| |
| """ |
| LLMVulnBench Prompt Generator |
| |
| This script generates prompts from task definitions and prompt templates. |
| For each task, it iterates over supported languages and prompt types, |
| validates required variables, and generates final prompts. |
| |
| Usage: |
| python generate_prompts.py |
| |
| Output: |
| - Individual prompt files in ../generated/ |
| - CSV index in ../generated/prompts_index.csv |
| - This repository has already generated prompts for all tasks, so you can skip the generation step. |
| """ |
|
|
| import json |
| import os |
| import csv |
| from pathlib import Path |
| from typing import Dict, List, Any |
|
|
|
|
| class PromptGenerator: |
| def __init__(self, tasks_dir: str, templates_file: str, output_dir: str, generate_files: bool = True): |
| self.tasks_dir = Path(tasks_dir) |
| self.templates_file = Path(templates_file) |
| self.output_dir = Path(output_dir) |
| self.generate_files = generate_files |
| |
| |
| self.output_dir.mkdir(parents=True, exist_ok=True) |
| |
| |
| self.tasks = [] |
| self.templates = {} |
| self.generated_prompts = [] |
| |
| def load_tasks(self): |
| """Load all task JSON files from tasks directory. |
| |
| Each JSON file represents a domain and contains an array of tasks. |
| """ |
| print(f"Loading tasks from {self.tasks_dir}...") |
| |
| domain_files = sorted(self.tasks_dir.glob("*.json")) |
| |
| for domain_file in domain_files: |
| with open(domain_file, 'r') as f: |
| domain_data = json.load(f) |
| domain_name = domain_data['domain'] |
| tasks_in_domain = domain_data['tasks'] |
| |
| print(f" ✓ Loaded domain: {domain_name} ({len(tasks_in_domain)} tasks)") |
| |
| |
| for task in tasks_in_domain: |
| task['domain'] = domain_name |
| self.tasks.append(task) |
| |
| print(f"\nTotal tasks loaded: {len(self.tasks)}\n") |
| |
| def load_templates(self): |
| """Load prompt templates.""" |
| print(f"Loading templates from {self.templates_file}...") |
| |
| with open(self.templates_file, 'r') as f: |
| self.templates = json.load(f) |
| |
| for template_name in self.templates: |
| print(f"Loaded template: {template_name}") |
| |
| print(f"\nTotal templates loaded: {len(self.templates)}\n") |
| |
| def validate_variables(self, task_id: str, language: str, |
| template_name: str, variables: Dict[str, str]) -> bool: |
| """Check if all required variables are present.""" |
| template = self.templates[template_name] |
| required_vars = template['required_vars'] |
| |
| missing_vars = [var for var in required_vars if var not in variables] |
| |
| if missing_vars: |
| print(f"WARNING: {task_id}/{language}/{template_name} missing vars: {missing_vars}") |
| return False |
| |
| return True |
| |
| def render_prompt(self, template_name: str, variables: Dict[str, str]) -> str: |
| """Render a prompt template with variables.""" |
| template = self.templates[template_name] |
| template_string = template['template'] |
| |
| |
| rendered = template_string.format(**variables) |
| |
| return rendered |
| |
| def generate_all_prompts(self): |
| """Main generation loop: iterate over tasks, languages, and prompt types.""" |
| print("=" * 80) |
| print("GENERATING PROMPTS") |
| print("=" * 80 + "\n") |
| |
| total_generated = 0 |
| total_skipped = 0 |
| |
| for task in self.tasks: |
| task_id = task['task_id'] |
| domain = task['domain'] |
| description = task['description'] |
| complexity = task['complexity_level'] |
| risk_tags = task['risk_tags'] |
| |
| print(f"Processing {task_id} ({domain})...") |
| |
| for language in task['supported_languages']: |
| |
| lang_vars = task['variables'][language] |
| |
| for template_name in self.templates.keys(): |
| |
| variables = { |
| 'language': language, |
| 'description': description, |
| **lang_vars |
| } |
| |
| |
