support for `--update-score' after manual update of score.json

Readme.org

@@ -1,7 +1,7 @@
 #+title:  Script
 #+author: Sébastien Miquel
 #+date:   14-03-2026
-# Time-stamp: <17-05-26 10:51>
+# Time-stamp: <06-06-26 10:10>
 #+OPTIONS:
 
 * Méta
@@ -245,7 +245,10 @@ OU
 
     Si un nom est =Unknown= : renommer à la main le dossier et le fichier dedans.
 
-    On peut faire des changements manuels aux =score.json= ici.
+ 4. On peut faire des changements manuels aux =score.json= ici, puis
+    - `python reading_annotations.py --update-score Interro`
+    - `python reading_grouped_annotations.py --update-score Interro`
+    pour mettre à jour les scores dans les images. 
  4. (gestion perso)
     + =gestion_classe ne= pour créer l'interro puis
     + =gestion_classe we= (set barème here)

annotating.py

@@ -34,6 +34,9 @@ def make_dictionary(root_dir, refaire=False, refaire_list=[]):
             student_id = item['id']
             result_obj = item['result']
 
+            if result_obj.get("suffix") == "_old":
+                continue
+
             # Find coordinates
             coordinates = None
             height,width= None, None
@@ -58,9 +61,11 @@ def make_dictionary(root_dir, refaire=False, refaire_list=[]):
                 if coordinates:
                     break
 
-            # Construct PDF path: Dir/Copie{id}/{label}.pdf
+            suffix = result_obj.get("suffix", "")
+            if suffix == "_new":
+                pdf_path = Path(root_dir) / "Copies" / f"Copie{student_id}" / f"{label}_new.pdf"
+            else:
                 pdf_path = Path(root_dir) / "Copies" / f"Copie{student_id}" / f"{label}.pdf"
-
             # Initialize dictionary structure for this ID if missing
             if student_id not in result_data:
                 result_data[student_id] = {}
@@ -91,13 +96,16 @@ def make_dictionary(root_dir, refaire=False, refaire_list=[]):
                     for lbl in labels_to_redo:
                         pdf_path = Path(root_dir) / "Copies" / f"Copie{sid}" / f"{lbl}.pdf"
                         if not Path(pdf_path).exists():
+                            pdf_path_new = Path(root_dir) / "Copies" / f"Copie{sid}" / f"{lbl}_new.pdf"
+                            if pdf_path_new.exists():
+                                pdf_path = pdf_path_new
+                            else:
                                 print("Debug : asked to refaire", sid, lbl, "but pdf absent")
                                 continue
                         result_data[sid][lbl] = {
                             "pdf_path": pdf_path,
                             "result": {
                                 "score": 0.0,
-                                "confidence": 1.0,
                                 "feedback": [],
                                 "error": "non traité"
                             },
@@ -108,13 +116,16 @@ def make_dictionary(root_dir, refaire=False, refaire_list=[]):
                 for lbl in labels_to_redo:
                     pdf_path = Path(root_dir) / "Copies" / f"Copie{sid}" / f"{lbl}.pdf"
                     if not pdf_path.exists():
+                        pdf_path_new = Path(root_dir) / "Copies" / f"Copie{sid}" / f"{lbl}_new.pdf"
+                        if pdf_path_new.exists():
+                            pdf_path = pdf_path_new
+                        else:
                             print("Debug : asked to refaire", sid, lbl, "but pdf absent")
                             continue
                     result_data[sid][lbl] = {
                         "pdf_path": pdf_path,
                         "result": {
                             "score": 0.0,
-                            "confidence": 1.0,
                             "feedback": [],
                             "error": "non traité"
                         },
@@ -572,9 +583,9 @@ def process_student(student_id, labels_data, root_dir, all_labels, overwrite):
     for label, content in sorted_labels:
         # 1. Find PDF path
         copie_folder = f"Copie{student_id}"
-        pdf_full_path = Path(root_dir) / "Copies" / copie_folder / f"{label}.pdf"
+        pdf_full_path = content.get('pdf_path')
 
