├── .circleci └── config.yml ├── .coveragerc ├── .gitignore ├── .pep8speaks.yml ├── .readthedocs.yml ├── CONTRIBUTING.md ├── LICENSE.txt ├── MANIFEST.in ├── README.rst ├── benchmarks ├── bench_ds_performance_faiss.py ├── bench_knn_backbone.py └── bench_speed_faiss.py ├── deslib ├── __init__.py ├── base.py ├── dcs │ ├── __init__.py │ ├── a_posteriori.py │ ├── a_priori.py │ ├── base.py │ ├── lca.py │ ├── mcb.py │ ├── mla.py │ ├── ola.py │ └── rank.py ├── des │ ├── __init__.py │ ├── base.py │ ├── des_clustering.py │ ├── des_knn.py │ ├── des_mi.py │ ├── des_p.py │ ├── knop.py │ ├── knora_e.py │ ├── knora_u.py │ ├── meta_des.py │ └── probabilistic │ │ ├── __init__.py │ │ ├── base.py │ │ ├── deskl.py │ │ ├── exponential.py │ │ ├── logarithmic.py │ │ ├── minimum_difference.py │ │ └── rrc.py ├── static │ ├── __init__.py │ ├── base.py │ ├── oracle.py │ ├── single_best.py │ ├── stacked.py │ └── static_selection.py ├── tests │ ├── __init__.py │ ├── conftest.py │ ├── dcs │ │ ├── __init__.py │ │ ├── test_a_posteriori.py │ │ ├── test_a_priori.py │ │ ├── test_base.py │ │ ├── test_lca.py │ │ ├── test_mcb.py │ │ ├── test_mla.py │ │ ├── test_ola.py │ │ └── test_rank.py │ ├── des │ │ ├── __init__.py │ │ ├── test_base.py │ │ ├── test_des_clustering.py │ │ ├── test_des_knn.py │ │ ├── test_des_mi.py │ │ ├── test_desp.py │ │ ├── test_knop.py │ │ ├── test_knorae.py │ │ ├── test_knorau.py │ │ ├── test_meta_des.py │ │ └── test_probabilistic.py │ ├── expected_values │ │ ├── des_clustering_proba_integration.npy │ │ ├── desknn_proba_integration.npy │ │ ├── desknn_probas_DFP.npy │ │ ├── desp_proba_DFP.npy │ │ ├── desp_proba_integration.npy │ │ ├── kne_knn_proba_integration.npy │ │ ├── kne_proba_DFP.npy │ │ ├── kne_proba_integration.npy │ │ ├── knop_proba_integration.npy │ │ ├── mcb_proba_DFP.npy │ │ ├── mcb_proba_integration.npy │ │ ├── ola_proba_DFP.npy │ │ └── ola_proba_integration.npy │ ├── static │ │ ├── __init__.py │ │ ├── test_oracle.py │ │ ├── test_single_best.py │ │ ├── test_stacked.py │ │ └── test_static_selection.py │ ├── test_base.py │ ├── test_des_integration.py │ ├── test_des_integration_multiclass.py │ ├── test_integration_DFP_IH.py │ ├── test_integration_dfp.py │ ├── test_metric.py │ └── util │ │ ├── __init__.py │ │ ├── test_aggregation.py │ │ ├── test_datasets.py │ │ ├── test_diversity.py │ │ ├── test_diversity_batch.py │ │ ├── test_faiss.py │ │ ├── test_fire.py │ │ ├── test_instance_hardness.py │ │ ├── test_knne.py │ │ └── test_prob_functions.py └── util │ ├── __init__.py │ ├── aggregation.py │ ├── datasets.py │ ├── dfp.py │ ├── diversity.py │ ├── diversity_batch.py │ ├── faiss_knn_wrapper.py │ ├── instance_hardness.py │ ├── knne.py │ └── prob_functions.py ├── docs ├── .gitignore ├── Makefile ├── _static │ └── .keep ├── api.rst ├── conf.py ├── index.rst ├── make.bat ├── modules │ ├── dcs │ │ ├── a_posteriori.rst │ │ ├── a_priori.rst │ │ ├── lca.rst │ │ ├── mcb.rst │ │ ├── mla.rst │ │ ├── ola.rst │ │ └── rank.rst │ ├── des │ │ ├── des_clustering.rst │ │ ├── des_p.rst │ │ ├── deskl.rst │ │ ├── desmi.rst │ │ ├── ds_knn.rst │ │ ├── exponential.rst │ │ ├── knop.rst │ │ ├── knora_e.rst │ │ ├── knora_u.rst │ │ ├── logarithmic.rst │ │ ├── meta_des.rst │ │ ├── minimum_difference.rst │ │ ├── probabilistic.rst │ │ └── rrc.rst │ ├── static │ │ ├── oracle.rst │ │ ├── single_best.rst │ │ ├── stacked.rst │ │ └── static_selection.rst │ └── util │ │ ├── aggregation.rst │ │ ├── datasets.rst │ │ ├── dfp.rst │ │ ├── diversity.rst │ │ ├── faiss_knn_wrapper.rst │ │ ├── instance_hardness.rst │ │ ├── knne.rst │ │ └── prob_functions.rst ├── news.rst ├── news │ ├── v0.1.rst │ ├── v0.2.rst │ ├── v0.3.5.rst │ └── v0.3.rst ├── user_guide.rst └── user_guide │ ├── development.rst │ ├── installation.rst │ ├── known_issues.rst │ ├── packaging.rst │ └── tutorial.rst ├── examples ├── README.txt ├── example_calibrating_classifiers.py ├── example_heterogeneous.py ├── plot_comparing_dynamic_static.py ├── plot_example_DFP.py ├── plot_example_P2.py ├── 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