Adding auto zoom for annotation image view and changing tab order

src/database/db_manager.py

@@ -201,6 +201,28 @@ class DatabaseManager:
         finally:
             conn.close()
 
+    def delete_model(self, model_id: int) -> bool:
+        """Delete a model from the database.
+
+        Note: detections referencing this model are deleted automatically via
+        the `detections.model_id` foreign key (ON DELETE CASCADE).
+
+        Args:
+            model_id: ID of the model to delete.
+
+        Returns:
+            True if a model row was deleted, False otherwise.
+        """
+
+        conn = self.get_connection()
+        try:
+            cursor = conn.cursor()
+            cursor.execute("DELETE FROM models WHERE id = ?", (model_id,))
+            conn.commit()
+            return cursor.rowcount > 0
+        finally:
+            conn.close()
+
     # ==================== Image Operations ====================
 
     def add_image(

src/gui/main_window.py

@@ -1,6 +1,7 @@
-"""
-Main window for the microscopy object detection application.
-"""
+"""Main window for the microscopy object detection application."""
+
+import shutil
+from pathlib import Path
 
 from PySide6.QtWidgets import (
     QMainWindow,
@@ -20,6 +21,7 @@ from src.database.db_manager import DatabaseManager
 from src.utils.config_manager import ConfigManager
 from src.utils.logger import get_logger
 from src.gui.dialogs.config_dialog import ConfigDialog
+from src.gui.dialogs.delete_model_dialog import DeleteModelDialog
 from src.gui.tabs.detection_tab import DetectionTab
 from src.gui.tabs.training_tab import TrainingTab
 from src.gui.tabs.validation_tab import ValidationTab
@@ -91,6 +93,12 @@ class MainWindow(QMainWindow):
         db_stats_action.triggered.connect(self._show_database_stats)
         tools_menu.addAction(db_stats_action)
 
+        tools_menu.addSeparator()
+
+        delete_model_action = QAction("Delete &Model…", self)
+        delete_model_action.triggered.connect(self._show_delete_model_dialog)
+        tools_menu.addAction(delete_model_action)
+
         # Help menu
         help_menu = menubar.addMenu("&Help")
 
@@ -117,10 +125,10 @@ class MainWindow(QMainWindow):
 
             # Add tabs to widget
             self.tab_widget.addTab(self.detection_tab, "Detection")
+            self.tab_widget.addTab(self.results_tab, "Results")
+            self.tab_widget.addTab(self.annotation_tab, "Annotation")
             self.tab_widget.addTab(self.training_tab, "Training")
             self.tab_widget.addTab(self.validation_tab, "Validation")
-            self.tab_widget.addTab(self.results_tab, "Results")
-            self.tab_widget.addTab(self.annotation_tab, "Annotation (Future)")
 
             # Connect tab change signal
             self.tab_widget.currentChanged.connect(self._on_tab_changed)
@@ -152,9 +160,7 @@ class MainWindow(QMainWindow):
         """Center window on screen."""
         screen = self.screen().geometry()
         size = self.geometry()
-        self.move(
-            (screen.width() - size.width()) // 2, (screen.height() - size.height()) // 2
-        )
+        self.move((screen.width() - size.width()) // 2, (screen.height() - size.height()) // 2)
 
     def _restore_window_state(self):
         """Restore window geometry from settings or center window."""
@@ -231,9 +237,229 @@ class MainWindow(QMainWindow):
 
