| """
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| Example script to load and explore the Terraform Security Dataset.
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| """
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|
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| import json
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| from pathlib import Path
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| from collections import Counter
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|
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| def load_dataset(file_path='terraform_security_dataset.jsonl'):
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| """Load the dataset from JSONL file."""
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| examples = []
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| with open(file_path, 'r', encoding='utf-8') as f:
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| for line in f:
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| examples.append(json.loads(line))
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| return examples
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|
|
| def analyze_dataset(examples):
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| """Print dataset statistics."""
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| print("="*60)
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| print("Terraform Security Dataset - Statistics")
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| print("="*60)
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|
|
| total = len(examples)
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| secure = sum(1 for ex in examples if ex['metadata']['is_secure'])
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| insecure = total - secure
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|
|
| print(f"\nDataset Size:")
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| print(f" Total: {total:,}")
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| print(f" Secure: {secure:,} ({secure/total*100:.1f}%)")
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| print(f" Insecure: {insecure:,} ({insecure/total*100:.1f}%)")
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|
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| issues = [ex['metadata']['issues_count'] for ex in examples if not ex['metadata']['is_secure']]
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| if issues:
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| print(f"\nIssues per Insecure Project:")
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| print(f" Min: {min(issues)}")
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| print(f" Max: {max(issues)}")
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| print(f" Average: {sum(issues)/len(issues):.1f}")
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|
|
|
|
| all_severities = []
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| for ex in examples:
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| all_severities.extend(ex['metadata'].get('severities', []))
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|
|
| if all_severities:
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| severity_counts = Counter(all_severities)
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| print(f"\nSeverity Distribution:")
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| for severity, count in severity_counts.most_common():
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| print(f" {severity}: {count:,}")
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|
|
|
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| file_counts = [ex['metadata']['files_count'] for ex in examples]
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| print(f"\nTerraform Files:")
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| print(f" Total .tf files: {sum(file_counts):,}")
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| print(f" Average per project: {sum(file_counts)/len(file_counts):.1f}")
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|
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| print("\n" + "="*60)
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|
|
| def show_examples(examples, num_examples=2):
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| """Show sample examples from the dataset."""
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| print("\nSample Examples:")
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| print("="*60)
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|
|
|
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| secure_ex = next((ex for ex in examples if ex['metadata']['is_secure']), None)
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| if secure_ex:
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| print("\n[SECURE] Example:")
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| print(f" Project: {secure_ex['project_id']}")
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| print(f" Files: {secure_ex['metadata']['files_count']}")
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| print(f" Input (first 200 chars):")
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| print(f" {secure_ex['input'][:200]}...")
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| print(f" Output: {secure_ex['output']}")
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|
|
|
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| insecure_ex = next((ex for ex in examples if not ex['metadata']['is_secure']), None)
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| if insecure_ex:
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| print("\n[INSECURE] Example:")
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| print(f" Project: {insecure_ex['project_id']}")
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| print(f" Files: {insecure_ex['metadata']['files_count']}")
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| print(f" Issues: {insecure_ex['metadata']['issues_count']}")
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| print(f" Severities: {insecure_ex['metadata']['severities']}")
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| print(f" Input (first 200 chars):")
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| print(f" {insecure_ex['input'][:200]}...")
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| print(f" Output (first 500 chars):")
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| print(f" {insecure_ex['output'][:500]}...")
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|
|
| def main():
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| """Main function."""
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|
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| print("Loading dataset...")
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| examples = load_dataset('terraform_security_dataset.jsonl')
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|
|
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| analyze_dataset(examples)
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|
|
|
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| show_examples(examples)
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|
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| print("\n[OK] Dataset loaded successfully!")
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| print(f" Use: examples[0] to access first example")
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| print(f" Fields: project_id, instruction, input, output, metadata")
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|
|
| if __name__ == "__main__":
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| main()
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|
|
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|