-        if not os.path.exists(pdf_full_path):
+        if not pdf_full_path or not os.path.exists(pdf_full_path):
             print(f"File not found: {pdf_full_path}")
             continue
 
@@ -616,18 +627,6 @@ def process_student(student_id, labels_data, root_dir, all_labels, overwrite):
 
 
 def process_correction(root_dir, data, all_labels, overwrite=False):
-
-    # with concurrent.futures.ThreadPoolExecutor(max_workers=2) as executor:
-    #     # Create a list of futures
-    #     futures = []
-    #     for student_id, labels in sorted(data.items()):
-    #         futures.append(
-    #             executor.submit(process_student, student_id, labels, root_dir, all_labels, overwrite)
-    #         )
-
-    #     # Wait for all threads to complete
-    #     concurrent.futures.wait(futures)
-
     # Ne pas thread cette application
     #  1. Il faut protéger les appels à matplotlib
     #  2. tu vas perdre les erreurs

correction.py

@@ -175,6 +175,17 @@ def call_gemini_with_retries(model_id, contents, config,
         except Exception as e:
             error_msg = str(e).lower()
             is_quota_error = "429" in error_msg or "quota" in error_msg or "exhausted" in error_msg
+            is_minute_limit = "minute" in error_msg or "rpm" in error_msg or "tpm" in error_msg
+
+            if is_minute_limit:
+                import re
+                # Extract wait time if present, else use default delay
+                retry_match = re.search(r"retry in ([\d.]+)s", error_msg)
+                wait_time = float(retry_match.group(1)) + 1.0 if retry_match else delays[attempt]
+
+                tprint(f"\tGemini Pro minute limit hit. Waiting {wait_time:.1f}s...")
+                time.sleep(wait_time)
+                continue # Retry same model
             
             # Immediately fallback to Flash without waiting if it's a Pro quota error
             if is_quota_error and model_id == MODEL_ID_pro and fallback_model_id:
@@ -190,10 +201,10 @@ def call_gemini_with_retries(model_id, contents, config,
                 tprint(f"\tGemini API failure: {e}. Maximum retries reached.")
                 raise
 
-def correct_boxes_with_gemini(pid, label, original_feedbacks,
+def correct_boxes_with_gemini(pid, label, pdf_path, original_feedbacks,
                               yming, ymaxg, width_r, total_height):
     """Requests corrected bounding boxes from Gemini Flash on the single image."""
-    pdf_path = COPIES_DIR / f"Copie{pid}" / f"{label}.pdf"
+    # pdf_path = COPIES_DIR / f"Copie{pid}" / f"{label}.pdf"
 
