gpu_monitoring_system / alert_system.py
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#!/usr/bin/env python3
"""
Alert and Notification System
Provides comprehensive alerting for GPU monitoring with multiple notification
channels, threshold management, and alert history tracking.
"""
import time
import json
import logging
import smtplib
import subprocess
import threading
from typing import Dict, List, Optional, Callable, Any
from dataclasses import dataclass, asdict
from datetime import datetime, timedelta
from email.mime.text import MIMEText
from email.mime.multipart import MIMEMultipart
from pathlib import Path
from gpu_monitoring import GPUStatus, GPUDataManager
logger = logging.getLogger(__name__)
@dataclass
class AlertThreshold:
"""Alert threshold configuration."""
metric: str
threshold: float
operator: str # '>', '<', '>=', '<=', '=='
duration: int # seconds to maintain threshold before alerting
enabled: bool = True
cooldown: int = 300 # seconds between same alerts
@dataclass
class Alert:
"""Alert instance."""
id: str
timestamp: float
gpu_name: str
metric: str
value: float
threshold: float
message: str
severity: str # 'info', 'warning', 'critical', 'emergency'
acknowledged: bool = False
resolved: bool = False
resolved_at: Optional[float] = None
class NotificationChannel:
"""Base class for notification channels."""
def __init__(self, name: str, enabled: bool = True):
self.name = name
self.enabled = enabled
def send(self, alert: Alert) -> bool:
"""Send notification for alert."""
raise NotImplementedError
class LogNotification(NotificationChannel):
"""Log-based notification channel."""
def send(self, alert: Alert) -> bool:
"""Send alert to log."""
severity_colors = {
'info': '\033[94m', # Blue
'warning': '\033[93m', # Yellow
'critical': '\033[91m', # Red
'emergency': '\033[41m' # Red background
}
reset_color = '\033[0m'
color = severity_colors.get(alert.severity, '')
message = (
f"{color}[{alert.severity.upper()}] GPU Alert: {alert.gpu_name} - "
f"{alert.metric}: {alert.value} (threshold: {alert.threshold}){reset_color}"
)
if alert.severity in ['critical', 'emergency']:
logger.critical(message)
elif alert.severity == 'warning':
logger.warning(message)
else:
logger.info(message)
return True
class DesktopNotification(NotificationChannel):
"""Desktop notification channel using notify-send."""
def send(self, alert: Alert) -> bool:
"""Send desktop notification."""
try:
urgency = 'normal'
if alert.severity == 'critical':
urgency = 'critical'
elif alert.severity == 'warning':
urgency = 'normal'
else:
urgency = 'low'
# Create notification command
cmd = [
'notify-send',
'--app-name=GPU Monitor',
f'--urgency={urgency}',
f'--icon=video-display',
f'GPU Alert - {alert.gpu_name}',
f'{alert.message}'
]
subprocess.run(cmd, check=True)
return True
except subprocess.CalledProcessError as e:
logger.error(f"Failed to send desktop notification: {e}")
return False
except FileNotFoundError:
logger.warning("notify-send not found, desktop notifications disabled")
return False
class EmailNotification(NotificationChannel):
"""Email notification channel."""
def __init__(self, name: str, smtp_config: Dict[str, Any], recipients: List[str]):
super().__init__(name)
self.smtp_config = smtp_config
self.recipients = recipients
def send(self, alert: Alert) -> bool:
"""Send email notification."""
try:
# Create message
msg = MIMEMultipart()
msg['From'] = self.smtp_config['sender']
msg['To'] = ', '.join(self.recipients)
msg['Subject'] = f'GPU Alert: {alert.gpu_name} - {alert.severity.upper()}'
# Create email body
body = f"""
GPU Monitoring Alert
GPU: {alert.gpu_name}
Metric: {alert.metric}
Current Value: {alert.value}
Threshold: {alert.threshold}
Severity: {alert.severity.upper()}
Time: {datetime.fromtimestamp(alert.timestamp).strftime('%Y-%m-%d %H:%M:%S')}
Message: {alert.message}
This is an automated message from the GPU Monitoring System.