| if not self.validate_variables(task_id, language, template_name, variables): |
| total_skipped += 1 |
| continue |
| |
| |
| prompt_text = self.render_prompt(template_name, variables) |
| |
| |
| |
| domain_folder = domain.replace('/', '_') |
| task_folder = self.output_dir / domain_folder / task_id |
| filename = f"{language}_{template_name}.txt" |
| relative_path = f"{domain_folder}/{task_id}/{filename}" |
| |
| |
| if self.generate_files: |
| task_folder.mkdir(parents=True, exist_ok=True) |
| filepath = task_folder / filename |
| with open(filepath, 'w') as f: |
| f.write(prompt_text) |
| |
| |
| self.generated_prompts.append({ |
| 'task_id': task_id, |
| 'domain': domain, |
| 'language': language, |
| 'prompt_type': template_name, |
| 'complexity_level': complexity, |
| 'risk_tags': ', '.join(risk_tags), |
| 'prompt_text': prompt_text, |
| 'file_path': relative_path |
| }) |
| |
| total_generated += 1 |
| print(f" ✓ {language}/{template_name}") |
| |
| print() |
| |
| print("=" * 80) |
| print(f"GENERATION COMPLETE") |
| print(f" Total prompts generated: {total_generated}") |
| print(f" Total prompts skipped: {total_skipped}") |
| if self.generate_files: |
| print(f" Files saved to organized folders") |
| else: |
| print(f" File generation skipped (CSV only)") |
| print("=" * 80 + "\n") |
| |
| def save_csv_index(self): |
| """Save all generated prompts to a CSV index.""" |
| csv_path = self.output_dir / "prompts_index.csv" |
| |
| print(f"Saving CSV index to {csv_path}...") |
| |
| with open(csv_path, 'w', newline='', encoding='utf-8') as f: |
| if self.generated_prompts: |
| fieldnames = self.generated_prompts[0].keys() |
| writer = csv.DictWriter(f, fieldnames=fieldnames) |
| |
| writer.writeheader() |
| writer.writerows(self.generated_prompts) |
| |
| print(f" ✓ CSV index saved with {len(self.generated_prompts)} entries\n") |
| |
| def print_summary(self): |
| """Print generation summary statistics.""" |
| if not self.generated_prompts: |
| print("No prompts generated.") |
| return |
| |
| |
| domains = {} |
| languages = {} |
| prompt_types = {} |
| |
| for prompt in self.generated_prompts: |
| domain = prompt['domain'] |
| lang = prompt['language'] |
| ptype = prompt['prompt_type'] |
| |
| domains[domain] = domains.get(domain, 0) + 1 |
| languages[lang] = languages.get(lang, 0) + 1 |
| prompt_types[ptype] = prompt_types.get(ptype, 0) + 1 |
| |
| print("=" * 80) |
| print("SUMMARY STATISTICS") |
| print("=" * 80) |
| print(f"\nTotal Prompts: {len(self.generated_prompts)}\n") |
| |
| print("By Domain:") |
| for domain, count in sorted(domains.items()): |
| print(f" {domain}: {count}") |
| |
| print("\nBy Language:") |
| for lang, count in sorted(languages.items()): |
| print(f" {lang}: {count}") |
| |
| print("\nBy Prompt Type:") |
| for ptype, count in sorted(prompt_types.items()): |
| print(f" {ptype}: {count}") |
| |
| print("\n" + "=" * 80 + "\n") |
| |
| def run(self): |
| """Run the full generation pipeline.""" |
| self.load_tasks() |
| self.load_templates() |
| self.generate_all_prompts() |
| self.save_csv_index() |
| self.print_summary() |
|
|
|
|
| def main(): |
| import sys |
| |
| |
| script_dir = Path(__file__).parent |
| project_root = script_dir.parent |
| |
| tasks_dir = project_root / "tasks" |
| templates_file = project_root / "prompts" / "templates.json" |
| output_dir = project_root / "generated" |
| |
| |
| generate_files = True |
| if len(sys.argv) > 1 and sys.argv[1] == "--csv-only": |
| generate_files = False |
| print("Running in CSV-only mode (no individual files will be generated)\n") |
| |
| |
| generator = PromptGenerator( |
| tasks_dir=str(tasks_dir), |
| templates_file=str(templates_file), |
| output_dir=str(output_dir), |
| generate_files=generate_files |
| ) |
| |
| generator.run() |
|
|
|
|
| if __name__ == "__main__": |
| main() |
|
|
|
|