cve-kgrag-db / code /src /training /system_check.py
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#!/usr/bin/env python3
"""
System Resource Check for Ollama
Checks system resources that might affect Ollama performance
"""
import psutil
import platform
import logging
from typing import Dict, Any
# Configure logging
logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
logger = logging.getLogger(__name__)
def check_system_resources() -> Dict[str, Any]:
"""Check system resources"""
logger.info("🔍 Checking system resources...")
# CPU info
cpu_count = psutil.cpu_count()
cpu_percent = psutil.cpu_percent(interval=1)
# Memory info
memory = psutil.virtual_memory()
memory_total_gb = memory.total / (1024**3)
memory_available_gb = memory.available / (1024**3)
memory_percent = memory.percent
# Disk info
disk = psutil.disk_usage('/')
disk_total_gb = disk.total / (1024**3)
disk_free_gb = disk.free / (1024**3)
disk_percent = (disk.used / disk.total) * 100
# System info
system_info = {
'platform': platform.system(),
'platform_version': platform.version(),
'architecture': platform.architecture()[0],
'cpu_count': cpu_count,
'cpu_percent': cpu_percent,
'memory_total_gb': round(memory_total_gb, 2),
'memory_available_gb': round(memory_available_gb, 2),
'memory_percent': memory_percent,
'disk_total_gb': round(disk_total_gb, 2),
'disk_free_gb': round(disk_free_gb, 2),
'disk_percent': round(disk_percent, 2)
}
logger.info("📊 System Resources:")
logger.info(f" Platform: {system_info['platform']} {system_info['platform_version']}")
logger.info(f" Architecture: {system_info['architecture']}")
logger.info(f" CPU: {system_info['cpu_count']} cores, {system_info['cpu_percent']}% usage")
logger.info(f" Memory: {system_info['memory_total_gb']} GB total, {system_info['memory_available_gb']} GB available ({system_info['memory_percent']}% used)")
logger.info(f" Disk: {system_info['disk_total_gb']} GB total, {system_info['disk_free_gb']} GB free ({system_info['disk_percent']}% used)")
# Check for potential issues
issues = []
if memory_available_gb < 8:
issues.append(f"⚠️ Low available memory: {memory_available_gb:.1f} GB (recommended: 8+ GB for 8B model)")
if disk_free_gb < 10:
issues.append(f"⚠️ Low disk space: {disk_free_gb:.1f} GB free")
if cpu_percent > 90:
issues.append(f"⚠️ High CPU usage: {cpu_percent}%")
if issues:
logger.warning("🚨 Potential resource issues detected:")
for issue in issues:
logger.warning(f" {issue}")
else:
logger.info("✅ System resources look adequate for Ollama")
return system_info
def check_ollama_processes() -> Dict[str, Any]:
"""Check for Ollama-related processes"""
logger.info("🔍 Checking for Ollama processes...")
ollama_processes = []
for proc in psutil.process_iter(['pid', 'name', 'memory_info', 'cpu_percent']):
try:
if 'ollama' in proc.info['name'].lower():
ollama_processes.append({
'pid': proc.info['pid'],
'name': proc.info['name'],
'memory_mb': proc.info['memory_info'].rss / (1024**2),
'cpu_percent': proc.info['cpu_percent']
})
except (psutil.NoSuchProcess, psutil.AccessDenied):
continue
if ollama_processes:
logger.info(f"✅ Found {len(ollama_processes)} Ollama processes:")
total_memory = 0
for proc in ollama_processes:
logger.info(f" PID {proc['pid']}: {proc['name']} - {proc['memory_mb']:.1f} MB RAM, {proc['cpu_percent']}% CPU")
total_memory += proc['memory_mb']
logger.info(f" Total Ollama memory usage: {total_memory:.1f} MB")
else:
logger.warning("⚠️ No Ollama processes found")
return {'ollama_processes': ollama_processes}
def main():
"""Main function"""
logger.info("🚀 Starting system resource check...")
# Check system resources
system_info = check_system_resources()
# Check Ollama processes
process_info = check_ollama_processes()
# Summary
logger.info("\n📋 Summary:")
logger.info(f" System: {system_info['platform']} with {system_info['cpu_count']} cores")
logger.info(f" Memory: {system_info['memory_available_gb']:.1f} GB available")
logger.info(f" Ollama processes: {len(process_info['ollama_processes'])}")
# Recommendations
logger.info("\n💡 Recommendations:")
if system_info['memory_available_gb'] < 8:
logger.info(" - Close other applications to free up memory")
logger.info(" - Consider using a smaller model (e.g., 3B instead of 8B)")
if len(process_info['ollama_processes']) == 0:
logger.info(" - Start Ollama: ollama serve")
logger.info(" - For 8B models, ensure at least 8GB RAM is available")
logger.info(" - Consider using GPU acceleration if available")
if __name__ == "__main__":
main()