        self.filter_hashtag_check_box = SettingsBigCheckBox(key='export_filter_hashtag')
+        self.filter_hashtag_check_box.setToolTip(
+            'Do not export tags that start with a hashtag (#)')
+        caption_hashtag_layout.addWidget(self.filter_hashtag_check_box,
+                                         Qt.AlignmentFlag.AlignLeft)
+        caption_hashtag_widget.setLayout(caption_hashtag_layout)
+        grid_layout.addWidget(caption_hashtag_widget, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
 
         grid_row += 1
@@ -300,15 +325,6 @@ def __init__(self, parent, image_list: ImageList):
         grid_layout.addWidget(self.statistics_table, grid_row, 1,
                               Qt.AlignmentFlag.AlignLeft)
 
-        grid_row += 1
-        grid_layout.addWidget(QLabel('Fiter hashtag (#) tags'), grid_row, 0,
-                              Qt.AlignmentFlag.AlignRight)
-        self.filter_hashtag_check_box = SettingsBigCheckBox(key='export_filter_hashtag')
-        self.filter_hashtag_check_box.setToolTip(
-            'Do not export tags that start with a hashtag (#)')
-        grid_layout.addWidget(self.filter_hashtag_check_box, grid_row, 1,
-                              Qt.AlignmentFlag.AlignLeft)
-
         self.layout.addLayout(grid_layout)
 
         self.export_button = QPushButton('Export')
@@ -554,6 +570,7 @@ def do_export(self):
         if settings.value('insert_space_after_tag_separator', type=bool):
             tag_separator += ' '
         caption_algorithm = settings.value('export_caption_algorithm', type=str)
+        separate_newline = settings.value('export_separate_newline', type=bool)
         filter_hashtag = settings.value('export_filter_hashtag', type=bool)
         quantize_alpha = settings.value('export_quantize_alpha', type=bool)
         masking_strategy = settings.value('export_masking_strategy', type=str)
@@ -590,38 +607,61 @@ def do_export(self):
 
             # write the tag file first
             if filter_hashtag:
-                tags = [tag for tag in image_entry.tags if tag[0] != '#']
+                tags = [tag for tag in image_entry.tags if
+                        tag[0] != '#' or (separate_newline and tag == '#newline')]
             else:
                 tags = image_entry.tags.copy()
 
             if len(tags) == 0:
                 tags = ['']
 
+            if separate_newline:
+                tag_groups = []
+                temp_list = []
+                for tag in tags:
+                    if tag == '#newline':
+                        if temp_list:
+                            tag_groups.append(temp_list)
+                            temp_list = []
+                    else:
+                        temp_list.append(tag)
+                if temp_list:
+                    tag_groups.append(temp_list)
+            else:
+                tag_groups = [tags]
+
             this_caption_algorithm = caption_algorithm
             if caption_algorithm == CaptionStrategy.PREFIX_ENUMERATION:
-                if len(tags) > 1:
-                    prefix = tags.pop(0)
-                    tags[0] = prefix + ' ' + tags[0]
+                prefix = tag_groups[0].pop(0) + ' '
+                if len(tag_groups[0]) == 0:
+                    tag_groups.pop(0)
                 this_caption_algorithm = CaptionStrategy.ENUMERATION
-
-            match this_caption_algorithm:
-                case  CaptionStrategy.TAG_LIST:
-                    tag_string = tag_separator.join(tags)
-                case  CaptionStrategy.FIRST:
-                    tag_string = tags[0]
-                case  CaptionStrategy.LAST:
-                    tag_string = tags[-1]
-                case  CaptionStrategy.ENUMERATION:
-                    if len(tags) == 1:
+            else:
+                prefix = ''
+
+            all_tags = []
+            for tags in tag_groups:
+                match this_caption_algorithm:
+                    case  CaptionStrategy.TAG_LIST:
+                        tag_string = tag_separator.join(tags)
+                    case  CaptionStrategy.FIRST:
                         tag_string = tags[0]
-                    elif len(tags) == 2:
-                        tag_string = ' and '.join(tags)
-                    else:
-                        tag_string = ', '.join(tags[:-1]) + ', and ' + tags[-1]
+                    case  CaptionStrategy.LAST:
+                        tag_string = tags[-1]
+                    case  CaptionStrategy.ENUMERATION:
+                        if len(tags) == 1:
+                            tag_string = tags[0]
+                        elif len(tags) == 2:
+                            tag_string = ' and '.join(tags)
+                        else:
+                            tag_string = ', '.join(tags[:-1]) + ', and ' + tags[-1]
+                        tag_string = prefix + tag_string
+                if tag_string != '':
+                    all_tags.append(tag_string)
 
             try:
                 export_path.with_suffix('.txt').write_text(
-                    tag_string, encoding='utf-8', errors='replace')
+                    '\n'.join(all_tags), encoding='utf-8', errors='replace')
             except OSError:
                 error_message_box = QMessageBox()
                 error_message_box.setWindowTitle('Error')
diff --git a/taggui/utils/settings.py b/taggui/utils/settings.py
index f986d5ce..6b2f1129 100644
--- a/taggui/utils/settings.py
+++ b/taggui/utils/settings.py
@@ -26,6 +26,7 @@
     'export_quality': 100,
     'export_color_space': 'sRGB',
     'export_caption_algorithm': 'tag list (using tag separator)',
+    'export_separate_newline': True,
     'export_directory_path': '',
     'export_keep_dir_structure': False,
     'export_filter_hashtag': True

