Index

_

__call__() (ontolearn.verbalizer.LLMVerbalizer method) __delattr__() (ontolearn.search.SuperProp method) __eq__() (ontolearn.search.HeuristicOrderedNode method) (ontolearn.search.LengthOrderedNode method) (ontolearn.search.QualityOrderedNode method) (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) (ontolearn.value_splitter.Split method) __getattr__() (ontolearn.search.SuperProp method) __getitem__() (ontolearn.abstracts.DRILLAbstractTree method) (ontolearn.data_struct.CLIPDataset method) (ontolearn.data_struct.CLIPDatasetInference method) (ontolearn.data_struct.NCESDataset method) (ontolearn.data_struct.NCESDatasetInference method) (ontolearn.data_struct.PrepareBatchOfPrediction method) (ontolearn.data_struct.PrepareBatchOfTraining method) (ontolearn.data_struct.ROCESDataset method) (ontolearn.data_struct.ROCESDatasetInference method) (ontolearn.data_struct.TriplesDataset method) __gt__() (ontolearn.search.RL_State method) __hash__() (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) __iter__() (ontolearn.abstracts.DRILLAbstractTree method) (ontolearn.binders.PredictedConcept method) __len__() (ontolearn.abstracts.DRILLAbstractTree method) (ontolearn.data_struct.CLIPDataset method) (ontolearn.data_struct.CLIPDatasetInference method) (ontolearn.data_struct.Experience method) (ontolearn.data_struct.NCESDataset method) (ontolearn.data_struct.NCESDatasetInference method) (ontolearn.data_struct.PrepareBatchOfPrediction method) (ontolearn.data_struct.PrepareBatchOfTraining method) (ontolearn.data_struct.ROCESDataset method) (ontolearn.data_struct.ROCESDatasetInference method) (ontolearn.data_struct.TriplesDataset method) __lt__() (ontolearn.search.HeuristicOrderedNode method) (ontolearn.search.LengthOrderedNode method) (ontolearn.search.QualityOrderedNode method) (ontolearn.search.RL_State method) (ontolearn.value_splitter.Split method) __repr__() (ontolearn.abstracts.AbstractNode method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.tentris.EncodedPosNegLPStandardTentris method) (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) __setattr__() (ontolearn.search.SuperProp method) __setitem__() (ontolearn.abstracts.DRILLAbstractTree method) __slots__ (ontolearn.abstracts.AbstractConceptNode attribute) (ontolearn.abstracts.AbstractFitness attribute) (ontolearn.abstracts.AbstractHeuristic attribute) (ontolearn.abstracts.AbstractKnowledgeBase attribute) (ontolearn.abstracts.AbstractLearningProblem attribute) (ontolearn.abstracts.AbstractNode attribute) (ontolearn.abstracts.AbstractOEHeuristicNode attribute) (ontolearn.abstracts.AbstractScorer attribute) (ontolearn.abstracts.BaseRefinement attribute) (ontolearn.abstracts.EncodedLearningProblem attribute) (ontolearn.abstracts.EncodedPosNegLPStandardKind attribute) (ontolearn.base_concept_learner.BaseConceptLearner attribute) (ontolearn.base_concept_learner.RefinementBasedConceptLearner attribute) (ontolearn.concept_learner.CLIP attribute) (ontolearn.concept_learner.EvoLearner attribute) (ontolearn.ea_algorithms.AbstractEvolutionaryAlgorithm attribute) (ontolearn.ea_algorithms.BaseEvolutionaryAlgorithm attribute) (ontolearn.ea_algorithms.EASimple attribute) (ontolearn.ea_algorithms.MultiPopulation attribute) (ontolearn.ea_algorithms.RegularizedEvolution attribute) (ontolearn.ea_initialization.AbstractEAInitialization attribute) (ontolearn.ea_initialization.EARandomInitialization attribute) (ontolearn.ea_initialization.EARandomWalkInitialization attribute) (ontolearn.ea_utils.PrimitiveFactory attribute) (ontolearn.fitness_functions.LinearPressureFitness attribute) (ontolearn.heuristics.CELOEHeuristic attribute) (ontolearn.heuristics.DLFOILHeuristic attribute) (ontolearn.heuristics.OCELHeuristic attribute) (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) (ontolearn.learners.sparql_query_learner.SPARQLQueryLearner attribute) (ontolearn.learning_problem.EncodedPosNegLPStandard attribute) (ontolearn.learning_problem.PosNegLPStandard attribute) (ontolearn.metrics.Accuracy attribute) (ontolearn.metrics.F1 attribute) (ontolearn.metrics.Precision attribute) (ontolearn.metrics.Recall attribute) (ontolearn.metrics.WeightedAccuracy attribute) (ontolearn.refinement_operators.ExpressRefinement attribute) (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) (ontolearn.search.EvaluatedConcept attribute) (ontolearn.search.EvoLearnerNode attribute) (ontolearn.search.HeuristicOrderedNode attribute) (ontolearn.search.LBLNode attribute) (ontolearn.search.LengthOrderedNode attribute) (ontolearn.search.NCESNode attribute) (ontolearn.search.Node attribute) (ontolearn.search.OENode attribute) (ontolearn.search.QualityOrderedNode attribute) (ontolearn.search.RL_State attribute) (ontolearn.search.TreeNode attribute) (ontolearn.tentris.EncodedPosNegLPStandardTentris attribute) (ontolearn.tentris.EvaluatedConceptTentris attribute) (ontolearn.tentris.TentrisKnowledgeBase attribute) (ontolearn.tentris.TentrisOntology attribute) (ontolearn.tentris.TentrisReasoner attribute) (ontolearn.value_splitter.AbstractValueSplitter attribute) (ontolearn.value_splitter.BinningValueSplitter attribute) (ontolearn.value_splitter.EntropyValueSplitter attribute)

__str__() (ontolearn.abstracts.AbstractNode method) (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner method) (ontolearn.search.EvoLearnerNode method) (ontolearn.search.NCESNode method) (ontolearn.search.Node method) (ontolearn.search.OENode method) (ontolearn.search.RL_State method) (ontolearn.triple_store.TripleStore method) __version__ (in module ontolearn) _number_of_tested_concepts (ontolearn.base_concept_learner.BaseConceptLearner attribute) (ontolearn.base_concept_learner.RefinementBasedConceptLearner attribute) (ontolearn.concept_learner.CLIP attribute) (ontolearn.concept_learner.EvoLearner attribute) (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute)

A

abox() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner method) (ontolearn.triple_store.TripleStore method) AbstractConceptNode (class in ontolearn.abstracts) AbstractEAInitialization (class in ontolearn.ea_initialization) AbstractEvolutionaryAlgorithm (class in ontolearn.ea_algorithms) AbstractFitness (class in ontolearn.abstracts) AbstractHeuristic (class in ontolearn.abstracts) AbstractKnowledgeBase (class in ontolearn.abstracts) AbstractLearningProblem (class in ontolearn.abstracts) AbstractNode (class in ontolearn.abstracts) AbstractOEHeuristicNode (class in ontolearn.abstracts) AbstractScorer (class in ontolearn.abstracts) AbstractValueSplitter (class in ontolearn.value_splitter) acc() (in module ontolearn.quality_funcs) access_times (ontolearn.semantic_caching.CacheWithEviction attribute) Accuracy (class in ontolearn.metrics) accuracy_method (ontolearn.heuristics.OCELHeuristic attribute) add() (ontolearn.abstracts.DRILLAbstractTree method) (ontolearn.search.DRILLSearchTreePriorityQueue method) (ontolearn.search.SearchTreePriorityQueue method) add_axiom() (ontolearn.triple_store.TripleStoreOntology method) add_child() (ontolearn.search.LBLNode method) add_data_values() (ontolearn.base_nces.BaseNCES method) add_node() (ontolearn.abstracts.LBLSearchTree method) (ontolearn.search.SearchTreePriorityQueue method) add_root() (ontolearn.abstracts.LBLSearchTree method) (ontolearn.search.SearchTreePriorityQueue method) algorithm (ontolearn.concept_learner.EvoLearner attribute), [1] all (ontolearn.learning_problem.PosNegLPStandard attribute) all_data_property_values() (ontolearn.triple_store.TripleStoreReasoner method)

all_individuals (ontolearn.base_nces.BaseNCES attribute) alpha (ontolearn.heuristics.CeloeBasedReward attribute) app (in module ontolearn.scripts.run) append() (ontolearn.data_struct.Experience method) apply() (ontolearn.abstracts.AbstractFitness method) (ontolearn.abstracts.AbstractHeuristic method) (ontolearn.abstracts.AbstractScorer method) (ontolearn.fitness_functions.LinearPressureFitness method) (ontolearn.heuristics.CeloeBasedReward method) (ontolearn.heuristics.CELOEHeuristic method) (ontolearn.heuristics.DLFOILHeuristic method) (ontolearn.heuristics.OCELHeuristic method) (ontolearn.learners.drill.DrillHeuristic method) apply_refinement() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) apply_rho() (ontolearn.lp_generator.helper_classes.ConceptDescriptionGenerator method) apply_rho_on_rl_state() (ontolearn.learning_problem_generator.LearningProblemGenerator method) apply_TSNE_on_df() (in module ontolearn.utils) are_owl_concept_disjoint() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) args (in module ontolearn.scripts.run) assertion_path_isfile() (in module ontolearn.utils) assign_embeddings() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) async_client (ontolearn.tentris.TentrisKnowledgeBase attribute) atomic_concept_names (ontolearn.base_nces.BaseNCES attribute) (ontolearn.lp_generator.helper_classes.KB2Data attribute) (ontolearn.lp_generator.KB2Data attribute) (ontolearn.nces_utils.SimpleSolution attribute) attributes_sanity_checking_rl() (ontolearn.learners.drill.DepthAbstractDrill method) auto_train (ontolearn.base_nces.BaseNCES attribute)

