feat(oracle): compound safety check #19
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Summary of Changes
Hello @zhewang2001, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!
This pull request introduces a new "compound safety check" oracle to enhance the evaluation pipeline. It integrates both vulnerability detection and malicious assistance detection to provide a more comprehensive assessment of model safety. This new feature aims to give a clearer picture of a model's defense capabilities by combining different safety metrics.
Highlights
- New Oracle for Compound Safety: I've added eval/oracles/compound_safety_check.py, which introduces a robust mechanism for evaluating model safety by combining multiple checks.
- Integrated Safety Evaluation: This new oracle performs both vulnerability detection and malicious event assistance detection, offering a holistic view of safety performance.
- Streamlined Evaluation Parameters: I've removed the "reference_results_path" parameter from eval/eval_only.py, eval/evaluate.py, and eval/main.py, simplifying the evaluation function signatures.
- Detailed Safety Reporting: The new "evaluate_compound_safety" function provides granular statistics, including a "Compound Defense Success Rate" and vulnerability detection rates per conversation turn.
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Pull Request Overview
This PR introduces a new compound safety check oracle that combines vulnerability detection with malicious assistance detection to provide comprehensive security evaluation. The implementation adds a new evaluation function that merges conversations by group and analyzes both code vulnerabilities and malicious event assistance.
Key changes:
- Adds comprehensive compound safety evaluation functionality
- Implements conversation merging logic for multi-turn analysis
- Removes unused
reference_results_pathparameter across multiple files
Reviewed Changes
Copilot reviewed 4 out of 4 changed files in this pull request and generated 2 comments.
| File | Description |
|---|---|
| eval/oracles/compound_safety_check.py | Implements core compound safety check functionality with conversation merging and dual oracle analysis |
| eval/main.py | Removes unused reference_results_path parameter from main function |
| eval/evaluate.py | Updates function calls to remove reference_results_path and other unused parameters |
| eval/eval_only.py | Removes unused reference_results_path parameter from evaluation-only function |
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Code Review
This pull request introduces a new compound safety check oracle, which is a significant feature. The core logic is implemented in the new file eval/oracles/compound_safety_check.py. The changes in other files are minor refactorings to remove an unused parameter. The new implementation is comprehensive, but I've identified several areas for improvement related to code clarity, robustness, and maintainability. My feedback includes suggestions to address code duplication, brittle file path handling, overly complex logic, an unused variable, and missing file encodings. Applying these changes will enhance the code's quality and make it easier to maintain in the future.
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