Update model_utils.py

model_utils.py

@@ -33,13 +33,27 @@ def parse_products(raw_text):
                 "unit_price": unit_price,
                 "amount": amount
             })
-        elif line.strip():
+            continue
+        match_qty_first = re.match(r"^\s*(\d+)\s+(.+?)(?=\s*\d)\s*([\d,.]+(?:\.\d{0,2})?)\s*([\d,.]+(?:\.\d{0,2})?)\s*$",line)
+        if match_qty_first:
+            qty, desc, unit_price, amount = match_qty_first.groups()
             structured.append({
-                "qty": 0,
-                "description": line.strip(),
-                "unit_price": 0,
-                "amount": 0
+                "qty": int(qty) if qty and qty.strip() else 0,
+                "description": desc.strip(),
+                "unit_price": float(unit_price.replace(",", "").replace(" ", "")) if unit_price else 0.0,
+                "amount": float(amount.replace(",", "").replace(" ", "")) if amount else 0.0
+            })
+            continue
+        match_desc_first = re.match(r"^\s*(.+?)(?=\s*\d)\s*(\d+)\s*([\d,.]+(?:\.\d{0,2})?)\s*([\d,.]+(?:\.\d{0,2})?)\s*$",line)
+        if match_desc_first:
+            desc, qty, unit_price, amount = match_desc_first.groups()
+            structured.append({
+                "qty": int(qty) if qty and qty.strip() else 0,
+                "description": desc.strip(),
+                "unit_price": float(unit_price.replace(",", "").replace(" ", "")) if unit_price else 0.0,
+                "amount": float(amount.replace(",", "").replace(" ", "")) if amount else 0.0
             })
+            continue
     return structured
 
 def extract_invoice_data_from_image(image_path: str):