B

balanced_n_sampled_lp() (ontolearn.learning_problem_generator.LearningProblemGenerator method) balanced_sets() (in module ontolearn.utils) base_algorithm (ontolearn.ea_algorithms.MultiPopulation attribute) BaseConceptLearner (class in ontolearn.base_concept_learner) BaseEvolutionaryAlgorithm (class in ontolearn.ea_algorithms) BaseNCES (class in ontolearn.base_nces) BaseRefinement (class in ontolearn.abstracts) batch_size (ontolearn.base_nces.BaseNCES attribute) (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) (ontolearn.nces_trainer.NCESTrainer attribute) before_pad() (in module ontolearn.nces_trainer) best_descriptions (ontolearn.concept_learner.CLIP attribute) (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) best_hypotheses() (ontolearn.abstracts.DRILLAbstractTree method) (ontolearn.base_concept_learner.BaseConceptLearner method) (ontolearn.binders.DLLearnerBinder method) (ontolearn.concept_learner.EvoLearner method) (ontolearn.concept_learner.NCES method) (ontolearn.concept_learner.NCES2 method) (ontolearn.executor.Trainer method) (ontolearn.learners.CELOE method) (ontolearn.learners.celoe.CELOE method) (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) (ontolearn.learners.TDL method) (ontolearn.learners.tree_learner.TDL method)

best_hypothesis() (ontolearn.binders.DLLearnerBinder method) best_only (ontolearn.concept_learner.CLIP attribute) (ontolearn.learners.CELOE attribute), [1] (ontolearn.learners.celoe.CELOE attribute), [1] (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) best_predictions (ontolearn.base_nces.BaseNCES attribute) (ontolearn.binders.DLLearnerBinder attribute) beta (ontolearn.heuristics.CeloeBasedReward attribute) beyond_alc (ontolearn.lp_generator.helper_classes.KB2Data attribute) (ontolearn.lp_generator.KB2Data attribute) binary_path (ontolearn.binders.DLLearnerBinder attribute) BinningValueSplitter (class in ontolearn.value_splitter) bn (ontolearn.nces_architectures.GRU attribute) (ontolearn.nces_architectures.LSTM attribute) bn_conv1 (ontolearn.nces_modules.ConEx attribute) bn_conv2 (ontolearn.nces_modules.ConEx attribute) bn_ent_i (ontolearn.nces_modules.ConEx attribute) bn_ent_real (ontolearn.nces_modules.ConEx attribute) bn_rel_i (ontolearn.nces_modules.ConEx attribute) bn_rel_real (ontolearn.nces_modules.ConEx attribute) boolean_data_properties() (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner method) boost (ontolearn.ea_algorithms.MultiPopulation attribute)

C

cache (ontolearn.semantic_caching.CacheWithEviction attribute) cache_size (ontolearn.semantic_caching.CacheWithEviction attribute) CacheWithEviction (class in ontolearn.semantic_caching) calculate_min_max (ontolearn.concept_learner.CLIP attribute) (ontolearn.learners.CELOE attribute), [1] (ontolearn.learners.celoe.CELOE attribute), [1] (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) CARD_EXACT (ontolearn.ea_utils.OperatorVocabulary attribute) card_limit (ontolearn.concept_learner.EvoLearner attribute), [1] (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) CARD_MAX (ontolearn.ea_utils.OperatorVocabulary attribute) CARD_MIN (ontolearn.ea_utils.OperatorVocabulary attribute) cbd_mapping (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) cel() (in module ontolearn.scripts.run) CELOE (class in ontolearn.learners) (class in ontolearn.learners.celoe) CeloeBasedReward (class in ontolearn.heuristics) CELOEHeuristic (class in ontolearn.heuristics) children (ontolearn.search.LBLNode property) (ontolearn.search.TreeNode attribute) classes_in_signature() (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner method) (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStore method) (ontolearn.triple_store.TripleStoreOntology method) classification_report (ontolearn.learners.TDL property) (ontolearn.learners.tree_learner.TDL property) clean() (ontolearn.abstracts.DRILLAbstractTree method) (ontolearn.abstracts.LBLSearchTree method) (ontolearn.base_concept_learner.BaseConceptLearner method) (ontolearn.concept_learner.EvoLearner method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.learners.CELOE method) (ontolearn.learners.celoe.CELOE method) (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) (ontolearn.search.DRILLSearchTreePriorityQueue method) (ontolearn.search.SearchTreePriorityQueue method) clear() (ontolearn.data_struct.Experience method) clf (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) CLIP (class in ontolearn.concept_learner) clip (ontolearn.clip_trainer.CLIPTrainer attribute) clip_value (ontolearn.base_nces.BaseNCES attribute) (ontolearn.clip_trainer.CLIPTrainer attribute) (ontolearn.nces_trainer.NCESTrainer attribute) CLIPDataset (class in ontolearn.data_struct) CLIPDatasetInference (class in ontolearn.data_struct) CLIPTrainer (class in ontolearn.clip_trainer) collate_batch() (ontolearn.concept_learner.CLIP method) (ontolearn.nces_trainer.NCESTrainer method) collate_batch_inference() (ontolearn.base_nces.BaseNCES method) (ontolearn.concept_learner.CLIP method) COMPILE (ontolearn.ea_utils.ToolboxVocabulary attribute) compute_accuracy() (ontolearn.nces_trainer.NCESTrainer static method) compute_eval_metric() (ontolearn.clip_trainer.CLIPTrainer method) compute_f1_score() (in module ontolearn.utils) (in module ontolearn.utils.static_funcs)

compute_f1_score_from_confusion_matrix() (in module ontolearn.utils.static_funcs) compute_quality() (in module ontolearn.executor) compute_quality_of_class_expression() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) compute_splits_properties() (ontolearn.value_splitter.AbstractValueSplitter method) (ontolearn.value_splitter.BinningValueSplitter method) (ontolearn.value_splitter.EntropyValueSplitter method) compute_tp_fn_fp_tn() (in module ontolearn.utils.static_funcs) concept (ontolearn.abstracts.AbstractConceptNode property) concept_generator() (in module ontolearn.semantic_caching) concept_individuals_to_string_balanced_examples() (ontolearn.learning_problem_generator.LearningProblemGenerator method) concept_len() (in module ontolearn.utils.static_funcs) concept_reducer() (in module ontolearn.utils) (in module ontolearn.utils.static_funcs) concept_reducer_properties() (in module ontolearn.utils) (in module ontolearn.utils.static_funcs) concept_retrieval() (in module ontolearn.semantic_caching) ConceptDescriptionGenerator (class in ontolearn.lp_generator.helper_classes) ConceptGenerator (class in ontolearn.concept_generator) concepts (ontolearn.abstracts.AbstractKnowledgeBase property) (ontolearn.knowledge_base.KnowledgeBase property) (ontolearn.triple_store.TripleStore property) concepts_reducer() (in module ontolearn.learners.tree_learner) ConEx (class in ontolearn.nces_modules) config_name_identifier (ontolearn.binders.DLLearnerBinder attribute) conjunctive_concepts (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) connection_pr (ontolearn.ea_initialization.EARandomWalkInitialization attribute) construct_learning_problem() (ontolearn.base_concept_learner.BaseConceptLearner method) construct_owl_expression_from_tree() (ontolearn.learners.TDL method) (ontolearn.learners.tree_learner.TDL method) construct_sparse_binary_representations() (ontolearn.learners.TDL method) (ontolearn.learners.tree_learner.TDL method) contains_class() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) conv1 (ontolearn.clip_architectures.LengthLearner_CNN attribute) (ontolearn.learners.drill.DrillNet attribute) (ontolearn.nces_modules.ConEx attribute) conv2 (ontolearn.clip_architectures.LengthLearner_CNN attribute) convert_to_list_str_from_iterable() (ontolearn.concept_learner.NCES method) (ontolearn.concept_learner.NCES2 method) create_card_restrictions() (ontolearn.ea_utils.PrimitiveFactory method) create_data_has_value() (ontolearn.ea_utils.PrimitiveFactory method) create_data_some_values() (ontolearn.ea_utils.PrimitiveFactory method) create_existential_universal() (ontolearn.ea_utils.PrimitiveFactory method) create_experiment_folder() (in module ontolearn.utils) create_intersection() (ontolearn.ea_utils.PrimitiveFactory method) create_rl_state() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) create_training_data() (ontolearn.learners.TDL method) (ontolearn.learners.tree_learner.TDL method) create_union() (ontolearn.ea_utils.PrimitiveFactory method) CRITICAL (in module ontolearn.utils.oplogging) CROSSOVER (ontolearn.ea_utils.ToolboxVocabulary attribute) crossover_pr (ontolearn.ea_algorithms.EASimple attribute) current_states (ontolearn.data_struct.Experience attribute)

D

data (ontolearn.data_struct.CLIPDataset attribute) (ontolearn.data_struct.CLIPDatasetInference attribute) (ontolearn.data_struct.NCESDataset attribute) (ontolearn.data_struct.NCESDatasetInference attribute) (ontolearn.data_struct.ROCESDataset attribute) (ontolearn.data_struct.ROCESDatasetInference attribute) data_existential_restriction() (ontolearn.concept_generator.ConceptGenerator static method) DATA_HAS_VALUE (ontolearn.ea_utils.OperatorVocabulary attribute) data_has_value_restriction() (ontolearn.concept_generator.ConceptGenerator static method) DATA_MAX_EXCLUSIVE (ontolearn.ea_utils.OperatorVocabulary attribute) DATA_MAX_INCLUSIVE (ontolearn.ea_utils.OperatorVocabulary attribute) DATA_MIN_EXCLUSIVE (ontolearn.ea_utils.OperatorVocabulary attribute) DATA_MIN_INCLUSIVE (ontolearn.ea_utils.OperatorVocabulary attribute) data_properties (ontolearn.abstracts.AbstractKnowledgeBase property) (ontolearn.knowledge_base.KnowledgeBase property) (ontolearn.triple_store.TripleStore property) data_properties_for_domain() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) data_properties_in_signature() (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner method) (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) data_property_cast (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) data_property_domain_axioms() (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) data_property_domains() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) data_property_range_axioms() (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) data_property_ranges() (ontolearn.triple_store.TripleStoreReasoner method) data_property_values() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) data_universal_restriction() (ontolearn.concept_generator.ConceptGenerator static method) DEBUG (in module ontolearn.utils.oplogging) dec (ontolearn.clip_architectures.LengthLearner_SetTransformer attribute) (ontolearn.nces_architectures.SetTransformer attribute) decay_rate (ontolearn.clip_trainer.CLIPTrainer attribute) decode_request() (ontolearn.scripts.litserve_neural_reasoner.NeuralReasonerAPI method) decompose() (ontolearn.data_struct.NCESBaseDataset static method) DEFAULT_FMT (in module ontolearn.utils) depth (ontolearn.learning_problem_generator.LearningProblemGenerator attribute) (ontolearn.lp_generator.helper_classes.ConceptDescriptionGenerator attribute) depth_Default_ReasonerFactory() (in module ontolearn.knowledge_base)

DepthAbstractDrill (class in ontolearn.learners.drill) describe() (ontolearn.abstracts.AbstractKnowledgeBase method) deserializer() (in module ontolearn.utils) device (ontolearn.base_nces.BaseNCES attribute) (ontolearn.concept_learner.CLIP attribute) dicee_emb_dim (ontolearn.concept_learner.NCES attribute) dicee_epochs (ontolearn.concept_learner.NCES attribute) dicee_lr (ontolearn.concept_learner.NCES attribute) dicee_model (ontolearn.concept_learner.NCES attribute) different_individuals() (ontolearn.triple_store.TripleStoreReasoner method) dim_V (ontolearn.nces_modules.MAB attribute) direct_subconcepts() (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner method) disjoint_classes() (ontolearn.triple_store.TripleStoreReasoner method) disjoint_data_properties() (ontolearn.triple_store.TripleStoreReasoner method) disjoint_object_properties() (ontolearn.triple_store.TripleStoreReasoner method) disjunction_of_conjunctive_concepts (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) dl_parser (ontolearn.base_nces.BaseNCES attribute) dl_syntax_renderer (ontolearn.lp_generator.helper_classes.KB2Data attribute) (ontolearn.lp_generator.KB2Data attribute) DLFOILHeuristic (class in ontolearn.heuristics) DLLearnerBinder (class in ontolearn.binders) double_data_properties() (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner method) downsample (ontolearn.refinement_operators.ExpressRefinement attribute) downward_refinement() (ontolearn.base_concept_learner.RefinementBasedConceptLearner method) (ontolearn.learners.CELOE method) (ontolearn.learners.celoe.CELOE method) (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) dp_domains (ontolearn.knowledge_base.KnowledgeBase attribute) dp_ranges (ontolearn.knowledge_base.KnowledgeBase attribute) dp_splits (ontolearn.ea_initialization.EARandomWalkInitialization attribute) (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) dp_to_prim_type (ontolearn.ea_initialization.EARandomWalkInitialization attribute) Drill (class in ontolearn.learners) (class in ontolearn.learners.drill) DRILLAbstractTree (class in ontolearn.abstracts) DrillHeuristic (class in ontolearn.learners.drill) DrillNet (class in ontolearn.learners.drill) DRILLSearchTreePriorityQueue (class in ontolearn.search) drop_prob (ontolearn.base_nces.BaseNCES attribute) dropout (ontolearn.clip_architectures.LengthLearner_GRU attribute) (ontolearn.clip_architectures.LengthLearner_LSTM attribute) dropout1d (ontolearn.clip_architectures.LengthLearner_CNN attribute) dropout2d (ontolearn.clip_architectures.LengthLearner_CNN attribute)

