├── .gitattributes ├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.md │ └── feature_request.md └── workflows │ ├── codecov.yml │ ├── docs.yml │ └── joss-paper.yml ├── .gitignore ├── .pre-commit-config.yaml ├── CHANGELOG.md ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── SECURITY.md ├── docs ├── README.md ├── img │ ├── banner_dark.png │ └── banner_light.png ├── mkdocs.yml ├── paper │ ├── paper.bib │ ├── paper.md │ └── paper.pdf └── source │ ├── _templates │ └── autosummary │ │ ├── class.rst │ │ ├── function.rst │ │ └── module.rst │ ├── api │ └── index.md │ ├── conf.py │ ├── contributing.md │ ├── examples │ ├── bootstrap_conformal.md │ ├── classical_conformal.md │ ├── cross_val_conformal.md │ ├── fdr_control.md │ ├── index.md │ ├── index.rst │ ├── jackknife_conformal.md │ └── weighted_conformal.md │ ├── index.md │ ├── index.rst │ ├── installation.md │ ├── quickstart.md │ └── user_guide │ ├── batch_evaluation.md │ ├── best_practices.md │ ├── choosing_strategies.md │ ├── conformal_inference.md │ ├── conformalization_strategies.md │ ├── detector_compatibility.md │ ├── fdr_control.md │ ├── index.md │ ├── index.rst │ ├── input_validation.md │ ├── logging.md │ ├── statistical_concepts.md │ ├── streaming_evaluation.md │ ├── troubleshooting.md │ └── weighted_conformal.md ├── examples ├── custom_detector.py ├── estimation_comparison.py └── pyod │ ├── abod.py │ ├── autoencoder.py │ ├── cd.py │ ├── copod.py │ ├── dif.py │ ├── ecod.py │ ├── gmm.py │ ├── hbos.py │ ├── iforest.py │ ├── inne.py │ ├── kde.py │ ├── knn.py │ ├── knn_mahalanobis.py │ ├── kpca.py │ ├── lmdd.py │ ├── loci.py │ ├── loda.py │ ├── lof.py │ ├── lscp.py │ ├── lunar.py │ ├── mad.py │ ├── mcd.py │ ├── ocsvm.py │ ├── pca.py │ ├── qmcd.py │ ├── rod.py │ └── sod.py ├── nonconform ├── __init__.py ├── _internal │ ├── __init__.py │ ├── config.py │ ├── constants.py │ ├── log_utils.py │ ├── math_utils.py │ └── tuning.py ├── adapters.py ├── detector.py ├── fdr.py ├── resampling.py ├── scoring.py ├── structures.py └── weighting.py ├── pyproject.toml ├── tests ├── e2e │ ├── test_standard_empirical.py │ ├── test_standard_probabilistic.py │ ├── test_weighted_empirical.py │ └── test_weighted_probabilistic.py ├── integration │ ├── conftest.py │ ├── test_aggregation_integration.py │ ├── test_data_pipeline_integration.py │ ├── test_estimation_integration.py │ ├── test_fdr_integration.py │ ├── test_pyod_integration.py │ ├── test_strategy_integration.py │ ├── test_tuning_integration.py │ └── test_weight_integration.py └── unit │ ├── detection │ ├── __init__.py │ ├── test_adapter.py │ ├── test_conformal.py │ ├── test_protocol.py │ └── weight │ │ ├── __init__.py │ │ └── test_weighting.py │ ├── strategy │ ├── __init__.py │ └── test_split.py │ └── utils │ ├── func │ ├── conftest.py │ ├── test_decorator.py │ ├── test_enums.py │ ├── test_logger.py │ ├── test_params_core.py │ └── test_params_edge.py │ ├── stat │ ├── conftest.py │ ├── test_aggregation.py │ ├── test_metrics.py │ ├── test_results.py │ ├── test_statistical_core.py │ ├── test_statistical_edge.py │ ├── test_weighted_fdr_core.py │ ├── test_weighted_fdr_edge.py │ └── test_weighted_fdr_pruning.py │ └── tune │ ├── conftest.py │ ├── test_bandwidth_core.py │ ├── test_bandwidth_edge.py │ ├── test_helpers.py │ ├── test_tuning_core.py │ ├── test_tuning_edge.py │ └── test_tuning_warmup.py └── uv.lock /.gitattributes: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/OliverHennhoefer/nonconform/HEAD/.gitattributes -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/bug_report.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/OliverHennhoefer/nonconform/HEAD/.github/ISSUE_TEMPLATE/bug_report.md -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/feature_request.md: 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