Implement updates for better performance

Author: abrar2030

code/ai_models/model_integration.py

@@ -11,9 +11,14 @@
 import joblib
 import numpy as np
 import pandas as pd
-from core.logging import get_logger
+import logging
+
+logging.basicConfig(
+    level=logging.INFO,
+    format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
+)
+logger = logging.getLogger(__name__)
 
-logger = get_logger(__name__)
 model_path = os.path.join(
     os.path.dirname(os.path.abspath(__file__)), "credit_scoring_model.pkl"
 )

code/ai_models/train_model.py

@@ -5,9 +5,13 @@
 import pandas as pd
 from sklearn.model_selection import train_test_split
 from xgboost import XGBRegressor
-from core.logging import get_logger
+import logging
 
-logger = get_logger(__name__)
+logging.basicConfig(
+    level=logging.INFO,
+    format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
+)
+logger = logging.getLogger(__name__)
 
 
 def generate_synthetic_data(n_samples: Any = 1000) -> Any:

code/backend/app.py

@@ -31,11 +31,15 @@
 from services.blockchain_service import BlockchainService
 from services.compliance_service import ComplianceService
 from services.credit_service import CreditScoringService
-from core.logging import get_logger
 from typing import Any, Dict, Tuple
 import uuid
+import logging
 
-logger = get_logger(__name__)
+logging.basicConfig(
+    level=logging.INFO,
+    format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
+)
+logger = logging.getLogger(__name__)
 
 
 def create_app(config_name: str = "default") -> Flask:

code/backend/core/__init__.py

@@ -17,9 +17,13 @@
 from flask_bcrypt import Bcrypt
 from models.audit import AuditEventType, AuditLog, AuditSeverity
 from models.user import KYCStatus, User, UserProfile, UserSession, UserStatus
-from core.logging import get_logger
+import logging
 
-logger = get_logger(__name__)
+logging.basicConfig(
+    level=logging.INFO,
+    format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
+)
+logger = logging.getLogger(__name__)
 
 
 class AuthService:

code/backend/core/logging.py

@@ -7,9 +7,13 @@
 
 sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), "..")))
 from app import app
-from core.logging import get_logger
+import logging
 
-logger = get_logger(__name__)
+logging.basicConfig(
+    level=logging.INFO,
+    format="%(asctime)s - %(name)s - %(levelname)s - %(message)s",
+)
+logger = logging.getLogger(__name__)
 
 
 class TestIntegration(unittest.TestCase):