"""
msg.attach(MIMEText(body, 'plain'))
# Send email
with smtplib.SMTP(self.smtp_config['server'], self.smtp_config['port']) as server:
if self.smtp_config.get('use_tls', True):
server.starttls()
if 'username' in self.smtp_config and 'password' in self.smtp_config:
server.login(self.smtp_config['username'], self.smtp_config['password'])
server.send_message(msg)
return True
except Exception as e:
logger.error(f"Failed to send email notification: {e}")
return False
class WebhookNotification(NotificationChannel):
"""Webhook notification channel."""
def __init__(self, name: str, webhook_url: str, headers: Optional[Dict[str, str]] = None):
super().__init__(name)
self.webhook_url = webhook_url
self.headers = headers or {}
def send(self, alert: Alert) -> bool:
"""Send webhook notification."""
try:
import requests
payload = {
'alert_id': alert.id,
'timestamp': alert.timestamp,
'gpu_name': alert.gpu_name,
'metric': alert.metric,
'value': alert.value,
'threshold': alert.threshold,
'message': alert.message,
'severity': alert.severity,
'acknowledged': alert.acknowledged
}
response = requests.post(
self.webhook_url,
json=payload,
headers=self.headers,
timeout=10
)
return response.status_code == 200
except Exception as e:
logger.error(f"Failed to send webhook notification: {e}")
return False
class AlertManager:
"""Main alert management system."""
def __init__(self, config_file: str = "config/alerts.json", db_path: str = "data/gpu_monitoring.db"):
self.config_file = config_file
self.db_manager = GPUDataManager(db_path)
# Alert state tracking
self.active_alerts = {} # alert_id -> Alert
self.threshold_states = {} # (gpu, metric) -> {'value': float, 'start_time': float}
self.last_alert_times = {} # (gpu, metric) -> timestamp
# Notification channels
self.channels = []
# Configuration
self.thresholds = []
self.alert_settings = {}
# Threading
self.running = False
self.thread = None
# Load configuration
self.load_config()
self.setup_channels()
def load_config(self):
"""Load alert configuration from file."""
try:
if Path(self.config_file).exists():
with open(self.config_file, 'r') as f:
config = json.load(f)
# Load thresholds
self.thresholds = []
for threshold_data in config.get('thresholds', []):
threshold = AlertThreshold(**threshold_data)
self.thresholds.append(threshold)
# Load settings
self.alert_settings = config.get('settings', {
'check_interval': 5.0,
'cleanup_interval': 3600.0,
'max_alert_age': 86400.0 # 24 hours
})
logger.info(f"Loaded {len(self.thresholds)} alert thresholds")
else:
self.create_default_config()
except Exception as e:
logger.error(f"Error loading alert config: {e}")
self.create_default_config()
def create_default_config(self):
"""Create default alert configuration."""
default_config = {
'thresholds': [
{
'metric': 'temperature',
'threshold': 75.0,
'operator': '>=',
'duration': 10,
'enabled': True,
'cooldown': 300
},
{
'metric': 'temperature',
'threshold': 85.0,
'operator': '>=',
'duration': 5,
'enabled': True,
'cooldown': 600
},
{
'metric': 'load',
'threshold': 90.0,
'operator': '>=',
'duration': 30,
'enabled': True,
'cooldown': 600
},
{
'metric': 'power_draw',
'threshold': 200.0,
'operator': '>=',
'duration': 10,
'enabled': True,
'cooldown': 300
},
{
'metric': 'fan_speed',
'threshold': 95.0,
'operator': '>=',
'duration': 60,
'enabled': True,
'cooldown': 1800
}
],
'settings': {
'check_interval': 5.0,
'cleanup_interval': 3600.0,
'max_alert_age': 86400.0
},
'notifications': {
'log': {'enabled': True},
'desktop': {'enabled': True},
'email': {
'enabled': False,
'smtp': {
'server': 'smtp.gmail.com',
'port': 587,
'use_tls': True,
'sender': 'your-email@gmail.com',
'username': 'your-username',
'password': 'your-app-password'
},
'recipients': ['admin@example.com']
},
'webhook': {
'enabled': False,
'url': 'https://your-webhook-url.com/alerts',
'headers': {'Authorization': 'Bearer your-token'}
}
}
}
# Save default config
Path(self.config_file).parent.mkdir(parents=True, exist_ok=True)
with open(self.config_file, 'w') as f:
json.dump(default_config, f, indent=2)
logger.info("Created default alert configuration")
def setup_channels(self):
"""Setup notification channels."""