E

EARandomInitialization (class in ontolearn.ea_initialization) EARandomWalkInitialization (class in ontolearn.ea_initialization) EASimple (class in ontolearn.ea_algorithms) elite_size (ontolearn.ea_algorithms.EASimple attribute) elitism (ontolearn.ea_algorithms.EASimple attribute) emb_ent_i (ontolearn.nces_modules.ConEx attribute) emb_ent_real (ontolearn.nces_modules.ConEx attribute) emb_rel_i (ontolearn.nces_modules.ConEx attribute) emb_rel_real (ontolearn.nces_modules.ConEx attribute) embedding_dim (ontolearn.concept_learner.NCES2 attribute) (ontolearn.nces_modules.ConEx attribute) embeddings (ontolearn.data_struct.CLIPDataset attribute) (ontolearn.data_struct.CLIPDatasetInference attribute) (ontolearn.data_struct.NCESDataset attribute) (ontolearn.data_struct.NCESDatasetInference attribute) (ontolearn.search.RL_State attribute) enc (ontolearn.clip_architectures.LengthLearner_SetTransformer attribute) (ontolearn.nces_architectures.SetTransformer attribute) encode_kb() (ontolearn.abstracts.AbstractLearningProblem method) (ontolearn.learning_problem.PosNegLPStandard method) encode_learning_problem() (ontolearn.tentris.TentrisKnowledgeBase method) encode_response() (ontolearn.scripts.litserve_neural_reasoner.NeuralReasonerAPI method) encoded_learning_problem() (ontolearn.learners.CELOE method) (ontolearn.learners.celoe.CELOE method) EncodedLearningProblem (class in ontolearn.abstracts) EncodedPosNegLPStandard (class in ontolearn.learning_problem) EncodedPosNegLPStandardKind (class in ontolearn.abstracts) EncodedPosNegLPStandardTentris (class in ontolearn.tentris) EncodedPosNegUndLP (class in ontolearn.learning_problem) endpoint_timeout (ontolearn.tentris.TentrisKnowledgeBase attribute) endpoint_url (ontolearn.learners.sparql_query_learner.SPARQLQueryLearner attribute) (ontolearn.tentris.TentrisKnowledgeBase attribute) entities (ontolearn.data_struct.TriplesData attribute) entity2idx (ontolearn.data_struct.TriplesData attribute) entropy (ontolearn.value_splitter.Split attribute) EntropyValueSplitter (class in ontolearn.value_splitter) epochs (ontolearn.clip_trainer.CLIPTrainer attribute) (ontolearn.nces_trainer.NCESTrainer attribute) epsilon (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) epsilon_decay (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute)

epsilon_min (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) equivalent_classes() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) equivalent_classes_axioms() (ontolearn.triple_store.TripleStoreOntology method) equivalent_data_properties() (ontolearn.triple_store.TripleStoreReasoner method) equivalent_object_properties() (ontolearn.triple_store.TripleStoreReasoner method) ERROR (in module ontolearn.utils.oplogging) escape() (in module ontolearn.ea_utils) eta_min (ontolearn.base_nces.BaseNCES attribute) (ontolearn.nces_trainer.NCESTrainer attribute) evaluate_concept() (in module ontolearn.quality_funcs) (ontolearn.tentris.TentrisKnowledgeBase method) evaluate_concept_async() (ontolearn.tentris.TentrisKnowledgeBase method) EvaluatedConcept (class in ontolearn.search) EvaluatedConceptTentris (class in ontolearn.tentris) EvoLearner (class in ontolearn.concept_learner) EvoLearnerNode (class in ontolearn.search) evolve() (ontolearn.ea_algorithms.AbstractEvolutionaryAlgorithm method) (ontolearn.ea_algorithms.BaseEvolutionaryAlgorithm method) (ontolearn.ea_algorithms.MultiPopulation method) exact_cardinality_restriction() (ontolearn.concept_generator.ConceptGenerator method) example_sizes (ontolearn.data_struct.CLIPDataset attribute) (ontolearn.data_struct.NCESDataset attribute) execute() (in module ontolearn.executor) EXISTENTIAL (ontolearn.ea_utils.OperatorVocabulary attribute) existential_restriction() (ontolearn.concept_generator.ConceptGenerator method) expansionPenaltyFactor (ontolearn.heuristics.CELOEHeuristic attribute) (ontolearn.heuristics.OCELHeuristic attribute) Experience (class in ontolearn.data_struct) experiences (ontolearn.learners.drill.DepthAbstractDrill attribute) Experiments (class in ontolearn.experiments) explain_inference() (in module ontolearn.learners.tree_learner) exploitation() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) exploration_exploitation_tradeoff() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) export_concepts() (ontolearn.learning_problem_generator.LearningProblemGenerator method) expressionTests (ontolearn.search.DRILLSearchTreePriorityQueue attribute) (ontolearn.search.SearchTreePriorityQueue attribute) expressivity (ontolearn.refinement_operators.ExpressRefinement attribute) ExpressRefinement (class in ontolearn.refinement_operators) extract_expressions_from_owl_individuals() (ontolearn.learners.TDL method) (ontolearn.learners.tree_learner.TDL method)

F

F1 (class in ontolearn.metrics) f1() (in module ontolearn.quality_funcs) f1_set_similarity() (in module ontolearn.utils) (in module ontolearn.utils.static_funcs) Factory (in module ontolearn.base_concept_learner) (in module ontolearn.utils) fc (ontolearn.nces_modules.ConEx attribute) fc1 (ontolearn.clip_architectures.LengthLearner_CNN attribute) (ontolearn.clip_architectures.LengthLearner_GRU attribute) (ontolearn.clip_architectures.LengthLearner_LSTM attribute) (ontolearn.learners.drill.DrillNet attribute) (ontolearn.nces_architectures.GRU attribute) (ontolearn.nces_architectures.LSTM attribute) fc2 (ontolearn.clip_architectures.LengthLearner_CNN attribute) (ontolearn.clip_architectures.LengthLearner_GRU attribute) (ontolearn.clip_architectures.LengthLearner_LSTM attribute) (ontolearn.learners.drill.DrillNet attribute) (ontolearn.nces_architectures.GRU attribute) (ontolearn.nces_architectures.LSTM attribute) fc3 (ontolearn.clip_architectures.LengthLearner_CNN attribute) (ontolearn.clip_architectures.LengthLearner_GRU attribute) (ontolearn.clip_architectures.LengthLearner_LSTM attribute) (ontolearn.nces_architectures.GRU attribute) (ontolearn.nces_architectures.LSTM attribute) fc_k (ontolearn.nces_modules.MAB attribute) fc_num_input (ontolearn.nces_modules.ConEx attribute) fc_o (ontolearn.nces_modules.MAB attribute) fc_q (ontolearn.nces_modules.MAB attribute) fc_v (ontolearn.nces_modules.MAB attribute) feature_dropout (ontolearn.nces_modules.ConEx attribute) feature_map_dropout (ontolearn.concept_learner.NCES2 attribute) (ontolearn.nces_modules.ConEx attribute) features (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) find_optimal_number_of_examples() (ontolearn.base_nces.BaseNCES static method) (ontolearn.lp_generator.helper_classes.KB2Data method) (ontolearn.lp_generator.KB2Data method) fit() (ontolearn.base_concept_learner.BaseConceptLearner method) (ontolearn.binders.DLLearnerBinder method) (ontolearn.concept_learner.CLIP method) (ontolearn.concept_learner.EvoLearner method) (ontolearn.concept_learner.NCES method) (ontolearn.concept_learner.NCES2 method) (ontolearn.executor.Trainer method) (ontolearn.learners.CELOE method) (ontolearn.learners.celoe.CELOE method) (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) (ontolearn.learners.nero.NERO method) (ontolearn.learners.TDL method) (ontolearn.learners.tree_learner.TDL method)

fit_from_iterable() (ontolearn.binders.DLLearnerBinder method) (ontolearn.concept_learner.NCES method) (ontolearn.concept_learner.NCES2 method) fit_one() (ontolearn.concept_learner.NCES method) (ontolearn.concept_learner.NCES2 method) fitness_func (ontolearn.concept_learner.EvoLearner attribute), [1] FITNESS_FUNCTION (ontolearn.ea_utils.ToolboxVocabulary attribute) flag_for_performance (in module ontolearn.utils) flush() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) form_experiences() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) forward() (ontolearn.clip_architectures.LengthLearner_CNN method) (ontolearn.clip_architectures.LengthLearner_GRU method) (ontolearn.clip_architectures.LengthLearner_LSTM method) (ontolearn.clip_architectures.LengthLearner_SetTransformer method) (ontolearn.learners.drill.DrillNet method) (ontolearn.nces_architectures.GRU method) (ontolearn.nces_architectures.LSTM method) (ontolearn.nces_architectures.SetTransformer method) (ontolearn.nces_modules.ISAB method) (ontolearn.nces_modules.MAB method) (ontolearn.nces_modules.PMA method) (ontolearn.nces_modules.SAB method) forward_head_and_loss() (ontolearn.nces_modules.ConEx method) forward_head_batch() (ontolearn.nces_modules.ConEx method) forward_triples() (ontolearn.nces_modules.ConEx method) forward_triples_and_loss() (ontolearn.nces_modules.ConEx method) from_iterables() (ontolearn.refinement_operators.LengthBasedRefinement static method) FULL (ontolearn.ea_initialization.RandomInitMethod attribute)

