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# admin_module.py - Administrative interface for English Helper
import os
import json
import hashlib
from datetime import datetime, timedelta
from functools import wraps
from flask import session, request, jsonify, redirect, url_for
import sqlite3
from database import get_db_connection
import logging

logger = logging.getLogger(__name__)

class AdminManager:
    def __init__(self):
        self.admin_credentials = self._load_admin_credentials()
        self.token_costs = {
            'groq': {'input': 0.00000059, 'output': 0.00000079},  # per token
            'gemini': {'input': 0.00000125, 'output': 0.00000375}  # per token
        }
    
    def _load_admin_credentials(self):
        """Load admin credentials from environment variables (Hugging Face secrets)"""
        try:
            # Try to load from Hugging Face secrets format
            admin_user = os.environ.get('ADMIN_USERNAME', 'admin')
            admin_pass = os.environ.get('ADMIN_PASSWORD', 'admin123')
            
            # For security, hash the password
            admin_pass_hash = hashlib.sha256(admin_pass.encode()).hexdigest()
            
            return {
                'username': admin_user,
                'password_hash': admin_pass_hash,
                'original_password': admin_pass  # Store for initial comparison
            }
        except Exception as e:
            logger.error(f"Error loading admin credentials: {e}")
            # Fallback credentials
            return {
                'username': 'admin',
                'password_hash': hashlib.sha256('admin123'.encode()).hexdigest(),
                'original_password': 'admin123'
            }
    
    def authenticate_admin(self, username, password):
        """Authenticate admin user"""
        try:
            if username != self.admin_credentials['username']:
                return False
            
            # Check password hash
            password_hash = hashlib.sha256(password.encode()).hexdigest()
            return password_hash == self.admin_credentials['password_hash']
        except Exception as e:
            logger.error(f"Admin authentication error: {e}")
            return False
    
    def is_admin_logged_in(self):
        """Check if admin is logged in"""
        authenticated = session.get('admin_authenticated', False)
        username = session.get('admin_username')
        login_time = session.get('admin_login_time')
        
        # Debug logging
        logger.info(f"Admin auth check: authenticated={authenticated}, username={username}, login_time={login_time}")
        
        # Check if session has expired (24 hours)
        if authenticated and login_time:
            try:
                login_datetime = datetime.fromisoformat(login_time)
                if datetime.now() - login_datetime > timedelta(hours=24):
                    logger.info("Admin session expired, logging out")
                    self.logout_admin()
                    return False
            except Exception as e:
                logger.error(f"Error checking session expiry: {e}")
                
        return authenticated
    
    def login_admin(self, username, password):
        """Admin login"""
        if self.authenticate_admin(username, password):
            session['admin_authenticated'] = True
            session['admin_username'] = username
            session['admin_login_time'] = datetime.now().isoformat()
            session.permanent = True  # Make session permanent
            
            logger.info(f"Admin login successful: {username}")
            return True
        else:
            logger.warning(f"Admin login failed for username: {username}")
            return False
    
    def logout_admin(self):
        """Admin logout"""
        session.pop('admin_authenticated', None)
        session.pop('admin_username', None)
        session.pop('admin_login_time', None)
    
    def get_system_stats(self):
        """Get comprehensive system statistics"""
        try:
            conn = get_db_connection()
            cursor = conn.cursor()
            
            # User statistics
            cursor.execute("SELECT COUNT(*) FROM users")
            total_users = cursor.fetchone()[0]
            
            cursor.execute("SELECT COUNT(*) FROM users WHERE created_at > datetime('now', '-7 days')")
            new_users_week = cursor.fetchone()[0]
            
            cursor.execute("SELECT COUNT(*) FROM users WHERE created_at > datetime('now', '-1 day')")
            new_users_today = cursor.fetchone()[0]
            
            # Activity statistics
            cursor.execute("SELECT COUNT(*) FROM study_sessions")
            total_sessions = cursor.fetchone()[0]
            
            cursor.execute("SELECT COUNT(*) FROM flashcards")
            total_flashcards = cursor.fetchone()[0]
            
            cursor.execute("SELECT COUNT(*) FROM user_articles")
            total_articles = cursor.fetchone()[0]
            
            cursor.execute("SELECT COUNT(*) FROM study_plans")
            total_study_plans = cursor.fetchone()[0]
            
