#!/usr/bin/env python3 """ 16.4.4 Token-Level Attacks Source: Chapter_16_Jailbreaks_and_Bypass_Techniques Category: jailbreak """ import argparse import sys def generate_adversarial_suffix(model, harmful_request): """ Generate suffix that causes model to comply Based on GCG (Greedy Coordinate Gradient) attack """ # Start with random tokens suffix = generate_random_tokens(20) # Optimize suffix to maximize probability of compliance for iteration in range(500): gradients = compute_gradients(model, harmful_request + suffix) suffix = update_tokens(suffix, gradients) response = model.generate(harmful_request + suffix) if is_compliant(response): return suffix return suffix 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()