     contents, config = prompting.request_for_box_correction(pdf_path, original_feedbacks)
     response_text = call_gemini_with_retries(MODEL_ID_flash, contents, config)
@@ -253,20 +264,26 @@ def handle_label_errors(pid, label, res, pdf_path):
         if new_label == label:
             res["error"] = ""
             return []
-        new_pdf_path = COPIES_DIR / f"Copie{pid}" / f"{new_label}.pdf"
-        if new_pdf_path.exists():
+
+        base_new_pdf_path = COPIES_DIR / f"Copie{pid}" / f"{new_label}.pdf"
+        new_pdf_path = COPIES_DIR / f"Copie{pid}" / f"{new_label}_new.pdf"
+
+        if base_new_pdf_path.exists() or new_pdf_path.exists():
             tprint(f"\t\tCopie{pid} tried to move wrong {label} to {new_label}, but it already exists.")
             res["error"] = f"wrg-lbl:{new_label}?exists"
         else:
             res["error"] = f"wrg-lbl-moved-to:{new_label}"
             tprint(f"\t\tCopie{pid} : moving wrong {label} to {new_label}.")
-            shutil.move(str(pdf_path), str(new_pdf_path))
-            # Since we moved the file, this Copie/label should not be taken
-            # into account in the future, I think
+
+            # Copie vers _new, puis renommage de l'original vers _old
+            shutil.copy(str(pdf_path), str(new_pdf_path))
+            old_pdf_path = pdf_path.with_name(f"{label}_old.pdf")
+            if pdf_path != old_pdf_path:
+                shutil.move(str(pdf_path), str(old_pdf_path))
+
             idx = get_next_group_idx(new_label)
             height = grouping.get_pdf_height(str(new_pdf_path))
-            grouping.create_jpg(new_label, idx, [(pid, str(new_pdf_path), height)],
-                                GROUPS_DIR)
+            grouping.create_jpg(new_label, idx, [(pid, str(new_pdf_path), height)], GROUPS_DIR)
             tprint(f"\t\tMaking {new_label} group {idx+1}")
             new_tasks.append((str(GROUPS_DIR / new_label / f"Group_{idx+1}.jpg"),
                               new_label, False))
@@ -289,14 +306,17 @@ def handle_label_errors(pid, label, res, pdf_path):
                 error += f"{add_label}??"
                 keep_error = True
                 continue
-            new_pdf_path = COPIES_DIR / f"Copie{pid}" / f"{add_label}.pdf"
-            if not new_pdf_path.exists():
-                shutil.copy(str(pdf_path), str(new_pdf_path))
+
+            base_add_pdf_path = COPIES_DIR / f"Copie{pid}" / f"{add_label}.pdf"
+            add_pdf_path = COPIES_DIR / f"Copie{pid}" / f"{add_label}_new.pdf"
+
+            if not base_add_pdf_path.exists() and not add_pdf_path.exists():
+                shutil.copy(str(pdf_path), str(add_pdf_path))
                 tprint(f"\t\tCopying Copie{pid} : {label} -> {add_label}")
                 idx = get_next_group_idx(add_label)
                 tprint(f"\t\tMaking {add_label} group {idx+1}")
-                height = grouping.get_pdf_height(str(new_pdf_path))
-                grouping.create_jpg(add_label, idx, [(pid, str(new_pdf_path), height)], GROUPS_DIR)
+                height = grouping.get_pdf_height(str(add_pdf_path))
+                grouping.create_jpg(add_label, idx, [(pid, str(add_pdf_path), height)], GROUPS_DIR)
                 new_tasks.append((str(GROUPS_DIR / add_label / f"Group_{idx+1}.jpg"),
                                   add_label, False))
                 error += f"(->){add_label}"
@@ -305,7 +325,6 @@ def handle_label_errors(pid, label, res, pdf_path):
                 keep_error = True
                 error += f"(xx){add_label}"
                 tprint(f"\t\tAlready present (not copied) Copie{pid} : {label} -> {add_label}")
-
         if not keep_error:
             res["error"] = ""
         else:
@@ -367,6 +386,26 @@ def process_single_task(task_tuple, precomputed_response=None):
                 yming, ymaxg, width_r = d_data[pid]
 
                 pdf_path = COPIES_DIR / f"Copie{pid}" / f"{label}.pdf"
+                current_suffix = ""
+
+                # Détection du vrai fichier s'il a un suffixe
+                if not pdf_path.exists():
+                    if pdf_path.with_name(f"{label}_new.pdf").exists():
+                        pdf_path = pdf_path.with_name(f"{label}_new.pdf")
+                        current_suffix = "_new"
+                    # Quand est-ce que ce chemin est utilisé ? Jamais ?
+                    elif pdf_path.with_name(f"{label}_old.pdf").exists():
+                        pdf_path = pdf_path.with_name(f"{label}_old.pdf")
+                        current_suffix = "_old"
+
+                # 1. Gestion de empty-answer
+                if res.get("error") == "empty-answer":
+                    old_path = pdf_path.with_name(f"{label}_old.pdf")
+                    if pdf_path.exists() and pdf_path != old_path:
+                        shutil.move(str(pdf_path), str(old_path))
+                        pdf_path = old_path
+                    current_suffix = "_old"
+
                 if (not can_spawn_tasks) and res["error"] == "additional-answer":
                     tprint("\tSwallowing an additional-answer from a subsequent task.")
                     res["error"]= ""
@@ -375,6 +414,13 @@ def process_single_task(task_tuple, precomputed_response=None):
 
