| import base64 |
| import json |
| import re |
| import requests |
| import os |
| import time |
|
|
| API_KEY = "AIzaSyBr2-dUqHDZkk20hlWeEcpWnVVdkq9fqyE" |
|
|
| cr1_images_folder = r"C:\Users\ASUS\OneDrive - Binder\Desktop\test.orch\classified\CR2" |
| output_json_folder = r"C:\Users\ASUS\OneDrive - Binder\Desktop\test.orch\classified\CR2\cr2_json" |
|
|
| os.makedirs(output_json_folder, exist_ok=True) |
|
|
| prompt = """ |
| Please extract the following fields from the CR2 (Commercial Registration 2) document image. Extract all text in Arabic, but return the output in JSON format using the exact English keys listed below. If any field is missing, set its value to null. |
| |
| Fields to extract (from Arabic content): |
| |
| - الرقم |
| - التاريخ |
| - الرقم الموحد للمنشأة |
| - الاسم التجاري للمؤسسة |
| - مركزها الرئيسي (بصيغة تفصيلية: المبنى، الشارع، الحي، الرقم الإضافي. مثال: "المبنى ٣٠١٧، شارع العباس بن الأحنف، حي الكندرة، الرقم الإضافي ٦٩٠٢") |
| - هاتف |
| - الرمز البريدي |
| - اسم التاجر |
| - الجنسية |
| - تاريخ الميلاد |
| - رقم السجل المدني-الإقامة |
| - تاريخه |
| - مصدره |
| - رقم الحفيظة-الجواز |
| - تاريخه |
| - مصدرة |
| - النشاط |
| - رأس المال |
| - اسم المدير او الوكيل المفوض |
| - الجنسية |
| - تاريخ الميلاد |
| - رقم السجل المدني-الإقامة |
| - تاريخه |
| - مصدره |
| - سلطات المدير |
| - يشهد مكتب السجل التجاري بمدينة |
| - بأنه تم تسجيل المؤسسة المذكورة أعلاه بمدينة |
| - وتنتهي صلاحية الشهادات في |
| - بموجب الإيصال رقم |
| - وتاريخ |
| - مدير السجل التجاري |
| |
| Return the result in JSON format with the following keys: |
| |
| { |
| "document_number": null, |
| "document_date": null, |
| "unified_establishment_number": null, |
| "institution_name": null, |
| "main_office_address": null, |
| "phone": null, |
| "postal_code": null, |
| "merchant_name": null, |
| "nationality": null, |
| "birth_date": null, |
| "national_id": null, |
| "national_id_issue_date": null, |
| "national_id_issue_place": null, |
| "passport_number": null, |
| "passport_issue_date": null, |
| "passport_issuer": null, |
| "business_activity": null, |
| "capital": null, |
| "manager_name": null, |
| "manager_nationality": null, |
| "manager_birth_date": null, |
| "manager_national_id": null, |
| "manager_id_issue_date": null, |
| "manager_id_issue_place": null, |
| "manager_authority": null, |
| "registry_office_city": null, |
| "registered_in_city": null, |
| "certificate_expiry_date": null, |
| "receipt_number": null, |
| "receipt_date": null, |
| "registry_officer": null |
| } |
| """ |
|
|
| url = f"https://generativelanguage.googleapis.com/v1/models/gemini-1.5-flash:generateContent?key={API_KEY}" |
| headers = {"Content-Type": "application/json"} |
|
|
| def split_address(address): |
| parts = [p.strip() for p in address.split("،")] |
| while len(parts) < 4: |
| parts.append(None) |
| return parts |
|
|
| for image_name in os.listdir(cr1_images_folder): |
| if not image_name.lower().endswith(('.jpg', '.jpeg', '.png')): |
| continue |
|
|
| image_path = os.path.join(cr1_images_folder, image_name) |
| base_name = os.path.splitext(image_name)[0] |
| output_file = os.path.join(output_json_folder, base_name + ".json") |
|
|
| if os.path.exists(output_file): |
| print(f"Skipped {image_name} (JSON file already exists)") |
| continue |
|
|
| with open(image_path, "rb") as f: |
| image_b64 = base64.b64encode(f.read()).decode() |
|
|
| data = { |
| "contents": [ |
| { |
| "role": "user", |
| "parts": [ |
| {"text": prompt}, |
| { |
| "inline_data": { |
| "mime_type": "image/jpeg", |
| "data": image_b64 |
| } |
| } |
| ] |
| } |
| ] |
| } |
|
|
| try: |
| response = requests.post(url, headers=headers, json=data) |
| response.raise_for_status() |
| response_text = response.json()['candidates'][0]['content']['parts'][0]['text'] |
|
|
| |
| match = re.search(r"```json\s*(\{.*?\})\s*```", response_text, re.DOTALL) |
| if match: |
| json_text = match.group(1) |
| result = json.loads(json_text) |
|
|
| |
| if "مركزها الرئيسي" in result and result["مركزها الرئيسي"]: |
| parts = split_address(result["مركزها الرئيسي"]) |
| result["رقم المبنى"] = parts[0] |
| result["اسم الشارع"] = parts[1] |
| result["اسم الحي"] = parts[2] |
| result["الرقم الإضافي"] = parts[3] |
| else: |
| result["رقم المبنى"] = None |
| result["اسم الشارع"] = None |
| result["اسم الحي"] = None |
| result["الرقم الإضافي"] = None |
|
|
| with open(output_file, "w", encoding="utf-8") as f: |
| json.dump(result, f, ensure_ascii=False, indent=2) |
|
|
| print(f"✅ Processed: {image_name}") |
|
|
| else: |
| print(f"❌ Failed to extract JSON from: {image_name}") |
| print(response_text) |
|
|
| time.sleep(3) |
|
|
| except Exception as e: |
| print(f"❌ Error processing image {image_name}: {e}") |
|
|