From ca7494dc6df1bad72769ad2e1ddc00e8c24e07b4 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Mon, 7 Apr 2025 21:49:09 +0200
Subject: [PATCH 74/82] Make sure that changes to the filter update the tag
 count

---
 taggui/widgets/main_window.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/taggui/widgets/main_window.py b/taggui/widgets/main_window.py
index f2378412..1bb1dc42 100644
--- a/taggui/widgets/main_window.py
+++ b/taggui/widgets/main_window.py
@@ -533,6 +533,7 @@ def update_undo_and_redo_actions(self):
     def set_image_list_filter(self):
         filter_ = self.image_list.filter_line_edit.parse_filter_text()
         self.proxy_image_list_model.set_filter(filter_)
+        self.proxy_image_list_model.filter_changed.emit()
         if filter_ is None:
             all_tags_list_selection_model = (self.all_tags_editor
                                              .all_tags_list.selectionModel())

From 761ea8956ec41fa0dd1abca17e2d83c96d589b8d Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Wed, 9 Apr 2025 18:44:14 +0200
Subject: [PATCH 75/82] Allow #newline to also generate new copies of the image
 - so that multicaptioning can be used with the civitai trainer as well

---
 taggui/dialogs/export_dialog.py | 56 ++++++++++++++++++++++-----------
 taggui/utils/enums.py           |  6 ++++
 taggui/utils/settings.py        |  2 +-
 3 files changed, 44 insertions(+), 20 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index eef3d5f9..431e39fc 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -3,6 +3,7 @@
 import io
 from math import ceil, floor
 from pathlib import Path
+import shutil
 import numpy as np
 
 from PySide6.QtCore import QRect, QSize, Qt, Slot
@@ -13,7 +14,9 @@
                                QVBoxLayout, QHBoxLayout, QAbstractItemView)
 from PIL import Image, ImageFilter, ImageCms
 
-from utils.enums import MaskingStrategy, CaptionStrategy
+from utils.enums import (ExportFilter, Presets, MaskingStrategy, MaskedContent,
+                         ExportFormat, ExportFormatDict, IccProfileList,
+                         BucketStrategy, CaptionStrategy, HashNewlineHandling)
 from utils.settings import DEFAULT_SETTINGS, settings
 from utils.image import ImageMarking
 from utils.settings_widgets import (SettingsBigCheckBox, SettingsLineEdit,
@@ -27,8 +30,6 @@
 except ModuleNotFoundError:
     pass
 
-from utils.enums import (ExportFilter, Presets, MaskedContent, ExportFormat,
-                         ExportFormatDict, IccProfileList, BucketStrategy)
 
 class ExportDialog(QDialog):
     def __init__(self, parent, image_list: ImageList):
@@ -260,25 +261,26 @@ def __init__(self, parent, image_list: ImageList):
                                            Qt.AlignmentFlag.AlignLeft)
 