            # Token usage statistics
            cursor.execute("SELECT SUM(tokens_used), COUNT(*) FROM token_usage")
            token_stats = cursor.fetchone()
            total_tokens = token_stats[0] if token_stats[0] else 0
            total_api_calls = token_stats[1] if token_stats[1] else 0
            
            # Calculate estimated costs
            estimated_cost = self._calculate_estimated_cost(cursor)
            
            # Recent activity
            cursor.execute("""

                SELECT u.email, s.created_at, s.activity_type 

                FROM study_sessions s 

                JOIN users u ON s.user_id = u.id 

                ORDER BY s.created_at DESC 

                LIMIT 10

            """)
            recent_activity = cursor.fetchall()
            
            conn.close()
            
            return {
                'users': {
                    'total': total_users,
                    'new_week': new_users_week,
                    'new_today': new_users_today
                },
                'activity': {
                    'total_sessions': total_sessions,
                    'total_flashcards': total_flashcards,
                    'total_articles': total_articles,
                    'total_study_plans': total_study_plans
                },
                'api_usage': {
                    'total_tokens': total_tokens,
                    'total_calls': total_api_calls,
                    'estimated_cost': estimated_cost
                },
                'recent_activity': [
                    {
                        'user': activity[0],
                        'timestamp': activity[1],
                        'activity': activity[2]
                    } for activity in recent_activity
                ]
            }
        except Exception as e:
            logger.error(f"Error getting system stats: {e}")
            return {}
    
    def _calculate_estimated_cost(self, cursor):
        """Calculate estimated API costs"""
        try:
            cursor.execute("""

                SELECT api_provider, SUM(input_tokens), SUM(output_tokens) 

                FROM token_usage 

                GROUP BY api_provider

            """)
            usage_by_provider = cursor.fetchall()
            
            total_cost = 0
            for provider, input_tokens, output_tokens in usage_by_provider:
                if provider in self.token_costs:
                    costs = self.token_costs[provider]
                    total_cost += (input_tokens * costs['input']) + (output_tokens * costs['output'])
            
            return round(total_cost, 4)
        except:
            return 0
    
    def get_all_users(self, page=1, per_page=20):
        """Get paginated list of all users"""
        try:
            conn = get_db_connection()
            cursor = conn.cursor()
            
            offset = (page - 1) * per_page
            
            cursor.execute("""

                SELECT u.id, u.email, u.created_at, u.email_confirmed, u.last_login,

                       COUNT(DISTINCT s.id) as session_count,

                       COUNT(DISTINCT f.id) as flashcard_count,

                       COUNT(DISTINCT a.id) as article_count

                FROM users u

                LEFT JOIN study_sessions s ON u.id = s.user_id

                LEFT JOIN flashcards f ON u.id = f.user_id

                LEFT JOIN user_articles a ON u.id = a.user_id

                GROUP BY u.id

                ORDER BY u.created_at DESC

                LIMIT ? OFFSET ?

            """, (per_page, offset))
            
            users = cursor.fetchall()
            
            # Get total count
            cursor.execute("SELECT COUNT(*) FROM users")
            total_users = cursor.fetchone()[0]
            
            conn.close()
            
            return {
                'users': [
                    {
                        'id': user[0],
                        'email': user[1],
                        'created_at': user[2],
                        'email_confirmed': bool(user[3]),
                        'last_login': user[4],
                        'session_count': user[5],
                        'flashcard_count': user[6],
                        'article_count': user[7]
                    } for user in users
                ],
                'total': total_users,
                'page': page,
                'per_page': per_page,
                'total_pages': (total_users + per_page - 1) // per_page
            }
        except Exception as e:
            logger.error(f"Error getting users: {e}")
            return {'users': [], 'total': 0}
    
    def delete_user(self, user_id):
        """Delete a user and all associated data"""
        try:
            conn = get_db_connection()
            cursor = conn.cursor()
            
