removed unnecessary print statements

Author: sindchad

src/aixpert/data_construction/stage_7_final/data_final_train.py

@@ -38,7 +38,6 @@ def main() -> None:
     print(f"Loading → {input_path}")
     data = load_jsonl(input_path)
 
-    # Initialize buckets
     buckets: Dict[Tuple[int, int], List[Dict[str, Any]]] = {
         (0, 1): [],
         (1, 0): [],
@@ -58,15 +57,14 @@ def main() -> None:
 
     final_rows: List[Dict[str, Any]] = []
 
-    # Sampling logic
     for key, req_count in target_counts.items():
         pool = buckets[key]
         available = len(pool)
 
         print(f"\nBucket {key}: available={available}, required={req_count}")
 
         if available < req_count:
-            print("⚠️ Sampling WITH replacement.")
+            print("Sampling WITH replacement.")
             sampled = random.choices(pool, k=req_count)
         else:
             sampled = random.sample(pool, req_count)

src/aixpert/data_construction/utils/dpo_transform_utils.py

@@ -44,13 +44,13 @@ def transform_dataset(input_path: Path, output_path: Path) -> None:
     print(f"Loading → {input_path}")
     items = load_jsonl(input_path)
 
-    print(f"⚙️ Transforming {len(items)} items…")
+    print(f"Transforming {len(items)} items…")
     transformed = [process_item(it) for it in tqdm(items)]
 
     print(f"Saving → {output_path}")
     write_jsonl(output_path, transformed)
 
     print("\n=======================================")
-    print("✔ TRANSFORMATION COMPLETE")
+    print("TRANSFORMATION COMPLETE")
     print(f"Total items: {len(items)}")
     print("=======================================\n")