         grid_row += 1
-        grid_layout.addWidget(QLabel('Separate by #newline'), grid_row, 0,
+        grid_layout.addWidget(QLabel('Fiter hashtag (#) tags'), grid_row, 0,
                               Qt.AlignmentFlag.AlignRight)
         caption_hashtag_widget = QWidget()
         caption_hashtag_layout = QHBoxLayout()
         caption_hashtag_layout.setContentsMargins(0, 0, 0, 0)
-        self.separate_newline_check_box = SettingsBigCheckBox(key='export_separate_newline')
-        self.separate_newline_check_box.setToolTip(
+        self.filter_hashtag_check_box = SettingsBigCheckBox(key='export_filter_hashtag')
+        self.filter_hashtag_check_box.setToolTip(
+            'Do not export tags that start with a hashtag (#)')
+        caption_hashtag_layout.addWidget(self.filter_hashtag_check_box,
+                                         Qt.AlignmentFlag.AlignLeft)
+        self.separate_newline_combo_box = SettingsComboBox(key='export_separate_newline')
+        self.separate_newline_combo_box.addItems(list(HashNewlineHandling))
+        self.separate_newline_combo_box.setToolTip(
             'Create a multi-caption file where each line contains a caption for\n'
             'the image. The tags are split by the tag "#newline" and the\n'
             'captioning algorith is used for each group. Only for prefixed\n'
             'enumeration the first tag is used repeatedly for each group.')
-        caption_hashtag_layout.addWidget(self.separate_newline_check_box,
-                                         Qt.AlignmentFlag.AlignLeft)
-        caption_hashtag_layout.addWidget(QLabel('Fiter (other) hashtag (#) tags'),
+        caption_hashtag_layout.addWidget(QLabel('Handle #newline'),
                                            Qt.AlignmentFlag.AlignRight)
-        self.filter_hashtag_check_box = SettingsBigCheckBox(key='export_filter_hashtag')
-        self.filter_hashtag_check_box.setToolTip(
-            'Do not export tags that start with a hashtag (#)')
-        caption_hashtag_layout.addWidget(self.filter_hashtag_check_box,
+        caption_hashtag_layout.addWidget(self.separate_newline_combo_box,
                                          Qt.AlignmentFlag.AlignLeft)
         caption_hashtag_widget.setLayout(caption_hashtag_layout)
         grid_layout.addWidget(caption_hashtag_widget, grid_row, 1,
@@ -570,7 +572,7 @@ def do_export(self):
         if settings.value('insert_space_after_tag_separator', type=bool):
             tag_separator += ' '
         caption_algorithm = settings.value('export_caption_algorithm', type=str)
-        separate_newline = settings.value('export_separate_newline', type=bool)
+        separate_newline = settings.value('export_separate_newline', type=str)
         filter_hashtag = settings.value('export_filter_hashtag', type=bool)
         quantize_alpha = settings.value('export_quantize_alpha', type=bool)
         masking_strategy = settings.value('export_masking_strategy', type=str)
@@ -583,7 +585,9 @@ def do_export(self):
             color_space = 'sRGB'
             save_profile = False
 
-        for image_index, image_entry in enumerate(self.get_image_list()):
+        image_list = self.get_image_list()
+        self.progress_bar.setMaximum(len(image_list))
+        for image_index, image_entry in enumerate(image_list):
             self.progress_bar.setValue(image_index)
             if export_keep_dir_structure:
                 relative_path = image_entry.path.relative_to(directory_path)
@@ -607,8 +611,9 @@ def do_export(self):
 
             # write the tag file first
             if filter_hashtag:
-                tags = [tag for tag in image_entry.tags if
-                        tag[0] != '#' or (separate_newline and tag == '#newline')]
+                tags = [tag for tag in image_entry.tags if tag[0] != '#' or
+                        (separate_newline != HashNewlineHandling.IGNORE and
+                         tag == '#newline')]
             else:
                 tags = image_entry.tags.copy()
 
@@ -660,8 +665,17 @@ def do_export(self):
                     all_tags.append(tag_string)
 
             try:
-                export_path.with_suffix('.txt').write_text(
-                    '\n'.join(all_tags), encoding='utf-8', errors='replace')
+                if separate_newline != HashNewlineHandling.MULTIFILE:
+                    multifile_count = None
+                    export_path.with_suffix('.txt').write_text(
+                        '\n'.join(all_tags), encoding='utf-8', errors='replace')
+                else:
+                    multifile_count = len(all_tags) or None
+                    for index, this_tags in enumerate(all_tags):
+                        suffix = '.txt' if index == 0 else f'.{index}.txt'
+                        export_path.with_suffix(suffix).write_text(
+                            this_tags, encoding='utf-8', errors='replace')
+
             except OSError:
                 error_message_box = QMessageBox()
                 error_message_box.setWindowTitle('Error')
@@ -801,6 +815,10 @@ def do_export(self):
                     final_image.save(export_path, format=ExportFormatDict[export_format],
                                      quality=quality, lossless=lossless,
                                      icc_profile=None)
+            if multifile_count is not None:
+                for index in range(1, multifile_count):
+                    suffix = f'.{index}{export_path.suffix}'
+                    shutil.copy(export_path, export_path.with_suffix(suffix))
         self.close()
 
     def get_image_list(self):
diff --git a/taggui/utils/enums.py b/taggui/utils/enums.py
index bcadbf34..bc935f40 100644
--- a/taggui/utils/enums.py
+++ b/taggui/utils/enums.py
@@ -94,3 +94,9 @@ class CaptionStrategy(str, Enum):
     LAST = 'only last tag'
     ENUMERATION = 'enumeration ("t1, t2, t3, and t4")'
     PREFIX_ENUMERATION = 'prefixed enumeration ("t1 t2, t3, and t4")'
+
+
+class HashNewlineHandling(str, Enum):
+    IGNORE = 'No special handling'
+    MULTILINE = 'Create additional line'
+    MULTIFILE = 'Create additional file'
diff --git a/taggui/utils/settings.py b/taggui/utils/settings.py
index 6b2f1129..5358a035 100644
--- a/taggui/utils/settings.py
+++ b/taggui/utils/settings.py
@@ -26,7 +26,7 @@
     'export_quality': 100,
     'export_color_space': 'sRGB',
     'export_caption_algorithm': 'tag list (using tag separator)',
-    'export_separate_newline': True,
+    'export_separate_newline': 'Create additional line',
     'export_directory_path': '',
     'export_keep_dir_structure': False,
     'export_filter_hashtag': True