G

gain (ontolearn.fitness_functions.LinearPressureFitness attribute) gainBonusFactor (ontolearn.heuristics.CELOEHeuristic attribute) (ontolearn.heuristics.OCELHeuristic attribute) gamma (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner attribute) (ontolearn.scripts.litserve_neural_reasoner.NeuralReasonerAPI attribute), [1] general_class_axioms() (ontolearn.triple_store.TripleStoreOntology method) generate() (ontolearn.lp_generator.generate_data.LPGen method) (ontolearn.lp_generator.helper_classes.ConceptDescriptionGenerator method) (ontolearn.lp_generator.LPGen method) generate_descriptions() (ontolearn.lp_generator.helper_classes.KB2Data method) (ontolearn.lp_generator.KB2Data method) generate_examples() (ontolearn.learning_problem_generator.LearningProblemGenerator method) generate_learning_problems() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) generate_training_data() (in module ontolearn.nces_utils) generation() (ontolearn.ea_algorithms.BaseEvolutionaryAlgorithm method) (ontolearn.ea_algorithms.EASimple method) (ontolearn.ea_algorithms.RegularizedEvolution method) generator (ontolearn.concept_learner.EvoLearner attribute) (ontolearn.ea_utils.PrimitiveFactory attribute) (ontolearn.knowledge_base.KnowledgeBase attribute), [1] (ontolearn.refinement_operators.ExpressRefinement attribute) (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) (ontolearn.tentris.TentrisKnowledgeBase attribute) get() (ontolearn.semantic_caching.CacheWithEviction method) get_all() (ontolearn.data_struct.PrepareBatchOfPrediction method) get_all_direct_sub_concepts() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_all_items() (ontolearn.semantic_caching.CacheWithEviction method) get_all_sub_concepts() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_balanced_examples() (ontolearn.learning_problem_generator.LearningProblemGenerator method) get_balanced_n_samples_per_examples() (ontolearn.learning_problem_generator.LearningProblemGenerator method) get_boolean_data_properties() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_concepts() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.learning_problem_generator.LearningProblemGenerator method) (ontolearn.triple_store.TripleStore method) get_data_idxs() (ontolearn.nces_trainer.NCESTrainer method) get_data_properties() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_data_properties_for_ind() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_data_property_domains() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_data_property_ranges() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_data_property_values() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner method) (ontolearn.triple_store.TripleStore method) get_default_arguments() (in module ontolearn.scripts.run) get_direct_parents() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner method) (ontolearn.triple_store.TripleStore method) get_direct_sub_concepts() (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_double_data_properties() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_drill() (in module ontolearn.scripts.run) get_embeddings() (ontolearn.nces_modules.ConEx method) get_embeddings_individuals() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) get_entities() (ontolearn.data_struct.TriplesData static method) get_er_vocab() (ontolearn.nces_trainer.NCESTrainer method) get_examples() (ontolearn.learning_problem_generator.LearningProblemGenerator method)

get_expression() (ontolearn.ea_initialization.AbstractEAInitialization method) (ontolearn.ea_initialization.EARandomInitialization method) (ontolearn.ea_initialization.EARandomWalkInitialization method) get_individuals() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) get_individuals_with_object_property() (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner method) get_labels() (ontolearn.data_struct.NCESBaseDataset method) get_learner() (in module ontolearn.scripts.run) get_length_predictor() (ontolearn.concept_learner.CLIP method) get_most_promising() (ontolearn.abstracts.LBLSearchTree method) (ontolearn.search.DRILLSearchTreePriorityQueue method) (ontolearn.search.SearchTreePriorityQueue method) get_nces() (in module ontolearn.scripts.run) get_neg_values() (ontolearn.value_splitter.IndividualValues method) get_numeric_data_properties() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_object_properties() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_object_properties_for_ind() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_object_property_domains() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_object_property_ranges() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_object_property_values() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner method) (ontolearn.triple_store.TripleStore method) get_ontology_id() (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) get_optimizer() (ontolearn.clip_trainer.CLIPTrainer method) (ontolearn.nces_trainer.NCESTrainer method) get_overlapping_with_split() (ontolearn.value_splitter.IndividualValues method) get_owl_ontology_manager() (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) get_population() (ontolearn.ea_initialization.AbstractEAInitialization method) (ontolearn.ea_initialization.EARandomInitialization method) (ontolearn.ea_initialization.EARandomWalkInitialization method) get_pos_values() (ontolearn.value_splitter.IndividualValues method) get_prediction() (ontolearn.concept_learner.NCES method) (ontolearn.concept_learner.NCES2 method) get_property_domains() (ontolearn.triple_store.TripleStoreOntology method) get_relations() (ontolearn.data_struct.TriplesData static method) get_root_ontology() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) get_shuffled_concepts() (in module ontolearn.semantic_caching) get_synthesizer() (ontolearn.base_nces.BaseNCES method) (ontolearn.concept_learner.NCES method) (ontolearn.concept_learner.NCES2 method) get_tdl() (in module ontolearn.scripts.run) get_time_data_properties() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_top_n() (ontolearn.abstracts.LBLSearchTree method) (ontolearn.search.DRILLSearchTreePriorityQueue method) (ontolearn.search.SearchTreePriorityQueue method) get_top_n_nodes() (ontolearn.abstracts.DRILLAbstractTree method) get_type_individuals() (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner method) get_types() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) get_values_of_double_data_property() (ontolearn.triple_store.TripleStore method) goal_found (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) Graph (ontolearn.data_struct.TriplesData attribute) grid_search_over (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) GROW (ontolearn.ea_initialization.RandomInitMethod attribute) GRU (class in ontolearn.nces_architectures) gru (ontolearn.clip_architectures.LengthLearner_GRU attribute) (ontolearn.nces_architectures.GRU attribute)

H

h_exp (ontolearn.abstracts.AbstractOEHeuristicNode property) (ontolearn.search.OENode property) has_renamed_inds (ontolearn.concept_learner.NCES attribute) has_value_restriction() (ontolearn.concept_generator.ConceptGenerator method) head_idx (ontolearn.data_struct.TriplesDataset attribute) HEIGHT_KEY (ontolearn.ea_utils.ToolboxVocabulary attribute) height_limit (ontolearn.concept_learner.EvoLearner attribute), [1] heuristic (ontolearn.abstracts.AbstractOEHeuristicNode property) heuristic_func (ontolearn.base_concept_learner.RefinementBasedConceptLearner attribute), [1] (ontolearn.concept_learner.CLIP attribute) (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) (ontolearn.search.DRILLSearchTreePriorityQueue attribute) (ontolearn.search.SearchTreePriorityQueue attribute), [1]

heuristic_queue (ontolearn.concept_learner.CLIP attribute) (ontolearn.learners.CELOE attribute), [1] (ontolearn.learners.celoe.CELOE attribute), [1] (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) HeuristicOrderedNode (class in ontolearn.search) heuristics (in module ontolearn.executor)

I

I (ontolearn.nces_modules.ISAB attribute) id (ontolearn.tentris.EncodedPosNegLPStandardTentris attribute) ignore_and_copy() (ontolearn.knowledge_base.KnowledgeBase method) increment_h_exp() (ontolearn.search.OENode method) ind_cache (ontolearn.knowledge_base.KnowledgeBase attribute) ind_to_string() (in module ontolearn.ea_utils) individuals() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner method) (ontolearn.triple_store.TripleStore method) individuals_count() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) individuals_in_signature() (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner method) (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) individuals_set() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) IndividualValues (class in ontolearn.value_splitter) inds (ontolearn.tentris.EvaluatedConceptTentris property) inferred_named_owl_classes (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner attribute) inferred_object_properties (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner attribute) INFO (in module ontolearn.utils.oplogging) init() (ontolearn.learners.drill.DrillNet method) (ontolearn.nces_modules.ConEx method) init_embeddings_of_examples() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) init_hierarchy_instances() (in module ontolearn.utils.static_funcs) init_individuals_from_concepts() (in module ontolearn.utils.static_funcs) init_length_metric() (in module ontolearn.utils.static_funcs) init_method (ontolearn.concept_learner.EvoLearner attribute), [1] init_named_individuals() (in module ontolearn.utils.static_funcs) INIT_POPULATION (ontolearn.ea_utils.ToolboxVocabulary attribute) init_training() (ontolearn.learners.drill.DepthAbstractDrill method) initialize_cache() (ontolearn.semantic_caching.CacheWithEviction method) initialize_training_class_expression_learning_problem() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method)

initialized (ontolearn.semantic_caching.CacheWithEviction attribute) input_dp_ent_i (ontolearn.nces_modules.ConEx attribute) input_dp_ent_real (ontolearn.nces_modules.ConEx attribute) input_dp_rel_i (ontolearn.nces_modules.ConEx attribute) input_dp_rel_real (ontolearn.nces_modules.ConEx attribute) input_dropout (ontolearn.concept_learner.NCES2 attribute) (ontolearn.nces_modules.ConEx attribute) instance_embeddings (ontolearn.learners.drill.DepthAbstractDrill attribute) instances() (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner method) (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) intersect_from_iterables() (ontolearn.concept_generator.ConceptGenerator static method) INTERSECTION (ontolearn.ea_utils.OperatorVocabulary attribute) intersection() (ontolearn.concept_generator.ConceptGenerator method) inv_vocab (ontolearn.base_nces.BaseNCES attribute) (ontolearn.data_struct.NCESBaseDataset attribute) (ontolearn.nces_architectures.GRU attribute) (ontolearn.nces_architectures.LSTM attribute) (ontolearn.nces_architectures.SetTransformer attribute) INVERSE (ontolearn.ea_utils.OperatorVocabulary attribute) is_full() (ontolearn.semantic_caching.CacheWithEviction method) is_isolated() (ontolearn.triple_store.TripleStoreReasoner method) is_root (ontolearn.abstracts.AbstractOEHeuristicNode property) (ontolearn.search.RL_State attribute) is_valid_entity() (in module ontolearn.owl_neural_reasoner) is_valid_url() (in module ontolearn.triple_store) ISAB (class in ontolearn.nces_modules) iso_generations (ontolearn.ea_algorithms.MultiPopulation attribute) items_in_queue (ontolearn.search.DRILLSearchTreePriorityQueue attribute), [1] (ontolearn.search.SearchTreePriorityQueue attribute), [1] iter_bound (ontolearn.base_concept_learner.RefinementBasedConceptLearner attribute), [1] (ontolearn.concept_learner.CLIP attribute) (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute)

J

jaccard_similarity() (in module ontolearn.utils)

jump_pr (ontolearn.ea_initialization.EARandomWalkInitialization attribute)

K

k (ontolearn.concept_learner.ROCES attribute) (ontolearn.data_struct.CLIPDataset attribute) (ontolearn.data_struct.ROCESDataset attribute) (ontolearn.data_struct.ROCESDatasetInference attribute) kb (in module ontolearn.scripts.run) (ontolearn.abstracts.BaseRefinement attribute), [1] (ontolearn.base_concept_learner.BaseConceptLearner attribute), [1] (ontolearn.base_concept_learner.RefinementBasedConceptLearner attribute) (ontolearn.base_nces.BaseNCES attribute) (ontolearn.concept_learner.CLIP attribute) (ontolearn.concept_learner.EvoLearner attribute), [1] (ontolearn.ea_initialization.EARandomWalkInitialization attribute) (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) (ontolearn.learning_problem_generator.LearningProblemGenerator attribute) (ontolearn.lp_generator.helper_classes.ConceptDescriptionGenerator attribute) (ontolearn.lp_generator.helper_classes.KB2Data attribute) (ontolearn.lp_generator.KB2Data attribute) (ontolearn.refinement_operators.ModifiedCELOERefinement attribute)

