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v0.2.7rc2 - LightGBM Scorecard Support (RC - Complete)

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@xRiskLab xRiskLab released this 23 Nov 12:06
· 37 commits to main since this release

πŸ§ͺ Release Candidate: LightGBM Scorecard Support (Complete)

Note: This supersedes v0.2.7rc1 which had an incomplete squash merge.

✨ What's New

  • LightGBM Scorecard: Complete implementation of scorecard functionality
    • βœ… create_points() with use_base_score parameter
    • βœ… predict_score() and predict_scores()
    • βœ… Proper base score normalization
  • Critical Bug Fix: Fixed leaf ID mapping (55% Gini improvement: 0.40 β†’ 0.90)
  • Full Documentation: Examples and getting-started notebook

πŸ“Š Performance

  • Scorecard Gini: 0.9020
  • Model Gini: 0.9021
  • All 106 tests passing βœ…

πŸ“¦ Installation

pip install xbooster==0.2.7rc2

🀝 Feedback Welcome!

This is a release candidate - please test and report any issues.

πŸ™ Contributors

  • @RektPunk for the initial LightGBM implementation (PR #8)

Full Changelog: v0.2.7a2...v0.2.7rc2