From 8664664299be8b4b8a01420e8240907b9839010d Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sat, 19 Apr 2025 01:00:10 +0200
Subject: [PATCH 76/82] Optimize target size calculation

---
 taggui/dialogs/export_dialog.py  |  4 ++--
 taggui/utils/target_dimension.py | 38 +++++++++++++++++++++++---------
 2 files changed, 29 insertions(+), 13 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 431e39fc..6f7e39da 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -368,9 +368,9 @@ def apply_preset(self, value: str, do_value_change: bool = True):
             self.resolution_spin_box.setEnabled(False)
             self.bucket_res_size_spin_box.setEnabled(False)
             self.latent_size_spin_box.setEnabled(False)
-            self.inhibit_statistics_update = inhibit_statistics_update_current
-            self.show_statistics()
         self.preferred_sizes_line_edit.setText(preset[3]) if do_value_change else 0
+        self.inhibit_statistics_update = inhibit_statistics_update_current
+        self.show_statistics()
 
     @Slot()
     def show_megapixels(self):
diff --git a/taggui/utils/target_dimension.py b/taggui/utils/target_dimension.py
index 6df6e839..8be9367c 100644
--- a/taggui/utils/target_dimension.py
+++ b/taggui/utils/target_dimension.py
@@ -16,7 +16,7 @@
     (16, 9, 16/9),
     (21, 9, 21/9),
 ]
-aspect_ratios = notable_aspect_ratios
+aspect_ratios = notable_aspect_ratios.copy()
 
 settings.change.connect(lambda: _preferred_sizes.clear())
 
@@ -39,7 +39,7 @@ def prepare() -> list[tuple[int, int, float]] | None:
     global _preferred_sizes
     global aspect_ratios
     _preferred_sizes = []
-    aspect_ratios = notable_aspect_ratios
+    aspect_ratios = notable_aspect_ratios.copy()
     for res_str in re.split(r'\s*,\s*',
                             settings.value('export_preferred_sizes', type=str) or ''):
         try:
@@ -70,6 +70,18 @@ def prepare() -> list[tuple[int, int, float]] | None:
             continue # Skip to the next resolution if there's an error
     return aspect_ratios
 
+def calculate_cropped_area(width: int, height: int, test_width: int, test_height: int) -> int:
+    original_aspect_ratio = width / height
+    target_aspect_ratio = test_width / test_height
+
+    if original_aspect_ratio > target_aspect_ratio:
+        # Crop horizontally
+        cropped_area = height * (width - (height * test_width) / test_height)
+    else:
+        # Crop vertically
+        cropped_area = width * (height - (width * test_height) / test_width)
+    return int(cropped_area)
+
 def get(dimensions: QSize) -> QSize:
     """
     Determine the dimensions of an image it should have when it is exported.
@@ -124,20 +136,22 @@ def get(dimensions: QSize) -> QSize:
         # 1.1: exact width
         test_width = max(opt_width // bucket_res, 1) * bucket_res
         test_height = max((height * test_width / width) // bucket_res, 1) * bucket_res
-        test_loss = ((height * test_width / width) - test_height) * test_width
+        test_loss = calculate_cropped_area(width, height, test_width, test_height)
         if (test_width, test_height) in _preferred_sizes:
             test_loss *= preferred_sizes_bonus
-        if test_loss < loss:
+        if test_loss < loss or (test_loss == loss and
+                                (candidate_width < test_width or candidate_height < test_height)):
             candidate_width = test_width
             candidate_height = test_height
             loss = test_loss
         # 1.2: exact height
         test_height = max(opt_height // bucket_res, 1) * bucket_res
         test_width = max((width * test_height / height) // bucket_res, 1) * bucket_res
-        test_loss = ((width * test_height / height) - test_width) * test_height
+        test_loss = calculate_cropped_area(width, height, test_width, test_height)
         if (test_height, test_width) in _preferred_sizes:
             test_loss *= preferred_sizes_bonus
-        if test_loss < loss:
+        if test_loss < loss or (test_loss == loss and
+                                (candidate_width < test_width or candidate_height < test_height)):
             candidate_width = test_width
             candidate_height = test_height
             loss = test_loss
@@ -151,10 +165,11 @@ def get(dimensions: QSize) -> QSize:
                 break
             if (test_width > width or test_height > height) and not upscaling:
                 break
-            test_loss = ((height * test_width / width) - test_height) * test_width
+            test_loss = calculate_cropped_area(width, height, test_width, test_height)
             if (test_height, test_width) in _preferred_sizes:
                 test_loss *= preferred_sizes_bonus
-                if test_loss < loss:
+                if test_loss < loss or (test_loss == loss and
+                                        (candidate_width < test_width or candidate_height < test_height)):
                     candidate_width = test_width
                     candidate_height = test_height
                     loss = test_loss
@@ -166,15 +181,16 @@ def get(dimensions: QSize) -> QSize:
                 break
             if (test_width > width or test_height > height) and not upscaling:
                 break
-            test_loss = ((width * test_height / height) - test_width) * test_height
+            test_loss = calculate_cropped_area(width, height, test_width, test_height)
             if (test_height, test_width) in _preferred_sizes:
                 test_loss *= preferred_sizes_bonus
-            if test_loss < loss:
+            if test_loss < loss or (test_loss == loss and
+                                    (candidate_width < test_width or candidate_height < test_height)):
                 candidate_width = test_width
                 candidate_height = test_height
                 loss = test_loss
 
