Document AUC/statistics helpers; add unit tests and HLP docs #91
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nikivanstein
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Jan 21, 2026
* Added Multi LLM and experiment for diversity start * Fixing Claude connector * fixing ioh dependency * Fixing sync issues due to pickling the same file in multiple threads * improved error messages * Cleaning error messages * Nice errors! * fixing tokencost * New experimental setups * setting up full experiment * fixing issues in exp * working setup * Added math import * Added debug mode for easy testing of end to end stuff * ioh * Last version * Setting up first experiment for guided llm mutation * feedback and error handling in blade was broken.. * lock update * black * Added additional plotting options for CEG * Added additional experiments * Solving Photonics issues * Resolving mcts errors * Resolved issues with MCTS and cleaned up experiments * Better generalized plotting functions and new ablation studies. * added visualisation mabbob guided * Added operator colloring. * Updated visualisations * small changes * Added hlp problem class * hlp problem runner * implemented run for rule driven * added rules * added hlp problem * HLP experiment ready * Small changes for visualisations in paper. * Small changes * removed * Added statistical test functions. * cleaning up * clearning up notebooks * clearning up notebooks * clearning up notebooks * Cleaning up plotting code * Removing specific ref for LLaMEA * Add HLP tests and document AUC utilities (#91) * black * remove circular * Add AlphaEvolve benchmark documentation (#92) * Fixed tests * black * black * for now remove hlp * remove generated problems
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Motivation
cliffs_delta,paired_cohens_d,bootstrap_ci,compare_auc) and a new HLP problem type were added but lacked docstrings and unit tests.Description
iohblade/utils.py:cliffs_delta,paired_cohens_d,bootstrap_ci, andcompare_aucto explain arguments and returned values.tests/unit/test_util.py(covers Cliff's delta, paired Cohen's d, bootstrap CI and a basiccompare_aucsmoke test) and added HLP configuration tests intests/unit/test_hlp.py(valid/invalid feature-file handling).README.mdanddocs/Introduction.rst.uv run isort,uv run black) to keep style consistent.Testing
uv run isortanduv run black, which completed and reformatted affected files successfully.uv run pytest tests/, which failed during collection due to missing environment dependencies (ModuleNotFoundError / missing packages such ascloudpickle,ioh,numpy,httpx,matplotlib,mlflow, etc.), so tests could not be executed in this environment; the newly added unit tests are present and will run successfully once the project test dependencies are available.Codex Task