├── .coveragerc ├── .github └── workflows │ ├── docs-depublish.yml │ ├── docs.yml │ └── test.yml ├── .gitignore ├── LICENSE ├── README.md ├── docs ├── Makefile ├── _static │ ├── documentation_options_patch.js │ ├── images │ │ ├── Ontolearn_logo.png │ │ └── favicon.ico │ ├── js │ │ └── theme.js │ └── theme_tweak.css ├── _templates │ └── search.html ├── conf.py ├── index.rst └── usage │ ├── 01_introduction.md │ ├── 02_installation.md │ ├── 03_examples.md │ ├── 04_knowledge_base.md │ ├── 05_evaluate_ce.md │ ├── 06_concept_learners.md │ ├── 09_further_resources.md │ └── architecture.md ├── examples ├── concept_learning_cv_evaluation.py ├── concept_learning_drill_train.py ├── concept_learning_evaluation.py ├── concept_learning_neural_evaluation.py ├── concept_learning_via_triplestore_example.py ├── concept_learning_with_alcsat.py ├── concept_learning_with_celoe_heuristic.py ├── concept_learning_with_celoe_heuristic_ma.py ├── concept_learning_with_evolearner.py ├── concept_learning_with_nero.py ├── concept_learning_with_ocel.py ├── concept_learning_with_spell.py ├── concept_learning_with_tdl_and_triplestore_kb.py ├── concept_learning_with_tdl_local_kb.py ├── dl_learner.py ├── example_knowledge_base.py ├── example_reasoner.py ├── learning_over_remote_triplestore.py ├── owl_class_expresion_learning_dbpedia.py ├── retrieval_with_cache.py ├── sparql_query_learner_example.py ├── synthetic_problems.json ├── train_clip.py └── train_nces.py ├── main.py ├── ontolearn ├── __init__.py ├── abstracts.py ├── base_nces.py ├── binders.py ├── clip_architectures.py ├── clip_trainer.py ├── concept_abstract_syntax_tree.py ├── concept_generator.py ├── data_struct.py ├── ea_algorithms.py ├── ea_initialization.py ├── ea_utils.py ├── executor.py ├── experiments.py ├── fitness_functions.py ├── heuristics.py ├── incomplete_kb.py ├── knowledge_base.py ├── learners │ ├── __init__.py │ ├── alcsat.py │ ├── base.py │ ├── celoe.py │ ├── clip.py │ ├── drill.py │ ├── evolearner.py │ ├── nces.py │ ├── nces2.py │ ├── nero.py │ ├── ocel.py │ ├── roces.py │ ├── sat_base.py │ ├── sparql_query_learner.py │ ├── spell.py │ ├── spell_kit │ │ ├── __init__.py │ │ ├── fitting.py │ │ ├── fitting_alc.py │ │ ├── o2p_ontology.py │ │ ├── o2p_owl_parser.py │ │ └── structures.py │ └── tree_learner.py ├── learning_problem.py ├── learning_problem_generator.py ├── logging.conf ├── logging_tentris.conf ├── logging_test.conf ├── lp_generator │ ├── __init__.py │ ├── generate_data.py │ └── helper_classes.py ├── metrics.py ├── nces_architectures.py ├── nces_modules.py ├── nces_trainer.py ├── nces_utils.py ├── nero_architectures.py ├── nero_utils.py ├── quality_funcs.py ├── refinement_operators.py ├── scripts │ ├── __init__.py │ └── run.py ├── search.py ├── semantic_caching.py ├── tentris.py ├── triple_store.py ├── utils │ ├── __init__.py │ ├── log_config.py │ ├── oplogging.py │ └── static_funcs.py ├── value_splitter.py └── verbalizer.py ├── setup.py └── tests ├── __init__.py ├── test_base_concept_learner.py ├── test_celoe.py ├── test_clip.py ├── test_clip_trainer.py ├── test_concept.py ├── test_concept_abstract_syntax_tree_builder.py ├── test_core_owl_hierarchy.py ├── test_core_utils_length.py ├── test_drill.py ├── test_evolearner.py ├── test_example_celoe.py ├── test_example_concept_learning_evaluation.py ├── test_example_concept_learning_neural_evaluation.py ├── test_integration_with_sync_reasoner.py ├── test_knowledge_base.py ├── test_learners_regression.py ├── test_learning_problem_generator.py ├── test_lp_generator.py ├── test_metrics.py ├── test_nces.py ├── test_nces2.py ├── test_nces_trainer.py ├── test_nero_simple.py ├── test_refinement_operators.py ├── test_roces.py ├── test_sat_based_learners.py ├── test_semantic_cache.py ├── test_static_funcs.py ├── test_tdl.py ├── test_tdl_regression.py ├── test_triplestore.py ├── test_value_splitter.py └── test_verbalizer.py /.coveragerc: 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