         except Exception as e:
             logger.error(f"Error getting database stats: {e}")
-            QMessageBox.warning(
-                self, "Error", f"Failed to get database statistics:\n{str(e)}"
-            )
+            QMessageBox.warning(self, "Error", f"Failed to get database statistics:\n{str(e)}")
+
+    def _show_delete_model_dialog(self) -> None:
+        """Open the model deletion dialog."""
+        dialog = DeleteModelDialog(self.db_manager, self)
+        if not dialog.exec():
+            return
+
+        model_ids = dialog.selected_model_ids
+        if not model_ids:
+            return
+
+        self._delete_models(model_ids)
+
+    def _delete_models(self, model_ids: list[int]) -> None:
+        """Delete one or more models from the database and remove artifacts from disk."""
+
+        deleted_count = 0
+        removed_paths: list[str] = []
+        remove_errors: list[str] = []
+
+        for model_id in model_ids:
+            model = None
+            try:
+                model = self.db_manager.get_model_by_id(int(model_id))
+            except Exception as exc:
+                logger.error(f"Failed to load model {model_id} before deletion: {exc}")
+
+            if not model:
+                remove_errors.append(f"Model id {model_id} not found in database.")
+                continue
+
+            try:
+                deleted = self.db_manager.delete_model(int(model_id))
+            except Exception as exc:
+                logger.error(f"Failed to delete model {model_id}: {exc}")
+                remove_errors.append(f"Failed to delete model id {model_id} from DB: {exc}")
+                continue
+
+            if not deleted:
+                remove_errors.append(f"Model id {model_id} was not deleted (already removed?).")
+                continue
+
+            deleted_count += 1
+            removed, errors = self._delete_model_artifacts_from_disk(model)
+            removed_paths.extend(removed)
+            remove_errors.extend(errors)
+
+        # Refresh tabs to reflect the deletion(s).
+        try:
+            if hasattr(self, "detection_tab"):
+                self.detection_tab.refresh()
+            if hasattr(self, "results_tab"):
+                self.results_tab.refresh()
+            if hasattr(self, "validation_tab"):
+                self.validation_tab.refresh()
+            if hasattr(self, "training_tab"):
+                self.training_tab.refresh()
+        except Exception as exc:
+            logger.warning(f"Failed to refresh tabs after model deletion: {exc}")
+
+        details: list[str] = []
+        if removed_paths:
+            details.append("Removed from disk:\n" + "\n".join(removed_paths))
+        if remove_errors:
+            details.append("\nDisk cleanup warnings:\n" + "\n".join(remove_errors))
+
+        QMessageBox.information(
+            self,
+            "Delete Model",
+            f"Deleted {deleted_count} model(s) from database." + ("\n\n" + "\n".join(details) if details else ""),
+        )
+
+    def _delete_model(self, model_id: int) -> None:
+        """Delete a model from the database and remove its artifacts from disk."""
+
+        model = None
+        try:
+            model = self.db_manager.get_model_by_id(model_id)
+        except Exception as exc:
+            logger.error(f"Failed to load model {model_id} before deletion: {exc}")
+
+        if not model:
+            QMessageBox.warning(self, "Delete Model", "Selected model was not found in the database.")
+            return
+
+        model_path = str(model.get("model_path") or "")
+
+        try:
+            deleted = self.db_manager.delete_model(model_id)
+        except Exception as exc:
+            logger.error(f"Failed to delete model {model_id}: {exc}")
+            QMessageBox.critical(self, "Delete Model", f"Failed to delete model from database:\n{exc}")
+            return
+
+        if not deleted:
+            QMessageBox.warning(self, "Delete Model", "No model was deleted (it may have already been removed).")
+            return
+
+        removed_paths, remove_errors = self._delete_model_artifacts_from_disk(model)
+
+        # Refresh tabs to reflect the deletion.
+        try:
+            if hasattr(self, "detection_tab"):
+                self.detection_tab.refresh()
+            if hasattr(self, "results_tab"):
+                self.results_tab.refresh()
+            if hasattr(self, "validation_tab"):
+                self.validation_tab.refresh()
+            if hasattr(self, "training_tab"):
+                self.training_tab.refresh()
+        except Exception as exc:
+            logger.warning(f"Failed to refresh tabs after model deletion: {exc}")
+
+        details = []
+        if model_path:
+            details.append(f"Deleted model record for: {model_path}")
+        if removed_paths:
+            details.append("\nRemoved from disk:\n" + "\n".join(removed_paths))
+        if remove_errors:
+            details.append("\nDisk cleanup warnings:\n" + "\n".join(remove_errors))
+
+        QMessageBox.information(
+            self,
+            "Delete Model",
+            "Model deleted from database." + ("\n\n" + "\n".join(details) if details else ""),
+        )
+
+    def _delete_model_artifacts_from_disk(self, model: dict) -> tuple[list[str], list[str]]:
+        """Best-effort removal of model artifacts on disk.
+
+        Strategy:
+        - Remove run directories inferred from:
+          - model.model_path (…/<run>/weights/*.pt => <run>)
+          - training_params.stage_results[].results.save_dir
+          but only if they are under the configured models directory.
+        - If the weights file itself exists and is outside the models directory, delete only the file.
+
+        Returns:
+            (removed_paths, errors)
+        """
+
+        removed: list[str] = []
+        errors: list[str] = []
+
+        models_root = Path(self.config_manager.get_models_directory() or "data/models").expanduser()
+        try:
+            models_root_resolved = models_root.resolve()
+        except Exception:
+            models_root_resolved = models_root
+
+        inferred_dirs: list[Path] = []
+
+        # 1) From model_path
+        model_path_value = model.get("model_path")
+        if model_path_value:
+            try:
+                p = Path(str(model_path_value)).expanduser()
+                p_resolved = p.resolve() if p.exists() else p
+                if p_resolved.is_file():
+                    if p_resolved.parent.name == "weights" and p_resolved.parent.parent.exists():
+                        inferred_dirs.append(p_resolved.parent.parent)
+                    elif p_resolved.parent.exists():
+                        inferred_dirs.append(p_resolved.parent)
+            except Exception:
+                pass
+
+        # 2) From training_params.stage_results[].results.save_dir
+        training_params = model.get("training_params") or {}
+        if isinstance(training_params, dict):
+            stage_results = training_params.get("stage_results")
+            if isinstance(stage_results, list):
+                for stage in stage_results:
+                    results = (stage or {}).get("results")
+                    save_dir = (results or {}).get("save_dir") if isinstance(results, dict) else None
+                    if not save_dir:
+                        continue
+                    try:
+                        d = Path(str(save_dir)).expanduser()
+                        if d.exists() and d.is_dir():
+                            inferred_dirs.append(d)
+                    except Exception:
+                        continue
+
+        # Deduplicate inferred_dirs
+        unique_dirs: list[Path] = []
+        seen: set[str] = set()
+        for d in inferred_dirs:
+            try:
+                key = str(d.resolve())
+            except Exception:
+                key = str(d)
+            if key in seen:
+                continue
+            seen.add(key)
+            unique_dirs.append(d)
+
+        # Delete directories under models_root
+        for d in unique_dirs:
+            try:
+                d_resolved = d.resolve()
+            except Exception:
+                d_resolved = d
+            try:
+                if d_resolved.exists() and d_resolved.is_dir() and d_resolved.is_relative_to(models_root_resolved):
+                    shutil.rmtree(d_resolved)
+                    removed.append(str(d_resolved))
+            except Exception as exc:
+                errors.append(f"Failed to remove directory {d_resolved}: {exc}")
+
+        # If nothing matched (e.g., model_path outside models_root), delete just the file.
+        if model_path_value:
+            try:
+                p = Path(str(model_path_value)).expanduser()
+                if p.exists() and p.is_file():
+                    p_resolved = p.resolve()
+                    if not p_resolved.is_relative_to(models_root_resolved):
+                        p_resolved.unlink()
+                        removed.append(str(p_resolved))
+            except Exception as exc:
+                errors.append(f"Failed to remove model file {model_path_value}: {exc}")
+
+        return removed, errors
 
