Blame for src/notification_system.py

"""
Context-aware notification system with priority management for MorphGuard.

This module provides a sophisticated notification system that intelligently:
- Manages notification priorities based on content and context
- Adapts delivery channels to user context and preferences
- Groups related notifications to prevent overwhelming users
- Schedules notifications based on user engagement patterns
- Provides cognitive load analysis for optimal notification timing
- Implements neural attention models for content optimization
- Uses reinforcement learning for notification timing and channel selection
"""

import time
import json
import uuid
import logging
import threading
import queue
import random
import math
from enum import Enum
from dataclasses import dataclass, field
from typing import Dict, Any, List, Optional, Union, Callable, Set, Tuple
from datetime import datetime, timedelta

# Import from existing modules
from src.telemetry import get_telemetry, EventCategory
from src.error_handling import MGError, ErrorCode, ErrorSeverity, ErrorCategory

# Define notification priorities
class NotificationPriority(Enum):
    """Priority levels for notifications."""
    CRITICAL = 0    # Immediate attention required (e.g., security incidents)
    HIGH = 1        # Important notifications (e.g., authentication required)
    MEDIUM = 2      # Standard notifications (e.g., process completed)
    LOW = 3         # Non-urgent notifications (e.g., minor updates)
    BACKGROUND = 4  # Informational notifications (e.g., usage statistics)

# Define notification channels
class NotificationChannel(Enum):
    """Delivery channels for notifications."""
    UI = "ui"           # In-app UI notifications
    TOAST = "toast"     # Toast notifications
    MODAL = "modal"     # Modal dialogs
    EMAIL = "email"     # Email notifications
    SMS = "sms"         # SMS notifications
    PUSH = "push"       # Push notifications
    WEBHOOK = "webhook" # Webhook callbacks
    CONSOLE = "console" # Console logs (for developers)

# Define notification states
class NotificationState(Enum):
    """States of a notification in its lifecycle."""
    PENDING = "pending"       # Waiting to be delivered
    SCHEDULED = "scheduled"   # Scheduled for future delivery
    DELIVERING = "delivering" # In the process of being delivered
    DELIVERED = "delivered"   # Successfully delivered
    READ = "read"             # Read/acknowledged by the recipient
    EXPIRED = "expired"       # Expired before being read
    FAILED = "failed"         # Failed to deliver
    CANCELLED = "cancelled"   # Cancelled before delivery

# Define notification categories
class NotificationCategory(Enum):
    """Categories of notifications."""
    SECURITY = "security"     # Security-related notifications
    SYSTEM = "system"         # System notifications
    USER = "user"             # User-related notifications
    PROCESS = "process"       # Process notifications
    ANALYTICS = "analytics"   # Analytics and metrics notifications
    DETECTION = "detection"   # Detection results
    VERIFICATION = "verification"  # Verification results
    TRAINING = "training"     # Training process notifications
    MAINTENANCE = "maintenance"  # System maintenance notifications
    BILLING = "billing"       # Billing and payment notifications

@dataclass
class NotificationContext:
    """Context information for a notification."""
    user_id: Optional[str] = None
    user_role: Optional[str] = None
    user_preferences: Dict[str, Any] = field(default_factory=dict)
    application_state: Dict[str, Any] = field(default_factory=dict)
    device_info: Dict[str, Any] = field(default_factory=dict)
    location: Optional[Dict[str, Any]] = None
    session_data: Dict[str, Any] = field(default_factory=dict)
    interaction_history: List[Dict[str, Any]] = field(default_factory=list)
    cognitive_load: float = 0.0  # Estimated cognitive load (0.0-1.0)
    attention_score: float = 1.0  # Estimated user attention (0.0-1.0)
    engagement_level: float = 1.0  # Current engagement level (0.0-1.0)
    
    def to_dict(self) -> Dict[str, Any]:
        """Convert to dictionary."""
        return {
            "user_id": self.user_id,
            "user_role": self.user_role,
            "user_preferences": self.user_preferences,
            "application_state": self.application_state,
            "device_info": self.device_info,
            "location": self.location,
            "session_data": self.session_data,
            "cognitive_load": self.cognitive_load,
            "attention_score": self.attention_score,
            "engagement_level": self.engagement_level
        }
    
    @classmethod
    def from_dict(cls, data: Dict[str, Any]) -> 'NotificationContext':
        """Create from dictionary."""
        return cls(
            user_id=data.get("user_id"),
            user_role=data.get("user_role"),
            user_preferences=data.get("user_preferences", {}),
            application_state=data.get("application_state", {}),
            device_info=data.get("device_info", {}),
            location=data.get("location"),
            session_data=data.get("session_data", {}),
            interaction_history=data.get("interaction_history", []),
            cognitive_load=data.get("cognitive_load", 0.0),
            attention_score=data.get("attention_score", 1.0),
            engagement_level=data.get("engagement_level", 1.0)
        )

@dataclass
class NotificationTemplate:
    """Template for creating notifications."""
    id: str
    title_template: str
    content_template: str
    category: NotificationCategory
    default_priority: NotificationPriority
    default_channels: List[NotificationChannel]
    icon: Optional[str] = None
    color: Optional[str] = None
    actions: List[Dict[str, Any]] = field(default_factory=list)
    expiration: Optional[timedelta] = None
    grouping_key: Optional[str] = None
    requires_acknowledgment: bool = False
    
    def to_dict(self) -> Dict[str, Any]:
        """Convert to dictionary."""
        return {
            "id": self.id,
            "title_template": self.title_template,
            "content_template": self.content_template,
            "category": self.category.value,
            "default_priority": self.default_priority.value,
            "default_channels": [ch.value for ch in self.default_channels],
            "icon": self.icon,
            "color": self.color,
            "actions": self.actions,
            "expiration": str(self.expiration) if self.expiration else None,
            "grouping_key": self.grouping_key,
            "requires_acknowledgment": self.requires_acknowledgment
        }
    
    @classmethod
    def from_dict(cls, data: Dict[str, Any]) -> 'NotificationTemplate':
        """Create from dictionary."""
        return cls(
            id=data["id"],
            title_template=data["title_template"],
            content_template=data["content_template"],
            category=NotificationCategory(data["category"]),
            default_priority=NotificationPriority(data["default_priority"]),
            default_channels=[NotificationChannel(ch) for ch in data["default_channels"]],
            icon=data.get("icon"),
            color=data.get("color"),
            actions=data.get("actions", []),
            expiration=timedelta(seconds=data["expiration_seconds"]) if "expiration_seconds" in data else None,
            grouping_key=data.get("grouping_key"),
            requires_acknowledgment=data.get("requires_acknowledgment", False)
        )

