Disable flash-lite for labels

copienator/commands/gemini_for_labels.py

@@ -340,6 +340,34 @@ def group_images(image_files: list[Path]) -> dict[str, list[Path]]:
     return dict(groups)
 
 
+def sort_boxes_for_image(
+    workspace: EvaluationWorkspace,
+    image_file: Path,
+    boxes: list[BoxItem],
+) -> list[BoxItem]:
+    """Sort boxes in the image's page-column reading order when schema exists."""
+    match = re.match(r"(.+)_(\d+)$", image_file.stem)
+    if not match:
+        return boxes
+    schema_path = workspace.cutleft_dir / f"{match.group(1)}_schema.json"
+    try:
+        schema = read_json(schema_path)
+        columns_per_file = schema["columns_per_file"]
+        column_count = int(columns_per_file[int(match.group(2)) - 1])
+        if column_count < 1:
+            return boxes
+    except (OSError, KeyError, IndexError, TypeError, ValueError):
+        return boxes
+
+    def position(item: BoxItem) -> tuple[int, int, int]:
+        ymin, xmin, _ymax, xmax = item.box_2d
+        center_x = (xmin + xmax) // 2
+        column = min(column_count - 1, max(0, center_x * column_count // 1000))
+        return column, ymin, xmin
+
+    return sorted(boxes, key=position)
+
+
 def _existing_context(output_json: Path) -> list[str]:
     try:
         loaded = read_json(output_json)
@@ -452,6 +480,9 @@ def process_copy_group(
                         continue
                     annotation.name = "Unknown"
 
+                annotation.list = sort_boxes_for_image(
+                    workspace, image_file, annotation.list
+                )
                 atomic_write_json(output_json, annotation.model_dump())
                 accumulated_labels.extend(box.label for box in annotation.list)
                 generated += 1

copienator/commands/plotting.py

@@ -333,28 +333,16 @@ class ImageViewer:
 
             try:
                 current_data = read_json(self.current_json_path)
-                nb_pages = self.current_meta["schema"]["columns_per_file"][
-                    self.current_meta["part"] - 1
-                ]
-                original_items = current_data["list"]
-                ordered_items = sort_bounding_boxes(original_items, nb_pages)
-
-                if ordered_items != original_items:
-                    current_data["list"] = ordered_items
-                    atomic_write_json(self.current_json_path, current_data)
-                    print(
-                        f"Reordered labels by column in "
-                        f"{self.current_json_path.name}."
-                    )
+                items = current_data["list"]
 
                 # Perform the conversion now, post-edit
                 converted_items = convert_list(
-                    ordered_items,
+                    items,
                     self.current_meta["part"],
                     self.current_meta["schema"]
                 )
 
-                labels = normalized_labels(ordered_items)
+                labels = normalized_labels(items)
                 false_labels = [
                     label for label in labels if label not in self.valid_labels
                 ]

default_config.py

@@ -19,13 +19,14 @@ FINAL_SCORE_FONT_PATH = None
 MODEL_LITE_ID = "gemini-3.5-flash-lite"
 
 # Modèle pour identifier visuellement les labels
-MODEL_FOR_LABEL_ID = "gemini-3.5-flash-lite"
+# MODEL_FOR_LABEL_ID = "gemini-3.5-flash-lite" # 3.5 flash lite marche moyennement, il insiste pour mettre les labels dans l'ordre, sans considérer ce qu'il y a écrit
+MODEL_FOR_LABEL_ID = "gemini-3.8-flash"
 
 # Modèle pour des choses normales
-MODEL_FLASH_ID = "gemini-3.6-flash"
+MODEL_FLASH_ID = "gemini-3.8-flash"
 
 # Modèle pour des choses dures
-MODEL_PRO_ID = "gemini-3.6-flash"
+MODEL_PRO_ID = "gemini-3.8-flash"
 # MODEL_PRO_ID = "gemini-3.1-pro-preview"
 
 PAGE_SPLITTER_KB = {

tests/test_gui_core.py

@@ -910,6 +910,39 @@ class StandardCliTests(unittest.TestCase):
             )
             self.assertIsNone(viewer.accumulated_results)
 
+    def test_plotting_validation_preserves_manually_edited_order(self) -> None:
+        module = self.modules["plotting"]
+        with tempfile.TemporaryDirectory() as directory:
+            json_path = Path(directory) / "Copie01_01.json"
+            manually_ordered = [
+                {"box_2d": [100, 600, 130, 700], "label": "Ex 2"},
+                {"box_2d": [500, 100, 530, 200], "label": "Ex 1"},
+            ]
+            atomic_write_json(
+                json_path,
+                {"name": "Student", "list": manually_ordered},
+            )
+            viewer = module.ImageViewer.__new__(module.ImageViewer)
+            viewer.is_viewing = True
+            viewer.current_json_path = json_path
+            viewer.current_meta = {
+                "schema": {"columns_per_file": [2]},
+                "part": 1,
+            }
+            viewer.valid_labels = {"Ex 1", "Ex 2"}
+            viewer.accumulated_results = {"name": "Student", "list": []}
+            viewer.history = []
+            viewer.current_pil_image = Mock()
+            viewer.label = Mock()
+
+            viewer.on_enter(None)
+
+            self.assertEqual(read_json(json_path)["list"], manually_ordered)
+            self.assertEqual(
+                [item["label"] for item in viewer.accumulated_results["list"]],
+                ["Ex 2", "Ex 1"],
+            )
+
     def test_plotting_validates_plain_and_directional_labels(self) -> None:
         module = self.modules["plotting"]
         self.assertEqual(
@@ -1008,6 +1041,50 @@ class StandardCliTests(unittest.TestCase):
                 },
             )
 
+    def test_label_detection_writes_boxes_in_column_reading_order(self) -> None:
+        module = self.modules["gemini_for_labels"]
+        with tempfile.TemporaryDirectory() as directory:
+            evaluation = Path(directory) / "Exam"
+            copies = evaluation / "Copies"
+            cutleft = evaluation / "Cutleft"
+            copies.mkdir(parents=True)
+            cutleft.mkdir()
+            image = cutleft / "Copie03_02.jpg"
+            image.write_bytes(b"image")
+            atomic_write_json(
+                cutleft / "Copie03_schema.json",
+                {"columns_per_file": [2, 2]},
+            )
+            client = Mock()
+            client.models.generate_content.return_value = Mock(
+                text=(
+                    '{"name":"Continued","list":['
+                    '{"box_2d":[100,600,130,700],"label":"Ex 2"},'
+                    '{"box_2d":[500,100,530,200],"label":"Ex 1"},'
+                    '{"box_2d":[300,620,330,720],"label":"Ex 3"}]}'
+                )
+            )
+
+            module.process_copy_group(
+                EvaluationWorkspace(evaluation),
+                "Copie03",
+                [image],
+                client=client,
+                labels_text="Ex 1\nEx 2\nEx 3\n",
+                names_text="Student\n",
+                valid_labels={"Ex 1", "Ex 2", "Ex 3"},
+                valid_names={"Student", "Unknown", "Continued"},
+                overwrite=True,
+                sleep=lambda _seconds: None,
+                target_interval=0,
+            )
+
+            result = read_json(copies / "Copie03_02.json")
+            self.assertEqual(
+                [item["label"] for item in result["list"]],
+                ["Ex 1", "Ex 2", "Ex 3"],
+            )
+
     def test_label_detection_retries_unknown_labels(self) -> None:
         module = self.modules["gemini_for_labels"]
         with tempfile.TemporaryDirectory() as directory: