Index

_

__call__() (Accuracy method) (AdjustedArithmeticMeanRank method) (AdjustedArithmeticMeanRankIndex method) (AdjustedGeometricMeanRankIndex method) (AdjustedHitsAtK method) (AdjustedInverseHarmonicMeanRank method) (AllScoreConsumer method) (AnchorSearcher method) (AnchorSelection method) (AnchorTokenizer method) (AreaUnderTheReceiverOperatingCharacteristicCurve method) (ArithmeticMeanRank method) (AveragePrecisionScore method) (BalancedAccuracyScore method) (BestCheckpointKeeper method) (BestCheckpointSchedule method) (BinarizedClassificationMetric method) (CheckpointKeeper method) (CheckpointSchedule method) (ClassificationMetric method), [1] (Cleaner method) (ConfusionMatrixClassificationMetric method) (Count method) (CountScoreConsumer method) (CSGraphAnchorSearcher method) (DerivedRankBasedMetric method) (DiagnosticOddsRatio method) (EveryCheckpointSchedule method) (ExpectationNormalizedMetric method) (ExplicitCheckpointKeeper method) (ExplicitCheckpointSchedule method) (F1Score method) (FalseDiscoveryRate method) (FalseNegativeRate method) (FalseOmissionRate method) (FalsePositiveRate method) (FowlkesMallowsIndex method) (GalkinPrecomputedTokenizerLoader method) (GeometricMeanRank method) (GraphPairCombinator method) (HarmonicMeanRank method) (HitsAtK method) (Informedness method) (InverseArithmeticMeanRank method) (InverseGeometricMeanRank method) (InverseHarmonicMeanRank method) (InverseMedianRank method) (LastCheckpointKeeper method) (LossWeighter method) (MatthewsCorrelationCoefficient method) (MedianRank method) (MetisAnchorTokenizer method) (MixtureAnchorSelection method) (ModuloCheckpointKeeper method) (NegativeLikelihoodRatio method) (NegativePredictiveValue method) (NumScores method) (PersonalizedPageRankAnchorSearcher method) (PositiveLikelihoodRatio method) (PositivePredictiveValue method) (PrecomputedPoolTokenizer method) (PrecomputedTokenizerLoader method) (PretrainedInitializer method) (PrevalenceThreshold method) (RankBasedMetric method), [1] (ReindexedMetric method) (RelationLossWeighter method) (RelationTokenizer method) (ScipySparseAnchorSearcher method) (ScoreConsumer method) (SingleSelection method) (SparseBFSSearcher method) (StandardDeviation method) (ThreatScore method) (Tokenizer method) (TopKScoreConsumer method) (TorchPrecomputedTokenizerLoader method) (TrueNegativeRate method) (TruePositiveRate method) (UnionCheckpointKeeper method) (UnionCheckpointSchedule method) (Variance method) (ZArithmeticMeanRank method) (ZGeometricMeanRank method) (ZHitsAtK method) (ZInverseHarmonicMeanRank method) (ZMetric method)

A

ablation_pipeline() (in module pykeen.ablation) Accuracy (class in pykeen.metrics.classification) add() (BloomFilterer method) add_entity_labels() (in module pykeen.triples.analysis) add_membership_columns() (Predictions method) add_parameter() (Regularizer method) add_relation_labels() (in module pykeen.triples.analysis) adjacency_tensor_to_stacked_matrix() (in module pykeen.nn.utils) adjust() (AdjustedArithmeticMeanRank method) (AdjustedArithmeticMeanRankIndex method) (AdjustedGeometricMeanRankIndex method) (AdjustedHitsAtK method) (AdjustedInverseHarmonicMeanRank method) (DerivedRankBasedMetric method) (ExpectationNormalizedMetric method) (ReindexedMetric method) (ZArithmeticMeanRank method) (ZGeometricMeanRank method) (ZHitsAtK method) (ZInverseHarmonicMeanRank method) (ZMetric method) AdjustedArithmeticMeanRank (class in pykeen.metrics.ranking) AdjustedArithmeticMeanRankIndex (class in pykeen.metrics.ranking) AdjustedGeometricMeanRankIndex (class in pykeen.metrics.ranking) AdjustedHitsAtK (class in pykeen.metrics.ranking) AdjustedInverseHarmonicMeanRank (class in pykeen.metrics.ranking) AdversarialBCEWithLogitsLoss (class in pykeen.losses) AdversarialLoss (class in pykeen.losses) AffineTransformationParameters (class in pykeen.metrics.ranking) alignment (ProcessedTuple attribute) ALIGNMENT_RELATION_NAME (ExtraRelationGraphPairCombinator attribute) all_in_bounds() (in module pykeen.utils)

AllPredictionDataset (class in pykeen.predict) AllScoreConsumer (class in pykeen.predict) anchor_searcher_resolver (in module pykeen.nn.node_piece) anchor_selection_resolver (in module pykeen.nn.node_piece) AnchorSearcher (class in pykeen.nn.node_piece) AnchorSelection (class in pykeen.nn.node_piece) AnchorTokenizer (class in pykeen.nn.node_piece) AnyTriples (in module pykeen.triples) append_weight_regularizer() (ERModel method) apply() (Sealant method) apply_condenser() (CoreTriplesFactory method) (TriplesFactory method) apply_only_once (Regularizer attribute) apply_optional_bn() (in module pykeen.nn.utils) approximate() (LowRankRepresentation class method) (ValueRange method) archive_type (ArchivedSource attribute) (GoogleArchivedSource attribute) (PackedZipRemoteDataset attribute) (RemoteArchivedSource attribute) (TarFileRemoteDataset attribute) (TarFileSingleDataset attribute) (ZipSingleDataset attribute) ArchivedSource (class in pykeen.datasets.source) AreaUnderTheReceiverOperatingCharacteristicCurve (class in pykeen.metrics.classification) AristoV4 (class in pykeen.datasets) ArithmeticMeanRank (class in pykeen.metrics.ranking) as_embedding() (PretrainedInitializer method) at_least_eps() (in module pykeen.utils) AttentionEdgeWeighting (class in pykeen.nn.weighting) AutoSF (class in pykeen.models) AutoSFInteraction (class in pykeen.nn.modules) AveragePrecisionScore (class in pykeen.metrics.classification)

B

BackfillRepresentation (class in pykeen.nn.representation) BalancedAccuracyScore (class in pykeen.metrics.classification) base_cls (DerivedRankBasedMetric attribute) (ExpectationNormalizedMetric attribute) (ReindexedMetric attribute) (ZMetric attribute) base_file_name (CoreTriplesFactory attribute) base_weights (BasesDecomposition attribute) BaseBatchedSLCWAInstances (class in pykeen.triples) bases (BasesDecomposition attribute) (UnionCheckpointKeeper attribute) (UnionCheckpointSchedule attribute) bases_kwargs (UnionCheckpointKeeper attribute) (UnionCheckpointSchedule attribute) BasesDecomposition (class in pykeen.nn.message_passing) BasicNegativeSampler (class in pykeen.sampling) batch_ndim (TargetScoringBatch attribute) (TripleScoringBatch attribute) batch_shape (TargetScoringBatch attribute) (TripleScoringBatch attribute) batch_size_search() (TrainingLoop method) BatchCWABatch (class in pykeen.triples) BatchCWATrainingLoop (class in pykeen.training) batched_dot() (in module pykeen.utils) BatchedSLCWAInstances (class in pykeen.triples) BCEAfterSigmoidLoss (class in pykeen.losses) BCEWithLogitsLoss (class in pykeen.losses) bcwa_keep_rows_without_positives (Loss attribute) (PointwiseLoss attribute) BernoulliNegativeSampler (class in pykeen.sampling) best_epoch (EarlyStopper attribute) (Stopper attribute) best_metric (EarlyStopper attribute) best_model_path (EarlyStopper attribute) BestCheckpointKeeper (class in pykeen.checkpoints) BestCheckpointSchedule (class in pykeen.checkpoints) bfs() (ScipySparseAnchorSearcher static method) (SparseBFSSearcher static method) Bias (class in pykeen.utils) binarize (Accuracy attribute) (AdjustedArithmeticMeanRank attribute) (AdjustedArithmeticMeanRankIndex attribute) (AdjustedGeometricMeanRankIndex attribute) (AdjustedHitsAtK attribute) (AdjustedInverseHarmonicMeanRank attribute) (AreaUnderTheReceiverOperatingCharacteristicCurve attribute) (ArithmeticMeanRank attribute) (AveragePrecisionScore attribute) (BalancedAccuracyScore attribute) (BinarizedClassificationMetric attribute) (ClassificationMetric attribute), [1] (ConfusionMatrixClassificationMetric attribute) (Count attribute) (DerivedRankBasedMetric attribute) (DiagnosticOddsRatio attribute) (ExpectationNormalizedMetric attribute) (F1Score attribute) (FalseDiscoveryRate attribute) (FalseNegativeRate attribute) (FalseOmissionRate attribute) (FalsePositiveRate attribute) (FowlkesMallowsIndex attribute) (GeometricMeanRank attribute) (HarmonicMeanRank attribute) (HitsAtK attribute) (Informedness attribute) (InverseArithmeticMeanRank attribute) (InverseGeometricMeanRank attribute) (InverseHarmonicMeanRank attribute) (InverseMedianRank attribute) (MatthewsCorrelationCoefficient attribute) (MedianRank attribute) (Metric attribute) (NegativeLikelihoodRatio attribute) (NegativePredictiveValue attribute) (NumScores attribute) (PositiveLikelihoodRatio attribute) (PositivePredictiveValue attribute) (PrevalenceThreshold attribute) (RankBasedMetric attribute), [1] (ReindexedMetric attribute) (StandardDeviation attribute) (ThreatScore attribute) (TrueNegativeRate attribute) (TruePositiveRate attribute) (Variance attribute) (ZArithmeticMeanRank attribute) (ZGeometricMeanRank attribute) (ZHitsAtK attribute) (ZInverseHarmonicMeanRank attribute) (ZMetric attribute)

BinarizedClassificationMetric (class in pykeen.metrics.classification) BioKG (class in pykeen.datasets) BiomedicalCURIERepresentation (class in pykeen.nn.representation) BlockDecomposition (class in pykeen.nn.message_passing) BloomFilterer (class in pykeen.sampling.filtering) BoxE (class in pykeen.models) boxe_kg_arity_position_score() (BoxEInteraction class method) BoxEInteraction (class in pykeen.nn.modules) broadcast_index_shapes() (in module pykeen.utils) broadcast_upgrade_to_sequences() (in module pykeen.utils) build_representation_getter() (in module pykeen.pipeline)

C

CachedTextRepresentation (class in pykeen.nn.representation) calculate_broadcasted_elementwise_result_shape() (in module pykeen.utils) callback_resolver (in module pykeen.training.callbacks) cast_constrainer() (in module pykeen.typing) CharacterEmbeddingTextEncoder (class in pykeen.nn.text) check_assignment() (TensorTrainRepresentation static method) check_factors() (TensorTrainRepresentation static method) check_shapes() (in module pykeen.utils) CheckpointKeeper (class in pykeen.checkpoints) CheckpointSchedule (class in pykeen.checkpoints) CheckpointTrainingCallback (class in pykeen.training.callbacks) checksum (TrainingLoop attribute) CircularCorrelationCompositionModule (class in pykeen.nn.compositions) CKG (class in pykeen.datasets) clamp_norm() (in module pykeen.utils) ClampedInteraction (class in pykeen.nn.modules) ClassificationEvaluator (class in pykeen.evaluation) ClassificationMetric (class in pykeen.metrics) (class in pykeen.metrics.classification) ClassificationMetricResults (class in pykeen.evaluation) clean_up_checkpoint (EarlyStopper attribute) Cleaner (class in pykeen.triples.splitting) cleaner_resolver (in module pykeen.triples.splitting) cleanup_pair() (Cleaner method) (DeterministicCleaner method) (RandomizedCleaner method) CleanupSplitter (class in pykeen.triples.splitting) clear() (ClassificationEvaluator method) (Evaluator method) (MacroRankBasedEvaluator method) (RankBasedEvaluator method) clear_optimizer (ResolutionResult attribute) cli() (Dataset class method), [1] clone_and_exchange_triples() (CoreTriplesFactory method) (TriplesFactory method) (TriplesNumericLiteralsFactory method) closed_expectation (Accuracy attribute) (AdjustedArithmeticMeanRank attribute) (AdjustedArithmeticMeanRankIndex attribute) (AdjustedGeometricMeanRankIndex attribute) (AdjustedHitsAtK attribute) (AdjustedInverseHarmonicMeanRank attribute) (AreaUnderTheReceiverOperatingCharacteristicCurve attribute) (ArithmeticMeanRank attribute) (AveragePrecisionScore attribute) (BalancedAccuracyScore attribute) (BinarizedClassificationMetric attribute) (ClassificationMetric attribute), [1] (ConfusionMatrixClassificationMetric attribute) (Count attribute) (DerivedRankBasedMetric attribute) (DiagnosticOddsRatio attribute) (ExpectationNormalizedMetric attribute) (F1Score attribute) (FalseDiscoveryRate attribute) (FalseNegativeRate attribute) (FalseOmissionRate attribute) (FalsePositiveRate attribute) (FowlkesMallowsIndex attribute) (GeometricMeanRank attribute) (HarmonicMeanRank attribute) (HitsAtK attribute) (Informedness attribute) (InverseArithmeticMeanRank attribute) (InverseGeometricMeanRank attribute) (InverseHarmonicMeanRank attribute) (InverseMedianRank attribute) (MatthewsCorrelationCoefficient attribute) (MedianRank attribute) (Metric attribute) (NegativeLikelihoodRatio attribute) (NegativePredictiveValue attribute) (NumScores attribute) (PositiveLikelihoodRatio attribute) (PositivePredictiveValue attribute) (PrevalenceThreshold attribute) (RankBasedMetric attribute), [1] (ReindexedMetric attribute) (StandardDeviation attribute) (ThreatScore attribute) (TrueNegativeRate attribute) (TruePositiveRate attribute) (Variance attribute) (ZArithmeticMeanRank attribute) (ZGeometricMeanRank attribute) (ZHitsAtK attribute) (ZInverseHarmonicMeanRank attribute) (ZMetric attribute) closed_variance (Accuracy attribute) (AdjustedArithmeticMeanRank attribute) (AdjustedArithmeticMeanRankIndex attribute) (AdjustedGeometricMeanRankIndex attribute) (AdjustedHitsAtK attribute) (AdjustedInverseHarmonicMeanRank attribute) (AreaUnderTheReceiverOperatingCharacteristicCurve attribute) (ArithmeticMeanRank attribute) (AveragePrecisionScore attribute) (BalancedAccuracyScore attribute) (BinarizedClassificationMetric attribute) (ClassificationMetric attribute), [1] (ConfusionMatrixClassificationMetric attribute) (Count attribute) (DerivedRankBasedMetric attribute) (DiagnosticOddsRatio attribute) (ExpectationNormalizedMetric attribute) (F1Score attribute) (FalseDiscoveryRate attribute) (FalseNegativeRate attribute) (FalseOmissionRate attribute) (FalsePositiveRate attribute) (FowlkesMallowsIndex attribute) (GeometricMeanRank attribute) (HarmonicMeanRank attribute) (HitsAtK attribute) (Informedness attribute) (InverseArithmeticMeanRank attribute) (InverseGeometricMeanRank attribute) (InverseHarmonicMeanRank attribute) (InverseMedianRank attribute) (MatthewsCorrelationCoefficient attribute) (MedianRank attribute) (Metric attribute) (NegativeLikelihoodRatio attribute) (NegativePredictiveValue attribute) (NumScores attribute) (PositiveLikelihoodRatio attribute) (PositivePredictiveValue attribute) (PrevalenceThreshold attribute) (RankBasedMetric attribute), [1] (ReindexedMetric attribute) (StandardDeviation attribute) (ThreatScore attribute) (TrueNegativeRate attribute) (TruePositiveRate attribute) (Variance attribute) (ZArithmeticMeanRank attribute) (ZGeometricMeanRank attribute) (ZHitsAtK attribute) (ZInverseHarmonicMeanRank attribute) (ZMetric attribute)

CN3l (class in pykeen.datasets) CoDExLarge (class in pykeen.datasets) CoDExMedium (class in pykeen.datasets) CoDExSmall (class in pykeen.datasets) CollapseGraphPairCombinator (class in pykeen.datasets.ea.combination) collect_regularization_term() (CooccurrenceFilteredModel method) (EvaluationOnlyModel method) (FixedModel method) (Model method) Combination (class in pykeen.nn.combination) combination_resolver (in module pykeen.nn.combination) combine_complex() (in module pykeen.utils) CombinedCompGCNRepresentations (class in pykeen.nn.representation) CombinedRegularizer (class in pykeen.regularizers) CombinedRepresentation (class in pykeen.nn.representation) compact_mapping() (in module pykeen.utils) CompGCN (class in pykeen.models) CompGCNLayer (class in pykeen.nn.representation) ComplEx (class in pykeen.models) complex_normalize() (in module pykeen.utils) ComplExInteraction (class in pykeen.nn.modules) ComplExLiteral (class in pykeen.models) ComplexSeparatedCombination (class in pykeen.nn.combination) compose (class in pykeen.utils) composition_resolver (in module pykeen.nn.compositions) CompositionModule (class in pykeen.nn.compositions) CompressedSingleDataset (class in pykeen.datasets.base) CompressedSingleDatasetKwargs (class in pykeen.datasets.base) compute_box() (BoxEInteraction class method) compute_compressed_adjacency_list() (in module pykeen.triples.utils) compute_log_expected_power() (in module pykeen.metrics.utils) compute_median_mean() (in module pykeen.metrics.utils) compute_median_moments() (in module pykeen.metrics.utils) ConcatAggregationCombination (class in pykeen.nn.combination) ConcatCombination (class in pykeen.nn.combination) ConcatMLP (class in pykeen.nn.perceptron) ConcatProjectionCombination (class in pykeen.nn.combination) ConceptNet (class in pykeen.datasets) condense() (CoreTriplesFactory method) configuration (PipelineResult attribute) (ResolutionResult attribute) (TrainResult attribute) configure_optimizers() (LitModule method) ConfusionMatrixClassificationMetric (class in pykeen.metrics.classification) ConsoleResultTracker (class in pykeen.trackers) Constrainer (in module pykeen.typing) constrainer_default_kwargs (KG2E attribute) constrainer_resolver (in module pykeen.nn.representation) construct_indicator() (in module pykeen.metrics.classification) consume_scores() (in module pykeen.predict) contains() (BloomFilterer method) (Filterer method) (PythonSetFilterer method) (SortedKeyFilterer method) continue_callbacks (EarlyStopper attribute) ConvE (class in pykeen.models) ConvEInteraction (class in pykeen.nn.modules) ConvEShapeInformation (class in pykeen.nn.modules) ConvKB (class in pykeen.models) ConvKBInteraction (class in pykeen.nn.modules) CooccurrenceFilteredModel (class in pykeen.models) CoreTriplesFactory (class in pykeen.triples) corrupt_batch() (BasicNegativeSampler method) (BernoulliNegativeSampler method) (NegativeSampler method) (PseudoTypedNegativeSampler method) corrupt_batch_grouped() (BasicNegativeSampler method) (NegativeSampler method) Count (class in pykeen.metrics.ranking) count() (AffineTransformationParameters method) Countries (class in pykeen.datasets) CountScoreConsumer (class in pykeen.predict) CoverageSplitter (class in pykeen.triples.splitting) CP (class in pykeen.models) CPInteraction (class in pykeen.nn.modules) create() (CoreTriplesFactory class method) create_adjacency() (ScipySparseAnchorSearcher static method) (SparseBFSSearcher static method) create_default_assignment() (TensorTrainRepresentation static method) create_entity_representation_for_new_triples() (InductiveNodePiece method) create_random() (RankBasedMetricResults class method) create_relation_to_entity_set_mapping() (in module pykeen.utils) CrossE (class in pykeen.models) CrossEInteraction (class in pykeen.nn.modules) CrossEntropyLoss (class in pykeen.losses) CSGraphAnchorSearcher (class in pykeen.nn.node_piece) CSKG (class in pykeen.datasets) CSVResultTracker (class in pykeen.trackers)

D

Dataset (class in pykeen.datasets) (class in pykeen.datasets.base) DATASET_NAME (CN3l attribute) (WK3l120k attribute) (WK3l15k attribute) dataset_resolver (in module pykeen.datasets) dataset_similarity() (in module pykeen.datasets.base) DB100K (class in pykeen.datasets) DBpedia50 (class in pykeen.datasets) Decomposition (class in pykeen.nn.message_passing) decomposition_resolver (in module pykeen.nn.message_passing) default_core_initializer() (TuckERInteraction static method) default_core_initializer_kwargs (TuckERInteraction attribute) default_entity_normalizer_kwargs (PairRE attribute) DEFAULT_LOG_ADVERSARIAL_TEMPERATURE (InfoNCELoss attribute) DefaultRelationInverter (class in pykeen.inverse) DegreeAnchorSelection (class in pykeen.nn.node_piece) DeltaPointwiseLoss (class in pykeen.losses) DerivedRankBasedMetric (class in pykeen.metrics.ranking) deteriorate() (Dataset method), [1] (in module pykeen.triples.deteriorate) DeterministicCleaner (class in pykeen.triples.splitting) device (Model attribute) (OptionalIndices attribute) (Representation attribute) (TargetScoringBatch attribute) (TrainingLoop attribute)

DeviceHint (in module pykeen.typing) df (Predictions attribute) (TargetPredictions attribute) (TriplePredictions attribute) DiagnosticOddsRatio (class in pykeen.metrics.classification) diagonal_covariance (GaussianDistribution attribute) dimensions (Interaction attribute) DirectionAverageInteraction (class in pykeen.nn.modules) DisjointGraphPairCombinator (class in pykeen.datasets.ea.combination) DisjointInductivePathDataset (class in pykeen.datasets.inductive) DisjointInductiveSourceDataset (class in pykeen.datasets.inductive) DistMA (class in pykeen.models) DistMAInteraction (class in pykeen.nn.modules) DistMult (class in pykeen.models) DistMultInteraction (class in pykeen.nn.modules) DistMultLiteral (class in pykeen.models) DistMultLiteralGated (class in pykeen.models) divisor (ModuloCheckpointKeeper attribute) docdata() (Dataset class method), [1] DoubleMarginLoss (class in pykeen.losses) download_kwargs (RemoteArchivedSource attribute) (RemoteSimpleSource attribute) (RemoteSource attribute) DRKG (class in pykeen.datasets)

E

EADataset (class in pykeen.datasets.ea.base) EADatasetKwargs (class in pykeen.datasets.ea.base) EagerDataset (class in pykeen.datasets.base) EagerInductiveDataset (class in pykeen.datasets.inductive) EarlyStopper (class in pykeen.stoppers) edge_weight_resolver (in module pykeen.nn.weighting) EdgeWeighting (class in pykeen.nn.weighting) einsum() (in module pykeen.utils) Embedding (class in pykeen.nn.representation) embedding_dim (ConvEShapeInformation attribute) EmbeddingBagRepresentation (class in pykeen.nn.representation) encode_all() (TextEncoder method) end_run() (ConsoleResultTracker method) (FileResultTracker method) (MLFlowResultTracker method) (MultiResultTracker method) (ResultTracker method) (TensorBoardResultTracker method) (WANDBResultTracker method) ensure() (EnsuredSource method) (GoogleSource method) (RemoteSource method) ensure_complex() (in module pykeen.utils) ensure_ftp_directory() (in module pykeen.utils) ensure_torch_random_state() (in module pykeen.utils) ensure_tuple() (in module pykeen.utils) EnsuredSource (class in pykeen.datasets.source) entities_to_ids() (CoreTriplesFactory method) (TriplesFactory method) entity_constrainer_default_kwargs (HolE attribute) entity_id_to_label (TriplesFactory attribute) entity_relation_co_occurrence() (in module pykeen.triples.analysis) entity_shape (BoxEInteraction attribute) (ClampedInteraction attribute) (ConvEInteraction attribute) (CPInteraction attribute) (Interaction attribute) (KG2EInteraction attribute) (MultiLinearTuckerInteraction attribute) (MuREInteraction attribute) (QuatEInteraction attribute) (SimplEInteraction attribute) (TransDInteraction attribute) entity_to_id (Dataset attribute), [1] (TriplesFactory attribute) entity_word_cloud() (TriplesFactory method) env() (in module pykeen) ERMLP (class in pykeen.models) ERMLPE (class in pykeen.models) ERMLPEInteraction (class in pykeen.nn.modules) ERMLPInteraction (class in pykeen.nn.modules) ERModel (class in pykeen.models) estimate_cost_of_sequence() (in module pykeen.utils) estimate_diversity() (NodePieceRepresentation method) evaluate() (EvaluationLoop method) (Evaluator method) (OGBEvaluator method) (TrainResult method) evaluate_ogb() (in module pykeen.evaluation) evaluate_seconds (PipelineResult attribute) evaluation_batch_size (EarlyStopper attribute) evaluation_kwargs (EarlyStopper attribute) (ResolutionResult attribute) (TrainResult attribute) evaluation_loop (EarlyStopper attribute) (EvaluationLoopTrainingCallback attribute) evaluation_slice_size (EarlyStopper attribute) evaluation_triples_factory (EarlyStopper attribute) EvaluationLoop (class in pykeen.evaluation) EvaluationLoopTrainingCallback (class in pykeen.training.callbacks) EvaluationOnlyModel (class in pykeen.models) EvaluationTrainingCallback (class in pykeen.training.callbacks) Evaluator (class in pykeen.evaluation) evaluator (EarlyStopper attribute) (ResolutionResult attribute) (TrainResult attribute) evaluator_resolver (in module pykeen.evaluation) EveryCheckpointSchedule (class in pykeen.checkpoints) exchange_df() (Predictions method) expand_corruption() (in module pykeen.sampling) ExpectationNormalizedMetric (class in pykeen.metrics.ranking) expected_value() (AdjustedArithmeticMeanRank method) (AdjustedArithmeticMeanRankIndex method) (AdjustedGeometricMeanRankIndex method) (AdjustedHitsAtK method) (AdjustedInverseHarmonicMeanRank method) (ArithmeticMeanRank method) (Count method) (DerivedRankBasedMetric method) (ExpectationNormalizedMetric method) (GeometricMeanRank method) (HarmonicMeanRank method) (HitsAtK method) (InverseArithmeticMeanRank method) (InverseGeometricMeanRank method) (InverseHarmonicMeanRank method) (InverseMedianRank method) (MedianRank method) (RankBasedMetric method), [1] (ReindexedMetric method) (StandardDeviation method) (Variance method) (ZArithmeticMeanRank method) (ZGeometricMeanRank method) (ZHitsAtK method) (ZInverseHarmonicMeanRank method) (ZMetric method)