@dataclass
class Notification:
    """A notification instance."""
    id: str
    template_id: str
    title: str
    content: str
    category: NotificationCategory
    priority: NotificationPriority
    channels: List[NotificationChannel]
    state: NotificationState
    created_at: datetime
    scheduled_for: Optional[datetime] = None
    delivered_at: Optional[datetime] = None
    read_at: Optional[datetime] = None
    expires_at: Optional[datetime] = None
    recipient_id: Optional[str] = None
    recipient_role: Optional[str] = None
    context_snapshot: Dict[str, Any] = field(default_factory=dict)
    data: Dict[str, Any] = field(default_factory=dict)
    actions: List[Dict[str, Any]] = field(default_factory=list)
    icon: Optional[str] = None
    color: Optional[str] = None
    grouping_key: Optional[str] = None
    group_id: Optional[str] = None
    requires_acknowledgment: bool = False
    acknowledgment_data: Optional[Dict[str, Any]] = None
    delivery_attempts: int = 0
    metadata: Dict[str, Any] = field(default_factory=dict)
    
    def to_dict(self) -> Dict[str, Any]:
        """Convert to dictionary."""
        return {
            "id": self.id,
            "template_id": self.template_id,
            "title": self.title,
            "content": self.content,
            "category": self.category.value,
            "priority": self.priority.value,
            "channels": [ch.value for ch in self.channels],
            "state": self.state.value,
            "created_at": self.created_at.isoformat(),
            "scheduled_for": self.scheduled_for.isoformat() if self.scheduled_for else None,
            "delivered_at": self.delivered_at.isoformat() if self.delivered_at else None,
            "read_at": self.read_at.isoformat() if self.read_at else None,
            "expires_at": self.expires_at.isoformat() if self.expires_at else None,
            "recipient_id": self.recipient_id,
            "recipient_role": self.recipient_role,
            "context_snapshot": self.context_snapshot,
            "data": self.data,
            "actions": self.actions,
            "icon": self.icon,
            "color": self.color,
            "grouping_key": self.grouping_key,
            "group_id": self.group_id,
            "requires_acknowledgment": self.requires_acknowledgment,
            "acknowledgment_data": self.acknowledgment_data,
            "delivery_attempts": self.delivery_attempts,
            "metadata": self.metadata
        }
    
    @classmethod
    def from_dict(cls, data: Dict[str, Any]) -> 'Notification':
        """Create from dictionary."""
        created_at = datetime.fromisoformat(data["created_at"])
        scheduled_for = datetime.fromisoformat(data["scheduled_for"]) if data.get("scheduled_for") else None
        delivered_at = datetime.fromisoformat(data["delivered_at"]) if data.get("delivered_at") else None
        read_at = datetime.fromisoformat(data["read_at"]) if data.get("read_at") else None
        expires_at = datetime.fromisoformat(data["expires_at"]) if data.get("expires_at") else None
        
        return cls(
            id=data["id"],
            template_id=data["template_id"],
            title=data["title"],
            content=data["content"],
            category=NotificationCategory(data["category"]),
            priority=NotificationPriority(data["priority"]),
            channels=[NotificationChannel(ch) for ch in data["channels"]],
            state=NotificationState(data["state"]),
            created_at=created_at,
            scheduled_for=scheduled_for,
            delivered_at=delivered_at,
            read_at=read_at,
            expires_at=expires_at,
            recipient_id=data.get("recipient_id"),
            recipient_role=data.get("recipient_role"),
            context_snapshot=data.get("context_snapshot", {}),
            data=data.get("data", {}),
            actions=data.get("actions", []),
            icon=data.get("icon"),
            color=data.get("color"),
            grouping_key=data.get("grouping_key"),
            group_id=data.get("group_id"),
            requires_acknowledgment=data.get("requires_acknowledgment", False),
            acknowledgment_data=data.get("acknowledgment_data"),
            delivery_attempts=data.get("delivery_attempts", 0),
            metadata=data.get("metadata", {})
        )
    
    def is_expired(self) -> bool:
        """Check if the notification is expired."""
        return self.expires_at is not None and datetime.now() > self.expires_at
    
    def is_acknowledged(self) -> bool:
        """Check if the notification is acknowledged."""
        return self.state == NotificationState.READ or self.acknowledgment_data is not None
    
    def mark_as_read(self) -> None:
        """Mark the notification as read."""
        self.state = NotificationState.READ
        self.read_at = datetime.now()
    
    def acknowledge(self, data: Optional[Dict[str, Any]] = None) -> None:
        """Acknowledge the notification."""
        self.state = NotificationState.READ
        self.read_at = datetime.now()
        self.acknowledgment_data = data or {"acknowledged_at": datetime.now().isoformat()}
    
    def schedule(self, delivery_time: datetime) -> None:
        """Schedule the notification for delivery."""
        self.state = NotificationState.SCHEDULED
        self.scheduled_for = delivery_time
    
    def cancel(self) -> None:
        """Cancel the notification."""
        self.state = NotificationState.CANCELLED
    
    def fail(self) -> None:
        """Mark the notification as failed."""
        self.state = NotificationState.FAILED
    
    def deliver(self) -> None:
        """Mark the notification as delivered."""
        self.state = NotificationState.DELIVERED
        self.delivered_at = datetime.now()
        self.delivery_attempts += 1

class ChannelHandler:
    """Base class for notification channel handlers."""
    
    def __init__(self, config: Dict[str, Any] = None):
        """Initialize the channel handler."""
        self.config = config or {}
        self.telemetry = get_telemetry()
    
    def can_handle(self, notification: Notification, context: NotificationContext) -> bool:
        """Check if this handler can handle the notification."""
        return True
    
    def deliver(self, notification: Notification, context: NotificationContext) -> bool:
        """
        Deliver the notification.
        
        Args:
            notification: The notification to deliver
            context: The notification context
        
        Returns:
            Whether the delivery was successful
        """
        raise NotImplementedError("Subclasses must implement deliver method")

class UIChannelHandler(ChannelHandler):
    """Handler for UI notifications."""
    
    def __init__(self, config: Dict[str, Any] = None):
        """Initialize the UI channel handler."""
        super().__init__(config)
        self.ui_callbacks: Dict[str, Callable] = {}
    
    def can_handle(self, notification: Notification, context: NotificationContext) -> bool:
        """Check if this handler can handle the notification."""
        # Can handle if user is currently active in the application
        return (
            NotificationChannel.UI in notification.channels and
            context.session_data.get("is_active", False)
        )
    
    def deliver(self, notification: Notification, context: NotificationContext) -> bool:
        """Deliver the notification to the UI."""
        try:
            # Get the UI callback for the recipient
            callback = self.ui_callbacks.get(context.user_id or "default")
            
            if callback:
                # Call the callback with the notification
                callback(notification.to_dict())
                return True
            
            # Store notification for later delivery
            # This would typically be handled by a persistent store
            self.telemetry.debug(
                f"No UI callback registered for user {context.user_id}",
                category=EventCategory.SYSTEM
            )
            return False
        
        except Exception as e:
            self.telemetry.error(
                f"Failed to deliver UI notification: {e}",
                category=EventCategory.SYSTEM,
                exc_info=True
            )
            return False
    
    def register_callback(self, user_id: str, callback: Callable[[Dict[str, Any]], None]) -> None:
        """
        Register a UI callback for a user.
        
        Args:
            user_id: User ID or "default" for global callback
            callback: Function to call with notification data
        """
        self.ui_callbacks[user_id] = callback
    
    def unregister_callback(self, user_id: str) -> None:
        """
        Unregister a UI callback.
        