KB2Data (class in ontolearn.lp_generator) (class in ontolearn.lp_generator.helper_classes) kb_all (ontolearn.learning_problem.EncodedPosNegLPStandard attribute), [1] kb_diff (ontolearn.learning_problem.EncodedPosNegLPStandard attribute), [1] kb_namespace (ontolearn.base_nces.BaseNCES attribute) kb_neg (ontolearn.learning_problem.EncodedPosNegLPStandard attribute), [1] kb_path (ontolearn.binders.DLLearnerBinder attribute) kb_pos (ontolearn.learning_problem.EncodedPosNegLPStandard attribute), [1] kernel_size (ontolearn.concept_learner.NCES2 attribute) (ontolearn.nces_modules.ConEx attribute) knowledge_base (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) knowledge_base_path (ontolearn.base_nces.BaseNCES attribute) (ontolearn.concept_learner.CLIP attribute) KnowledgeBase (class in ontolearn.knowledge_base) kwargs_classifier (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute)

L

LBLNode (class in ontolearn.search) LBLSearchTree (class in ontolearn.abstracts) learn_from_illustration() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) learn_from_replay_memory() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) learn_sparql_query() (ontolearn.learners.sparql_query_learner.SPARQLQueryLearner method) learner (ontolearn.executor.Trainer attribute) learner_names (ontolearn.concept_learner.NCES attribute) learning_problem (ontolearn.heuristics.CeloeBasedReward property) (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.Drill attribute) (ontolearn.learners.sparql_query_learner.SPARQLQueryLearner attribute) learning_rate (ontolearn.base_nces.BaseNCES attribute) (ontolearn.clip_trainer.CLIPTrainer attribute) (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) (ontolearn.nces_trainer.NCESTrainer attribute) LearningProblemGenerator (class in ontolearn.learning_problem_generator) least_general_named_concepts() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner method) (ontolearn.triple_store.TripleStore method) len (ontolearn.search.LengthOrderedNode attribute) len() (ontolearn.abstracts.BaseRefinement method) length (ontolearn.search.RL_State attribute) length_predictor (ontolearn.concept_learner.CLIP attribute) LengthBasedRefinement (class in ontolearn.refinement_operators) LengthLearner_CNN (class in ontolearn.clip_architectures) LengthLearner_GRU (class in ontolearn.clip_architectures) LengthLearner_LSTM (class in ontolearn.clip_architectures) LengthLearner_SetTransformer (class in ontolearn.clip_architectures) LengthOrderedNode (class in ontolearn.search) LinearPressureFitness (class in ontolearn.fitness_functions) LLMVerbalizer (class in ontolearn.verbalizer) ln (ontolearn.base_nces.BaseNCES attribute)

load() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) load_data() (ontolearn.data_struct.TriplesData method) load_embeddings() (ontolearn.data_struct.ROCESDataset method) (ontolearn.data_struct.ROCESDatasetInference method) load_hypotheses() (ontolearn.base_concept_learner.BaseConceptLearner method) load_pretrained (ontolearn.base_nces.BaseNCES attribute) (ontolearn.concept_learner.CLIP attribute) log_dirs (in module ontolearn.utils.log_config) logger (in module ontolearn.abstracts) (in module ontolearn.base_concept_learner) (in module ontolearn.ea_algorithms) (in module ontolearn.executor) (in module ontolearn.knowledge_base) (in module ontolearn.learning_problem) (in module ontolearn.tentris) (in module ontolearn.triple_store) (in module ontolearn.utils.log_config) loss (ontolearn.clip_architectures.LengthLearner_CNN attribute) (ontolearn.clip_architectures.LengthLearner_GRU attribute) (ontolearn.clip_architectures.LengthLearner_LSTM attribute) (ontolearn.clip_architectures.LengthLearner_SetTransformer attribute) (ontolearn.learners.drill.DrillNet attribute) (ontolearn.nces_architectures.GRU attribute) (ontolearn.nces_architectures.LSTM attribute) (ontolearn.nces_architectures.SetTransformer attribute) (ontolearn.nces_modules.ConEx attribute) lp (ontolearn.heuristics.CeloeBasedReward attribute) lp_gen (ontolearn.lp_generator.generate_data.LPGen attribute) (ontolearn.lp_generator.helper_classes.KB2Data attribute) (ontolearn.lp_generator.KB2Data attribute) (ontolearn.lp_generator.LPGen attribute) LPGen (class in ontolearn.lp_generator) (class in ontolearn.lp_generator.generate_data) LSTM (class in ontolearn.nces_architectures) lstm (ontolearn.clip_architectures.LengthLearner_LSTM attribute) (ontolearn.nces_architectures.LSTM attribute)

M

m (ontolearn.base_nces.BaseNCES attribute) (ontolearn.nces_architectures.SetTransformer attribute) MAB (class in ontolearn.nces_modules) mab (ontolearn.nces_modules.PMA attribute) (ontolearn.nces_modules.SAB attribute) mab0 (ontolearn.nces_modules.ISAB attribute) mab1 (ontolearn.nces_modules.ISAB attribute) main() (in module ontolearn.scripts.run) make_iterable_verbose() (in module ontolearn.utils.static_funcs) make_kb_incomplete() (in module ontolearn.incomplete_kb) make_kb_incomplete_ass() (in module ontolearn.incomplete_kb) make_kb_inconsistent() (in module ontolearn.incomplete_kb) make_node() (ontolearn.learners.CELOE method) (ontolearn.learners.celoe.CELOE method) (ontolearn.learners.OCEL method) (ontolearn.learners.ocel.OCEL method) map_to_token() (ontolearn.nces_trainer.NCESTrainer method) max_cardinality_restriction() (ontolearn.concept_generator.ConceptGenerator method) max_child_length (ontolearn.base_concept_learner.RefinementBasedConceptLearner attribute), [1] (ontolearn.concept_learner.CLIP attribute) (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) max_he (ontolearn.concept_learner.CLIP attribute) (ontolearn.learners.CELOE attribute), [1] (ontolearn.learners.celoe.CELOE attribute), [1] (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) max_height (ontolearn.ea_initialization.EARandomInitialization attribute) max_len (ontolearn.nces_architectures.GRU attribute) (ontolearn.nces_architectures.LSTM attribute) (ontolearn.nces_architectures.SetTransformer attribute) max_len_replay_memory (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) max_length (ontolearn.base_nces.BaseNCES attribute) (ontolearn.data_struct.NCESBaseDataset attribute) (ontolearn.learning_problem_generator.LearningProblemGenerator attribute) (ontolearn.lp_generator.helper_classes.ConceptDescriptionGenerator attribute) max_nr_fillers (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) max_nr_splits (ontolearn.value_splitter.AbstractValueSplitter attribute) max_num_instances (ontolearn.learning_problem_generator.LearningProblemGenerator attribute) max_num_lps (ontolearn.lp_generator.helper_classes.KB2Data attribute) (ontolearn.lp_generator.KB2Data attribute) max_num_of_concepts_tested (ontolearn.base_concept_learner.BaseConceptLearner attribute), [1] (ontolearn.base_concept_learner.RefinementBasedConceptLearner attribute) (ontolearn.concept_learner.CLIP attribute) (ontolearn.concept_learner.EvoLearner attribute) (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) max_number_of_filters (ontolearn.learners.sparql_query_learner.SPARQLQueryLearner attribute) max_runtime (ontolearn.base_concept_learner.BaseConceptLearner attribute), [1] (ontolearn.base_concept_learner.RefinementBasedConceptLearner attribute) (ontolearn.binders.DLLearnerBinder attribute) (ontolearn.concept_learner.CLIP attribute) (ontolearn.concept_learner.EvoLearner attribute) (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) max_t (ontolearn.ea_initialization.EARandomWalkInitialization attribute) max_test_time_per_concept (ontolearn.experiments.Experiments attribute) method (ontolearn.ea_initialization.EARandomInitialization attribute) metrics (in module ontolearn.executor) migration_size (ontolearn.ea_algorithms.MultiPopulation attribute) min_cardinality_restriction() (ontolearn.concept_generator.ConceptGenerator method) min_he (ontolearn.concept_learner.CLIP attribute) (ontolearn.learners.CELOE attribute), [1] (ontolearn.learners.celoe.CELOE attribute), [1] (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) min_height (ontolearn.ea_initialization.EARandomInitialization attribute) min_length (ontolearn.learning_problem_generator.LearningProblemGenerator attribute) min_num_instances (ontolearn.learning_problem_generator.LearningProblemGenerator attribute) min_num_pos_examples (ontolearn.lp_generator.helper_classes.KB2Data attribute) (ontolearn.lp_generator.KB2Data attribute) model (ontolearn.verbalizer.LLMVerbalizer attribute) models (in module ontolearn.executor) ModifiedCELOERefinement (class in ontolearn.refinement_operators) module ontolearn ontolearn.abstracts ontolearn.base_concept_learner ontolearn.base_nces ontolearn.binders ontolearn.clip_architectures ontolearn.clip_trainer ontolearn.concept_generator ontolearn.concept_learner ontolearn.data_struct ontolearn.ea_algorithms ontolearn.ea_initialization ontolearn.ea_utils ontolearn.executor ontolearn.experiments ontolearn.fitness_functions ontolearn.heuristics ontolearn.incomplete_kb ontolearn.knowledge_base ontolearn.learners ontolearn.learners.celoe ontolearn.learners.drill ontolearn.learners.nero ontolearn.learners.ocel ontolearn.learners.sparql_query_learner ontolearn.learners.tree_learner ontolearn.learning_problem ontolearn.learning_problem_generator ontolearn.lp_generator ontolearn.lp_generator.generate_data ontolearn.lp_generator.helper_classes ontolearn.metrics ontolearn.nces_architectures ontolearn.nces_modules ontolearn.nces_trainer ontolearn.nces_utils ontolearn.owl_neural_reasoner ontolearn.quality_funcs ontolearn.refinement_operators ontolearn.scripts ontolearn.scripts.litserve_neural_reasoner ontolearn.scripts.run ontolearn.search ontolearn.semantic_caching ontolearn.tentris ontolearn.triple_store ontolearn.utils ontolearn.utils.log_config ontolearn.utils.oplogging ontolearn.utils.static_funcs ontolearn.value_splitter ontolearn.verbalizer

most_general_boolean_data_properties() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) most_general_classes() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner method) (ontolearn.triple_store.TripleStore method) most_general_data_properties() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) most_general_existential_restrictions() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) most_general_existential_restrictions_inverse() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) most_general_numeric_data_properties() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) most_general_object_properties() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) most_general_time_data_properties() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) most_general_universal_restrictions() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) most_general_universal_restrictions_inverse() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) MultiPopulation (class in ontolearn.ea_algorithms) mut_uniform_gen (ontolearn.concept_learner.EvoLearner attribute), [1] MUTATION (ontolearn.ea_utils.ToolboxVocabulary attribute) mutation_pr (ontolearn.ea_algorithms.EASimple attribute)