                 if can_spawn_tasks and res.get("error") in ["wrong-label", "additional-answer"]:
                     new_tasks.extend(handle_label_errors(pid, label, res, pdf_path))
+                    # Si "wrong-label" a déplacé le fichier courant vers _old
+                    if res.get("error", "").startswith("wrg-lbl-moved-to:"):
+                        current_suffix = "_old"
+
+                # 5. Enregistrer l'information dans correction.json
+                if current_suffix:
+                    res["suffix"] = current_suffix
 
                 needs_correction = []
                 for (i,f) in enumerate(res["feedback"]):
@@ -403,8 +449,9 @@ def process_single_task(task_tuple, precomputed_response=None):
                 if needs_correction:
                     tprint(f"\tBox anomalies detected for Copie {pid} {group_name}. \n\tRequesting isolated correction from Gemini Flash...")
                     try:
+                        # Pensez à passer pdf_path à la fonction modifiée !
                         res["feedback"] = correct_boxes_with_gemini(
-                            pid, label, res["feedback"],
+                            pid, label, pdf_path, res["feedback"],
                             yming, ymaxg, width_r, total_height)
                     except Exception as e:
                         tprint(f"\tCorrection failed for Copie {pid}, {group_name} : {e}\n\tRemoving the boxes")
@@ -487,6 +534,12 @@ if __name__ == "__main__":
 
                     # 2. Make new group and add to tasks
                     pdf_path = copie_dir / f"{label}.pdf"
+                    if not pdf_path.exists():
+                        if (copie_dir / f"{label}_new.pdf").exists():
+                            pdf_path = copie_dir / f"{label}_new.pdf"
+                        # elif (copie_dir / f"{label}_old.pdf").exists():
+                            # pdf_path = copie_dir / f"{label}_old.pdf"
+
                     if pdf_path.exists():
                         idx = get_next_group_idx(label)
                         height = grouping.get_pdf_height(str(pdf_path))
@@ -510,7 +563,7 @@ if __name__ == "__main__":
             for label in all_labels:
                 if label.startswith(args.batch_from):
                     args.batch_from = label
-                    print("Batching from : ", args.batch_from)
+                    input(f"About to batch from: {args.batch_from}. Press Enter to confirm...")
                     break
             if args.batch_from not in all_labels:
                 sys.exit(f"Error: Label '{args.batch_from}' not found. Available labels: {all_labels}")

enonce_info.py

@@ -16,6 +16,7 @@ def compile_to_pdf(text, output_pdf_path): # 21 cm + 3.8 (dimension de la marge
 \\usepackage{{lmodern}}
 \\usepackage{{amsmath, amssymb}}
 \\usepackage{{commands}}
+\\usepackage{{minted}}
 \\usepackage{{graphicx}}
 \\usepackage{{enumitem}}
 \\begin{{document}}
@@ -45,6 +46,13 @@ def compile_to_pdf(text, output_pdf_path): # 21 cm + 3.8 (dimension de la marge
                 stderr=subprocess.DEVNULL,
                 check=False
             )
+            if "minted" in text:
+                subprocess.run(
+                    ['pdflatex', '-interaction=nonstopmode', tex_filename],
+                    cwd=temp_dir,
+                    stdout=subprocess.DEVNULL,
+                    stderr=subprocess.DEVNULL,
+                    check=False)                
 
             generated_pdf = os.path.join(temp_dir, pdf_filename)
             if os.path.exists(generated_pdf):

plotting.py

@@ -155,6 +155,8 @@ def worker_thread(base_dir, files_to_process, all_labels):
 class ImageViewer:
     def __init__(self, root, base_dir):
         self.root = root
+        self.root.resizable(False, False) # If you resize, coordinates will be wrong
+
         self.base_dir = base_dir
         self.root.title("Bounding Box Viewer")
         self.label = tk.Label(root, text="Waiting for images...")