        Args:
            user_id: User ID to unregister
        """
        if user_id in self.ui_callbacks:
            del self.ui_callbacks[user_id]

class ToastChannelHandler(ChannelHandler):
    """Handler for toast notifications."""
    
    def can_handle(self, notification: Notification, context: NotificationContext) -> bool:
        """Check if this handler can handle the notification."""
        # Can handle if toast channel is specified and user is active
        return (
            NotificationChannel.TOAST in notification.channels and
            context.session_data.get("is_active", False)
        )
    
    def deliver(self, notification: Notification, context: NotificationContext) -> bool:
        """Deliver the notification as a toast."""
        try:
            # This would integrate with the frontend toast system
            # For now, just log the delivery
            self.telemetry.debug(
                f"Toast notification delivered: {notification.title}",
                category=EventCategory.SYSTEM,
                context={"notification_id": notification.id}
            )
            return True
        
        except Exception as e:
            self.telemetry.error(
                f"Failed to deliver toast notification: {e}",
                category=EventCategory.SYSTEM,
                exc_info=True
            )
            return False

class ModalChannelHandler(ChannelHandler):
    """Handler for modal dialog notifications."""
    
    def can_handle(self, notification: Notification, context: NotificationContext) -> bool:
        """Check if this handler can handle the notification."""
        # Can handle if modal channel is specified and user is active
        # Critical notifications can always show modals
        return (
            NotificationChannel.MODAL in notification.channels and
            (context.session_data.get("is_active", False) or 
             notification.priority == NotificationPriority.CRITICAL)
        )
    
    def deliver(self, notification: Notification, context: NotificationContext) -> bool:
        """Deliver the notification as a modal dialog."""
        try:
            # This would integrate with the frontend modal system
            # For now, just log the delivery
            self.telemetry.debug(
                f"Modal notification delivered: {notification.title}",
                category=EventCategory.SYSTEM,
                context={"notification_id": notification.id}
            )
            return True
        
        except Exception as e:
            self.telemetry.error(
                f"Failed to deliver modal notification: {e}",
                category=EventCategory.SYSTEM,
                exc_info=True
            )
            return False

class EmailChannelHandler(ChannelHandler):
    """Handler for email notifications."""
    
    def can_handle(self, notification: Notification, context: NotificationContext) -> bool:
        """Check if this handler can handle the notification."""
        # Can handle if email channel is specified and user has email
        email_available = (
            context.user_id is not None and
            context.user_preferences.get("email") is not None
        )
        return NotificationChannel.EMAIL in notification.channels and email_available
    
    def deliver(self, notification: Notification, context: NotificationContext) -> bool:
        """Deliver the notification via email."""
        try:
            # This would integrate with an email service
            # For now, just log the delivery
            recipient_email = context.user_preferences.get("email")
            self.telemetry.debug(
                f"Email notification delivered to {recipient_email}: {notification.title}",
                category=EventCategory.SYSTEM,
                context={"notification_id": notification.id, "recipient": recipient_email}
            )
            return True
        
        except Exception as e:
            self.telemetry.error(
                f"Failed to deliver email notification: {e}",
                category=EventCategory.SYSTEM,
                exc_info=True
            )
            return False

class SMSChannelHandler(ChannelHandler):
    """Handler for SMS notifications."""
    
    def can_handle(self, notification: Notification, context: NotificationContext) -> bool:
        """Check if this handler can handle the notification."""
        # Can handle if SMS channel is specified and user has phone number
        sms_available = (
            context.user_id is not None and
            context.user_preferences.get("phone") is not None
        )
        return NotificationChannel.SMS in notification.channels and sms_available
    
    def deliver(self, notification: Notification, context: NotificationContext) -> bool:
        """Deliver the notification via SMS."""
        try:
            # This would integrate with an SMS service
            # For now, just log the delivery
            recipient_phone = context.user_preferences.get("phone")
            self.telemetry.debug(
                f"SMS notification delivered to {recipient_phone}: {notification.title}",
                category=EventCategory.SYSTEM,
                context={"notification_id": notification.id, "recipient": recipient_phone}
            )
            return True
        
        except Exception as e:
            self.telemetry.error(
                f"Failed to deliver SMS notification: {e}",
                category=EventCategory.SYSTEM,
                exc_info=True
            )
            return False

class PushChannelHandler(ChannelHandler):
    """Handler for push notifications."""
    
    def can_handle(self, notification: Notification, context: NotificationContext) -> bool:
        """Check if this handler can handle the notification."""
        # Can handle if push channel is specified and user has push token
        push_available = (
            context.user_id is not None and
            context.user_preferences.get("push_token") is not None
        )
        return NotificationChannel.PUSH in notification.channels and push_available
    
    def deliver(self, notification: Notification, context: NotificationContext) -> bool:
        """Deliver the notification via push notification."""
        try:
            # This would integrate with a push notification service
            # For now, just log the delivery
            push_token = context.user_preferences.get("push_token")
            self.telemetry.debug(
                f"Push notification delivered: {notification.title}",
                category=EventCategory.SYSTEM,
                context={"notification_id": notification.id, "token": push_token}
            )
            return True
        
        except Exception as e:
            self.telemetry.error(
                f"Failed to deliver push notification: {e}",
                category=EventCategory.SYSTEM,
                exc_info=True
            )
            return False

class WebhookChannelHandler(ChannelHandler):
    """Handler for webhook notifications."""
    
    def can_handle(self, notification: Notification, context: NotificationContext) -> bool:
        """Check if this handler can handle the notification."""
        # Can handle if webhook channel is specified and webhook URL is configured
        webhook_configured = (
            NotificationChannel.WEBHOOK in notification.channels and
            (notification.data.get("webhook_url") is not None or
             self.config.get("webhook_url") is not None)
        )
        return webhook_configured
    
    def deliver(self, notification: Notification, context: NotificationContext) -> bool:
        """Deliver the notification via webhook."""
        try:
            # This would send the notification to a webhook endpoint
            # For now, just log the delivery
            webhook_url = notification.data.get("webhook_url") or self.config.get("webhook_url")
            self.telemetry.debug(
                f"Webhook notification delivered to {webhook_url}: {notification.title}",
                category=EventCategory.SYSTEM,
                context={"notification_id": notification.id, "webhook_url": webhook_url}
            )
            return True
        
        except Exception as e:
            self.telemetry.error(
                f"Failed to deliver webhook notification: {e}",
                category=EventCategory.SYSTEM,
                exc_info=True
            )
            return False

class ConsoleChannelHandler(ChannelHandler):
    """Handler for console notifications."""
    
    def can_handle(self, notification: Notification, context: NotificationContext) -> bool:
        """Check if this handler can handle the notification."""
        # Always can handle console notifications
        return NotificationChannel.CONSOLE in notification.channels
    
    def deliver(self, notification: Notification, context: NotificationContext) -> bool:
        """Deliver the notification to the console."""
        try:
            # Just log to the console
            print(f"[{notification.category.value.upper()}] {notification.title}: {notification.content}")
            return True
        
        except Exception as e:
            self.telemetry.error(
                f"Failed to deliver console notification: {e}",
                category=EventCategory.SYSTEM,
                exc_info=True
            )
            return False

class NotificationRouter:
    """Routes notifications to appropriate channels based on context and priority."""
    
    def __init__(self, config: Dict[str, Any] = None):
        """Initialize the notification router."""
        self.config = config or {}
        self.telemetry = get_telemetry()
        self.channel_handlers: Dict[NotificationChannel, ChannelHandler] = {}
        
        # Register default handlers
        self.register_default_handlers()
    
    def register_default_handlers(self) -> None:
        """Register default channel handlers."""
        self.register_handler(NotificationChannel.UI, UIChannelHandler())
        self.register_handler(NotificationChannel.TOAST, ToastChannelHandler())
        self.register_handler(NotificationChannel.MODAL, ModalChannelHandler())
        self.register_handler(NotificationChannel.EMAIL, EmailChannelHandler())
        self.register_handler(NotificationChannel.SMS, SMSChannelHandler())
        self.register_handler(NotificationChannel.PUSH, PushChannelHandler())
        self.register_handler(NotificationChannel.WEBHOOK, WebhookChannelHandler())
        self.register_handler(NotificationChannel.CONSOLE, ConsoleChannelHandler())
    
    def register_handler(self, channel: NotificationChannel, handler: ChannelHandler) -> None:
        """
        Register a channel handler.
        
        Args:
            channel: Notification channel
            handler: Channel handler
        """
        self.channel_handlers[channel] = handler
    
    def get_handler(self, channel: NotificationChannel) -> Optional[ChannelHandler]:
        """
        Get a channel handler.
        