N

name (ontolearn.abstracts.AbstractFitness attribute) (ontolearn.abstracts.AbstractScorer attribute) (ontolearn.base_concept_learner.BaseConceptLearner attribute) (ontolearn.binders.DLLearnerBinder attribute) (ontolearn.clip_architectures.LengthLearner_CNN attribute) (ontolearn.clip_architectures.LengthLearner_GRU attribute) (ontolearn.clip_architectures.LengthLearner_LSTM attribute) (ontolearn.clip_architectures.LengthLearner_SetTransformer attribute) (ontolearn.concept_learner.CLIP attribute), [1] (ontolearn.concept_learner.EvoLearner attribute), [1] (ontolearn.concept_learner.NCES attribute) (ontolearn.concept_learner.NCES2 attribute) (ontolearn.concept_learner.ROCES attribute) (ontolearn.ea_algorithms.AbstractEvolutionaryAlgorithm attribute) (ontolearn.ea_algorithms.EASimple attribute) (ontolearn.ea_algorithms.MultiPopulation attribute) (ontolearn.ea_algorithms.RegularizedEvolution attribute) (ontolearn.fitness_functions.LinearPressureFitness attribute) (ontolearn.heuristics.CeloeBasedReward attribute) (ontolearn.heuristics.CELOEHeuristic attribute) (ontolearn.heuristics.DLFOILHeuristic attribute) (ontolearn.heuristics.OCELHeuristic attribute) (ontolearn.learners.CELOE attribute), [1] (ontolearn.learners.celoe.CELOE attribute), [1] (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) (ontolearn.learners.OCEL attribute), [1] (ontolearn.learners.ocel.OCEL attribute), [1] (ontolearn.learners.sparql_query_learner.SPARQLQueryLearner attribute) (ontolearn.metrics.Accuracy attribute) (ontolearn.metrics.F1 attribute) (ontolearn.metrics.Precision attribute) (ontolearn.metrics.Recall attribute) (ontolearn.metrics.WeightedAccuracy attribute) (ontolearn.nces_architectures.GRU attribute) (ontolearn.nces_architectures.LSTM attribute) (ontolearn.nces_architectures.SetTransformer attribute) (ontolearn.nces_modules.ConEx attribute) (ontolearn.nces_utils.SimpleSolution attribute) NCES (class in ontolearn.concept_learner) NCES2 (class in ontolearn.concept_learner) NCESBaseDataset (class in ontolearn.data_struct) NCESDataset (class in ontolearn.data_struct) NCESDatasetInference (class in ontolearn.data_struct) NCESNode (class in ontolearn.search) NCESTrainer (class in ontolearn.nces_trainer) neg (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.Drill attribute) (ontolearn.learning_problem.PosNegLPStandard attribute), [1] (ontolearn.refinement_operators.LengthBasedRefinement attribute) (ontolearn.value_splitter.Split attribute) neg_map (ontolearn.value_splitter.IndividualValues attribute) NEGATION (ontolearn.ea_utils.OperatorVocabulary attribute) negation() (ontolearn.concept_generator.ConceptGenerator method) negation_from_iterables() (ontolearn.concept_generator.ConceptGenerator method) Negatives (ontolearn.data_struct.PrepareBatchOfTraining attribute) NERO (class in ontolearn.learners.nero) NeuralReasonerAPI (class in ontolearn.scripts.litserve_neural_reasoner) next_node_to_expand() (ontolearn.base_concept_learner.RefinementBasedConceptLearner method) (ontolearn.learners.CELOE method) (ontolearn.learners.celoe.CELOE method) (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method)

next_states (ontolearn.data_struct.Experience attribute) Node (class in ontolearn.search) node (ontolearn.search.HeuristicOrderedNode attribute) (ontolearn.search.LengthOrderedNode attribute) (ontolearn.search.QualityOrderedNode attribute) (ontolearn.search.TreeNode attribute) nodeRefinementPenalty (ontolearn.heuristics.CELOEHeuristic attribute) nodes (ontolearn.abstracts.DRILLAbstractTree property) (ontolearn.search.DRILLSearchTreePriorityQueue attribute) (ontolearn.search.DRILLSearchTreePriorityQueue. attribute) (ontolearn.search.SearchTreePriorityQueue attribute), [1] (ontolearn.search.SearchTreePriorityQueue. attribute) non_semantic_caching_size() (in module ontolearn.semantic_caching) nothing (ontolearn.concept_generator.ConceptGenerator property) num_diff_runs (ontolearn.learning_problem_generator.LearningProblemGenerator attribute) num_e (ontolearn.data_struct.TriplesDataset attribute) num_entities (ontolearn.concept_learner.NCES2 attribute) (ontolearn.nces_modules.ConEx attribute) num_episode (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) num_episodes_per_replay (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) num_epochs_per_replay (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) num_examples (ontolearn.base_nces.BaseNCES attribute) (ontolearn.concept_learner.CLIP attribute) (ontolearn.data_struct.CLIPDataset attribute) (ontolearn.data_struct.CLIPDatasetInference attribute) (ontolearn.data_struct.NCESDataset attribute) (ontolearn.data_struct.NCESDatasetInference attribute) (ontolearn.data_struct.ROCESDataset attribute) (ontolearn.data_struct.ROCESDatasetInference attribute) (ontolearn.lp_generator.helper_classes.KB2Data attribute) (ontolearn.lp_generator.KB2Data attribute) num_generations (ontolearn.concept_learner.EvoLearner attribute), [1] num_heads (ontolearn.base_nces.BaseNCES attribute) (ontolearn.nces_modules.MAB attribute) num_of_output_channels (ontolearn.concept_learner.NCES2 attribute) (ontolearn.nces_modules.ConEx attribute) num_of_sequential_actions (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) num_populations (ontolearn.ea_algorithms.MultiPopulation attribute) num_pred_per_lp (ontolearn.data_struct.ROCESDatasetInference attribute) num_predictions (ontolearn.base_nces.BaseNCES attribute) num_problems (ontolearn.learning_problem_generator.LearningProblemGenerator attribute) num_relations (ontolearn.concept_learner.NCES2 attribute) (ontolearn.nces_modules.ConEx attribute) num_seeds (ontolearn.base_nces.BaseNCES attribute) num_sub_roots (ontolearn.lp_generator.helper_classes.ConceptDescriptionGenerator attribute) num_workers (ontolearn.base_nces.BaseNCES attribute) (ontolearn.concept_learner.CLIP attribute) (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) (ontolearn.nces_trainer.NCESTrainer attribute) number_of_tested_concepts (ontolearn.base_concept_learner.BaseConceptLearner property)

O

Object (in module ontolearn.ea_initialization) object_ (ontolearn.ea_initialization.PropObjPair attribute) object_properties (ontolearn.abstracts.AbstractKnowledgeBase property) (ontolearn.knowledge_base.KnowledgeBase property) (ontolearn.triple_store.TripleStore property) object_properties_in_signature() (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner method) (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) object_property_domain_axioms() (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) object_property_domains() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) object_property_range_axioms() (ontolearn.tentris.TentrisOntology method) (ontolearn.triple_store.TripleStoreOntology method) object_property_ranges() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) object_property_values() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) OCEL (class in ontolearn.learners) (class in ontolearn.learners.ocel) OCELHeuristic (class in ontolearn.heuristics) OENode (class in ontolearn.search) ontolearn module ontolearn.abstracts module ontolearn.base_concept_learner module ontolearn.base_nces module ontolearn.binders module ontolearn.clip_architectures module ontolearn.clip_trainer module ontolearn.concept_generator module ontolearn.concept_learner module ontolearn.data_struct module ontolearn.ea_algorithms module ontolearn.ea_initialization module ontolearn.ea_utils module ontolearn.executor module ontolearn.experiments module ontolearn.fitness_functions module ontolearn.heuristics module ontolearn.incomplete_kb module ontolearn.knowledge_base module ontolearn.learners module ontolearn.learners.celoe module ontolearn.learners.drill module ontolearn.learners.nero module ontolearn.learners.ocel module ontolearn.learners.sparql_query_learner module

ontolearn.learners.tree_learner module ontolearn.learning_problem module ontolearn.learning_problem_generator module ontolearn.lp_generator module ontolearn.lp_generator.generate_data module ontolearn.lp_generator.helper_classes module ontolearn.metrics module ontolearn.nces_architectures module ontolearn.nces_modules module ontolearn.nces_trainer module ontolearn.nces_utils module ontolearn.owl_neural_reasoner module ontolearn.quality_funcs module ontolearn.refinement_operators module ontolearn.scripts module ontolearn.scripts.litserve_neural_reasoner module ontolearn.scripts.run module ontolearn.search module ontolearn.semantic_caching module ontolearn.tentris module ontolearn.triple_store module ontolearn.utils module ontolearn.utils.log_config module ontolearn.utils.oplogging module ontolearn.utils.static_funcs module ontolearn.value_splitter module ontolearn.verbalizer module ontology (ontolearn.triple_store.TripleStore attribute) (ontolearn.triple_store.TripleStoreReasoner attribute) ontology() (ontolearn.abstracts.AbstractKnowledgeBase method) op_domains (ontolearn.knowledge_base.KnowledgeBase attribute) op_ranges (ontolearn.knowledge_base.KnowledgeBase attribute) operator (ontolearn.base_concept_learner.RefinementBasedConceptLearner attribute), [1] (ontolearn.concept_learner.CLIP attribute) (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) OperatorVocabulary (class in ontolearn.ea_utils) optimizer (ontolearn.learners.drill.DepthAbstractDrill attribute) output_size (ontolearn.concept_learner.CLIP attribute) owl_class_expressions (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) owl_prefix (in module ontolearn.triple_store) owlliteral_to_primitive_string() (in module ontolearn.ea_utils)

