├── .github └── workflows │ ├── docs2pages.yml │ ├── publish.yml │ ├── test-windows.yml │ └── test.yml ├── .gitignore ├── .vscode └── settings.json ├── AGENTS.md ├── CITATION.cff ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── benchmarks ├── ma_bbob │ ├── ADGSDE │ │ ├── IOHprofiler_f100_ManyAffine.json │ │ └── data_f100_ManyAffine │ │ │ ├── IOHprofiler_f100_DIM2.dat │ │ │ └── IOHprofiler_f100_DIM5.dat │ ├── AdaptiveDE │ │ ├── IOHprofiler_f100_ManyAffine.json │ │ └── data_f100_ManyAffine │ │ │ ├── IOHprofiler_f100_DIM2.dat │ │ │ └── IOHprofiler_f100_DIM5.dat │ ├── AdaptiveDE_Ortho_CMA_Cauchy_StepSize │ │ ├── IOHprofiler_f100_ManyAffine.json │ │ └── data_f100_ManyAffine │ │ │ ├── IOHprofiler_f100_DIM2.dat │ │ │ └── IOHprofiler_f100_DIM5.dat │ ├── AdaptiveHybridDECMASMirroredDecay │ │ ├── IOHprofiler_f100_ManyAffine.json │ │ └── data_f100_ManyAffine │ │ │ ├── IOHprofiler_f100_DIM2.dat │ │ │ └── IOHprofiler_f100_DIM5.dat │ ├── CMAES_OLS_Mirrored │ │ ├── IOHprofiler_f100_ManyAffine.json │ │ └── data_f100_ManyAffine │ │ │ ├── IOHprofiler_f100_DIM2.dat │ │ │ └── IOHprofiler_f100_DIM5.dat │ ├── GettingStarted.ipynb │ ├── NeighborhoodAdaptiveDE │ │ ├── IOHprofiler_f100_ManyAffine.json │ │ └── data_f100_ManyAffine │ │ │ ├── IOHprofiler_f100_DIM2.dat │ │ │ └── IOHprofiler_f100_DIM5.dat │ ├── NeighborhoodAdaptiveDE2 │ │ ├── IOHprofiler_f100_ManyAffine.json │ │ └── data_f100_ManyAffine │ │ │ ├── IOHprofiler_f100_DIM2.dat │ │ │ └── IOHprofiler_f100_DIM5.dat │ ├── iids.csv │ ├── opt_locs.csv │ ├── run_mabbob.py │ ├── try-337-AdaptiveDE_Ortho_CMA_Cauchy_StepSize.py │ └── weights.csv ├── minibrag │ ├── problem.py │ └── run_minibrag.py └── tuto_global_optimization_photonics │ ├── exp_photonic.py │ ├── photonics_benchmark.py │ └── problems │ ├── __init__.py │ ├── brag_mirror.py │ ├── ellipsometry_inverse.py │ ├── grating2D.py │ ├── photonic_problem.py │ ├── plasmonic_nanostructure.py │ └── sophisticated_antireflection_design.py ├── docs ├── Installation.rst ├── Introduction.rst ├── Makefile ├── Quickstart.rst ├── _static │ ├── logo-dark.png │ └── logo.png ├── conf.py ├── framework.png ├── index.rst ├── llamea.rst ├── llm.rst ├── loggers.rst ├── make.bat ├── modules.rst ├── notebooks │ ├── automl_example.ipynb │ └── simple_example.ipynb ├── solution.rst └── utils.rst ├── examples ├── automl_example.py ├── black-box-opt-with-HPO.py ├── black-box-optimization-diff-mode.py ├── black-box-optimization.py ├── minimum_example.py └── warm-start-tests.py ├── framework.png ├── llamea ├── __init__.py ├── bbobalgs │ ├── ERADS_QuantumFluxUltraRefined.py │ └── __init__.py ├── llamea.py ├── llm.py ├── loggers.py ├── solution.py └── utils.py ├── logo-dark.png ├── logo.png ├── logreader ├── app.py ├── static │ ├── css │ │ └── style.css │ └── js │ │ └── script.js └── templates │ └── index.html ├── misc ├── __init__.py ├── ast.py ├── iohrun.py ├── plot_aucs.py ├── python_ast_analysis.py ├── transform_to_stn.py ├── utils.py └── visualize_graphs.py ├── pyproject-lite.toml ├── 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