ExpectedLikelihood (class in pykeen.nn.sim) ExplicitCheckpointKeeper (class in pykeen.checkpoints) ExplicitCheckpointSchedule (class in pykeen.checkpoints) extend() (AutoSFInteraction method) extend_batch() (in module pykeen.utils) extension (CSVResultTracker attribute) (JSONResultTracker attribute) extra_repr() (Accuracy method) (AdjustedArithmeticMeanRank method) (AdjustedArithmeticMeanRankIndex method) (AdjustedGeometricMeanRankIndex method) (AdjustedHitsAtK method) (AdjustedInverseHarmonicMeanRank method) (AreaUnderTheReceiverOperatingCharacteristicCurve method) (ArithmeticMeanRank method) (AveragePrecisionScore method) (BalancedAccuracyScore method) (BinarizedClassificationMetric method) (ClassificationMetric method), [1] (ConfusionMatrixClassificationMetric method) (Count method) (DerivedRankBasedMetric method) (DiagnosticOddsRatio method) (ExpectationNormalizedMetric method) (ExtraReprMixin method) (F1Score method) (FalseDiscoveryRate method) (FalseNegativeRate method) (FalseOmissionRate method) (FalsePositiveRate method) (FowlkesMallowsIndex method) (GeometricMeanRank method) (HarmonicMeanRank method) (HitsAtK method) (Informedness method) (InverseArithmeticMeanRank method) (InverseGeometricMeanRank method) (InverseHarmonicMeanRank method) (InverseMedianRank method) (MatthewsCorrelationCoefficient method) (MedianRank method) (Metric method) (NegativeLikelihoodRatio method) (NegativePredictiveValue method) (NumScores method) (PositiveLikelihoodRatio method) (PositivePredictiveValue method) (PrevalenceThreshold method) (RankBasedMetric method), [1] (ReindexedMetric method) (StandardDeviation method) (ThreatScore method) (TrueNegativeRate method) (TruePositiveRate method) (Variance method) (ZArithmeticMeanRank method) (ZGeometricMeanRank method) (ZHitsAtK method) (ZInverseHarmonicMeanRank method) (ZMetric method) extract_from_confusion_matrix() (Accuracy method) (ConfusionMatrixClassificationMetric method) (DiagnosticOddsRatio method) (F1Score method) (FalseDiscoveryRate method) (FalseNegativeRate method) (FalseOmissionRate method) (FalsePositiveRate method) (FowlkesMallowsIndex method) (Informedness method) (MatthewsCorrelationCoefficient method) (NegativeLikelihoodRatio method) (NegativePredictiveValue method) (PositiveLikelihoodRatio method) (PositivePredictiveValue method) (PrevalenceThreshold method) (ThreatScore method) (TrueNegativeRate method) (TruePositiveRate method) ExtraRelationGraphPairCombinator (class in pykeen.datasets.ea.combination) ExtraReprMixin (class in pykeen.utils)

F

F1Score (class in pykeen.metrics.classification) factor_sizes() (TensorTrainRepresentation class method) factory (Predictions attribute) (TargetPredictions attribute) (TriplePredictions attribute) factory_dict (Dataset attribute), [1] FalseDiscoveryRate (class in pykeen.metrics.classification) FalseNegativeRate (class in pykeen.metrics.classification) FalseOmissionRate (class in pykeen.metrics.classification) FalsePositiveRate (class in pykeen.metrics.classification) FB15k (class in pykeen.datasets) FB15k237 (class in pykeen.datasets) FeatureEnrichedEmbedding (class in pykeen.nn.meta) FeaturizedMessagePassingRepresentation (class in pykeen.nn.pyg) FIGSHARE_LINK (OpenEA attribute) file_name_entity_to_id (TriplesFactory attribute) file_name_literal_to_id (TriplesNumericLiteralsFactory attribute) file_name_numeric_literals (TriplesNumericLiteralsFactory attribute) file_name_relation_to_id (TriplesFactory attribute) FILE_NAMES (CN3l attribute) (WK3l120k attribute) (WK3l15k attribute) FileResultTracker (class in pykeen.trackers) filter_triples() (Predictions method) filter_unique() (AnchorSelection method) Filterer (class in pykeen.sampling.filtering) filterer_resolver (in module pykeen.sampling.filtering) final_checkpoints() (in module pykeen.checkpoints) finalize() (ClassificationEvaluator method) (Evaluator method) (RankBasedEvaluator method) (ScoreConsumer method) finalize_multi() (RankBasedEvaluator method) finalize_with_confidence() (RankBasedEvaluator method) fix_dataclass_init_docs() (in module pykeen.utils) FixedModel (class in pykeen.models) flatten (AllScoreConsumer attribute) (TopKScoreConsumer attribute) flatten_dictionary() (in module pykeen.utils) FocalLoss (class in pykeen.losses) force (GoogleArchivedSource attribute) (GoogleSource attribute) (RemoteArchivedSource attribute) (RemoteSimpleSource attribute) (RemoteSource attribute) format_relative_comparison() (in module pykeen.utils) forward() (Accuracy method) (AreaUnderTheReceiverOperatingCharacteristicCurve method) (AttentionEdgeWeighting method) (AutoSFInteraction method) (AveragePrecisionScore method) (BalancedAccuracyScore method) (BCEAfterSigmoidLoss method) (BCEWithLogitsLoss method) (Bias method) (BinarizedClassificationMetric method) (BoxEInteraction method) (ClampedInteraction method) (ClassificationMetric method), [1] (Combination method) (CombinedCompGCNRepresentations method) (CombinedRegularizer method) (CompGCNLayer method) (ComplExInteraction method) (ComplexSeparatedCombination method) (CompositionModule method) (ConcatAggregationCombination method) (ConcatCombination method) (ConcatMLP method) (ConcatProjectionCombination method) (ConfusionMatrixClassificationMetric method) (ConvEInteraction method) (ConvKBInteraction method) (CPInteraction method) (CrossEInteraction method) (Decomposition method) (DeltaPointwiseLoss method) (DiagnosticOddsRatio method) (DirectionAverageInteraction method) (DistMAInteraction method) (DistMultInteraction method) (DoubleMarginLoss method) (EdgeWeighting method) (ERMLPEInteraction method) (ERMLPInteraction method) (ERModel method) (ExpectedLikelihood method) (F1Score method) (FalseDiscoveryRate method) (FalseNegativeRate method) (FalseOmissionRate method) (FalsePositiveRate method) (Filterer method) (FocalLoss method) (FowlkesMallowsIndex method) (FunctionalCompositionModule method) (GatedCombination method) (HolEInteraction method) (Informedness method) (Interaction method) (InverseInDegreeEdgeWeighting method) (InverseOutDegreeEdgeWeighting method) (KG2EInteraction method) (KG2ESimilarity method) (LineaREInteraction method) (LitModule method) (LpRegularizer method) (MarginPairwiseLoss method) (MatthewsCorrelationCoefficient method) (MonotonicAffineTransformationInteraction method) (MSELoss method) (MultiLinearTuckerInteraction method) (MuREInteraction method) (NegativeKullbackLeiblerDivergence method) (NegativeLikelihoodRatio method) (NegativePredictiveValue method) (NoRegularizer method) (NormLimitRegularizer method) (NTNInteraction method) (NumScores method) (OrthogonalityRegularizer method) (PairREInteraction method) (PairwiseLoss method) (PointwiseLoss method) (PositiveLikelihoodRatio method) (PositivePredictiveValue method) (PowerSumRegularizer method) (PrevalenceThreshold method) (ProjEInteraction method) (QuatEInteraction method) (Regularizer method) (Representation method) (RESCALInteraction method) (RGCNLayer method) (RotatEInteraction method) (SEInteraction method) (SymmetricEdgeWeighting method) (TextEncoder method) (ThreatScore method) (TorusEInteraction method) (TransDInteraction method) (TransEInteraction method) (TransFInteraction method) (TransformerInteraction method) (TransHInteraction method) (TransRInteraction method) (TripleREInteraction method) (TrueNegativeRate method) (TruePositiveRate method) (TuckERInteraction method) (UMInteraction method)

forward_horizontally_stacked() (BasesDecomposition method) (BlockDecomposition method) (Decomposition method) forward_normalized() (CharacterEmbeddingTextEncoder method) (TextEncoder method) (TransformerTextEncoder method) forward_vertically_stacked() (BasesDecomposition method) (BlockDecomposition method) (Decomposition method) FowlkesMallowsIndex (class in pykeen.metrics.classification) frequency (EarlyStopper attribute) (EveryCheckpointSchedule attribute) from_batch() (Indices class method) (TripleScoringBatch class method) from_dataset() (TextRepresentation class method) (WikidataVisualRepresentation class method) from_directory_binary() (Dataset class method), [1] from_indices() (TargetScoringBatch class method) (TripleScoringBatch class method) from_iter() (EmbeddingBagRepresentation class method) from_labeled_triples() (TriplesFactory class method) (TriplesNumericLiteralsFactory class method) from_path() (Dataset class method), [1] (TriplesFactory class method) (TriplesNumericLiteralsFactory class method) from_path_binary() (CoreTriplesFactory class method) from_pretrained() (Embedding class method) from_ranks() (RankBasedMetricResults class method) from_scores() (ClassificationMetricResults class method) (UncertainPrediction class method) from_searched_sf() (AutoSFInteraction class method) from_tf() (Dataset static method), [1] from_tokenizer() (TokenizationRepresentation class method) from_transposed_batch() (TargetScoringBatch class method) (TripleScoringBatch class method) from_triples() (LCWAInstances class method) from_triples_factory() (BaseBatchedSLCWAInstances class method) (CachedTextRepresentation class method) (LabelBasedInitializer class method) (LCWAInstances class method) (TextRepresentation class method) (WikidataVisualRepresentation class method) func() (CircularCorrelationCompositionModule method) (MultiplicationCompositionModule method) (SubtractionCompositionModule method) FunctionalCompositionModule (class in pykeen.nn.compositions)