try:
if Path(self.config_file).exists():
with open(self.config_file, 'r') as f:
config = json.load(f)
notifications = config.get('notifications', {})
# Log channel
if notifications.get('log', {}).get('enabled', True):
self.channels.append(LogNotification('log'))
# Desktop channel
if notifications.get('desktop', {}).get('enabled', True):
self.channels.append(DesktopNotification('desktop'))
# Email channel
email_config = notifications.get('email', {})
if email_config.get('enabled', False):
smtp_config = email_config.get('smtp', {})
recipients = email_config.get('recipients', [])
if smtp_config and recipients:
self.channels.append(EmailNotification(
'email', smtp_config, recipients
))
# Webhook channel
webhook_config = notifications.get('webhook', {})
if webhook_config.get('enabled', False):
url = webhook_config.get('url')
headers = webhook_config.get('headers', {})
if url:
self.channels.append(WebhookNotification('webhook', url, headers))
logger.info(f"Setup {len(self.channels)} notification channels")
except Exception as e:
logger.error(f"Error setting up notification channels: {e}")
def add_threshold(self, threshold: AlertThreshold):
"""Add a new alert threshold."""
self.thresholds.append(threshold)
self.save_config()
def remove_threshold(self, metric: str, threshold_value: float):
"""Remove an alert threshold."""
self.thresholds = [
t for t in self.thresholds
if not (t.metric == metric and t.threshold == threshold_value)
]
self.save_config()
def save_config(self):
"""Save current configuration to file."""
try:
config = {
'thresholds': [asdict(t) for t in self.thresholds],
'settings': self.alert_settings,
'notifications': {
'log': {'enabled': any(isinstance(c, LogNotification) for c in self.channels)},
'desktop': {'enabled': any(isinstance(c, DesktopNotification) for c in self.channels)},
}
}
# Add email and webhook configs if channels exist
email_channel = next((c for c in self.channels if isinstance(c, EmailNotification)), None)
if email_channel:
config['notifications']['email'] = {
'enabled': True,
'smtp': email_channel.smtp_config,
'recipients': email_channel.recipients
}
webhook_channel = next((c for c in self.channels if isinstance(c, WebhookNotification)), None)
if webhook_channel:
config['notifications']['webhook'] = {
'enabled': True,
'url': webhook_channel.webhook_url,
'headers': webhook_channel.headers
}
with open(self.config_file, 'w') as f:
json.dump(config, f, indent=2)
except Exception as e:
logger.error(f"Error saving alert config: {e}")
def check_thresholds(self, gpu_name: str, status: GPUStatus):
"""Check all thresholds against current status."""
current_time = time.time()
# Check each threshold
for threshold in self.thresholds:
if not threshold.enabled:
continue
# Get metric value
metric_value = self.get_metric_value(status, threshold.metric)
if metric_value is None:
continue
# Check if threshold is exceeded
if self.check_operator(metric_value, threshold.operator, threshold.threshold):
# Start or continue threshold state
state_key = (gpu_name, threshold.metric, threshold.threshold)
if state_key not in self.threshold_states:
self.threshold_states[state_key] = {
'value': metric_value,
'start_time': current_time
}
else:
self.threshold_states[state_key]['value'] = metric_value
# Check if duration threshold is met
state = self.threshold_states[state_key]
duration = current_time - state['start_time']
if duration >= threshold.duration:
# Check cooldown
last_alert_key = state_key
if last_alert_key in self.last_alert_times:
time_since_last = current_time - self.last_alert_times[last_alert_key]
if time_since_last < threshold.cooldown:
continue
# Create alert
alert = self.create_alert(gpu_name, threshold, metric_value)
self.trigger_alert(alert)
# Update cooldown
self.last_alert_times[last_alert_key] = current_time
else:
# Reset threshold state if condition is no longer met
state_key = (gpu_name, threshold.metric, threshold.threshold)
if state_key in self.threshold_states:
del self.threshold_states[state_key]
def get_metric_value(self, status: GPUStatus, metric: str) -> Optional[float]:
"""Get metric value from GPU status."""