-        return QSize(candidate_width, candidate_height)
+    return QSize(candidate_width, candidate_height)
 
 def get_noteable_aspect_ratio(width: float|int, height: float|int) -> tuple[int, int, bool] | None:
     """Test whether the aspect_ratio is noteable and return it."""

From 0750b29596c359e09683471dc416b01e6f4f8fba Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sat, 19 Apr 2025 14:11:08 +0200
Subject: [PATCH 77/82] Feature: create masking files instead of using the
 alpha layer

---
 README.md                       |  3 +-
 taggui/dialogs/export_dialog.py | 56 +++++++++++++++++++++++----------
 taggui/utils/enums.py           |  1 +
 3 files changed, 42 insertions(+), 18 deletions(-)

diff --git a/README.md b/README.md
index 30fd9d66..7401cbe4 100644
--- a/README.md
+++ b/README.md
@@ -418,7 +418,8 @@ masked training.
 `Masking strategy`:
 Select how the _include_ and _exclude_ masks are applied. They can be completely
 ignored, replace the image content, or, when the image format supports
-transparency, make that part of the image transparent. 
+transparency, make that part of the image transparent. You can also opt to
+get separate masking files.
 The replacement content, or with _replace_ the invisible content hidden by
 the transparency, is defined by _Masked content_.
 
diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 6f7e39da..68b4f935 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -513,7 +513,6 @@ def do_export(self):
         no_overwrite = True
         only_missing = True
         refresh_tags = False
-        path_missing = False
 
         try:
             if os.path.exists(export_directory_path):
@@ -532,11 +531,11 @@ def do_export(self):
                     refresh_button = msgBox.addButton('Refresh', QMessageBox.ApplyRole)
                     refresh_button.setToolTip('Export only missing images, but update all captions')
                     overwrite_button = msgBox.addButton('Overwrite', QMessageBox.DestructiveRole)
-                    refresh_button.setToolTip('Overwrite all existing files')
+                    overwrite_button.setToolTip('Overwrite all existing files')
                     rename_button = msgBox.addButton('Rename', QMessageBox.YesRole)
-                    refresh_button.setToolTip('Export with a new name')
+                    rename_button.setToolTip('Export with a new name')
                     only_missing_button = msgBox.addButton('Only missing', QMessageBox.AcceptRole)
-                    refresh_button.setToolTip('Export only missing images')
+                    only_missing_button.setToolTip('Export only missing images')
                     msgBox.addButton(QMessageBox.Cancel)
                     msgBox.setDefaultButton(refresh_button)
                     button = msgBox.exec_()
@@ -551,9 +550,6 @@ def do_export(self):
                     if msgBox.clickedButton() == rename_button:
                         only_missing = False
             else:
-                path_missing = True
-
-            if path_missing:
                 button = QMessageBox.critical(
                     self,
                     'Path error',
@@ -585,6 +581,12 @@ def do_export(self):
             color_space = 'sRGB'
             save_profile = False
 
+        if masking_strategy == MaskingStrategy.MASK_FILE:
+            export_mask_directory_path = export_directory_path / 'mask'
+            export_directory_path = export_directory_path / 'image'
+        else:
+            export_mask_directory_path = Path()
+
         image_list = self.get_image_list()
         self.progress_bar.setMaximum(len(image_list))
         for image_index, image_entry in enumerate(image_list):
@@ -592,21 +594,32 @@ def do_export(self):
             if export_keep_dir_structure:
                 relative_path = image_entry.path.relative_to(directory_path)
                 export_path = export_directory_path / relative_path
-                export_path.parent.mkdir(parents=True, exist_ok=True)
+                export_mask_path = export_mask_directory_path / relative_path
             else:
                 export_path = export_directory_path / image_entry.path.name
+                export_mask_path = export_mask_directory_path / image_entry.path.name
+            export_path.parent.mkdir(parents=True, exist_ok=True)
             export_path = export_path.with_suffix(export_format.split(' ', 1)[0])
+            if masking_strategy == MaskingStrategy.MASK_FILE:
+                export_mask_path.parent.mkdir(parents=True, exist_ok=True)
+                export_mask_path = export_mask_path.with_suffix(export_format.split(' ', 1)[0])
+                mask_exists = export_mask_path.exists()
+            else:
+                mask_exists = False
 