P

parametrized_performance_debugger() (in module ontolearn.utils) parent_node (ontolearn.abstracts.AbstractOEHeuristicNode property) (ontolearn.search.LBLNode property) (ontolearn.search.RL_State attribute) parse_dl_learner_output() (ontolearn.binders.DLLearnerBinder method) parser (in module ontolearn.scripts.litserve_neural_reasoner) path (ontolearn.knowledge_base.KnowledgeBase attribute), [1] (ontolearn.lp_generator.helper_classes.KB2Data attribute) (ontolearn.lp_generator.KB2Data attribute) (ontolearn.tentris.TentrisKnowledgeBase attribute), [1] path_neural_embedding (ontolearn.scripts.litserve_neural_reasoner.NeuralReasonerAPI attribute), [1] path_of_embeddings (ontolearn.concept_learner.CLIP attribute) (ontolearn.concept_learner.NCES attribute) path_of_trained_models (ontolearn.concept_learner.NCES attribute) (ontolearn.concept_learner.NCES2 attribute) path_temp_embeddings (ontolearn.concept_learner.NCES attribute) peek() (in module ontolearn.triple_store) penalty (ontolearn.fitness_functions.LinearPressureFitness attribute) performance_debugger() (in module ontolearn.utils) plot_decision_tree_of_expressions() (in module ontolearn.utils.static_funcs) plot_embeddings (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) plot_feature_importance (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) plot_topk_feature_importance() (in module ontolearn.utils.static_funcs) plot_tree (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) plot_umap_reduced_embeddings() (in module ontolearn.utils.static_funcs) PMA (class in ontolearn.nces_modules) population_size (ontolearn.concept_learner.EvoLearner attribute), [1] pos (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.Drill attribute) (ontolearn.learning_problem.PosNegLPStandard attribute) (ontolearn.refinement_operators.LengthBasedRefinement attribute) (ontolearn.value_splitter.Split attribute)

pos_map (ontolearn.value_splitter.IndividualValues attribute) pos_neg_to_tensor() (ontolearn.concept_learner.CLIP method) positive_type_bias (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.Drill attribute) PosNegLPStandard (class in ontolearn.learning_problem) PosNegUndLP (class in ontolearn.learning_problem) Precision (class in ontolearn.metrics) predict() (ontolearn.base_concept_learner.BaseConceptLearner method) (ontolearn.executor.Trainer method) (ontolearn.learners.TDL method) (ontolearn.learners.tree_learner.TDL method) (ontolearn.nces_utils.SimpleSolution method) (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner method) (ontolearn.scripts.litserve_neural_reasoner.NeuralReasonerAPI method) predict_individuals_of_owl_class() (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner method) predict_length() (ontolearn.concept_learner.CLIP method) predict_values() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) PredictedConcept (class in ontolearn.binders) predictor_name (ontolearn.concept_learner.CLIP attribute) PrepareBatchOfPrediction (class in ontolearn.data_struct) PrepareBatchOfTraining (class in ontolearn.data_struct) pretrained_predictor_name (ontolearn.concept_learner.CLIP attribute) PrimitiveFactory (class in ontolearn.ea_utils) proj_dim (ontolearn.base_nces.BaseNCES attribute) (ontolearn.nces_architectures.GRU attribute) (ontolearn.nces_architectures.LSTM attribute) Property (in module ontolearn.ea_initialization) property_ (ontolearn.ea_initialization.PropObjPair attribute) PropObjPair (class in ontolearn.ea_initialization) pset (ontolearn.concept_learner.EvoLearner attribute), [1] put() (ontolearn.semantic_caching.CacheWithEviction method)

Q

quality (ontolearn.abstracts.AbstractOEHeuristicNode property) quality_func (ontolearn.base_concept_learner.BaseConceptLearner attribute), [1] (ontolearn.base_concept_learner.RefinementBasedConceptLearner attribute) (ontolearn.concept_learner.CLIP attribute) (ontolearn.concept_learner.EvoLearner attribute) (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) (ontolearn.search.DRILLSearchTreePriorityQueue attribute) (ontolearn.search.SearchTreePriorityQueue attribute), [1]

QualityOrderedNode (class in ontolearn.search) query() (ontolearn.triple_store.TripleStore method) (ontolearn.triple_store.TripleStoreReasoner method)

R

RAMPED_HALF_HALF (ontolearn.ea_initialization.RandomInitMethod attribute) random_seed (ontolearn.semantic_caching.CacheWithEviction attribute) random_state_k_fold (ontolearn.experiments.Experiments attribute) RandomInitMethod (class in ontolearn.ea_initialization) rdf_prefix (in module ontolearn.triple_store) rdfs_prefix (in module ontolearn.triple_store) read_csv() (in module ontolearn.utils) read_individuals_file() (in module ontolearn.utils) read_named_classes_file() (in module ontolearn.utils) reasoner (ontolearn.base_concept_learner.BaseConceptLearner attribute), [1] (ontolearn.base_concept_learner.RefinementBasedConceptLearner attribute) (ontolearn.concept_learner.CLIP attribute) (ontolearn.concept_learner.EvoLearner attribute), [1] (ontolearn.executor.Trainer attribute) (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) (ontolearn.triple_store.TripleStore attribute) Recall (class in ontolearn.metrics) redundancy_check() (ontolearn.abstracts.DRILLAbstractTree method) refine() (ontolearn.abstracts.BaseRefinement method) (ontolearn.refinement_operators.ExpressRefinement method) (ontolearn.refinement_operators.LengthBasedRefinement method) (ontolearn.refinement_operators.ModifiedCELOERefinement method) refine_atomic_concept() (ontolearn.refinement_operators.ExpressRefinement method) (ontolearn.refinement_operators.LengthBasedRefinement method) (ontolearn.refinement_operators.ModifiedCELOERefinement method) refine_complement_of() (ontolearn.refinement_operators.ExpressRefinement method) (ontolearn.refinement_operators.LengthBasedRefinement method) (ontolearn.refinement_operators.ModifiedCELOERefinement method) refine_data_has_value() (ontolearn.refinement_operators.ExpressRefinement method) (ontolearn.refinement_operators.ModifiedCELOERefinement method) refine_data_some_values_from() (ontolearn.refinement_operators.ExpressRefinement method) (ontolearn.refinement_operators.ModifiedCELOERefinement method) refine_object_all_values_from() (ontolearn.refinement_operators.ExpressRefinement method) (ontolearn.refinement_operators.LengthBasedRefinement method) (ontolearn.refinement_operators.ModifiedCELOERefinement method) refine_object_intersection_of() (ontolearn.refinement_operators.ExpressRefinement method) (ontolearn.refinement_operators.LengthBasedRefinement method) (ontolearn.refinement_operators.ModifiedCELOERefinement method) refine_object_max_card_restriction() (ontolearn.refinement_operators.ExpressRefinement method) (ontolearn.refinement_operators.ModifiedCELOERefinement method) refine_object_min_card_restriction() (ontolearn.refinement_operators.ExpressRefinement method) (ontolearn.refinement_operators.ModifiedCELOERefinement method) refine_object_some_values_from() (ontolearn.refinement_operators.ExpressRefinement method) (ontolearn.refinement_operators.LengthBasedRefinement method) (ontolearn.refinement_operators.ModifiedCELOERefinement method)

refine_object_union_of() (ontolearn.refinement_operators.ExpressRefinement method) (ontolearn.refinement_operators.LengthBasedRefinement method) (ontolearn.refinement_operators.ModifiedCELOERefinement method) refine_top() (ontolearn.refinement_operators.LengthBasedRefinement method) refinement_count (ontolearn.abstracts.AbstractOEHeuristicNode property) (ontolearn.search.OENode property) RefinementBasedConceptLearner (class in ontolearn.base_concept_learner) refresh() (ontolearn.concept_learner.CLIP method) (ontolearn.concept_learner.NCES method) (ontolearn.concept_learner.NCES2 method) register_op() (ontolearn.concept_learner.EvoLearner method) RegularizedEvolution (class in ontolearn.ea_algorithms) rel_idx (ontolearn.data_struct.TriplesDataset attribute) relation2idx (ontolearn.data_struct.TriplesData attribute) relations (ontolearn.data_struct.TriplesData attribute) remove_axiom() (ontolearn.triple_store.TripleStoreOntology method) remove_child() (ontolearn.search.LBLNode method) renderer (ontolearn.base_nces.BaseNCES attribute) (ontolearn.search.OENode attribute) (ontolearn.search.RL_State attribute) report_classification (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) report_results() (ontolearn.experiments.Experiments static method) representation_mode (ontolearn.learners.drill.DepthAbstractDrill attribute) reset() (ontolearn.value_splitter.AbstractValueSplitter method) (ontolearn.value_splitter.EntropyValueSplitter method) residual_convolution() (ontolearn.nces_modules.ConEx method) retrieve() (in module ontolearn.semantic_caching) (ontolearn.data_struct.Experience method) retrieve_concept_chain() (ontolearn.learners.Drill static method) (ontolearn.learners.drill.Drill static method) retrieve_other_reasoner() (in module ontolearn.semantic_caching) reward_func (ontolearn.learners.drill.DepthAbstractDrill attribute) reward_of_goal (ontolearn.heuristics.CeloeBasedReward attribute) rewards (ontolearn.data_struct.Experience attribute) rho (ontolearn.learning_problem_generator.LearningProblemGenerator attribute) (ontolearn.lp_generator.helper_classes.ConceptDescriptionGenerator attribute) rl_learning_loop() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) RL_State (class in ontolearn.search) rnn_n_layers (ontolearn.concept_learner.NCES attribute) ROCES (class in ontolearn.concept_learner) ROCESDataset (class in ontolearn.data_struct) ROCESDatasetInference (class in ontolearn.data_struct) root() (in module ontolearn.scripts.run) run_non_semantic_cache() (in module ontolearn.semantic_caching) run_semantic_cache() (in module ontolearn.semantic_caching)

S

S (ontolearn.data_struct.PrepareBatchOfTraining attribute) (ontolearn.nces_modules.PMA attribute) S_Prime (ontolearn.data_struct.PrepareBatchOfTraining attribute) SAB (class in ontolearn.nces_modules) same_individuals() (ontolearn.triple_store.TripleStoreReasoner method) sample_examples() (in module ontolearn.nces_utils) (ontolearn.lp_generator.helper_classes.KB2Data method) (ontolearn.lp_generator.KB2Data method) sample_fillers_count (ontolearn.refinement_operators.ExpressRefinement attribute) sampling_strategy (ontolearn.concept_learner.NCES2 attribute) (ontolearn.data_struct.ROCESDataset attribute) (ontolearn.data_struct.ROCESDatasetInference attribute) sanity_checking_args() (in module ontolearn.utils) save() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) save_best_hypothesis() (ontolearn.base_concept_learner.BaseConceptLearner method) (ontolearn.executor.Trainer method) save_current_top_n_nodes() (ontolearn.abstracts.DRILLAbstractTree static method) save_data() (ontolearn.lp_generator.helper_classes.KB2Data method) (ontolearn.lp_generator.KB2Data method) save_owl_class_expressions() (in module ontolearn.utils.static_funcs) save_weights() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) score() (ontolearn.learners.drill.DrillHeuristic method) score2() (ontolearn.abstracts.AbstractScorer method) (ontolearn.metrics.Accuracy method) (ontolearn.metrics.F1 method) (ontolearn.metrics.Precision method) (ontolearn.metrics.Recall method) (ontolearn.metrics.WeightedAccuracy method) score_elp() (ontolearn.abstracts.AbstractScorer method) search_algo (ontolearn.learning_problem_generator.LearningProblemGenerator attribute) search_tree (ontolearn.concept_learner.CLIP attribute) (ontolearn.learners.CELOE attribute), [1] (ontolearn.learners.celoe.CELOE attribute), [1] (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.Drill attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) SearchAlgos (in module ontolearn.learning_problem_generator) SearchTreePriorityQueue (class in ontolearn.search) seen_examples (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) select_next_state() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) SELECTION (ontolearn.ea_utils.ToolboxVocabulary attribute) semantic_caching_size() (in module ontolearn.semantic_caching) send_http_request_to_ts_and_fetch_results() (in module ontolearn.triple_store) sequence_of_actions() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) serializer() (in module ontolearn.utils) set_inferred_object_properties (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner property) set_inferred_owl_classes (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner property) set_input_examples() (ontolearn.refinement_operators.LengthBasedRefinement method) set_k() (ontolearn.data_struct.ROCESDataset method) (ontolearn.data_struct.ROCESDatasetInference method) SetTransformer (class in ontolearn.nces_architectures) setup() (ontolearn.scripts.litserve_neural_reasoner.NeuralReasonerAPI method) setup_logging() (in module ontolearn.utils) (in module ontolearn.utils.log_config) show_best_nodes() (ontolearn.abstracts.DRILLAbstractTree method) show_current_search_tree() (ontolearn.search.DRILLSearchTreePriorityQueue method) show_num_learnable_params() (ontolearn.clip_trainer.CLIPTrainer method) show_num_trainable_params() (ontolearn.nces_trainer.NCESTrainer static method) show_search_tree() (ontolearn.abstracts.DRILLAbstractTree method) (ontolearn.abstracts.LBLSearchTree method) (ontolearn.base_concept_learner.RefinementBasedConceptLearner method) (ontolearn.learners.CELOE method) (ontolearn.learners.celoe.CELOE method) (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) (ontolearn.search.SearchTreePriorityQueue method)