if metric == 'temperature':
return status.temperature
elif metric == 'load':
return status.load
elif metric == 'power_draw':
return status.power_draw
elif metric == 'fan_speed':
return (status.fan_pwm / 255) * 100 # Convert PWM to percentage
elif metric == 'memory_usage':
if status.memory_total > 0:
return (status.memory_used / status.memory_total) * 100
return 0
elif metric == 'efficiency':
return status.efficiency
else:
return None
def check_operator(self, value: float, operator: str, threshold: float) -> bool:
"""Check if value meets threshold condition."""
if operator == '>':
return value > threshold
elif operator == '<':
return value < threshold
elif operator == '>=':
return value >= threshold
elif operator == '<=':
return value <= threshold
elif operator == '==':
return value == threshold
else:
return False
def create_alert(self, gpu_name: str, threshold: AlertThreshold, value: float) -> Alert:
"""Create an alert instance."""
alert_id = f"{gpu_name}_{threshold.metric}_{threshold.threshold}_{int(time.time())}"
# Determine severity
severity = 'info'
if threshold.metric == 'temperature':
if threshold.threshold >= 85:
severity = 'emergency'
elif threshold.threshold >= 75:
severity = 'critical'
else:
severity = 'warning'
elif threshold.metric == 'load':
severity = 'warning'
elif threshold.metric == 'power_draw':
severity = 'critical'
elif threshold.metric == 'fan_speed':
severity = 'warning'
message = f"{threshold.metric} ({value}) exceeded threshold ({threshold.threshold}) for {threshold.duration}s"
alert = Alert(
id=alert_id,
timestamp=time.time(),
gpu_name=gpu_name,
metric=threshold.metric,
value=value,
threshold=threshold.threshold,
message=message,
severity=severity
)
return alert
def trigger_alert(self, alert: Alert):
"""Trigger an alert and send notifications."""
# Store alert in database
self.db_manager.save_alert(alert)
# Add to active alerts
self.active_alerts[alert.id] = alert
# Send notifications
for channel in self.channels:
if channel.enabled:
try:
success = channel.send(alert)
if not success:
logger.warning(f"Failed to send alert via {channel.name}")
except Exception as e:
logger.error(f"Error sending alert via {channel.name}: {e}")
logger.info(f"Alert triggered: {alert.message}")
def resolve_alert(self, alert_id: str):
"""Resolve an active alert."""
if alert_id in self.active_alerts:
alert = self.active_alerts[alert_id]
alert.resolved = True
alert.resolved_at = time.time()
# Remove from active alerts
del self.active_alerts[alert_id]
logger.info(f"Alert resolved: {alert.message}")
def get_active_alerts(self) -> List[Alert]:
"""Get list of active alerts."""
return list(self.active_alerts.values())
def get_alert_history(self, hours: int = 24) -> List[Alert]:
"""Get alert history from database."""
try:
cutoff_time = time.time() - (hours * 3600)
with sqlite3.connect(self.db_manager.db_path) as conn:
cursor = conn.cursor()
cursor.execute('''
SELECT id, timestamp, gpu_name, metric, value, threshold, message, severity,
acknowledged, resolved, resolved_at
FROM alerts
WHERE timestamp >= ?