post-correction.py

@@ -131,7 +131,13 @@ def clean_obj(obj):
         return [clean_obj(x) for x in obj]
 
     elif isinstance(obj, dict):
-        return {k: clean_obj(v) for k, v in obj.items()}
+        r = {}
+        for k, v in obj.items():
+            if k != "suffix":
+                r[k] = clean_obj(v)
+            else:
+                r[k] = v
+        return r
 
     else:
         return obj

prompting.py

@@ -39,11 +39,6 @@ Avoid giving feedback about confusing letters `n` with `m`, `x` with
 `n` or `h` with `k`. If it looks wrong, assume you read it wrong,
 unless the distinction is very important.
 
-You should also give me a measure of confidence, from 0 to 1 that you
-were able to correctly understand the answer. A score below 0.5 means
-that you think it is likely that you couldn't understand an important
-part.
-
 In some case, you may find that either
  - The student didn't answer the right question. Set the score to 0.
    Since it could be a labeling error, indicate is by setting `error`
@@ -57,19 +52,17 @@ In some case, you may find that either
 If there's no error, set `error` to `\"\"`.
 
 You will answer using json describing a list of dictionary with a key
-\"id\", and a key \"result\" that contains the \"score\", the \"confidence\", a
-list \"feedback\", and possibly an \"error\". Like this example :
+\"id\", and a key \"result\" that contains the \"score\", a list
+\"feedback\", and possibly an \"error\". Like this example :
 
 [{ \"id\": \"01\",
    \"result\": {\"score\" : 2.5,
-              \"confidence\" : 0.8,
               \"feedback\": [{text: \"Un retour générique. Il faut apprendre le cours.\", box_2d: null},
               {text: \"Non, la fonction n'est pas forcément continue\", pos: [145, 280, 340, 500]}],
                \"error\": \"\"}
  },
  { \"id\": \"04\",
    \"result\": {\"score\" : 4.,
-              \"confidence\" : 0.9,
               \"feedback\" : []
               \"error\": \"\" }
  }
@@ -121,7 +114,6 @@ class FeedbackItem(BaseModel):
 
 class ResultData(BaseModel):
     score: float = Field(description="The numeric score")
-    confidence: float = Field(description="Confidence level")
     feedback: List[FeedbackItem] = Field(description="List of feedback items")
     error: str = Field(description="Indicates if an error occurred")
 
@@ -140,7 +132,6 @@ UNROLLED_SCHEMA = {
                                 "type": "OBJECT",
                                 "properties": {
                                     "score": {"type": "NUMBER", "description": "The numeric score"},
-                                    "confidence": {"type": "NUMBER", "description": "Confidence level"},
                                     "error": {"type": "STRING", "description": "Indicates if an error occurred"},
                                     "feedback": {
                                         "type": "ARRAY",
@@ -160,7 +151,7 @@ UNROLLED_SCHEMA = {
                                         }
                                     }
                                 },
-                                "required": ["score", "confidence", "feedback", "error"]
+                                "required": ["score", "feedback", "error"]
                             }
                         },
                         "required": ["id", "result"]

reading_annotations.py

@@ -161,7 +161,8 @@ def has_significant_notes(note_img, threshold=20):
         # print(f"Debug : visible pixels is {visible_pixels}")
     return visible_pixels > threshold
 