     def _show_about(self):
         """Show about dialog."""

src/gui/tabs/annotation_tab.py

@@ -29,9 +29,7 @@ logger = get_logger(__name__)
 class AnnotationTab(QWidget):
     """Annotation tab for manual image annotation."""
 
-    def __init__(
-        self, db_manager: DatabaseManager, config_manager: ConfigManager, parent=None
-    ):
+    def __init__(self, db_manager: DatabaseManager, config_manager: ConfigManager, parent=None):
         super().__init__(parent)
         self.db_manager = db_manager
         self.config_manager = config_manager
@@ -62,6 +60,9 @@ class AnnotationTab(QWidget):
 
         # Use the AnnotationCanvasWidget
         self.annotation_canvas = AnnotationCanvasWidget()
+        # Auto-zoom so newly loaded images fill the available canvas viewport.
+        # (Matches the behavior used in ResultsTab.)
+        self.annotation_canvas.set_auto_fit_to_view(True)
         self.annotation_canvas.zoom_changed.connect(self._on_zoom_changed)
         self.annotation_canvas.annotation_drawn.connect(self._on_annotation_drawn)
         # Selection of existing polylines (when tool is not in drawing mode)
@@ -72,9 +73,7 @@ class AnnotationTab(QWidget):
         self.left_splitter.addWidget(canvas_group)
 
         # Controls info
-        controls_info = QLabel(
-            "Zoom: Mouse wheel or +/- keys | Drawing: Enable pen and drag mouse"
-        )
+        controls_info = QLabel("Zoom: Mouse wheel or +/- keys | Drawing: Enable pen and drag mouse")
         controls_info.setStyleSheet("QLabel { color: #888; font-style: italic; }")
         self.left_splitter.addWidget(controls_info)
         # }
@@ -85,36 +84,20 @@ class AnnotationTab(QWidget):
 
         # Annotation tools section
         self.annotation_tools = AnnotationToolsWidget(self.db_manager)
-        self.annotation_tools.polyline_enabled_changed.connect(
-            self.annotation_canvas.set_polyline_enabled
-        )
-        self.annotation_tools.polyline_pen_color_changed.connect(
-            self.annotation_canvas.set_polyline_pen_color
-        )
-        self.annotation_tools.polyline_pen_width_changed.connect(
-            self.annotation_canvas.set_polyline_pen_width
-        )
+        self.annotation_tools.polyline_enabled_changed.connect(self.annotation_canvas.set_polyline_enabled)
+        self.annotation_tools.polyline_pen_color_changed.connect(self.annotation_canvas.set_polyline_pen_color)
+        self.annotation_tools.polyline_pen_width_changed.connect(self.annotation_canvas.set_polyline_pen_width)
         # Show / hide bounding boxes
-        self.annotation_tools.show_bboxes_changed.connect(
-            self.annotation_canvas.set_show_bboxes
-        )
+        self.annotation_tools.show_bboxes_changed.connect(self.annotation_canvas.set_show_bboxes)
         # RDP simplification controls
-        self.annotation_tools.simplify_on_finish_changed.connect(
-            self._on_simplify_on_finish_changed
-        )
-        self.annotation_tools.simplify_epsilon_changed.connect(
-            self._on_simplify_epsilon_changed
-        )
+        self.annotation_tools.simplify_on_finish_changed.connect(self._on_simplify_on_finish_changed)
+        self.annotation_tools.simplify_epsilon_changed.connect(self._on_simplify_epsilon_changed)
         # Class selection and class-color changes
         self.annotation_tools.class_selected.connect(self._on_class_selected)
         self.annotation_tools.class_color_changed.connect(self._on_class_color_changed)
-        self.annotation_tools.clear_annotations_requested.connect(
-            self._on_clear_annotations
-        )
+        self.annotation_tools.clear_annotations_requested.connect(self._on_clear_annotations)
         # Delete selected annotation on canvas
-        self.annotation_tools.delete_selected_annotation_requested.connect(
-            self._on_delete_selected_annotation
-        )
+        self.annotation_tools.delete_selected_annotation_requested.connect(self._on_delete_selected_annotation)
         self.right_splitter.addWidget(self.annotation_tools)
 
         # Image loading section
@@ -180,9 +163,7 @@ class AnnotationTab(QWidget):
             self.current_image_path = file_path
 
             # Store the directory for next time
-            settings.setValue(
-                "annotation_tab/last_directory", str(Path(file_path).parent)
-            )
+            settings.setValue("annotation_tab/last_directory", str(Path(file_path).parent))
 
             # Get or create image in database
             relative_path = str(Path(file_path).name)  # Simplified for now
@@ -206,9 +187,7 @@ class AnnotationTab(QWidget):
 
         except ImageLoadError as e:
             logger.error(f"Failed to load image: {e}")
-            QMessageBox.critical(
-                self, "Error Loading Image", f"Failed to load image:\n{str(e)}"
-            )
+            QMessageBox.critical(self, "Error Loading Image", f"Failed to load image:\n{str(e)}")
         except Exception as e:
             logger.error(f"Unexpected error loading image: {e}")
             QMessageBox.critical(self, "Error", f"Unexpected error:\n{str(e)}")
@@ -340,9 +319,7 @@ class AnnotationTab(QWidget):
         if not self.current_image_id:
             return
 
-        logger.debug(
-            f"Class color changed; reloading annotations for image ID {self.current_image_id}"
-        )
+        logger.debug(f"Class color changed; reloading annotations for image ID {self.current_image_id}")
         self._load_annotations_for_current_image()
 
     def _on_class_selected(self, class_data):
@@ -355,9 +332,7 @@ class AnnotationTab(QWidget):
         if class_data:
             logger.debug(f"Object class selected: {class_data['class_name']}")
         else:
-            logger.debug(
-                'No class selected ("-- Select Class --"), showing all annotations'
-            )
+            logger.debug('No class selected ("-- Select Class --"), showing all annotations')
 
         # Changing the class filter invalidates any previous selection
         self.selected_annotation_ids = []
@@ -390,9 +365,7 @@ class AnnotationTab(QWidget):
             question = "Are you sure you want to delete the selected annotation?"
             title = "Delete Annotation"
         else:
-            question = (
-                f"Are you sure you want to delete the {count} selected annotations?"
-            )
+            question = f"Are you sure you want to delete the {count} selected annotations?"
             title = "Delete Annotations"
 
         reply = QMessageBox.question(
@@ -420,13 +393,11 @@ class AnnotationTab(QWidget):
                 QMessageBox.warning(
                     self,
                     "Partial Failure",
-                    "Some annotations could not be deleted:\n"
-                    + ", ".join(str(a) for a in failed_ids),
+                    "Some annotations could not be deleted:\n" + ", ".join(str(a) for a in failed_ids),
                 )
             else:
                 logger.info(
-                    f"Deleted {count} annotation(s): "
-                    + ", ".join(str(a) for a in self.selected_annotation_ids)
+                    f"Deleted {count} annotation(s): " + ", ".join(str(a) for a in self.selected_annotation_ids)
                 )
 
             # Clear selection and reload annotations for the current image from DB
@@ -456,17 +427,13 @@ class AnnotationTab(QWidget):
             return
 
         try:
-            self.current_annotations = self.db_manager.get_annotations_for_image(
-                self.current_image_id
-            )
+            self.current_annotations = self.db_manager.get_annotations_for_image(self.current_image_id)
             # New annotations loaded; reset any selection
             self.selected_annotation_ids = []
             self.annotation_tools.set_has_selected_annotation(False)
             self._redraw_annotations_for_current_filter()
         except Exception as e:
-            logger.error(
-                f"Failed to load annotations for image {self.current_image_id}: {e}"
-            )
+            logger.error(f"Failed to load annotations for image {self.current_image_id}: {e}")
             QMessageBox.critical(
                 self,
                 "Error",
@@ -490,10 +457,7 @@ class AnnotationTab(QWidget):
         drawn_count = 0
         for ann in self.current_annotations:
             # Filter by class if one is selected
-            if (
-                selected_class_id is not None
-                and ann.get("class_id") != selected_class_id
-            ):
+            if selected_class_id is not None and ann.get("class_id") != selected_class_id:
                 continue
 
             if ann.get("segmentation_mask"):
@@ -545,19 +509,13 @@ class AnnotationTab(QWidget):
         settings = QSettings("microscopy_app", "object_detection")
 
         # Save main splitter state
-        settings.setValue(
-            "annotation_tab/main_splitter_state", self.main_splitter.saveState()
-        )
+        settings.setValue("annotation_tab/main_splitter_state", self.main_splitter.saveState())
 
         # Save left splitter state
-        settings.setValue(
-            "annotation_tab/left_splitter_state", self.left_splitter.saveState()
-        )
+        settings.setValue("annotation_tab/left_splitter_state", self.left_splitter.saveState())
 
         # Save right splitter state
-        settings.setValue(
-            "annotation_tab/right_splitter_state", self.right_splitter.saveState()
-        )
+        settings.setValue("annotation_tab/right_splitter_state", self.right_splitter.saveState())
 
         logger.debug("Saved annotation tab splitter states")