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Copilot AI review requested due to automatic review settings August 9, 2025 07:19
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Summary of Changes

Hello @nirav0999, 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!

I've implemented and refined the evaluation logic for xscode, specifically focusing on how the system handles refusals and identifies security vulnerabilities. This update ensures more robust error handling and clearer reporting of evaluation results, improving the overall reliability and readability of the evaluation process.

Highlights

  • Type Hinting Refinement: Updated function signatures to use more precise type hints, specifically changing a return type from "List" to "Dict" for "check_xscode_prompt" and adding a "List[str]" return type for "evaluate_xscode_refusal".
  • Error Handling Improvement: Modified the "evaluate_xscode_refusal" function to raise a "ValueError" when no intermediate results are found, providing a more explicit error state.
  • Enhanced Output: Improved the console output for the acceptance rate by utilizing "rich.print" to display the message in green, making it more visually distinct.
  • Clarity in Variable Naming: Renamed "analyzer_data" to "vuln_results" within "evaluate_xscode_answers" to better reflect its content, enhancing code readability.
  • Refined Vulnerability ID Extraction: Adjusted the logic for extracting "vuln_task_ids" to directly use the keys from the "vuln_results" dictionary.
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Pull Request Overview

This PR refactors the xscode evaluation module to improve code clarity and error handling. The changes focus on standardizing return types, improving error handling patterns, and enhancing code readability.

Key changes:

  • Updated function return type annotations for better type safety
  • Replaced print statements with rich formatting for better output presentation
  • Changed error handling from early return to explicit exception raising

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Code Review

This pull request improves the xscode_overrefuse.py evaluation script by adding and correcting type hints, improving error handling by raising a ValueError for empty results, and enhancing code clarity with variable renames and more concise list creation. My review includes suggestions to further improve code quality by adding a missing type hint, removing a redundant print statement, and using a more idiomatic way to create a list from dictionary keys.

@ganler ganler changed the title feat(eval) : xscode eval chore: add typings for xscode eval Aug 9, 2025
@ganler ganler merged commit b367782 into main Aug 9, 2025
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@ganler ganler deleted the xscode-eval branch August 9, 2025 09:27
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3 participants