import json from typing import Dict, Any class UserPersonalizer: """Personalizes responses based on user preferences""" def __init__(self, db: Database): self.db = db def get_user_preferences(self, user_id: int) -> Dict[str, Any]: """Retrieve user preferences from the database""" cursor = self.db.connection.cursor() cursor.execute("SELECT preferences FROM users WHERE id = ?", (user_id,)) result = cursor.fetchone() return json.loads(result[0]) if result else {} def personalize_response(self, response: str, user_id: int) -> str: """Personalize the response based on user preferences""" preferences = self.get_user_preferences(user_id) if preferences.get("simplify"): response = self.simplify_response(response) if preferences.get("add_details"): response = self.add_details_to_response(response) return response def simplify_response(self, response: str) -> str: """Simplify the response""" # Implement logic to simplify the response return response def add_details_to_response(self, response: str) -> str: """Add details to the response""" # Implement logic to add details to the response return response