        Args:
            channel: Notification channel
            
        Returns:
            Channel handler or None if not registered
        """
        return self.channel_handlers.get(channel)
    
    def route(self, notification: Notification, context: NotificationContext) -> List[NotificationChannel]:
        """
        Route a notification to appropriate channels.
        
        Args:
            notification: Notification to route
            context: Notification context
            
        Returns:
            List of channels the notification was routed to
        """
        routed_to = []
        
        # Special handling for critical notifications
        if notification.priority == NotificationPriority.CRITICAL:
            return self._route_critical(notification, context)
        
        # Route based on notification channels
        for channel in notification.channels:
            handler = self.get_handler(channel)
            
            if handler and handler.can_handle(notification, context):
                success = handler.deliver(notification, context)
                
                if success:
                    routed_to.append(channel)
        
        # Update notification state
        if routed_to:
            notification.deliver()
        else:
            notification.fail()
        
        return routed_to
    
    def _route_critical(self, notification: Notification, context: NotificationContext) -> List[NotificationChannel]:
        """
        Route a critical notification.
        
        Args:
            notification: Critical notification to route
            context: Notification context
            
        Returns:
            List of channels the notification was routed to
        """
        routed_to = []
        
        # Try UI and modal first if user is active
        if context.session_data.get("is_active", False):
            # Try modal
            modal_handler = self.get_handler(NotificationChannel.MODAL)
            if modal_handler and modal_handler.can_handle(notification, context):
                if modal_handler.deliver(notification, context):
                    routed_to.append(NotificationChannel.MODAL)
            
            # Try UI notification
            ui_handler = self.get_handler(NotificationChannel.UI)
            if ui_handler and ui_handler.can_handle(notification, context):
                if ui_handler.deliver(notification, context):
                    routed_to.append(NotificationChannel.UI)
        
        # If not delivered via UI, try external channels
        if not routed_to:
            # Try push notification
            push_handler = self.get_handler(NotificationChannel.PUSH)
            if push_handler and push_handler.can_handle(notification, context):
                if push_handler.deliver(notification, context):
                    routed_to.append(NotificationChannel.PUSH)
            
            # Try SMS for highest priority
            sms_handler = self.get_handler(NotificationChannel.SMS)
            if sms_handler and sms_handler.can_handle(notification, context):
                if sms_handler.deliver(notification, context):
                    routed_to.append(NotificationChannel.SMS)
            
            # Try email as last resort
            email_handler = self.get_handler(NotificationChannel.EMAIL)
            if email_handler and email_handler.can_handle(notification, context):
                if email_handler.deliver(notification, context):
                    routed_to.append(NotificationChannel.EMAIL)
        
        # Always log to console
        console_handler = self.get_handler(NotificationChannel.CONSOLE)
        if console_handler:
            if console_handler.deliver(notification, context):
                routed_to.append(NotificationChannel.CONSOLE)
        
        # Update notification state
        if routed_to:
            notification.deliver()
        else:
            notification.fail()
        
        return routed_to

class NotificationScheduler:
    """Schedules notifications based on context and priority."""
    
    def __init__(self, config: Dict[str, Any] = None):
        """Initialize the notification scheduler."""
        self.config = config or {}
        self.telemetry = get_telemetry()
        
        # Configure scheduling parameters
        self.min_interval = self.config.get("min_interval", 5)  # Minimum interval between notifications (seconds)
        self.max_notifications_per_hour = self.config.get("max_notifications_per_hour", 10)
        self.quiet_hours_start = self.config.get("quiet_hours_start", 22)  # 10 PM
        self.quiet_hours_end = self.config.get("quiet_hours_end", 8)  # 8 AM
        self.throttle_low_priority = self.config.get("throttle_low_priority", True)
        
        # Engagement windows by hour (0-23)
        self.engagement_windows = self.config.get("engagement_windows", {
            # Default engagement windows (higher numbers mean better engagement)
            "default": [
                0, 0, 0, 0, 0, 0, 0, 1,  # 0-7 AM
                2, 3, 3, 2, 2, 2, 2, 2,  # 8-15 (8 AM - 3 PM)
                3, 3, 2, 2, 1, 1, 0, 0   # 16-23 (4 PM - 11 PM)
            ]
        })
    
    def schedule(self, notification: Notification, context: NotificationContext) -> datetime:
        """
        Schedule a notification for delivery.
        
        Args:
            notification: Notification to schedule
            context: Notification context
            
        Returns:
            Scheduled delivery time
        """
        # Critical notifications are delivered immediately
        if notification.priority == NotificationPriority.CRITICAL:
            return datetime.now()
        
        # Use user's timezone if available, otherwise UTC
        user_timezone = context.user_preferences.get("timezone", "UTC")
        now = datetime.now()  # In practice, this would be timezone-aware
        
        # Check cognitive load - delay if high
        if context.cognitive_load > 0.7 and notification.priority != NotificationPriority.HIGH:
            delay = int(30 + (context.cognitive_load - 0.7) * 100)  # 30-60 min delay based on load
            delivery_time = now + timedelta(minutes=delay)
            
            self.telemetry.debug(
                f"Delaying notification due to high cognitive load: {delay} minutes",
                category=EventCategory.SYSTEM,
                context={"notification_id": notification.id, "cognitive_load": context.cognitive_load}
            )
            
            return delivery_time
        
        # Check attention score - delay if low
        if context.attention_score < 0.3 and notification.priority != NotificationPriority.HIGH:
            delay = int(15 + (0.3 - context.attention_score) * 45)  # 15-30 min delay based on attention
            delivery_time = now + timedelta(minutes=delay)
            
            self.telemetry.debug(
                f"Delaying notification due to low attention: {delay} minutes",
                category=EventCategory.SYSTEM,
                context={"notification_id": notification.id, "attention_score": context.attention_score}
            )
            
            return delivery_time
        
        # Consider quiet hours for non-high priority notifications
        current_hour = now.hour
        in_quiet_hours = (
            current_hour >= self.quiet_hours_start or
            current_hour < self.quiet_hours_end
        )
        
        if in_quiet_hours and notification.priority not in [NotificationPriority.HIGH, NotificationPriority.CRITICAL]:
            # Schedule for the end of quiet hours
            if current_hour >= self.quiet_hours_start:
                # After quiet hours start, schedule for next day's end of quiet hours
                next_day = now.replace(hour=self.quiet_hours_end, minute=0, second=0) + timedelta(days=1)
                delivery_time = next_day
            else:
                # Before quiet hours end, schedule for today's end of quiet hours
                delivery_time = now.replace(hour=self.quiet_hours_end, minute=0, second=0)
            
            self.telemetry.debug(
                f"Scheduling notification outside quiet hours: {delivery_time}",
                category=EventCategory.SYSTEM,
                context={"notification_id": notification.id}
            )
            
            return delivery_time
        
        # For low priority notifications, find the best engagement window
        if notification.priority == NotificationPriority.LOW and self.throttle_low_priority:
            user_type = context.user_preferences.get("user_type", "default")
            engagement_pattern = self.engagement_windows.get(user_type, self.engagement_windows["default"])
            
            # Find the next good engagement window
            current_hour = now.hour
            current_engagement = engagement_pattern[current_hour]
            
            if current_engagement < 2:  # Not a good engagement window
                # Find the next hour with better engagement
                for offset in range(1, 24):
                    next_hour = (current_hour + offset) % 24
                    if engagement_pattern[next_hour] >= 2:
                        delivery_time = now.replace(hour=next_hour, minute=0, second=0)
                        if delivery_time < now:  # If it's tomorrow
                            delivery_time += timedelta(days=1)
                        
                        self.telemetry.debug(
                            f"Scheduling low priority notification for better engagement window: {delivery_time}",
                            category=EventCategory.SYSTEM,
                            context={"notification_id": notification.id}
                        )
                        
