Miscs for Interro31

Readme.org

@@ -1,7 +1,7 @@
 #+title:  Script
 #+author: Sébastien Miquel
 #+date:   14-03-2026
-# Time-stamp: <17-05-26 10:51>
+# Time-stamp: <02-06-26 09:26>
 #+OPTIONS:
 
 * Méta

annotating.py

@@ -106,7 +106,6 @@ def make_dictionary(root_dir, refaire=False, refaire_list=[]):
                             "pdf_path": pdf_path,
                             "result": {
                                 "score": 0.0,
-                                "confidence": 1.0,
                                 "feedback": [],
                                 "error": "non traité"
                             },
@@ -127,7 +126,6 @@ def make_dictionary(root_dir, refaire=False, refaire_list=[]):
                         "pdf_path": pdf_path,
                         "result": {
                             "score": 0.0,
-                            "confidence": 1.0,
                             "feedback": [],
                             "error": "non traité"
                         },

correction.py

@@ -175,7 +175,18 @@ 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:
                 tprint(f"\tGemini Pro quota hit ({e}). \n\n\tFalling back to Flash permanently...")
@@ -552,7 +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
+\"id\", and a key \"result\" that contains the \"score\", a list
-list \"feedback\", and possibly an \"error\". Like this example :
+\"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_grouped_annotations.py

@@ -247,18 +247,6 @@ 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

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…
+                # On avait retiré un carreau précédemment inutilement, on le rajoute, plus un demi carreau
-                end_y_target_raw = min(n_y_start + int(1.25 * carreau), 1000)
+                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)