shuffle_examples (ontolearn.data_struct.CLIPDataset attribute) (ontolearn.data_struct.CLIPDatasetInference attribute) (ontolearn.data_struct.NCESDataset attribute) (ontolearn.data_struct.NCESDatasetInference attribute) SimpleSolution (class in ontolearn.nces_utils) size_of_fc1 (ontolearn.learners.drill.DrillNet attribute) sort_search_tree_by_decreasing_order() (ontolearn.abstracts.DRILLAbstractTree method) sorted_examples (ontolearn.concept_learner.NCES attribute) (ontolearn.data_struct.CLIPDataset attribute) (ontolearn.data_struct.CLIPDatasetInference attribute) (ontolearn.data_struct.NCESDataset attribute) (ontolearn.data_struct.NCESDatasetInference attribute) SPARQLQueryLearner (class in ontolearn.learners.sparql_query_learner) Split (class in ontolearn.value_splitter) start() (ontolearn.experiments.Experiments method) start_class (ontolearn.base_concept_learner.RefinementBasedConceptLearner attribute), [1] (ontolearn.concept_learner.CLIP attribute) (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) start_KFold() (ontolearn.experiments.Experiments method) start_time (ontolearn.base_concept_learner.BaseConceptLearner attribute), [1] (ontolearn.base_concept_learner.RefinementBasedConceptLearner attribute) (ontolearn.concept_learner.CLIP attribute) (ontolearn.concept_learner.EvoLearner attribute) (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) startNodeBonus (ontolearn.heuristics.CELOEHeuristic attribute) stop_at_goal (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.Drill attribute) storage_path (ontolearn.clip_trainer.CLIPTrainer attribute) (ontolearn.nces_trainer.NCESTrainer attribute) store_report() (ontolearn.experiments.Experiments static method) str_iri_boolean (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner attribute) str_iri_data_property (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner attribute) str_iri_double (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner attribute) str_iri_object_property (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner attribute) str_iri_owl_class (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner attribute) str_iri_range (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner attribute) str_iri_subclassof (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner attribute) str_iri_type (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner attribute) str_to_obj_instance_mapping (ontolearn.search.DRILLSearchTreePriorityQueue attribute) (ontolearn.search.SearchTreePriorityQueue attribute) strategy (ontolearn.semantic_caching.CacheWithEviction attribute) sub_classes() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) sub_data_properties() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) sub_object_properties() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) subconcepts() (ontolearn.owl_neural_reasoner.TripleStoreNeuralReasoner method) suf() (in module ontolearn.triple_store) super_classes() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) super_data_properties() (ontolearn.triple_store.TripleStoreReasoner method) super_object_properties() (ontolearn.triple_store.TripleStoreReasoner method) SuperProp (class in ontolearn.search) synthesizer (ontolearn.nces_trainer.NCESTrainer attribute)

T

tail_idx (ontolearn.data_struct.TriplesDataset attribute) tasks (ontolearn.tentris.TentrisKnowledgeBase attribute) tbox() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) TDL (class in ontolearn.learners) (class in ontolearn.learners.tree_learner) TentrisKnowledgeBase (class in ontolearn.tentris) TentrisOntology (class in ontolearn.tentris) TentrisReasoner (class in ontolearn.tentris) terminate() (ontolearn.base_concept_learner.BaseConceptLearner method) (ontolearn.base_concept_learner.RefinementBasedConceptLearner method) terminate_on_goal (ontolearn.base_concept_learner.BaseConceptLearner attribute), [1] (ontolearn.base_concept_learner.RefinementBasedConceptLearner attribute) (ontolearn.concept_learner.CLIP attribute) (ontolearn.concept_learner.EvoLearner attribute) (ontolearn.learners.CELOE attribute) (ontolearn.learners.celoe.CELOE attribute) (ontolearn.learners.OCEL attribute) (ontolearn.learners.ocel.OCEL attribute) terminate_training() (ontolearn.learners.Drill method) (ontolearn.learners.drill.DepthAbstractDrill method) (ontolearn.learners.drill.Drill method) thing (ontolearn.concept_generator.ConceptGenerator property) tmax (ontolearn.base_nces.BaseNCES attribute) (ontolearn.nces_trainer.NCESTrainer attribute) tokenizer (ontolearn.nces_utils.SimpleSolution attribute) toolbox (ontolearn.concept_learner.EvoLearner attribute), [1] ToolboxVocabulary (class in ontolearn.ea_utils) top_refinements (ontolearn.refinement_operators.LengthBasedRefinement attribute) total_fits (ontolearn.concept_learner.EvoLearner attribute) tournament_size (ontolearn.concept_learner.EvoLearner attribute), [1] TRACE (in module ontolearn.utils.oplogging) train() (ontolearn.base_concept_learner.BaseConceptLearner method) (ontolearn.binders.DLLearnerBinder static method) (ontolearn.clip_trainer.CLIPTrainer method) (ontolearn.concept_learner.CLIP method) (ontolearn.concept_learner.NCES method) (ontolearn.concept_learner.NCES2 method) (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) (ontolearn.learners.nero.NERO method) (ontolearn.nces_trainer.NCESTrainer method)

train_step() (ontolearn.nces_trainer.NCESTrainer method) Trainer (class in ontolearn.executor) transform_string() (in module ontolearn.executor) Tree (in module ontolearn.ea_utils) tree_depth (ontolearn.search.EvoLearnerNode property) tree_length (ontolearn.search.EvoLearnerNode property) tree_node() (ontolearn.learners.CELOE method) (ontolearn.learners.celoe.CELOE method) TreeNode (class in ontolearn.search) triples (ontolearn.data_struct.TriplesData attribute) triples() (ontolearn.abstracts.AbstractKnowledgeBase method) (ontolearn.knowledge_base.KnowledgeBase method) (ontolearn.triple_store.TripleStore method) triples_data (ontolearn.concept_learner.NCES2 attribute) (ontolearn.data_struct.ROCESDataset attribute) (ontolearn.data_struct.ROCESDatasetInference attribute) TriplesData (class in ontolearn.data_struct) TriplesDataset (class in ontolearn.data_struct) TripleStore (class in ontolearn.triple_store) TripleStoreNeuralReasoner (class in ontolearn.owl_neural_reasoner) TripleStoreOntology (class in ontolearn.triple_store) TripleStoreReasoner (class in ontolearn.triple_store) try_get_embs() (in module ontolearn.nces_utils) type_counts (ontolearn.ea_initialization.EARandomWalkInitialization attribute) types() (ontolearn.tentris.TentrisReasoner method) (ontolearn.triple_store.TripleStoreReasoner method) types_of_individuals (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute)

U

UNION (ontolearn.ea_utils.OperatorVocabulary attribute) union() (ontolearn.concept_generator.ConceptGenerator method) union_from_iterables() (ontolearn.concept_generator.ConceptGenerator static method) UNIVERSAL (ontolearn.ea_utils.OperatorVocabulary attribute) universal_restriction() (ontolearn.concept_generator.ConceptGenerator method) unwrap() (in module ontolearn.triple_store) update_min_max_horiz_exp() (ontolearn.learners.CELOE method) (ontolearn.learners.celoe.CELOE method) update_search() (ontolearn.learners.Drill method) (ontolearn.learners.drill.Drill method) updating_node() (ontolearn.learners.CELOE method) (ontolearn.learners.celoe.CELOE method) url (ontolearn.triple_store.TripleStore attribute) (ontolearn.triple_store.TripleStoreOntology attribute) (ontolearn.triple_store.TripleStoreReasoner attribute) (ontolearn.verbalizer.LLMVerbalizer attribute) use_all_constructor (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) use_boolean_datatype (ontolearn.refinement_operators.ModifiedCELOERefinement attribute)

use_card_restrictions (ontolearn.concept_learner.EvoLearner attribute), [1] (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) (ontolearn.refinement_operators.LengthBasedRefinement attribute) (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) use_data_properties (ontolearn.concept_learner.EvoLearner attribute), [1] (ontolearn.refinement_operators.LengthBasedRefinement attribute) use_individuals_cache (ontolearn.tentris.TentrisKnowledgeBase attribute) use_inverse (ontolearn.concept_learner.EvoLearner attribute), [1] (ontolearn.refinement_operators.LengthBasedRefinement attribute) (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) use_negation (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) use_nominals (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) (ontolearn.refinement_operators.LengthBasedRefinement attribute) use_numeric_datatypes (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) use_time_datatypes (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) used_properties (ontolearn.value_splitter.Split attribute) uses_complex_filters (ontolearn.learners.sparql_query_learner.SPARQLQueryLearner attribute)

V

valid_learning_problems (ontolearn.learning_problem_generator.LearningProblemGenerator attribute) value_splitter (ontolearn.concept_learner.EvoLearner attribute), [1] (ontolearn.refinement_operators.ModifiedCELOERefinement attribute) Values (in module ontolearn.value_splitter) verbalize() (in module ontolearn.utils.static_funcs) verbose (ontolearn.base_nces.BaseNCES attribute) (ontolearn.learners.Drill attribute) (ontolearn.learners.drill.DepthAbstractDrill attribute) (ontolearn.learners.drill.Drill attribute) (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute) (ontolearn.search.DRILLSearchTreePriorityQueue attribute)

vocab (ontolearn.base_nces.BaseNCES attribute) (ontolearn.data_struct.NCESBaseDataset attribute) (ontolearn.nces_architectures.GRU attribute) (ontolearn.nces_architectures.LSTM attribute) (ontolearn.nces_architectures.SetTransformer attribute)

W

WARNING (in module ontolearn.utils.oplogging)

WeightedAccuracy (class in ontolearn.metrics) write_dl_learner_config() (ontolearn.binders.DLLearnerBinder method)

X

X (ontolearn.data_struct.PrepareBatchOfPrediction attribute) (ontolearn.data_struct.PrepareBatchOfTraining attribute) (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute)

xsd_prefix (in module ontolearn.triple_store)

Y

y (ontolearn.data_struct.PrepareBatchOfTraining attribute) (ontolearn.learners.TDL attribute) (ontolearn.learners.tree_learner.TDL attribute)