G

GalkinPrecomputedTokenizerLoader (class in pykeen.nn.node_piece) GatedCombination (class in pykeen.nn.combination) GaussianDistribution (class in pykeen.typing) generalized_harmonic_numbers() (in module pykeen.metrics.ranking) generate_num_candidates_and_ranks() (in module pykeen.metrics.ranking) generate_ranks() (in module pykeen.metrics.ranking) generate_triples() (in module pykeen.triples.generation) generate_triples_factory() (in module pykeen.triples.generation) GeometricMeanRank (class in pykeen.metrics.ranking) get_absolute_split_sizes() (in module pykeen.triples.splitting) get_batchnorm_modules() (in module pykeen.utils) get_benchmark() (in module pykeen.utils) get_coefficients() (AdjustedArithmeticMeanRank method) (AdjustedArithmeticMeanRankIndex method) (AdjustedGeometricMeanRankIndex method) (AdjustedHitsAtK method) (AdjustedInverseHarmonicMeanRank method) (DerivedRankBasedMetric method) (ExpectationNormalizedMetric method) (ReindexedMetric method) (ZArithmeticMeanRank method) (ZGeometricMeanRank method) (ZHitsAtK method) (ZInverseHarmonicMeanRank method) (ZMetric method) get_collator() (EvaluationLoop method) (LCWAEvaluationLoop method) get_configuration() (MultiResultTracker method) get_connected_components() (in module pykeen.utils) get_dataset() (in module pykeen.datasets) get_description() (Accuracy class method) (AdjustedArithmeticMeanRank class method) (AdjustedArithmeticMeanRankIndex class method) (AdjustedGeometricMeanRankIndex class method) (AdjustedHitsAtK class method) (AdjustedInverseHarmonicMeanRank class method) (AreaUnderTheReceiverOperatingCharacteristicCurve class method) (ArithmeticMeanRank class method) (AveragePrecisionScore class method) (BalancedAccuracyScore class method) (BinarizedClassificationMetric class method) (ClassificationMetric class method), [1] (ConfusionMatrixClassificationMetric class method) (Count class method) (DerivedRankBasedMetric class method) (DiagnosticOddsRatio class method) (ExpectationNormalizedMetric class method) (F1Score class method) (FalseDiscoveryRate class method) (FalseNegativeRate class method) (FalseOmissionRate class method) (FalsePositiveRate class method) (FowlkesMallowsIndex class method) (GeometricMeanRank class method) (HarmonicMeanRank class method) (HitsAtK class method) (Informedness class method) (InverseArithmeticMeanRank class method) (InverseGeometricMeanRank class method) (InverseHarmonicMeanRank class method) (InverseMedianRank class method) (MatthewsCorrelationCoefficient class method) (MedianRank class method) (Metric class method) (NegativeLikelihoodRatio class method) (NegativePredictiveValue class method) (NumScores class method) (PositiveLikelihoodRatio class method) (PositivePredictiveValue class method) (PrevalenceThreshold class method) (RankBasedMetric class method), [1] (ReindexedMetric class method) (StandardDeviation class method) (ThreatScore class method) (TrueNegativeRate class method) (TruePositiveRate class method) (Variance class method) (ZArithmeticMeanRank class method) (ZGeometricMeanRank class method) (ZHitsAtK class method) (ZInverseHarmonicMeanRank class method) (ZMetric class method) get_descriptions() (WikidataTextCache method) get_devices() (in module pykeen.utils) get_df_io() (in module pykeen.utils) get_dropout_modules() (in module pykeen.utils) get_edge_index() (in module pykeen.utils) get_entities() (in module pykeen.triples.utils) get_entity_count_df() (in module pykeen.datasets.analysis) get_entity_counts() (in module pykeen.triples.analysis) get_entity_relation_co_occurrence_df() (in module pykeen.datasets.analysis) get_expected_norm() (in module pykeen.utils) get_git_branch() (in module pykeen.version) get_git_hash() (in module pykeen.version) get_grad_params() (Model method) get_image_paths() (WikidataImageCache method) get_inverse_id() (DefaultRelationInverter method) (RelationInverter method) get_inverse_relation_id() (CoreTriplesFactory method) (TriplesFactory method) get_json_bytes_io() (in module pykeen.utils) get_labels() (WikidataTextCache method) get_labels_dict() (WikidataTextCache method) get_last_lr() (LRScheduler method) get_link() (Accuracy class method) (AdjustedArithmeticMeanRank class method) (AdjustedArithmeticMeanRankIndex class method) (AdjustedGeometricMeanRankIndex class method) (AdjustedHitsAtK class method) (AdjustedInverseHarmonicMeanRank class method) (AreaUnderTheReceiverOperatingCharacteristicCurve class method) (ArithmeticMeanRank class method) (AveragePrecisionScore class method) (BalancedAccuracyScore class method) (BinarizedClassificationMetric class method) (ClassificationMetric class method), [1] (ConfusionMatrixClassificationMetric class method) (Count class method) (DerivedRankBasedMetric class method) (DiagnosticOddsRatio class method) (ExpectationNormalizedMetric class method) (F1Score class method) (FalseDiscoveryRate class method) (FalseNegativeRate class method) (FalseOmissionRate class method) (FalsePositiveRate class method) (FowlkesMallowsIndex class method) (GeometricMeanRank class method) (HarmonicMeanRank class method) (HitsAtK class method) (Informedness class method) (InverseArithmeticMeanRank class method) (InverseGeometricMeanRank class method) (InverseHarmonicMeanRank class method) (InverseMedianRank class method) (MatthewsCorrelationCoefficient class method) (MedianRank class method) (Metric class method) (NegativeLikelihoodRatio class method) (NegativePredictiveValue class method) (NumScores class method) (PositiveLikelihoodRatio class method) (PositivePredictiveValue class method) (PrevalenceThreshold class method) (RankBasedMetric class method), [1] (ReindexedMetric class method) (StandardDeviation class method) (ThreatScore class method) (TrueNegativeRate class method) (TruePositiveRate class method) (Variance class method) (ZArithmeticMeanRank class method) (ZGeometricMeanRank class method) (ZHitsAtK class method) (ZInverseHarmonicMeanRank class method) (ZMetric class method)

get_loader() (EvaluationLoop method) get_lr() (LRScheduler method) get_mapped_triples() (in module pykeen.triples) get_mask_for_relations() (CoreTriplesFactory method) (TriplesFactory method) get_metric() (MetricResults method) (PipelineResult method) get_model_io() (in module pykeen.utils) get_most_frequent_relations() (CoreTriplesFactory method) get_normalized_name() (Dataset method), [1] (Evaluator class method) (NegativeSampler class method) (Regularizer class method) (TrainingLoop class method) get_num_ids() (in module pykeen.triples.utils) (in module pykeen.utils) get_numeric_literals_tensor() (TriplesNumericLiteralsFactory method) get_optimal_sequence() (in module pykeen.utils) get_preferred_device() (in module pykeen.utils) get_range() (Accuracy class method) (AdjustedArithmeticMeanRank class method) (AdjustedArithmeticMeanRankIndex class method) (AdjustedGeometricMeanRankIndex class method) (AdjustedHitsAtK class method) (AdjustedInverseHarmonicMeanRank class method) (AreaUnderTheReceiverOperatingCharacteristicCurve class method) (ArithmeticMeanRank class method) (AveragePrecisionScore class method) (BalancedAccuracyScore class method) (BinarizedClassificationMetric class method) (ClassificationMetric class method), [1] (ConfusionMatrixClassificationMetric class method) (Count class method) (DerivedRankBasedMetric class method) (DiagnosticOddsRatio class method) (ExpectationNormalizedMetric class method) (F1Score class method) (FalseDiscoveryRate class method) (FalseNegativeRate class method) (FalseOmissionRate class method) (FalsePositiveRate class method) (FowlkesMallowsIndex class method) (GeometricMeanRank class method) (HarmonicMeanRank class method) (HitsAtK class method) (Informedness class method) (InverseArithmeticMeanRank class method) (InverseGeometricMeanRank class method) (InverseHarmonicMeanRank class method) (InverseMedianRank class method) (MatthewsCorrelationCoefficient class method) (MedianRank class method) (Metric class method) (NegativeLikelihoodRatio class method) (NegativePredictiveValue class method) (NumScores class method) (PositiveLikelihoodRatio class method) (PositivePredictiveValue class method) (PrevalenceThreshold class method) (RankBasedMetric class method), [1] (ReindexedMetric class method) (StandardDeviation class method) (ThreatScore class method) (TrueNegativeRate class method) (TruePositiveRate class method) (Variance class method) (ZArithmeticMeanRank class method) (ZGeometricMeanRank class method) (ZHitsAtK class method) (ZInverseHarmonicMeanRank class method) (ZMetric class method) get_relation_cardinality_types_df() (in module pykeen.datasets.analysis) get_relation_count_df() (in module pykeen.datasets.analysis) get_relation_counts() (in module pykeen.triples.analysis) get_relation_functionality() (in module pykeen.triples.analysis) get_relation_functionality_df() (in module pykeen.datasets.analysis) get_relation_pattern_types_df() (in module pykeen.datasets.analysis) get_relations() (in module pykeen.triples.utils) get_sampled_values() (AdjustedArithmeticMeanRank method) (AdjustedArithmeticMeanRankIndex method) (AdjustedGeometricMeanRankIndex method) (AdjustedHitsAtK method) (AdjustedInverseHarmonicMeanRank method) (ArithmeticMeanRank method) (Count method) (DerivedRankBasedMetric method) (ExpectationNormalizedMetric method) (GeometricMeanRank method) (HarmonicMeanRank method) (HitsAtK method) (InverseArithmeticMeanRank method) (InverseGeometricMeanRank method) (InverseHarmonicMeanRank method) (InverseMedianRank method) (MedianRank method) (RankBasedMetric method), [1] (ReindexedMetric method) (StandardDeviation method) (Variance method) (ZArithmeticMeanRank method) (ZGeometricMeanRank method) (ZHitsAtK method) (ZInverseHarmonicMeanRank method) (ZMetric method) get_shapes_and_einsum_eq() (TensorTrainRepresentation static method) get_summary_dict() (EarlyStopper method) (NopStopper method) (Stopper method) get_texts() (IdentityCache method) (PyOBOTextCache method) (TextCache method) (WikidataTextCache method) get_texts_dict() (TextCache method) get_until_first_blank() (in module pykeen.utils) get_version() (in module pykeen.version) git_hash (PipelineResult attribute) Globi (class in pykeen.datasets) google_file_id (GoogleArchivedSource attribute) (GoogleSource attribute) GoogleArchivedSource (class in pykeen.datasets.source) GoogleSource (class in pykeen.datasets.source) GradientAbsClippingTrainingCallback (class in pykeen.training.callbacks) GradientNormClippingTrainingCallback (class in pykeen.training.callbacks) GraphPairCombinator (class in pykeen.datasets.ea.combination) grouped (SLCWATrainingLoop attribute) GroupedNegatives (in module pykeen.sampling) GroupedSLCWABatch (class in pykeen.triples)