-def apply_actions_and_regenerate(root_dir, data, student_id, actions, notes_layer, all_labels):
+def apply_actions_and_regenerate(root_dir, data, student_id, actions, notes_layer,
+                                 all_labels, update_score=False):
     """
     Modifies data based on actions, reads bnote.json, cuts notes,
     regenerates all label images for consistency, saves dirty ones,
@@ -230,6 +231,23 @@ def apply_actions_and_regenerate(root_dir, data, student_id, actions, notes_laye
                         print(f"  > Deleted rect in {label}")
                     dirty_labels.add(label)
 
+    # --- 1.5 Override with existing score.json if requested ---
+    if update_score and os.path.exists(score_path):
+        try:
+            with open(score_path, "r") as f:
+                existing_scores = json.load(f)
+            for label, existing_score in existing_scores.items():
+                if label in labels_data:
+                    current_score = str(labels_data[label]['result'].get('score', 0))
+                    # If manually modified, override the result and mark dirty
+                    if current_score != str(existing_score):
+                        labels_data[label]['result']['score'] = existing_score
+                        dirty_labels.add(label)
+                        print(f"  > Overrode score for {label} to {existing_score} from existing score.json")
+        except json.JSONDecodeError:
+            print(f"  > Warning: Could not read existing {score_path}")
+
+
     # --- 2. Process Images (Cut notes, Regenerate, Concatenate) ---
     concat_list = []
     concat_list_F = []
@@ -255,7 +273,8 @@ def apply_actions_and_regenerate(root_dir, data, student_id, actions, notes_laye
 
         # B. Regenerate Label Image
         # We always regenerate to ensure Concat.jpg is consistent with any modifications
-        pdf_path = Path(root_dir) / "Copies" / f"Copie{student_id}" / f"{label}.pdf"
+        # pdf_path = Path(root_dir) / "Copies" / f"Copie{student_id}" / f"{label}.pdf"
+        pdf_path = content.get('pdf_path') # Contient le suffixe _new si nécessaire
         if not os.path.exists(pdf_path): continue
 
         (base_img, _, _) = annotating.make_base_image(pdf_path)
@@ -331,11 +350,13 @@ def apply_actions_and_regenerate(root_dir, data, student_id, actions, notes_laye
 
 from utils import read_all_labels
 if __name__ == "__main__":
-    if len(sys.argv) < 2:
-        print("Usage: python reading_annotations.py <Dir>")
-        sys.exit(1)
+    import argparse
+    parser = argparse.ArgumentParser(description="Read annotations and compile PDFs")
+    parser.add_argument("input_path", help="Directory path")
+    parser.add_argument("--update-score", action="store_true", help="Override scores with values from existing score.json")
+    args = parser.parse_args()
 
-    root_dir = sys.argv[1]
+    root_dir = args.input_path
 
     try:
         all_labels = read_all_labels(Path(root_dir))
@@ -351,7 +372,9 @@ if __name__ == "__main__":
         if os.path.exists(bnot_dir):
             print(f"Processing annotations for: {student_id}")
             actions, notes = detect_checks_and_notes(bnot_dir)
-            if actions or notes:
-                apply_actions_and_regenerate(root_dir, original_data, student_id, actions, notes, all_labels)
+            if actions or notes or args.update_score:
+                apply_actions_and_regenerate(root_dir, original_data, student_id,
+                                             actions, notes, all_labels,
+                                             update_score=args.update_score)
             else:
                 print("  No changes detected or missing files.")

reading_grouped_annotations.py

@@ -91,7 +91,8 @@ def save_paginated_pdf(image_groups, output_path):
         pages[0].save(output_path, "PDF", resolution=100.0, save_all=True, append_images=pages[1:])
 
 def apply_actions_and_regenerate_grouped(root_dir, data, student_id,
-                                         actions, label_notes, all_labels):
+                                         actions, label_notes, all_labels,
+                                         update_score=False):
     """
     Modifies data based on actions, pastes label-specific note crops,
     regenerates label images for consistency, saves dirty ones,
@@ -155,6 +156,23 @@ def apply_actions_and_regenerate_grouped(root_dir, data, student_id,
                         logs.append(f"  > Deleted rect in {label}")
                     dirty_labels.add(label)
 