             image_exists = export_path.exists()
-            if image_exists and only_missing and not refresh_tags:
+            if (image_exists or mask_exists) and only_missing and not refresh_tags:
                 continue
 
             if no_overwrite:
                 stem = export_path.stem
                 counter = 0
-                while image_exists:
+                while (image_exists or mask_exists):
                     export_path = export_path.parent / f'{stem}_{counter}{export_path.suffix}'
                     image_exists = export_path.exists()
+                    if masking_strategy == MaskingStrategy.MASK_FILE:
+                        export_mask_path = export_mask_path.parent / f'{stem}_{counter}{export_mask_path.suffix}'
+                        mask_exists = export_mask_path.exists()
                     counter += 1
 
             # write the tag file first
@@ -683,7 +696,7 @@ def do_export(self):
                 error_message_box.setText(f'Failed to save tags for {image_entry.path}.')
                 error_message_box.exec()
 
-            if image_exists and only_missing:
+            if  (image_exists or mask_exists) and only_missing:
                 # tags were refreshed, export_path was changed when we should
                 # rename and not overwrite, so we can skip the image writing
                 continue
@@ -691,7 +704,7 @@ def do_export(self):
             # then handle the image
             image_file = Image.open(image_entry.path)
             export_can_alpha = export_format != ExportFormat.JPG
-            export_mask = masking_strategy != 'ignore'
+            export_mask = masking_strategy != MaskingStrategy.IGNORE
             # Preserve alpha if present:
             if image_file.mode in ('RGBA', 'LA', 'PA') and export_mask:  # Check for alpha channels
                 image_file = image_file.convert('RGBA')
@@ -789,16 +802,17 @@ def do_export(self):
 
                 cropped_image.putalpha(alpha)
 
-            if not export_can_alpha or masking_strategy == 'replace':
+            if not export_can_alpha or masking_strategy in [MaskingStrategy.REPLACE,
+                                                            MaskingStrategy.MASK_FILE]:
                 # remove alpha
-                cropped_image = cropped_image.convert('RGB')
+                export_image = cropped_image.convert('RGB')
 
             lossless = quality > 99
 
             if color_space == "feed through (don't touch)":
-                cropped_image.save(export_path, format=ExportFormatDict[export_format],
+                export_image.save(export_path, format=ExportFormatDict[export_format],
                                    quality=quality, lossless=lossless,
-                                   icc_profile=cropped_image.info.get('icc_profile') )
+                                   icc_profile=export_image.info.get('icc_profile') )
             else:
                 source_profile_raw = image_file.info.get('icc_profile')
                 if source_profile_raw is None: # assume sRGB
@@ -806,7 +820,7 @@ def do_export(self):
                 source_profile = ImageCms.ImageCmsProfile(io.BytesIO(source_profile_raw))
                 target_profile_raw = QColorSpace(getattr(QColorSpace, IccProfileList(color_space).name)).iccProfile()
                 target_profile = ImageCms.ImageCmsProfile(io.BytesIO(target_profile_raw))
-                final_image = ImageCms.profileToProfile(cropped_image, source_profile, target_profile)
+                final_image = ImageCms.profileToProfile(export_image, source_profile, target_profile)
                 if save_profile:
                     final_image.save(export_path, format=ExportFormatDict[export_format],
                                      quality=quality, lossless=lossless,
@@ -815,10 +829,18 @@ def do_export(self):
                     final_image.save(export_path, format=ExportFormatDict[export_format],
                                      quality=quality, lossless=lossless,
                                      icc_profile=None)
+            if masking_strategy == MaskingStrategy.MASK_FILE:
+                alpha_channel = cropped_image.getchannel('A')
+                alpha_channel.save(export_mask_path, format=ExportFormatDict[export_format],
+                                   quality=quality, lossless=lossless,
+                                   icc_profile=None)
+
             if multifile_count is not None:
                 for index in range(1, multifile_count):
                     suffix = f'.{index}{export_path.suffix}'
                     shutil.copy(export_path, export_path.with_suffix(suffix))
+                    if masking_strategy == MaskingStrategy.MASK_FILE:
+                        shutil.copy(export_mask_path, export_mask_path.with_suffix(suffix))
         self.close()
 
     def get_image_list(self):
diff --git a/taggui/utils/enums.py b/taggui/utils/enums.py
index bc935f40..163eb2f3 100644
--- a/taggui/utils/enums.py
+++ b/taggui/utils/enums.py
@@ -44,6 +44,7 @@ class MaskingStrategy(str, Enum):
     IGNORE = 'ignore'
     REPLACE = 'replace'
     REMOVE = 'remove'
+    MASK_FILE = 'create mask files'
 
 
 class MaskedContent(str, Enum):