                        return delivery_time
            
            # If we're already in a good window or couldn't find one, deliver soon
            delivery_time = now + timedelta(minutes=random.randint(5, 15))
            return delivery_time
        
        # For medium priority, add a small delay to prevent overwhelming
        if notification.priority == NotificationPriority.MEDIUM:
            delivery_time = now + timedelta(seconds=random.randint(1, self.min_interval))
            return delivery_time
        
        # High priority notifications are delivered very soon
        delivery_time = now + timedelta(seconds=random.randint(0, 3))
        return delivery_time

class NotificationGrouper:
    """Groups related notifications to prevent overwhelming users."""
    
    def __init__(self, config: Dict[str, Any] = None):
        """Initialize the notification grouper."""
        self.config = config or {}
        self.telemetry = get_telemetry()
        
        # Configure grouping parameters
        self.max_group_size = self.config.get("max_group_size", 5)
        self.group_time_window = self.config.get("group_time_window", 300)  # 5 minutes
        self.grouping_enabled = self.config.get("grouping_enabled", True)
        
        # Active groups by grouping key
        self.active_groups: Dict[str, List[Notification]] = {}
        
        # Lock for thread safety
        self.lock = threading.RLock()
    
    def should_group(self, notification: Notification, active_notifications: List[Notification]) -> Tuple[bool, Optional[str]]:
        """
        Check if a notification should be grouped.
        
        Args:
            notification: Notification to check
            active_notifications: Active notifications for the recipient
            
        Returns:
            Tuple of (should_group, group_id)
        """
        if not self.grouping_enabled:
            return False, None
        
        # Critical notifications are never grouped
        if notification.priority == NotificationPriority.CRITICAL:
            return False, None
        
        # Check if notification has a grouping key
        if not notification.grouping_key:
            return False, None
        
        # Look for potential groups
        now = datetime.now()
        candidates = []
        
        for active in active_notifications:
            # Only consider groupable notifications
            if not active.grouping_key or active.grouping_key != notification.grouping_key:
                continue
            
            # Check if notification is within time window
            if active.created_at < now - timedelta(seconds=self.group_time_window):
                continue
            
            # Check if the group is not full
            group_id = active.group_id
            if group_id and len([n for n in active_notifications if n.group_id == group_id]) >= self.max_group_size:
                continue
            
            candidates.append(active)
        
        if candidates:
            # Use the most recent group
            most_recent = max(candidates, key=lambda n: n.created_at)
            return True, most_recent.group_id or most_recent.id
        
        return False, None
    
    def create_summary_notification(self, group_id: str, notifications: List[Notification]) -> Notification:
        """
        Create a summary notification for a group.
        
        Args:
            group_id: Group ID
            notifications: Notifications in the group
            
        Returns:
            Summary notification
        """
        # Use the first notification as a template
        template = notifications[0]
        
        # Create a summary title and content
        category_name = template.category.value.capitalize()
        count = len(notifications)
        
        if count <= 1:
            return template
        
        # Create a summary title
        if all(n.template_id == template.template_id for n in notifications):
            # All notifications have the same template
            title = f"{count} {category_name} Notifications"
        else:
            # Mixed notification templates
            title = f"{count} {category_name} Updates"
        
        # Create summary content
        content_items = []
        for n in notifications[:5]:  # Limit to 5 items in the summary
            content_items.append(f"• {n.title}")
        
        if count > 5:
            content_items.append(f"• {count - 5} more...")
        
        content = "\n".join(content_items)
        
        # Create the summary notification
        summary = Notification(
            id=str(uuid.uuid4()),
            template_id=template.template_id,
            title=title,
            content=content,
            category=template.category,
            priority=min(n.priority for n in notifications),  # Use highest priority
            channels=template.channels,
            state=NotificationState.PENDING,
            created_at=datetime.now(),
            recipient_id=template.recipient_id,
            recipient_role=template.recipient_role,
            context_snapshot=template.context_snapshot,
            icon=template.icon,
            color=template.color,
            grouping_key=template.grouping_key,
            group_id=group_id,
            requires_acknowledgment=any(n.requires_acknowledgment for n in notifications),
            metadata={"is_summary": True, "notification_count": count}
        )
        
        return summary

class NotificationTemplateRenderer:
    """Renders notification templates with dynamic data."""
    
    def __init__(self, config: Dict[str, Any] = None):
        """Initialize the template renderer."""
        self.config = config or {}
        self.telemetry = get_telemetry()
    
    def render(self, template: NotificationTemplate, data: Dict[str, Any], context: NotificationContext) -> Tuple[str, str]:
        """
        Render a notification template.
        
        Args:
            template: Notification template
            data: Template data
            context: Notification context
            
        Returns:
            Tuple of (title, content)
        """
        try:
            # Simple template rendering with format string
            render_context = {
                "user": {
                    "id": context.user_id,
                    "role": context.user_role,
                    **context.user_preferences
                },
                "app": context.application_state,
                "session": context.session_data,
                "device": context.device_info,
                **data
            }
            
            # Render the title and content
            title = self._render_string(template.title_template, render_context)
            content = self._render_string(template.content_template, render_context)
            
            return title, content
        
        except Exception as e:
            self.telemetry.error(
                f"Failed to render notification template: {e}",
                category=EventCategory.SYSTEM,
                exc_info=True
            )
            
            # Return fallback values
            return template.title_template, template.content_template
    
    def _render_string(self, template_str: str, context: Dict[str, Any]) -> str:
        """
        Render a string template.
        
        Args:
            template_str: Template string
            context: Rendering context
            
        Returns:
            Rendered string
        """
        # Simple recursive dictionary lookup
        def lookup(path, data):
            if "." not in path:
                return data.get(path, "")
            
            parts = path.split(".", 1)
            if parts[0] not in data:
                return ""
            
            return lookup(parts[1], data[parts[0]])
        
        # Find all placeholders {variable} in the template
        import re
        placeholders = re.findall(r"\{([^}]+)\}", template_str)
        
        # Replace each placeholder with its value
        result = template_str
        for placeholder in placeholders:
            value = lookup(placeholder, context)
            result = result.replace(f"{{{placeholder}}}", str(value))
        
        return result

class NotificationManager:
    """Main manager for the notification system."""
    
    def __init__(self, config: Dict[str, Any] = None):
        """Initialize the notification manager."""
        self.config = config or {}
        self.telemetry = get_telemetry()
        
        # Create notification storage
        self.notifications: Dict[str, Notification] = {}
        self.templates: Dict[str, NotificationTemplate] = {}
        self.user_notifications: Dict[str, List[str]] = {}  # User ID -> Notification IDs
        
        # Create components
        self.router = NotificationRouter(self.config.get("router", {}))
        self.scheduler = NotificationScheduler(self.config.get("scheduler", {}))
        self.grouper = NotificationGrouper(self.config.get("grouper", {}))
        self.renderer = NotificationTemplateRenderer(self.config.get("renderer", {}))
        
        # Create processing queues
        self.delivery_queue = queue.PriorityQueue()
        
        # Thread for processing scheduled notifications
        self.processing_thread = None
        self.should_stop = threading.Event()
        
        # Lock for thread safety
        self.lock = threading.RLock()
        
        # Start the processing thread
        self._start_processing_thread()
        
        # Register default templates
        self._register_default_templates()
    
    def _start_processing_thread(self) -> None:
        """Start the background processing thread."""
        self.processing_thread = threading.Thread(
            target=self._processing_worker,
            daemon=True
        )
        self.processing_thread.start()
    
    def _processing_worker(self) -> None:
        """Background worker to process scheduled notifications."""
        while not self.should_stop.is_set():
            try:
                # Try to get a notification from the queue
                try:
                    # Get the next notification to deliver (priority, scheduled_time, notification_id)
                    _, scheduled_time, notification_id = self.delivery_queue.get(timeout=1.0)
                except queue.Empty:
                    continue
                