            # Delete in order to respect foreign key constraints
            tables = [
                'study_plan_activities', 'study_plans', 'user_analytics',
                'content_recommendations', 'user_interests', 'user_articles',
                'study_sessions', 'flashcards', 'user_settings', 'users'
            ]
            
            for table in tables:
                cursor.execute(f"DELETE FROM {table} WHERE user_id = ?", (user_id,))
            
            conn.commit()
            conn.close()
            
            return True
        except Exception as e:
            logger.error(f"Error deleting user {user_id}: {e}")
            return False
    
    def get_user_details(self, user_id):
        """Get detailed information about a specific user"""
        try:
            conn = get_db_connection()
            cursor = conn.cursor()
            
            # Basic user info
            cursor.execute("SELECT * FROM users WHERE id = ?", (user_id,))
            user = cursor.fetchone()
            
            if not user:
                return None
            
            # User settings
            cursor.execute("SELECT * FROM user_settings WHERE user_id = ?", (user_id,))
            settings = cursor.fetchone()
            
            # Recent activity
            cursor.execute("""

                SELECT activity_type, created_at, duration_minutes 

                FROM study_sessions 

                WHERE user_id = ? 

                ORDER BY created_at DESC 

                LIMIT 20

            """, (user_id,))
            recent_sessions = cursor.fetchall()
            
            # Token usage
            cursor.execute("""

                SELECT api_provider, SUM(input_tokens), SUM(output_tokens), COUNT(*)

                FROM token_usage 

                WHERE user_id = ? 

                GROUP BY api_provider

            """, (user_id,))
            token_usage = cursor.fetchall()
            
            conn.close()
            
            return {
                'user': {
                    'id': user[0],
                    'email': user[1],
                    'created_at': user[2],
                    'email_confirmed': bool(user[3]),
                    'last_login': user[4]
                },
                'settings': dict(zip([col[0] for col in cursor.description], settings)) if settings else {},
                'recent_sessions': [
                    {
                        'activity': session[0],
                        'timestamp': session[1],
                        'duration': session[2]
                    } for session in recent_sessions
                ],
                'token_usage': [
                    {
                        'provider': usage[0],
                        'input_tokens': usage[1],
                        'output_tokens': usage[2],
                        'calls': usage[3]
                    } for usage in token_usage
                ]
            }
        except Exception as e:
            logger.error(f"Error getting user details for {user_id}: {e}")
            return None
    
    def record_token_usage(self, user_id, api_provider, input_tokens, output_tokens, operation_type):
        """Record token usage for cost tracking"""
        try:
            conn = get_db_connection()
            cursor = conn.cursor()
            
            cursor.execute("""

                INSERT INTO token_usage 

                (user_id, api_provider, input_tokens, output_tokens, operation_type, created_at)

                VALUES (?, ?, ?, ?, ?, ?)

            """, (user_id, api_provider, input_tokens, output_tokens, operation_type, datetime.now().isoformat()))
            
            conn.commit()
            conn.close()
            
            return True
        except Exception as e:
            logger.error(f"Error recording token usage: {e}")
            return False
    
    def get_database_schema(self):
        """Get database schema information"""
        try:
            conn = get_db_connection()
            cursor = conn.cursor()
            
            # Get all tables
            cursor.execute("SELECT name FROM sqlite_master WHERE type='table'")
            tables = cursor.fetchall()
            
            schema_info = {}
            for table in tables:
                table_name = table[0]
                
                # Get table info
                cursor.execute(f"PRAGMA table_info({table_name})")
                columns = cursor.fetchall()
                
                # Get row count
                cursor.execute(f"SELECT COUNT(*) FROM {table_name}")
                row_count = cursor.fetchone()[0]
                
                schema_info[table_name] = {
                    'columns': [
                        {
                            'name': col[1],
                            'type': col[2],
                            'not_null': bool(col[3]),
                            'primary_key': bool(col[5])
                        } for col in columns
                    ],
                    'row_count': row_count
                }
            
            conn.close()
            return schema_info
        except Exception as e:
            logger.error(f"Error getting database schema: {e}")
            return {}
    
    def get_system_health(self):
        """Get system health metrics"""
        try:
            import psutil
            import os
            
            # Memory usage
            memory = psutil.virtual_memory()
            
            # Disk usage
            disk = psutil.disk_usage('/')
            
            # Database size
            db_path = 'data/englishhelper.db'
            db_size = os.path.getsize(db_path) if os.path.exists(db_path) else 0
            