+    # --- 1.5 Override with existing score.json if requested ---
+    if update_score and os.path.exists(score_path):
+        try:
+            with open(score_path, "r") as f:
+                existing_scores = json.load(f)
+            for label, existing_score in existing_scores.items():
+                if label in labels_data:
+                    current_score = str(labels_data[label]['result'].get('score', 0))
+                    # If manually modified, override the result and mark dirty
+                    if current_score != str(existing_score):
+                        labels_data[label]['result']['score'] = existing_score
+                        dirty_labels.add(label)
+                        logs.append(f"  > Overrode score for {label} to {existing_score} from existing score.json")
+        except json.JSONDecodeError:
+            logs.append(f"  > Warning: Could not read existing {score_path}")
+
+
     # --- 2. Process Images (Regenerate & Concatenate) ---
     concat_list = []
     concat_list_F = []
@@ -167,7 +185,8 @@ def apply_actions_and_regenerate_grouped(root_dir, data, student_id,
         result = content['result']
         d_notes[label] = str(result.get('score', 0))
 
-        pdf_path = Path(root_dir) / "Copies" / f"Copie{student_id}" / f"{label}.pdf"
+        # pdf_path = Path(root_dir) / "Copies" / f"Copie{student_id}" / f"{label}.pdf"
+        pdf_path = content.get('pdf_path')
         if not os.path.exists(pdf_path): continue
 
         (base_img, _, _) = annotating.make_base_image(pdf_path)
@@ -246,18 +265,6 @@ def apply_actions_and_regenerate_grouped(root_dir, data, student_id,
         save_paginated_pdf(concat_list_F, pdf_out_path)
         logs.append(f"  Saved regenerated Concat_F.pdf")
 
-        # max_w = max(i.width for i in concat_list_F)
-        # total_h = sum(i.height for i in concat_list_F)
-        # full_img = Image.new("RGB", (max_w, total_h), "white")
-
-        # y = 0
-        # for img in concat_list_F:
-        #     full_img.paste(img, (0, y))
-        #     y += img.height
-
-        # full_img.save(os.path.join(output_dir, "Concat_F.jpg"))
-        # logs.append(f"  Saved regenerated Concat_F.jpg")
-
     return "\n".join(logs)
 
 from utils import read_all_labels
@@ -269,6 +276,7 @@ if __name__ == "__main__":
     parser = argparse.ArgumentParser(description="Read grouped annotations and compile PDFs")
     parser.add_argument("input_path", help="Directory path")
     parser.add_argument("--refaire", action="store_true", help="Merge refaire annotations from Bnot")
+    parser.add_argument("--update-score", action="store_true", help="Override scores with values from existing score.json")
     args = parser.parse_args()
 
     root_dir = sys.argv[1]
@@ -407,7 +415,8 @@ if __name__ == "__main__":
             sid,
             actions_by_student[sid],
             notes_by_student[sid],
-            all_labels
+            all_labels,
+            update_score=args.update_score
         )
 
     # --- 2. Process each student concurrently using 4 threads ---

splitting_int.py

@@ -112,8 +112,8 @@ def split_an_interro(base_dir, input_pdf, coords_list):
             if is_stop:
                 end_page = n_pn
                 # end_y_target_raw = n_y_start
-                # On avait retiré un carreau précédemment, on le rajoute…
-                end_y_target_raw = min(n_y_start + int(1.25 * carreau), 1000)
+                # On avait retiré un carreau précédemment inutilement, on le rajoute, plus un demi carreau
+                end_y_target_raw = min(n_y_start + int(1.5 * carreau), 1000)
                 break
 
         # RULES 3 & 4: Calculate horizontal boundaries (0.0 to 1.0 fraction of local page width)