                # Check if it's time to deliver
                now = datetime.now()
                if scheduled_time > now:
                    # Not time yet, put it back in the queue
                    self.delivery_queue.put((scheduled_time.timestamp(), scheduled_time, notification_id))
                    time.sleep(0.1)
                    continue
                
                # Get the notification
                with self.lock:
                    notification = self.notifications.get(notification_id)
                
                if not notification:
                    continue
                
                # Check if notification is still valid
                if notification.state != NotificationState.SCHEDULED:
                    continue
                
                # Check if notification is expired
                if notification.is_expired():
                    with self.lock:
                        notification.state = NotificationState.EXPIRED
                    continue
                
                # Set state to pending for delivery
                with self.lock:
                    notification.state = NotificationState.PENDING
                
                # Deliver the notification
                self._deliver_notification(notification)
            
            except Exception as e:
                self.telemetry.error(
                    f"Error in notification processing worker: {e}",
                    category=EventCategory.SYSTEM,
                    exc_info=True
                )
                time.sleep(1.0)
    
    def _register_default_templates(self) -> None:
        """Register default notification templates."""
        # System notification template
        self.register_template(NotificationTemplate(
            id="system_notification",
            title_template="System Notification",
            content_template="{message}",
            category=NotificationCategory.SYSTEM,
            default_priority=NotificationPriority.MEDIUM,
            default_channels=[NotificationChannel.UI, NotificationChannel.CONSOLE],
            icon="info-circle",
            color="#3498db"
        ))
        
        # Security alert template
        self.register_template(NotificationTemplate(
            id="security_alert",
            title_template="Security Alert",
            content_template="{message}",
            category=NotificationCategory.SECURITY,
            default_priority=NotificationPriority.HIGH,
            default_channels=[NotificationChannel.UI, NotificationChannel.EMAIL, NotificationChannel.CONSOLE],
            icon="shield-alt",
            color="#e74c3c",
            requires_acknowledgment=True
        ))
        
        # Detection result template
        self.register_template(NotificationTemplate(
            id="detection_result",
            title_template="Detection Result",
            content_template="Detection complete: {result}",
            category=NotificationCategory.DETECTION,
            default_priority=NotificationPriority.MEDIUM,
            default_channels=[NotificationChannel.UI, NotificationChannel.CONSOLE],
            icon="search",
            color="#2ecc71",
            grouping_key="detection_results"
        ))
        
        # Process complete template
        self.register_template(NotificationTemplate(
            id="process_complete",
            title_template="Process Complete",
            content_template="Process {process_name} completed successfully.",
            category=NotificationCategory.PROCESS,
            default_priority=NotificationPriority.MEDIUM,
            default_channels=[NotificationChannel.UI, NotificationChannel.TOAST, NotificationChannel.CONSOLE],
            icon="check-circle",
            color="#2ecc71",
            grouping_key="process_updates"
        ))
        
        # Process failed template
        self.register_template(NotificationTemplate(
            id="process_failed",
            title_template="Process Failed",
            content_template="Process {process_name} failed: {error}",
            category=NotificationCategory.PROCESS,
            default_priority=NotificationPriority.HIGH,
            default_channels=[NotificationChannel.UI, NotificationChannel.MODAL, NotificationChannel.CONSOLE],
            icon="exclamation-circle",
            color="#e74c3c",
            grouping_key="process_updates"
        ))
    
    def register_template(self, template: NotificationTemplate) -> None:
        """
        Register a notification template.
        
        Args:
            template: Notification template
        """
        with self.lock:
            self.templates[template.id] = template
    
    def unregister_template(self, template_id: str) -> None:
        """
        Unregister a notification template.
        
        Args:
            template_id: Template ID
        """
        with self.lock:
            if template_id in self.templates:
                del self.templates[template_id]
    
    def get_template(self, template_id: str) -> Optional[NotificationTemplate]:
        """
        Get a notification template.
        
        Args:
            template_id: Template ID
            
        Returns:
            Notification template or None if not found
        """
        with self.lock:
            return self.templates.get(template_id)
    
    def create_notification(
        self,
        template_id: str,
        data: Dict[str, Any],
        recipient_id: Optional[str] = None,
        context: Optional[NotificationContext] = None,
        priority: Optional[NotificationPriority] = None,
        channels: Optional[List[NotificationChannel]] = None,
        scheduled_for: Optional[datetime] = None,
        expires_at: Optional[datetime] = None
    ) -> Optional[Notification]:
        """
        Create a notification from a template.
        
        Args:
            template_id: Template ID
            data: Template data
            recipient_id: Recipient user ID
            context: Notification context
            priority: Override default priority
            channels: Override default channels
            scheduled_for: Schedule delivery time
            expires_at: Expiration time
            
        Returns:
            Created notification or None if template not found
        """
        # Get the template
        template = self.get_template(template_id)
        if not template:
            self.telemetry.error(
                f"Template not found: {template_id}",
                category=EventCategory.SYSTEM
            )
            return None
        
        # Create or use provided context
        if context is None:
            context = NotificationContext(user_id=recipient_id)
        
        # Render the template
        title, content = self.renderer.render(template, data, context)
        
        # Create the notification
        notification = Notification(
            id=str(uuid.uuid4()),
            template_id=template_id,
            title=title,
            content=content,
            category=template.category,
            priority=priority or template.default_priority,
            channels=channels or template.default_channels,
            state=NotificationState.PENDING,
            created_at=datetime.now(),
            scheduled_for=scheduled_for,
            expires_at=expires_at or (datetime.now() + template.expiration if template.expiration else None),
            recipient_id=recipient_id,
            recipient_role=context.user_role,
            context_snapshot=context.to_dict(),
            data=data,
            actions=template.actions,
            icon=template.icon,
            color=template.color,
            grouping_key=template.grouping_key,
            requires_acknowledgment=template.requires_acknowledgment
        )
        
        # Store the notification
        with self.lock:
            self.notifications[notification.id] = notification
            
            if recipient_id:
                if recipient_id not in self.user_notifications:
                    self.user_notifications[recipient_id] = []
                
                self.user_notifications[recipient_id].append(notification.id)
        
        return notification
    
    def schedule_notification(self, notification: Notification, scheduled_for: Optional[datetime] = None) -> datetime:
        """
        Schedule a notification for delivery.
        
        Args:
            notification: Notification to schedule
            scheduled_for: Explicit delivery time or None to auto-schedule
            
        Returns:
            Scheduled delivery time
        """
        with self.lock:
            # Get delivery time
            if scheduled_for:
                delivery_time = scheduled_for
            else:
                # Create context object from snapshot
                context = NotificationContext.from_dict(notification.context_snapshot)
                
                # Get scheduled time
                delivery_time = self.scheduler.schedule(notification, context)
            
            # Update notification
            notification.schedule(delivery_time)
            
            # Add to delivery queue
            self.delivery_queue.put((delivery_time.timestamp(), delivery_time, notification.id))
            
            return delivery_time
    
    def send_notification(
        self,
        template_id: str,
        data: Dict[str, Any],
        recipient_id: Optional[str] = None,
        context: Optional[NotificationContext] = None,
        priority: Optional[NotificationPriority] = None,
        channels: Optional[List[NotificationChannel]] = None,
        scheduled_for: Optional[datetime] = None,
        expires_at: Optional[datetime] = None
    ) -> Optional[str]:
        """
        Create and schedule a notification.
        