ORDER BY timestamp DESC
''', (cutoff_time,))
rows = cursor.fetchall()
if not rows:
return []
alerts = []
for row in rows:
alert = Alert(
id=row[0],
timestamp=row[1],
gpu_name=row[2],
metric=row[3],
value=row[4],
threshold=row[5],
message=row[6],
severity=row[7],
acknowledged=bool(row[8]),
resolved=bool(row[9]),
resolved_at=row[10]
)
alerts.append(alert)
return alerts
except Exception as e:
logger.error(f"Error getting alert history: {e}")
return []
def cleanup_old_alerts(self):
"""Clean up old alerts and threshold states."""
current_time = time.time()
max_age = self.alert_settings.get('max_alert_age', 86400.0)
# Clean up old active alerts
old_alerts = []
for alert_id, alert in self.active_alerts.items():
if current_time - alert.timestamp > max_age:
old_alerts.append(alert_id)
for alert_id in old_alerts:
del self.active_alerts[alert_id]
# Clean up old threshold states
old_states = []
for state_key, state in self.threshold_states.items():
if current_time - state['start_time'] > max_age:
old_states.append(state_key)
for state_key in old_states:
del self.threshold_states[state_key]
# Clean up old last alert times
old_cooldowns = []
for key, timestamp in self.last_alert_times.items():
if current_time - timestamp > max_age:
old_cooldowns.append(key)
for key in old_cooldowns:
del self.last_alert_times[key]
def start(self):
"""Start the alert manager."""
if self.running:
return
self.running = True
self.thread = threading.Thread(target=self.run, daemon=True)
self.thread.start()
logger.info("Alert manager started")
def stop(self):
"""Stop the alert manager."""
self.running = False
if self.thread:
self.thread.join()
logger.info("Alert manager stopped")
def run(self):
"""Main alert manager loop."""
check_interval = self.alert_settings.get('check_interval', 5.0)
cleanup_interval = self.alert_settings.get('cleanup_interval', 3600.0)
last_cleanup = time.time()
while self.running:
try:
# Get current GPU status
gpu_manager = GPUManager()
if gpu_manager.initialize():
status_dict = gpu_manager.get_status()
# Check thresholds for each GPU
for gpu_name, status in status_dict.items():
if status:
self.check_thresholds(gpu_name, status)
# Cleanup old data periodically
current_time = time.time()
if current_time - last_cleanup >= cleanup_interval:
self.cleanup_old_alerts()
last_cleanup = current_time
time.sleep(check_interval)
except Exception as e:
logger.error(f"Error in alert manager loop: {e}")
time.sleep(5) # Wait before retrying
class AlertAPI:
"""API interface for alert management."""
def __init__(self, alert_manager: AlertManager):
self.alert_manager = alert_manager
def get_active_alerts(self) -> List[Dict[str, Any]]:
"""Get active alerts."""
alerts = self.alert_manager.get_active_alerts()
return [asdict(alert) for alert in alerts]
def get_alert_history(self, hours: int = 24) -> List[Dict[str, Any]]:
"""Get alert history."""
alerts = self.alert_manager.get_alert_history(hours)
return [asdict(alert) for alert in alerts]
def acknowledge_alert(self, alert_id: str) -> bool:
"""Acknowledge an alert."""
if alert_id in self.alert_manager.active_alerts:
self.alert_manager.active_alerts[alert_id].acknowledged = True
return True
return False
def resolve_alert(self, alert_id: str) -> bool:
"""Resolve an alert."""
self.alert_manager.resolve_alert(alert_id)
return True
def add_threshold(self, threshold_data: Dict[str, Any]) -> bool:
"""Add a new threshold."""
try:
threshold = AlertThreshold(**threshold_data)
self.alert_manager.add_threshold(threshold)
return True
except Exception as e:
logger.error(f"Error adding threshold: {e}")
return False
def remove_threshold(self, metric: str, threshold_value: float) -> bool:
"""Remove a threshold."""
try:
self.alert_manager.remove_threshold(metric, threshold_value)
return True
except Exception as e:
logger.error(f"Error removing threshold: {e}")
return False
if __name__ == "__main__":
# Test alert system
logging.basicConfig(level=logging.INFO)
alert_manager = AlertManager()
alert_manager.start()
try:
while True:
time.sleep(1)
except KeyboardInterrupt:
alert_manager.stop()