├── .bumpversion.cfg ├── .gitattributes ├── .github ├── PULL_REQUEST_TEMPLATE.md ├── actions │ ├── deploy-docs │ │ └── action.yml │ └── python │ │ └── action.yml └── workflows │ ├── cleanup-caches.yaml │ ├── main.yaml │ ├── publish.yaml │ ├── run-legacy-tests-workflow.yaml │ ├── run-notebook-tests-workflow.yaml │ ├── run-tests-workflow.yaml │ └── stale.yaml ├── .gitignore ├── .notebook_test_durations ├── .pre-commit-config.yaml ├── .test_durations ├── CHANGELOG.md ├── CITATION.cff ├── CLAUDE.local.md ├── CONTRIBUTING.md ├── COPYING.LESSER ├── LICENSE ├── MANIFEST.in ├── README.md ├── badges └── .gitignore ├── data ├── adult_data_raw.pkl └── top_hits_spotify_dataset.csv ├── docs ├── .gitignore ├── assets │ ├── elsevier-harvard.csl │ ├── logo.svg │ ├── material-code.svg │ ├── material-computer.svg │ ├── material-description.svg │ ├── material-toolbox.svg │ ├── pydvl.bib │ └── signet.svg ├── css │ ├── extra.css │ └── grid-cards.css ├── deprecated │ ├── .meta.yml │ ├── index.md │ └── pydvl │ │ └── value │ │ └── least_core │ │ └── index.md ├── examples │ ├── img │ │ ├── data_oob.png │ │ ├── influence_functions_example.png │ │ ├── influence_imagenet.png │ │ ├── influence_sentiment_analysis.png │ │ ├── influence_wine.png │ │ ├── least_core_basic.png │ │ ├── mnist_low_high.png │ │ ├── msr_banzhaf_digits.png │ │ ├── shapley_basic_spotify.png │ │ ├── shapley_knn_flowers.png │ │ └── shapley_utility_learning.png │ └── index.md ├── getting-started │ ├── advanced-usage.md │ ├── applications.md │ ├── benchmarking.md │ ├── first-steps.md │ ├── glossary.md │ ├── index.md │ └── methods.md ├── index.md ├── influence │ ├── index.md │ ├── influence_function_model.md │ └── scaling_computation.md ├── javascripts │ └── mathjax.js ├── overrides │ ├── main.html │ └── partials │ │ ├── copyright.html │ │ └── integrations │ │ └── analytics │ │ └── simpleanalytics.html └── value │ ├── beta-shapley.md │ ├── classwise-shapley.md │ ├── data-banzhaf.md │ ├── data-oob.md │ ├── delta-shapley.md │ ├── dul.md │ ├── group-testing-shapley.md │ ├── img │ ├── classwise-shapley-density.svg │ ├── classwise-shapley-discounted-utility-function.svg │ ├── classwise-shapley-metric-auc-cv.svg │ ├── classwise-shapley-metric-auc-mean.svg │ ├── classwise-shapley-metric-wad-cv.svg │ ├── classwise-shapley-metric-wad-mean.svg │ ├── classwise-shapley-roc-auc-logistic-regression.svg │ ├── classwise-shapley-weighted-accuracy-drop-logistic-regression-to-logistic-regression.svg │ ├── classwise-shapley-weighted-accuracy-drop-logistic-regression-to-mlp.svg │ ├── mclc-best-removal-10k-natural.svg │ └── mclc-worst-removal-10k-natural.svg │ ├── index.md │ ├── knn-shapley.md │ ├── loo.md │ ├── owen.md │ ├── sampling-weights.md │ ├── semi-values.md │ ├── shapley.md │ └── the-core.md ├── docs_includes └── abbreviations.md ├── logo.svg ├── mkdocs.yml ├── notebooks ├── data_oob.ipynb ├── influence_imagenet.ipynb ├── influence_sentiment_analysis.ipynb ├── influence_synthetic.ipynb ├── influence_wine.ipynb ├── least_core_basic.ipynb ├── msr_banzhaf_digits.ipynb ├── shapley_basic_spotify.ipynb ├── shapley_knn_flowers.ipynb ├── shapley_skorch.ipynb ├── shapley_utility_learning.ipynb └── support │ ├── __init__.py │ ├── banzhaf.py │ ├── common.py │ ├── datasets.py │ ├── influence.py │ └── shapley.py ├── public ├── coverage │ └── .gitignore ├── docs │ └── .gitignore ├── index.html └── pylint │ └── .gitignore ├── pyproject.toml ├── requirements-dev.txt ├── requirements-docs.txt ├── requirements-extras.txt ├── requirements-linting.txt ├── requirements-notebooks.txt ├── requirements-type-checking.txt ├── requirements.txt ├── setup.py ├── src └── pydvl │ ├── __init__.py │ ├── influence │ ├── __init__.py │ ├── array.py │ ├── base_influence_function_model.py │ ├── influence_calculator.py │ ├── torch │ │ ├── __init__.py │ │ ├── base.py │ │ ├── batch_operation.py │ │ ├── functional.py │ │ ├── influence_function_model.py │ │ ├── operator.py │ │ ├── preconditioner.py │ │ └── util.py │ └── types.py │ ├── parallel │ ├── __init__.py │ ├── backend.py │ ├── backends │ │ ├── __init__.py │ │ ├── joblib.py │ │ └── ray.py │ ├── config.py │ ├── futures │ │ ├── __init__.py │ │ └── ray.py │ └── map_reduce.py │ ├── py.typed │ ├── reporting │ ├── __init__.py │ ├── plots.py │ ├── point_removal.py │ └── scores.py │ ├── utils │ ├── __init__.py │ ├── array.py │ ├── caching │ │ ├── __init__.py │ │ ├── base.py │ │ ├── config.py │ │ ├── disk.py │ │ ├── memcached.py │ │ └── memory.py │ ├── dataset.py │ ├── exceptions.py │ ├── functional.py │ ├── monitor.py │ ├── numeric.py │ ├── progress.py │ ├── score.py │ ├── status.py │ ├── types.py │ └── utility.py │ ├── valuation │ ├── __init__.py │ ├── base.py │ ├── dataset.py │ ├── games.py │ ├── methods │ │ ├── __init__.py │ │ ├── _solve_least_core_problems.py │ │ ├── _utility_values_and_sample_masks.py │ │ ├── banzhaf.py │ │ ├── beta_shapley.py │ │ ├── classwise_shapley.py │ │ ├── data_oob.py │ │ ├── delta_shapley.py │ │ ├── gt_shapley.py │ │ ├── knn_shapley.py │ │ ├── least_core.py │ │ ├── loo.py │ │ ├── random.py │ │ ├── semivalue.py │ │ ├── shapley.py │ │ └── twodshapley.py │ ├── parallel.py │ ├── result.py │ ├── samplers │ │ ├── __init__.py │ │ ├── base.py │ │ ├── classwise.py │ │ ├── msr.py │ │ ├── owen.py │ │ ├── permutation.py │ │ ├── powerset.py │ │ ├── stratified.py │ │ ├── truncation.py │ │ └── utils.py │ ├── scorers │ │ ├── __init__.py │ │ ├── base.py │ │ ├── classwise.py │ │ ├── skorch.py │ │ ├── supervised.py │ │ └── utils.py │ ├── stopping.py │ ├── types.py │ └── utility │ │ ├── __init__.py │ │ ├── base.py │ │ ├── classwise.py │ │ ├── deepset.py │ │ ├── knn.py │ │ ├── learning.py │ │ └── modelutility.py │ └── value │ ├── __init__.py │ ├── games.py │ ├── least_core │ ├── __init__.py │ ├── common.py │ ├── montecarlo.py │ └── naive.py │ ├── loo │ ├── __init__.py │ └── loo.py │ ├── oob │ ├── __init__.py │ └── oob.py │ ├── result.py │ ├── sampler.py │ ├── semivalues.py │ ├── shapley │ ├── __init__.py │ ├── classwise.py │ ├── common.py │ ├── gt.py │ ├── knn.py │ ├── montecarlo.py │ ├── naive.py │ ├── owen.py │ ├── truncated.py │ └── types.py │ └── stopping.py ├── tests ├── __init__.py ├── cache.py ├── conftest.py ├── influence │ ├── __init__.py │ ├── conftest.py │ ├── test_influence_calculator.py │ └── torch │ │ ├── __init__.py │ │ ├── conftest.py │ │ ├── test_batch_operation.py │ │ ├── test_functional.py │ │ ├── test_gradient_provider.py │ │ ├── test_influence_model.py │ │ ├── test_operator.py │ │ ├── test_pre_conditioner.py │ │ └── test_util.py ├── parallel │ ├── __init__.py │ ├── conftest.py │ └── test_parallel.py ├── utils │ ├── __init__.py │ ├── test_array.py │ ├── test_caching.py │ ├── test_dataset.py │ ├── test_functional.py │ ├── test_monitor.py │ ├── test_numeric.py │ ├── test_score.py │ ├── test_status.py │ ├── test_types.py │ └── test_utility.py ├── valuation │ ├── __init__.py │ ├── conftest.py │ ├── methods │ │ ├── __init__.py │ │ ├── conftest.py │ │ ├── test_classwise_shapley.py │ │ ├── test_classwise_tensor_support.py │ │ ├── test_data_oob_tensor_support.py │ │ ├── test_delta_shapley.py │ │ ├── test_deterministic_shapley.py │ │ ├── test_gt_shapley.py │ │ ├── test_knn_shapley.py │ │ ├── test_least_core.py │ │ ├── test_least_core_tensor_support.py │ │ ├── test_loo.py │ │ ├── test_montecarlo_shapley.py │ │ ├── test_owen.py │ │ ├── test_random.py │ │ ├── test_semivalue_tensor_support.py │ │ ├── test_semivalues.py │ │ └── test_solve_least_core_problems.py │ ├── samplers │ │ ├── __init__.py │ │ ├── test_classwise.py │ │ ├── test_owen.py │ │ ├── test_sampler.py │ │ └── test_stratified.py │ ├── scorers │ │ ├── test_classwise.py │ │ └── test_scorers.py │ ├── test_base.py │ ├── test_dataset.py │ ├── test_games.py │ ├── test_interface.py │ ├── test_result.py │ ├── test_stopping.py │ ├── test_tensor_support.py │ ├── test_types.py │ ├── utility │ │ ├── test_deepset.py │ │ └── test_learning.py │ └── utils.py └── value │ ├── __init__.py │ ├── conftest.py │ ├── least_core │ ├── 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