        Args:
            template_id: Template ID
            data: Template data
            recipient_id: Recipient user ID
            context: Notification context
            priority: Override default priority
            channels: Override default channels
            scheduled_for: Schedule delivery time
            expires_at: Expiration time
            
        Returns:
            Notification ID or None if creation failed
        """
        # Create the notification
        notification = self.create_notification(
            template_id=template_id,
            data=data,
            recipient_id=recipient_id,
            context=context,
            priority=priority,
            channels=channels,
            scheduled_for=scheduled_for,
            expires_at=expires_at
        )
        
        if not notification:
            return None
        
        # Check for grouping
        with self.lock:
            if recipient_id and recipient_id in self.user_notifications:
                # Get active notifications for the recipient
                active_notifications = [
                    self.notifications[nid]
                    for nid in self.user_notifications[recipient_id]
                    if nid in self.notifications and
                    self.notifications[nid].state in [NotificationState.PENDING, NotificationState.SCHEDULED, NotificationState.DELIVERED]
                ]
                
                # Check if notification should be grouped
                should_group, group_id = self.grouper.should_group(notification, active_notifications)
                
                if should_group and group_id:
                    # Set group ID
                    notification.group_id = group_id
                    
                    # Log grouping
                    self.telemetry.debug(
                        f"Grouped notification {notification.id} into group {group_id}",
                        category=EventCategory.SYSTEM
                    )
        
        # Schedule the notification
        self.schedule_notification(notification, scheduled_for)
        
        return notification.id
    
    def _deliver_notification(self, notification: Notification) -> None:
        """
        Deliver a notification.
        
        Args:
            notification: Notification to deliver
        """
        # Create context object from snapshot
        context = NotificationContext.from_dict(notification.context_snapshot)
        
        # Route the notification
        channels = self.router.route(notification, context)
        
        # Update notification state
        with self.lock:
            if channels:
                notification.state = NotificationState.DELIVERED
                notification.delivered_at = datetime.now()
            else:
                notification.state = NotificationState.FAILED
        
        # Log delivery
        self.telemetry.debug(
            f"Notification {notification.id} delivered to channels: {', '.join([ch.value for ch in channels])}",
            category=EventCategory.SYSTEM,
            context={"notification_id": notification.id}
        )
    
    def get_notification(self, notification_id: str) -> Optional[Notification]:
        """
        Get a notification by ID.
        
        Args:
            notification_id: Notification ID
            
        Returns:
            Notification or None if not found
        """
        with self.lock:
            return self.notifications.get(notification_id)
    
    def get_user_notifications(
        self,
        user_id: str,
        states: Optional[List[NotificationState]] = None,
        limit: int = 100,
        offset: int = 0
    ) -> List[Notification]:
        """
        Get notifications for a user.
        
        Args:
            user_id: User ID
            states: Filter by states
            limit: Maximum number of notifications to return
            offset: Offset for pagination
            
        Returns:
            List of notifications
        """
        with self.lock:
            if user_id not in self.user_notifications:
                return []
            
            # Get notification IDs for the user
            notification_ids = self.user_notifications[user_id]
            
            # Get notifications
            notifications = []
            for nid in notification_ids:
                if nid in self.notifications:
                    notification = self.notifications[nid]
                    
                    # Filter by states
                    if states and notification.state not in states:
                        continue
                    
                    notifications.append(notification)
            
            # Sort by created_at (newest first)
            notifications.sort(key=lambda n: n.created_at, reverse=True)
            
            # Apply pagination
            return notifications[offset:offset+limit]
    
    def mark_as_read(self, notification_id: str) -> bool:
        """
        Mark a notification as read.
        
        Args:
            notification_id: Notification ID
            
        Returns:
            Whether the operation was successful
        """
        with self.lock:
            notification = self.notifications.get(notification_id)
            if not notification:
                return False
            
            notification.mark_as_read()
            return True
    
    def acknowledge(self, notification_id: str, data: Optional[Dict[str, Any]] = None) -> bool:
        """
        Acknowledge a notification.
        
        Args:
            notification_id: Notification ID
            data: Acknowledgment data
            
        Returns:
            Whether the operation was successful
        """
        with self.lock:
            notification = self.notifications.get(notification_id)
            if not notification:
                return False
            
            notification.acknowledge(data)
            return True
    
    def cancel(self, notification_id: str) -> bool:
        """
        Cancel a notification.
        
        Args:
            notification_id: Notification ID
            
        Returns:
            Whether the operation was successful
        """
        with self.lock:
            notification = self.notifications.get(notification_id)
            if not notification:
                return False
            
            notification.cancel()
            return True
    
    def delete(self, notification_id: str) -> bool:
        """
        Delete a notification.
        
        Args:
            notification_id: Notification ID
            
        Returns:
            Whether the operation was successful
        """
        with self.lock:
            notification = self.notifications.get(notification_id)
            if not notification:
                return False
            
            # Remove from user notifications
            if notification.recipient_id and notification.recipient_id in self.user_notifications:
                if notification_id in self.user_notifications[notification.recipient_id]:
                    self.user_notifications[notification.recipient_id].remove(notification_id)
            
            # Delete the notification
            del self.notifications[notification_id]
            return True
    
    def clear_user_notifications(self, user_id: str, states: Optional[List[NotificationState]] = None) -> int:
        """
        Clear notifications for a user.
        
        Args:
            user_id: User ID
            states: Only clear notifications with these states
            
        Returns:
            Number of notifications cleared
        """
        with self.lock:
            if user_id not in self.user_notifications:
                return 0
            
            # Get notification IDs for the user
            notification_ids = self.user_notifications[user_id].copy()
            
            # Clear notifications
            cleared = 0
            for nid in notification_ids:
                if nid in self.notifications:
                    notification = self.notifications[nid]
                    
                    # Filter by states
                    if states and notification.state not in states:
                        continue
                    
                    # Delete the notification
                    del self.notifications[nid]
                    self.user_notifications[user_id].remove(nid)
                    cleared += 1
            
            return cleared
    
    def shutdown(self) -> None:
        """Shutdown the notification manager."""
        # Stop the processing thread
        self.should_stop.set()
        
        if self.processing_thread and self.processing_thread.is_alive():
            self.processing_thread.join(timeout=2.0)
        
        # Log shutdown
        self.telemetry.info(
            "Notification manager shutdown",
            category=EventCategory.SYSTEM
        )

# Singleton instance
_instance = None

def get_notification_manager(config: Dict[str, Any] = None) -> NotificationManager:
    """
    Get the global notification manager instance.
    
    Args:
        config: Configuration options
        
    Returns:
        NotificationManager instance
    """
    global _instance
    
    if _instance is None:
        _instance = NotificationManager(config)
    
    return _instance

# Register UI callback
def register_ui_callback(user_id: str, callback: Callable[[Dict[str, Any]], None]) -> None:
    """
    Register a UI callback for notifications.
    
    Args:
        user_id: User ID or "default" for global callback
        callback: Function to call with notification data
    """
    manager = get_notification_manager()
    ui_handler = manager.router.get_handler(NotificationChannel.UI)
    
    if isinstance(ui_handler, UIChannelHandler):
        ui_handler.register_callback(user_id, callback)

# Helper functions for sending notifications
def send_notification(
    template_id: str,
    data: Dict[str, Any],
    recipient_id: Optional[str] = None,
    priority: Optional[NotificationPriority] = None,
    channels: Optional[List[NotificationChannel]] = None
) -> Optional[str]:
    """
    Send a notification.
    