H

hamiltonian_product() (in module pykeen.nn.quaternion) harmonic_variances() (in module pykeen.metrics.ranking) HarmonicMeanRank (class in pykeen.metrics.ranking) has_dataset() (in module pykeen.datasets) HashDiversityInfo (class in pykeen.nn.node_piece) head (Indices attribute) (OptionalIndices attribute) head_indices (Interaction attribute) head_shape (Interaction attribute) HEADER (CSVResultTracker attribute) HEADERS (WikidataTextCache attribute) HeadRepresentation (class in pykeen.typing) Hetionet (class in pykeen.datasets) HitsAtK (class in pykeen.metrics.ranking) HolE (class in pykeen.models) HolEInteraction (class in pykeen.nn.modules) hpo_default (AutoSF attribute) (BCEWithLogitsLoss attribute) (BoxE attribute) (CombinedRegularizer attribute) (CompGCN attribute) (ComplEx attribute) (ComplExLiteral attribute) (ConvE attribute) (ConvKB attribute) (CooccurrenceFilteredModel attribute) (CP attribute) (CrossE attribute) (DeltaPointwiseLoss attribute) (DistMA attribute) (DistMult attribute) (DistMultLiteral attribute) (DistMultLiteralGated attribute) (DoubleMarginLoss attribute) (ERMLP attribute) (ERMLPE attribute) (FixedModel attribute) (HolE attribute) (InductiveNodePiece attribute) (InfoNCELoss attribute) (KG2E attribute) (Loss attribute) (MarginPairwiseLoss attribute) (MarginRankingLoss attribute) (MuRE attribute) (NegativeSampler attribute) (NodePiece attribute) (NoRegularizer attribute) (NSSALoss attribute) (NTN attribute) (PairRE attribute) (PairwiseLogisticLoss attribute) (PointwiseHingeLoss attribute) (ProjE attribute) (QuatE attribute) (Regularizer attribute) (RESCAL attribute) (RGCN attribute) (RotatE attribute) (SE attribute) (SimplE attribute) (SoftMarginRankingLoss attribute) (SoftplusLoss attribute) (SoftPointwiseHingeLoss attribute) (TorusE attribute) (TrainingLoop attribute) (TransD attribute) (TransE attribute) (TransF attribute) (TransH attribute) (TransR attribute) (TuckER attribute) (UM attribute)

hpo_pipeline() (in module pykeen.hpo) hpo_pipeline_from_config() (in module pykeen.hpo) hpo_pipeline_from_path() (in module pykeen.hpo) HpoPipelineResult (class in pykeen.hpo)

I

IdentityCache (class in pykeen.nn.text) ILPC2022Large (class in pykeen.datasets.inductive) ILPC2022Small (class in pykeen.datasets.inductive) image_height (ConvEShapeInformation attribute) image_width (ConvEShapeInformation attribute) increasing (Accuracy attribute) (AdjustedArithmeticMeanRank attribute) (AdjustedArithmeticMeanRankIndex attribute) (AdjustedGeometricMeanRankIndex attribute) (AdjustedHitsAtK attribute) (AdjustedInverseHarmonicMeanRank attribute) (AreaUnderTheReceiverOperatingCharacteristicCurve attribute) (ArithmeticMeanRank attribute) (AveragePrecisionScore attribute) (BalancedAccuracyScore attribute) (Count attribute) (DiagnosticOddsRatio attribute) (F1Score attribute) (FalseDiscoveryRate attribute) (FalseNegativeRate attribute) (FalseOmissionRate attribute) (FalsePositiveRate attribute) (FowlkesMallowsIndex attribute) (GeometricMeanRank attribute) (HarmonicMeanRank attribute) (HitsAtK attribute) (Informedness attribute) (InverseArithmeticMeanRank attribute) (InverseGeometricMeanRank attribute) (InverseHarmonicMeanRank attribute) (InverseMedianRank attribute) (MatthewsCorrelationCoefficient attribute) (MedianRank attribute) (NegativeLikelihoodRatio attribute) (NegativePredictiveValue attribute) (NumScores attribute) (PositiveLikelihoodRatio attribute) (PositivePredictiveValue attribute) (PrevalenceThreshold attribute) (ReindexedMetric attribute) (StandardDeviation attribute) (ThreatScore attribute) (TrueNegativeRate attribute) (TruePositiveRate attribute) (Variance attribute) (ZArithmeticMeanRank attribute) (ZGeometricMeanRank attribute) (ZHitsAtK attribute) (ZInverseHarmonicMeanRank attribute) (ZMetric attribute) index() (AffineTransformationParameters method) Indices (class in pykeen.models) indices (TargetScoringBatch attribute) (TripleScoringBatch attribute) inductive_inference (EagerInductiveDataset attribute) (LazyInductiveDataset attribute) inductive_testing (EagerInductiveDataset attribute) (LazyInductiveDataset attribute) inductive_validation (EagerInductiveDataset attribute) (InductiveDataset attribute) (LazyInductiveDataset attribute) InductiveDataset (class in pykeen.datasets.inductive) InductiveERModel (class in pykeen.models) InductiveFB15k237 (class in pykeen.datasets.inductive) InductiveMode (in module pykeen.typing) InductiveNELL (class in pykeen.datasets.inductive) InductiveNodePiece (class in pykeen.models) InductiveNodePieceGNN (class in pykeen.models) InductiveWN18RR (class in pykeen.datasets.inductive) InfoNCELoss (class in pykeen.losses) Informedness (class in pykeen.metrics.classification) init_phases() (in module pykeen.nn.init) Initializer (in module pykeen.typing) initializer_resolver (in module pykeen.nn.init) inner_path (ArchivedSource attribute) (GoogleArchivedSource attribute) (RemoteArchivedSource attribute) input_channels (ConvEShapeInformation attribute) Instances (class in pykeen.triples) Interaction (class in pykeen.nn.modules) interaction_resolver (in module pykeen.nn.modules) inverse_relation_frequency() (RelationLossWeighter class method) InverseArithmeticMeanRank (class in pykeen.metrics.ranking) InverseGeometricMeanRank (class in pykeen.metrics.ranking) InverseHarmonicMeanRank (class in pykeen.metrics.ranking) InverseInDegreeEdgeWeighting (class in pykeen.nn.weighting) InverseMedianRank (class in pykeen.metrics.ranking)

InverseOutDegreeEdgeWeighting (class in pykeen.nn.weighting) invert_internal_batch() (RelationInverter method) invert_mapping() (in module pykeen.utils) is_complex (ComplExInteraction attribute) (Interaction attribute) (RotatEInteraction attribute) is_inverse() (DefaultRelationInverter method) (RelationInverter method) is_triple_tensor_subset() (in module pykeen.utils) isin_many_dim() (in module pykeen.utils) iter_extra_repr() (Accuracy method) (AdjustedArithmeticMeanRank method) (AdjustedArithmeticMeanRankIndex method) (AdjustedGeometricMeanRankIndex method) (AdjustedHitsAtK method) (AdjustedInverseHarmonicMeanRank method) (AnchorSelection method) (AreaUnderTheReceiverOperatingCharacteristicCurve method) (ArithmeticMeanRank method) (AveragePrecisionScore method) (BalancedAccuracyScore method) (BasesDecomposition method) (BinarizedClassificationMetric method) (BlockDecomposition method) (ClassificationMetric method), [1] (ConcatAggregationCombination method) (ConcatCombination method) (ConfusionMatrixClassificationMetric method) (CoreTriplesFactory method) (Count method) (CSGraphAnchorSearcher method) (Dataset method), [1] (Decomposition method) (DerivedRankBasedMetric method) (DiagnosticOddsRatio method) (EADataset method) (EagerDataset method) (ExpectationNormalizedMetric method) (ExtraReprMixin method) (F1Score method) (FalseDiscoveryRate method) (FalseNegativeRate method) (FalseOmissionRate method) (FalsePositiveRate method) (FowlkesMallowsIndex method) (GeometricMeanRank method) (HarmonicMeanRank method) (HitsAtK method) (Informedness method) (InverseArithmeticMeanRank method) (InverseGeometricMeanRank method) (InverseHarmonicMeanRank method) (InverseMedianRank method) (KGInfo method) (MatthewsCorrelationCoefficient method) (MedianRank method) (Metric method) (MixtureAnchorSelection method) (NegativeLikelihoodRatio method) (NegativePredictiveValue method) (NumScores method) (PageRankAnchorSelection method) (PersonalizedPageRankAnchorSearcher method) (PositiveLikelihoodRatio method) (PositivePredictiveValue method) (PrevalenceThreshold method) (RankBasedMetric method), [1] (ReindexedMetric method) (Representation method) (ScipySparseAnchorSearcher method) (SourceDataSet method) (SparseBFSSearcher method) (StandardDeviation method) (TensorTrainRepresentation method) (ThreatScore method) (TokenizationRepresentation method) (TriplesNumericLiteralsFactory method) (TrueNegativeRate method) (TruePositiveRate method) (Variance method) (ZArithmeticMeanRank method) (ZGeometricMeanRank method) (ZHitsAtK method) (ZInverseHarmonicMeanRank method) (ZMetric method) iter_triple_ids() (BaseBatchedSLCWAInstances method) (BatchedSLCWAInstances method) (SubGraphSLCWAInstances method)

