#!/usr/bin/env python3 """ Secure model deployment Source: Chapter_15_Data_Leakage_and_Extraction Category: data_extraction """ import argparse import sys # Deployment checklist DEPLOYMENT_CHECKLIST = { 'data_sanitization': [ 'Training data scanned for PII', 'Secrets removed from all datasets', 'Data provenance documented' ], 'access_controls': [ 'API authentication enabled', 'Rate limiting configured', 'User roles and permissions set' ], 'monitoring': [ 'Logging enabled for all queries', 'Anomaly detection active', 'Alerts configured for suspicious patterns' ], 'output_filtering': [ 'PII detection enabled', 'Secret scanning active', 'Output validation implemented' ], 'incident_response': [ 'IR plan documented', 'Emergency contacts configured', 'Evidence collection automated' ] } def verify_deployment_security(deployment): """Verify all security controls before production""" for category, checks in DEPLOYMENT_CHECKLIST.items(): print(f"\nVerifying {category}:") for check in checks: status = verify_check(deployment, check) print(f" {'✓' if status else '✗'} {check}") def main(): """Command-line interface.""" parser = argparse.ArgumentParser(description=__doc__) parser.add_argument("--verbose", "-v", action="store_true", help="Verbose output") args = parser.parse_args() # TODO: Add main execution logic pass if __name__ == "__main__": main()