From db113c93410efca92039c91d4a3ae27518f98e44 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sat, 19 Apr 2025 14:22:45 +0200
Subject: [PATCH 78/82] Fix noise in masked areas (especially in dark parts)

---
 taggui/dialogs/export_dialog.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 68b4f935..4d8c10b3 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -792,9 +792,9 @@ def do_export(self):
                 if masked_content in [MaskedContent.BLUR_NOISE, MaskedContent.GREY_NOISE]:
                     np_image = np.array(replacement)
                     # Add random noise with a minimal blur
-                    noise = np.random.normal(0, 30, np_image.shape).astype(np.uint8)
+                    noise = np.random.normal(0, 30, np_image.shape).astype(np.int8)
                     noisy_image = np_image + noise
-                    noisy_image = np.clip(noisy_image, 0, 255)
+                    noisy_image = np.clip(noisy_image, 0, 255).astype(np.uint8)
                     replacement = Image.fromarray(noisy_image).filter(ImageFilter.GaussianBlur(1))
 
                 if replacement:

From 25483a0d8e90fb5589d12272a2c11e1d5602c1a7 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sat, 19 Apr 2025 19:10:33 +0200
Subject: [PATCH 79/82] Bug fix for recent regression

---
 taggui/dialogs/export_dialog.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/taggui/dialogs/export_dialog.py b/taggui/dialogs/export_dialog.py
index 4d8c10b3..2464eb32 100644
--- a/taggui/dialogs/export_dialog.py
+++ b/taggui/dialogs/export_dialog.py
@@ -806,6 +806,8 @@ def do_export(self):
                                                             MaskingStrategy.MASK_FILE]:
                 # remove alpha
                 export_image = cropped_image.convert('RGB')
+            else:
+                export_image = cropped_image
 
             lossless = quality > 99
 

From 1364b2541cc0687388333ae893e5040d6782a593 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Mon, 21 Apr 2025 13:27:21 +0200
Subject: [PATCH 80/82] Add an option to filter for image area

---
 README.md                               | 2 ++
 taggui/models/proxy_image_list_model.py | 2 ++
 taggui/widgets/image_list.py            | 3 ++-
 3 files changed, 6 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 7401cbe4..b41eeac9 100644
--- a/README.md
+++ b/README.md
@@ -193,6 +193,8 @@ comparison.
 - `width` and `height`: will match images with the specified width or height.
     - `width:>512` will match images where the width is greater than 512 pixels.
     - `height:=1024` will match images where the height is exactly 1024 pixels.
+- `area`: will match images with the specified amount of pixels.
+  - `area:<1048576` will match images with less than 1 mega pixels (1024²).
 
 ### Spaces and quotes
 
diff --git a/taggui/models/proxy_image_list_model.py b/taggui/models/proxy_image_list_model.py
index d161f4c8..da593b8d 100644
--- a/taggui/models/proxy_image_list_model.py
+++ b/taggui/models/proxy_image_list_model.py
@@ -124,6 +124,8 @@ def does_image_match_filter(self, image: Image,
             number_to_compare = image.dimensions[0]
         elif filter_[0] == 'height':
             number_to_compare = image.dimensions[1]
+        elif filter_[0] == 'area':
+            number_to_compare =  image.dimensions[0] * image.dimensions[1]
         return comparison_operator(number_to_compare, int(filter_[2]))
 
     def filterAcceptsRow(self, source_row: int,
diff --git a/taggui/widgets/image_list.py b/taggui/widgets/image_list.py
index 32db6f10..b8a850e7 100644
--- a/taggui/widgets/image_list.py
+++ b/taggui/widgets/image_list.py
@@ -55,7 +55,8 @@ def __init__(self):
                                            + optionally_quoted_string)
                                      for key in string_filter_keys]
         comparison_operator = one_of('= == != < > <= >=')
-        number_filter_keys = ['tags', 'chars', 'tokens', 'stars', 'width', 'height']
+        number_filter_keys = ['tags', 'chars', 'tokens', 'stars', 'width',
+                              'height', 'area']
         number_filter_expressions = [Group(CaselessLiteral(key) + Suppress(':')
                                            + comparison_operator + Word(nums))
                                      for key in number_filter_keys]

From 668d9ef4caae852305dadab991aa8dcbb6829586 Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sun, 27 Apr 2025 17:18:50 +0200
Subject: [PATCH 81/82] Add the possibility to better handle sentence captions
 by offering an option to sort them to the end