J

JSONResultTracker (class in pykeen.trackers)

K

keep (ExplicitCheckpointKeeper attribute) (LastCheckpointKeeper attribute) keeper_resolver (in module pykeen.checkpoints) kernel_height (ConvEShapeInformation attribute) kernel_width (ConvEShapeInformation attribute) key (Accuracy attribute) (AdjustedArithmeticMeanRank attribute) (AdjustedArithmeticMeanRankIndex attribute) (AdjustedGeometricMeanRankIndex attribute) (AdjustedHitsAtK attribute) (AdjustedInverseHarmonicMeanRank attribute) (AreaUnderTheReceiverOperatingCharacteristicCurve attribute) (ArithmeticMeanRank attribute) (AveragePrecisionScore attribute) (BalancedAccuracyScore attribute) (BinarizedClassificationMetric attribute) (ClassificationMetric attribute), [1] (ConfusionMatrixClassificationMetric attribute) (Count attribute) (DerivedRankBasedMetric attribute) (DiagnosticOddsRatio attribute) (ExpectationNormalizedMetric attribute) (F1Score attribute) (FalseDiscoveryRate attribute) (FalseNegativeRate attribute) (FalseOmissionRate attribute) (FalsePositiveRate attribute) (FowlkesMallowsIndex attribute) (GeometricMeanRank attribute) (HarmonicMeanRank attribute) (HitsAtK attribute) (Informedness attribute) (InverseArithmeticMeanRank attribute) (InverseGeometricMeanRank attribute) (InverseHarmonicMeanRank attribute) (InverseMedianRank attribute) (MatthewsCorrelationCoefficient attribute) (MedianRank attribute) (Metric attribute) (NegativeLikelihoodRatio attribute) (NegativePredictiveValue attribute) (NumScores attribute) (PositiveLikelihoodRatio attribute) (PositivePredictiveValue attribute) (PrevalenceThreshold attribute) (RankBasedMetric attribute), [1] (ReindexedMetric attribute) (StandardDeviation attribute) (ThreatScore attribute) (TrueNegativeRate attribute) (TruePositiveRate attribute) (Variance attribute) (ZArithmeticMeanRank attribute) (ZGeometricMeanRank attribute) (ZHitsAtK attribute) (ZInverseHarmonicMeanRank attribute) (ZMetric attribute)

key_from_string() (ClassificationMetricResults class method) (MetricResults class method) (RankBasedMetricResults class method) key_to_string() (MetricResults class method) KG2E (class in pykeen.models) kg2e_similarity_resolver (in module pykeen.nn.sim) KG2EInteraction (class in pykeen.nn.modules) KG2ESimilarity (class in pykeen.nn.sim) KGInfo (class in pykeen.triples) Kinships (class in pykeen.datasets)

L

label_triples() (TriplesFactory method) LabelBasedInitializer (class in pykeen.nn.init) LabeledTriples (in module pykeen.typing) larger_is_better (EarlyStopper attribute) LastCheckpointKeeper (class in pykeen.checkpoints) latex_visualize() (AutoSFInteraction method) LazyDataset (class in pykeen.datasets.base) LazyDatasetKwargs (class in pykeen.datasets.base) LazyInductiveDataset (class in pykeen.datasets.inductive) LCWABatch (class in pykeen.triples) LCWAEvaluationLoop (class in pykeen.evaluation) LCWAInstances (class in pykeen.triples) LCWALitModule (class in pykeen.contrib.lightning) LCWATrainingLoop (class in pykeen.training) LineaREInteraction (class in pykeen.nn.modules) lit_module_resolver (in module pykeen.contrib.lightning) literal_shape (TriplesNumericLiteralsFactory attribute) LiteralModel (class in pykeen.models) LitModule (class in pykeen.contrib.lightning) load_state() (Model method) load_state_dict() (LRScheduler method) load_summary_dict_from_training_loop_checkpoint() (Stopper static method) load_triples() (in module pykeen.triples.utils) log_metrics() (ConsoleResultTracker method) (CSVResultTracker method) (JSONResultTracker method) (MLFlowResultTracker method) (MultiResultTracker method) (PythonResultTracker method) (ResultTracker method) (TensorBoardResultTracker method) (WANDBResultTracker method) log_params() (ConsoleResultTracker method) (CSVResultTracker method) (JSONResultTracker method) (MLFlowResultTracker method) (MultiResultTracker method) (PythonResultTracker method) (ResultTracker method) (TensorBoardResultTracker method) (WANDBResultTracker method)

logcumsumexp() (in module pykeen.utils) lookup_indices (TargetScoringBatch attribute) Loss (class in pykeen.losses) loss (TrainingCallback attribute) (TrainingLoop attribute) loss_default_kwargs (BoxE attribute) (ComplEx attribute) (ComplExLiteral attribute) (ConvE attribute) (DistMultLiteral attribute) (DistMultLiteralGated attribute) (ERMLPE attribute) (Model attribute) (PairRE attribute) (ProjE attribute) (QuatE attribute) (SimplE attribute) (TuckER attribute) loss_resolver (in module pykeen.losses) loss_weighter_resolver (in module pykeen.triples.weights) losses (PipelineResult attribute) (TrainResult attribute) LossWeighter (class in pykeen.triples.weights) lower (ValueRange attribute) lower_inclusive (ValueRange attribute) LowRankRepresentation (class in pykeen.nn.representation) lp_norm() (in module pykeen.utils) LpRegularizer (class in pykeen.regularizers) lr_scheduler_resolver (in module pykeen.lr_schedulers) lr_schedulers_hpo_defaults (in module pykeen.lr_schedulers) LRScheduler (class in pykeen.lr_schedulers)

M

MacroRankBasedEvaluator (class in pykeen.evaluation) make() (ConvEShapeInformation class method) make_condenser() (CoreTriplesFactory method) make_default_filterer() (in module pykeen.sampling.filtering) make_model() (in module pykeen.models) make_model_cls() (in module pykeen.models) map_triples() (TriplesFactory method) mapped_triples (ProcessedTuple attribute) MarginalDistributionBaseline (class in pykeen.models) MarginPairwiseLoss (class in pykeen.losses) MarginRankingLoss (class in pykeen.losses) MatthewsCorrelationCoefficient (class in pykeen.metrics.classification) max_value() (in module pykeen.triples.utils) (in module pykeen.utils) MaxIDMismatchError maximize (MetricSelection attribute) mean (GaussianDistribution attribute) MedianRank (class in pykeen.metrics.ranking) merge() (CoreTriplesFactory method) (TriplesFactory method) merge_kwargs() (in module pykeen.utils) merged() (Dataset method), [1] message() (CompGCNLayer method) MessagePassingRepresentation (class in pykeen.nn.pyg) metadata (PipelineResult attribute) (ResolutionResult attribute) (TrainResult attribute) metadata_file_name (Dataset attribute), [1] METADATA_FILE_NAME (PipelineResult attribute) MetisAnchorTokenizer (class in pykeen.nn.node_piece) Metric (class in pykeen.metrics) metric (EarlyStopper attribute) (MetricSelection attribute) metric_resolver (in module pykeen.evaluation) metric_results (PipelineResult attribute) metric_selection (BestCheckpointKeeper attribute) (BestCheckpointSchedule attribute) MetricResults (class in pykeen.evaluation) metrics (ClassificationMetricResults attribute) (RankBasedMetricResults attribute) MetricSelection (class in pykeen.checkpoints) MissingDropoutError MixtureAnchorSelection (class in pykeen.nn.node_piece) MLFlowResultTracker (class in pykeen.trackers) MLPTransformedRepresentation (class in pykeen.nn.meta) mode (EvaluationLoop attribute) Model (class in pykeen.models) model (EarlyStopper attribute) (PipelineResult attribute) (ResolutionResult attribute) (TrainingCallback attribute) (TrainResult attribute) MODEL_FILE_NAME (PipelineResult attribute) model_resolver (in module pykeen.models) module pykeen pykeen.checkpoints pykeen.constants pykeen.contrib.lightning pykeen.datasets pykeen.datasets.analysis pykeen.datasets.base pykeen.datasets.ea.base pykeen.datasets.ea.combination pykeen.datasets.inductive pykeen.datasets.source pykeen.evaluation pykeen.inverse pykeen.losses pykeen.lr_schedulers pykeen.metrics pykeen.metrics.classification pykeen.metrics.ranking pykeen.metrics.utils pykeen.models pykeen.models.resolve pykeen.models.uncertainty pykeen.nn pykeen.nn.combination pykeen.nn.compositions pykeen.nn.init pykeen.nn.message_passing pykeen.nn.meta pykeen.nn.modules pykeen.nn.node_piece pykeen.nn.perceptron pykeen.nn.pyg pykeen.nn.quaternion pykeen.nn.representation pykeen.nn.sim pykeen.nn.text pykeen.nn.utils pykeen.nn.vision pykeen.nn.weighting pykeen.optimizers pykeen.pipeline pykeen.pipeline.api pykeen.predict pykeen.regularizers pykeen.sampling pykeen.sampling.filtering pykeen.stoppers pykeen.trackers pykeen.training pykeen.training.callbacks pykeen.triples pykeen.triples.analysis pykeen.triples.deteriorate pykeen.triples.generation pykeen.triples.leakage pykeen.triples.remix pykeen.triples.splitting pykeen.triples.utils pykeen.triples.weights pykeen.typing pykeen.utils pykeen.version