            # Recent error logs (would implement proper logging)
            recent_errors = self._get_recent_errors()
            
            return {
                'memory': {
                    'total': memory.total,
                    'used': memory.used,
                    'available': memory.available,
                    'percent': memory.percent
                },
                'disk': {
                    'total': disk.total,
                    'used': disk.used,
                    'free': disk.free,
                    'percent': disk.percent
                },
                'database': {
                    'size_bytes': db_size,
                    'size_mb': round(db_size / 1024 / 1024, 2)
                },
                'recent_errors': recent_errors,
                'uptime': self._get_uptime()
            }
        except Exception as e:
            logger.error(f"Error getting system health: {e}")
            return {}
    
    def _get_recent_errors(self):
        """Get recent error logs (simplified)"""
        try:
            # This would typically read from log files
            # For now, return sample data
            return [
                {
                    'timestamp': '2024-10-11 14:30:00',
                    'level': 'ERROR',
                    'message': 'API rate limit exceeded for user 123',
                    'module': 'groq_client'
                },
                {
                    'timestamp': '2024-10-11 13:45:00',
                    'level': 'WARNING',
                    'message': 'High memory usage detected',
                    'module': 'system_monitor'
                }
            ]
        except:
            return []
    
    def _get_uptime(self):
        """Get system uptime"""
        try:
            import psutil
            boot_time = psutil.boot_time()
            uptime_seconds = datetime.now().timestamp() - boot_time
            
            days = int(uptime_seconds // 86400)
            hours = int((uptime_seconds % 86400) // 3600)
            minutes = int((uptime_seconds % 3600) // 60)
            
            return f"{days}d {hours}h {minutes}m"
        except:
            return "Unknown"
    
    def check_system_alerts(self):
        """Check for system alerts and warnings"""
        alerts = []
        
        try:
            # Check token usage limits
            conn = get_db_connection()
            cursor = conn.cursor()
            
            # Check daily token usage
            cursor.execute("""

                SELECT SUM(tokens_used) 

                FROM token_usage 

                WHERE date(created_at) = date('now')

            """)
            daily_tokens = cursor.fetchone()[0] or 0
            
            if daily_tokens > 100000:  # Alert threshold
                alerts.append({
                    'type': 'warning',
                    'message': f'High daily token usage: {daily_tokens:,} tokens',
                    'action': 'Monitor API costs'
                })
            
            # Check error rates
            cursor.execute("""

                SELECT COUNT(*) FROM token_usage 

                WHERE created_at > datetime('now', '-1 hour')

            """)
            hourly_requests = cursor.fetchone()[0] or 0
            
            if hourly_requests > 500:  # High load threshold
                alerts.append({
                    'type': 'info',
                    'message': f'High API request rate: {hourly_requests} requests/hour',
                    'action': 'Monitor performance'
                })
            
            # Check database size
            health = self.get_system_health()
            if health.get('database', {}).get('size_mb', 0) > 100:  # 100MB threshold
                alerts.append({
                    'type': 'warning',
                    'message': f'Large database size: {health["database"]["size_mb"]}MB',
                    'action': 'Consider archiving old data'
                })
            
            conn.close()
            return alerts
            
        except Exception as e:
            logger.error(f"Error checking system alerts: {e}")
            return []

# Decorator for admin-only routes
def admin_required(f):
    @wraps(f)
    def decorated_function(*args, **kwargs):
        is_authenticated = admin_manager.is_admin_logged_in()
        
        # Enhanced logging for debugging
        from flask import session, request
        logger.info(f"Admin required check for {f.__name__}: authenticated={is_authenticated}")
        logger.info(f"Session keys: {list(session.keys())}")
        logger.info(f"Request URL: {request.url}")
        
        if not is_authenticated:
            logger.warning(f"Admin authentication failed for {f.__name__}")
            return jsonify({
                'error': 'Admin authentication required',
                'authenticated': False,
                'endpoint': f.__name__
            }), 401
        
        logger.info(f"Admin access granted to {f.__name__}")
        return f(*args, **kwargs)
    return decorated_function

# Global admin manager instance
admin_manager = AdminManager()