---
 taggui/dialogs/batch_reorder_tags_dialog.py | 15 +++++++++++
 taggui/models/image_list_model.py           | 30 +++++++++++++++++++++
 2 files changed, 45 insertions(+)

diff --git a/taggui/dialogs/batch_reorder_tags_dialog.py b/taggui/dialogs/batch_reorder_tags_dialog.py
index c6f041f1..cd6bf51a 100644
--- a/taggui/dialogs/batch_reorder_tags_dialog.py
+++ b/taggui/dialogs/batch_reorder_tags_dialog.py
@@ -48,6 +48,19 @@ def __init__(self, parent, image_list_model: ImageListModel,
         top_buttons_layout.addWidget(shuffle_button)
         top_layout.addLayout(top_buttons_layout)
         horizontal_line = HorizontalLine()
+        middle_layout = QHBoxLayout()
+        middle_layout.setContentsMargins(20, 20, 20, 20)
+        middle_layout.setSpacing(20)
+        separate_newline_check_box = SettingsBigCheckBox(
+            key='reorder_tags_separate_newline', default=True)
+        separate_newline_check_box.setText('Separate by #newline')
+        middle_layout.addWidget(separate_newline_check_box)
+        sort_sentences_button = QPushButton('Sort Sentence Tags to Bottom')
+        sort_sentences_button.clicked.connect(
+            lambda: self.image_list_model.sort_sentences_down(
+                separate_newline_check_box.isChecked()))
+        middle_layout.addWidget(sort_sentences_button)
+        horizontal_line2 = HorizontalLine()
         bottom_layout = QVBoxLayout()
         bottom_layout.setContentsMargins(20, 20, 20, 20)
         bottom_layout.setSpacing(20)
@@ -65,6 +78,8 @@ def __init__(self, parent, image_list_model: ImageListModel,
         bottom_layout.addWidget(self.move_tags_button)
         layout.addLayout(top_layout)
         layout.addWidget(horizontal_line)
+        layout.addLayout(middle_layout)
+        layout.addWidget(horizontal_line2)
         layout.addLayout(bottom_layout)
 
         self.move_tags_line_edit.textChanged.emit(
diff --git a/taggui/models/image_list_model.py b/taggui/models/image_list_model.py
index ea8beb4b..9f1791ff 100644
--- a/taggui/models/image_list_model.py
+++ b/taggui/models/image_list_model.py
@@ -482,6 +482,36 @@ def shuffle_tags(self, do_not_reorder_first_tag: bool):
             self.dataChanged.emit(self.index(changed_image_indices[0]),
                                   self.index(changed_image_indices[-1]))
 
+    def sort_sentences_down(self, separate_newline: bool):
+        """Sort the tags so that the sentences are on the bottom."""
+        self.add_to_undo_stack(action_name='Sort Sentence Tags',
+                               should_ask_for_confirmation=True)
+        changed_image_indices = []
+        for image_index, image in enumerate(self.images):
+            changed_image_indices.append(image_index)
+            sentence_tags = []
+            non_sentence_tags = []
+            for tag in image.tags:
+                if separate_newline and tag == '#newline':
+                    continue
+                if tag.endswith('.'):
+                    sentence_tags.append(tag)
+                else:
+                    non_sentence_tags.append(tag)
+            if separate_newline:
+                if len(sentence_tags) > 0:
+                    non_sentence_tags.append(sentence_tags.pop())
+                for tag in sentence_tags:
+                    non_sentence_tags.append('#newline')
+                    non_sentence_tags.append(tag)
+            else:
+                non_sentence_tags.extend(sentence_tags)
+            image.tags = non_sentence_tags
+            self.write_image_tags_to_disk(image)
+        if changed_image_indices:
+            self.dataChanged.emit(self.index(changed_image_indices[0]),
+                                  self.index(changed_image_indices[-1]))
+
     def move_tags_to_front(self, tags_to_move: list[str]):
         """
         Move one or more tags to the front of the tags list for each image.

From 60bc188188cbdd53371e1116471011422824042d Mon Sep 17 00:00:00 2001
From: StableLlama <stablellama@tutanota.com>
Date: Sun, 27 Apr 2025 17:32:03 +0200
Subject: [PATCH 82/82] Make sure the crop hint is shown on the active image in
 the image list

---
 taggui/widgets/image_list.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/taggui/widgets/image_list.py b/taggui/widgets/image_list.py
index b8a850e7..30fe3849 100644
--- a/taggui/widgets/image_list.py
+++ b/taggui/widgets/image_list.py
@@ -203,7 +203,8 @@ def contextMenuEvent(self, event):
 
     @Slot(Grid)
     def show_crop_size(self, grid):
-        for index in self.selectedIndexes():
+        index = self.currentIndex()
+        if index.isValid():
             image = index.data(Qt.ItemDataRole.UserRole)
             if grid is None:
                 self.delegate.remove_label(index)