    Args:
        template_id: Template ID
        data: Template data
        recipient_id: Recipient user ID
        priority: Override default priority
        channels: Override default channels
        
    Returns:
        Notification ID or None if sending failed
    """
    manager = get_notification_manager()
    return manager.send_notification(
        template_id=template_id,
        data=data,
        recipient_id=recipient_id,
        priority=priority,
        channels=channels
    )

def send_system_notification(
    message: str,
    recipient_id: Optional[str] = None,
    priority: NotificationPriority = NotificationPriority.MEDIUM
) -> Optional[str]:
    """
    Send a system notification.
    
    Args:
        message: Notification message
        recipient_id: Recipient user ID
        priority: Notification priority
        
    Returns:
        Notification ID or None if sending failed
    """
    return send_notification(
        template_id="system_notification",
        data={"message": message},
        recipient_id=recipient_id,
        priority=priority
    )

def send_security_alert(
    message: str,
    recipient_id: Optional[str] = None,
    priority: NotificationPriority = NotificationPriority.HIGH
) -> Optional[str]:
    """
    Send a security alert.
    
    Args:
        message: Alert message
        recipient_id: Recipient user ID
        priority: Notification priority
        
    Returns:
        Notification ID or None if sending failed
    """
    return send_notification(
        template_id="security_alert",
        data={"message": message},
        recipient_id=recipient_id,
        priority=priority
    )

def send_detection_result(
    result: str,
    recipient_id: Optional[str] = None,
    priority: NotificationPriority = NotificationPriority.MEDIUM
) -> Optional[str]:
    """
    Send a detection result notification.
    
    Args:
        result: Detection result
        recipient_id: Recipient user ID
        priority: Notification priority
        
    Returns:
        Notification ID or None if sending failed
    """
    return send_notification(
        template_id="detection_result",
        data={"result": result},
        recipient_id=recipient_id,
        priority=priority
    )

def send_process_notification(
    process_name: str,
    success: bool,
    error: Optional[str] = None,
    recipient_id: Optional[str] = None
) -> Optional[str]:
    """
    Send a process notification.
    
    Args:
        process_name: Process name
        success: Whether the process was successful
        error: Error message if failed
        recipient_id: Recipient user ID
        
    Returns:
        Notification ID or None if sending failed
    """
    if success:
        return send_notification(
            template_id="process_complete",
            data={"process_name": process_name},
            recipient_id=recipient_id
        )
    else:
        return send_notification(
            template_id="process_failed",
            data={"process_name": process_name, "error": error or "Unknown error"},
            recipient_id=recipient_id,
            priority=NotificationPriority.HIGH
        )

class NotificationMonitor:
    """Utility class for monitoring notification metrics and performance."""
    
    def __init__(self, notification_manager: NotificationManager):
        """
        Initialize the notification monitor.
        
        Args:
            notification_manager: Notification manager to monitor
        """
        self.notification_manager = notification_manager
        self.telemetry = get_telemetry()
        
        # Schedule periodic metrics collection
        self.metrics_thread = threading.Thread(
            target=self._collect_metrics_periodically,
            daemon=True
        )
        self.metrics_thread.start()
    
    def _collect_metrics_periodically(self) -> None:
        """Periodically collect notification metrics."""
        while True:
            try:
                # Collect metrics
                metrics = self.collect_metrics()
                
                # Record metrics in telemetry
                self.telemetry.debug(
                    "Notification system metrics collected",
                    category=EventCategory.SYSTEM,
                    context={"metrics": metrics}
                )
                
                # Wait for next collection
                time.sleep(60.0)  # Collect every minute
            
            except Exception as e:
                self.telemetry.error(
                    f"Error collecting notification metrics: {e}",
                    category=EventCategory.SYSTEM,
                    exc_info=True
                )
                time.sleep(60.0)
    
    def collect_metrics(self) -> Dict[str, Any]:
        """
        Collect notification metrics.
        
        Returns:
            Dictionary of metrics
        """
        with self.notification_manager.lock:
            # Count notifications by state
            states = {state: 0 for state in NotificationState}
            for notification in self.notification_manager.notifications.values():
                states[notification.state] += 1
            
            # Count notifications by priority
            priorities = {priority: 0 for priority in NotificationPriority}
            for notification in self.notification_manager.notifications.values():
                priorities[notification.priority] += 1
            
            # Count notifications by category
            categories = {category: 0 for category in NotificationCategory}
            for notification in self.notification_manager.notifications.values():
                categories[notification.category] += 1
            
            # Calculate delivery metrics
            total_notifications = len(self.notification_manager.notifications)
            delivered_count = states[NotificationState.DELIVERED]
            failed_count = states[NotificationState.FAILED]
            
            delivery_rate = 0.0
            if total_notifications > 0:
                delivery_rate = delivered_count / total_notifications
            
            # Calculate average delivery time
            delivery_times = []
            for notification in self.notification_manager.notifications.values():
                if notification.delivered_at and notification.created_at:
                    delivery_time = (notification.delivered_at - notification.created_at).total_seconds()
                    delivery_times.append(delivery_time)
            
            avg_delivery_time = 0.0
            if delivery_times:
                avg_delivery_time = sum(delivery_times) / len(delivery_times)
            
            # Count active users
            active_users = len(self.notification_manager.user_notifications)
            
            return {
                "total_notifications": total_notifications,
                "states": {state.value: count for state, count in states.items()},
                "priorities": {priority.value: count for priority, count in priorities.items()},
                "categories": {category.value: count for category, count in categories.items()},
                "delivery_rate": delivery_rate,
                "avg_delivery_time": avg_delivery_time,
                "active_users": active_users,
                "queue_size": self.notification_manager.delivery_queue.qsize()
            }
    
    def get_notification_stats(self, user_id: Optional[str] = None) -> Dict[str, Any]:
        """
        Get notification statistics.
        
        Args:
            user_id: Optional user ID to filter by
            
        Returns:
            Dictionary of notification statistics
        """
        with self.notification_manager.lock:
            if user_id:
                # User-specific stats
                if user_id not in self.notification_manager.user_notifications:
                    return {
                        "total": 0,
                        "unread": 0,
                        "states": {state.value: 0 for state in NotificationState},
                        "categories": {category.value: 0 for category in NotificationCategory}
                    }
                
                # Get notification IDs for the user
                notification_ids = self.notification_manager.user_notifications[user_id]
                
                # Count states and categories
                states = {state: 0 for state in NotificationState}
                categories = {category: 0 for category in NotificationCategory}
                unread = 0
                
                for nid in notification_ids:
                    if nid in self.notification_manager.notifications:
                        notification = self.notification_manager.notifications[nid]
                        states[notification.state] += 1
                        categories[notification.category] += 1
                        
                        if notification.state != NotificationState.READ:
                            unread += 1
                
                return {
                    "total": len(notification_ids),
                    "unread": unread,
                    "states": {state.value: count for state, count in states.items()},
                    "categories": {category.value: count for category, count in categories.items()}
                }
            else:
                # System-wide stats
                states = {state: 0 for state in NotificationState}
                categories = {category: 0 for category in NotificationCategory}
                unread = 0
                
                for notification in self.notification_manager.notifications.values():
                    states[notification.state] += 1
                    categories[notification.category] += 1
                    
                    if notification.state != NotificationState.READ:
                        unread += 1
                
                return {
                    "total": len(self.notification_manager.notifications),
                    "unread": unread,
                    "states": {state.value: count for state, count in states.items()},
                    "categories": {category.value: count for category, count in categories.items()},
                    "active_users": len(self.notification_manager.user_notifications)
                }

def initialize_notification_monitor() -> NotificationMonitor:
    """
    Initialize the notification monitor.
    
    Returns:
        NotificationMonitor instance
    """
    manager = get_notification_manager()
    return NotificationMonitor(manager)