ModuloCheckpointKeeper (class in pykeen.checkpoints) MonotonicAffineTransformationInteraction (class in pykeen.nn.modules) MSELoss (class in pykeen.losses) MultiBackfillRepresentation (class in pykeen.nn.representation) MultiLinearTuckerInteraction (class in pykeen.nn.modules) multiplication_table() (in module pykeen.nn.quaternion) MultiplicationCompositionModule (class in pykeen.nn.compositions) MultiResultTracker (class in pykeen.trackers) MultiTrainingCallback (class in pykeen.training.callbacks) MuRE (class in pykeen.models) MuREInteraction (class in pykeen.nn.modules) Mutation (in module pykeen.typing)

N

name (Accuracy attribute) (AdjustedArithmeticMeanRank attribute) (AdjustedArithmeticMeanRankIndex attribute) (AdjustedGeometricMeanRankIndex attribute) (AdjustedHitsAtK attribute) (AdjustedInverseHarmonicMeanRank attribute) (AreaUnderTheReceiverOperatingCharacteristicCurve attribute) (ArithmeticMeanRank attribute) (AveragePrecisionScore attribute) (BalancedAccuracyScore attribute) (Count attribute) (DiagnosticOddsRatio attribute) (F1Score attribute) (FalseDiscoveryRate attribute) (FalseNegativeRate attribute) (FalseOmissionRate attribute) (FalsePositiveRate attribute) (FowlkesMallowsIndex attribute) (GeometricMeanRank attribute) (HarmonicMeanRank attribute) (HitsAtK attribute) (Informedness attribute) (InverseArithmeticMeanRank attribute) (InverseGeometricMeanRank attribute) (InverseHarmonicMeanRank attribute) (InverseMedianRank attribute) (MatthewsCorrelationCoefficient attribute) (MedianRank attribute) (NegativeLikelihoodRatio attribute) (NegativePredictiveValue attribute) (NumScores attribute) (OGBBioKG attribute) (OGBWikiKG2 attribute) (PositiveLikelihoodRatio attribute) (PositivePredictiveValue attribute) (PrevalenceThreshold attribute) (StandardDeviation attribute) (ThreatScore attribute) (TrueNegativeRate attribute) (TruePositiveRate attribute) (Variance attribute) (ZArithmeticMeanRank attribute) (ZGeometricMeanRank attribute) (ZHitsAtK attribute) (ZInverseHarmonicMeanRank attribute) Nations (class in pykeen.datasets) needs_candidates (AdjustedArithmeticMeanRank attribute) (AdjustedArithmeticMeanRankIndex attribute) (AdjustedGeometricMeanRankIndex attribute) (AdjustedHitsAtK attribute) (AdjustedInverseHarmonicMeanRank attribute) (ArithmeticMeanRank attribute) (Count attribute) (DerivedRankBasedMetric attribute) (ExpectationNormalizedMetric attribute) (GeometricMeanRank attribute) (HarmonicMeanRank attribute) (HitsAtK attribute) (InverseArithmeticMeanRank attribute) (InverseGeometricMeanRank attribute) (InverseHarmonicMeanRank attribute) (InverseMedianRank attribute) (MedianRank attribute) (RankBasedMetric attribute), [1] (ReindexedMetric attribute) (StandardDeviation attribute) (Variance attribute) (ZArithmeticMeanRank attribute) (ZGeometricMeanRank attribute) (ZHitsAtK attribute) (ZInverseHarmonicMeanRank attribute) (ZMetric attribute) needs_message (AttentionEdgeWeighting attribute) (EdgeWeighting attribute) negative_loss_term_unreduced() (AdversarialBCEWithLogitsLoss method) (AdversarialLoss method) (NSSALoss method) negative_norm() (in module pykeen.utils) negative_norm_of_sum() (in module pykeen.utils) negative_sampler_resolver (in module pykeen.sampling) NegativeKullbackLeiblerDivergence (class in pykeen.nn.sim) NegativeLikelihoodRatio (class in pykeen.metrics.classification) NegativePredictiveValue (class in pykeen.metrics.classification) NegativeSampler (class in pykeen.sampling) nested_get() (in module pykeen.utils) new_with_restriction() (CoreTriplesFactory method) (TriplesFactory method) NoClosedFormError NodePiece (class in pykeen.models) NodePieceRepresentation (class in pykeen.nn.node_piece) NonFiniteLossError NopStopper (class in pykeen.stoppers) NoRandomSeedNecessary (class in pykeen.utils) NoRegularizer (class in pykeen.regularizers) normal_norm_ (in module pykeen.nn.init) normalize (CombinedRegularizer attribute) normalize() (in module pykeen.nn.quaternion) normalize_path() (in module pykeen.utils) normalize_rank_type() (in module pykeen.typing) normalize_ratios() (in module pykeen.triples.splitting) normalize_string() (in module pykeen.utils) normalize_target() (in module pykeen.typing) Normalizer (in module pykeen.typing) normalizer_resolver (in module pykeen.nn.representation) NormBasedInteraction (class in pykeen.nn.modules) NormLimitRegularizer (class in pykeen.regularizers) notate() (ValueRange method) NoWeightSupportError NSSALoss (class in pykeen.losses) NTN (class in pykeen.models) NTNInteraction (class in pykeen.nn.modules) num_bases (LowRankRepresentation attribute) num_bits() (BloomFilterer static method) num_entities (Dataset attribute), [1]

num_in_features (ConvEShapeInformation attribute) num_parameter_bytes (Model attribute) num_parameters (Model attribute) num_probes() (BloomFilterer static method) num_real_relations (Model attribute) num_relations (Dataset attribute), [1] (KGInfo attribute) num_tokens (TokenizationRepresentation attribute) num_triples (CoreTriplesFactory attribute) number_results (EarlyStopper attribute) numeric_expected_value() (AdjustedArithmeticMeanRank method) (AdjustedArithmeticMeanRankIndex method) (AdjustedGeometricMeanRankIndex method) (AdjustedHitsAtK method) (AdjustedInverseHarmonicMeanRank method) (ArithmeticMeanRank method) (Count method) (DerivedRankBasedMetric method) (ExpectationNormalizedMetric method) (GeometricMeanRank method) (HarmonicMeanRank method) (HitsAtK method) (InverseArithmeticMeanRank method) (InverseGeometricMeanRank method) (InverseHarmonicMeanRank method) (InverseMedianRank method) (MedianRank method) (RankBasedMetric method), [1] (ReindexedMetric method) (StandardDeviation method) (Variance method) (ZArithmeticMeanRank method) (ZGeometricMeanRank method) (ZHitsAtK method) (ZInverseHarmonicMeanRank method) (ZMetric method) numeric_expected_value_with_ci() (AdjustedArithmeticMeanRank method) (AdjustedArithmeticMeanRankIndex method) (AdjustedGeometricMeanRankIndex method) (AdjustedHitsAtK method) (AdjustedInverseHarmonicMeanRank method) (ArithmeticMeanRank method) (Count method) (DerivedRankBasedMetric method) (ExpectationNormalizedMetric method) (GeometricMeanRank method) (HarmonicMeanRank method) (HitsAtK method) (InverseArithmeticMeanRank method) (InverseGeometricMeanRank method) (InverseHarmonicMeanRank method) (InverseMedianRank method) (MedianRank method) (RankBasedMetric method), [1] (ReindexedMetric method) (StandardDeviation method) (Variance method) (ZArithmeticMeanRank method) (ZGeometricMeanRank method) (ZHitsAtK method) (ZInverseHarmonicMeanRank method) (ZMetric method) numeric_variance() (AdjustedArithmeticMeanRank method) (AdjustedArithmeticMeanRankIndex method) (AdjustedGeometricMeanRankIndex method) (AdjustedHitsAtK method) (AdjustedInverseHarmonicMeanRank method) (ArithmeticMeanRank method) (Count method) (DerivedRankBasedMetric method) (ExpectationNormalizedMetric method) (GeometricMeanRank method) (HarmonicMeanRank method) (HitsAtK method) (InverseArithmeticMeanRank method) (InverseGeometricMeanRank method) (InverseHarmonicMeanRank method) (InverseMedianRank method) (MedianRank method) (RankBasedMetric method), [1] (ReindexedMetric method) (StandardDeviation method) (Variance method) (ZArithmeticMeanRank method) (ZGeometricMeanRank method) (ZHitsAtK method) (ZInverseHarmonicMeanRank method) (ZMetric method) numeric_variance_with_ci() (AdjustedArithmeticMeanRank method) (AdjustedArithmeticMeanRankIndex method) (AdjustedGeometricMeanRankIndex method) (AdjustedHitsAtK method) (AdjustedInverseHarmonicMeanRank method) (ArithmeticMeanRank method) (Count method) (DerivedRankBasedMetric method) (ExpectationNormalizedMetric method) (GeometricMeanRank method) (HarmonicMeanRank method) (HitsAtK method) (InverseArithmeticMeanRank method) (InverseGeometricMeanRank method) (InverseHarmonicMeanRank method) (InverseMedianRank method) (MedianRank method) (RankBasedMetric method), [1] (ReindexedMetric method) (StandardDeviation method) (Variance method) (ZArithmeticMeanRank method) (ZGeometricMeanRank method) (ZHitsAtK method) (ZInverseHarmonicMeanRank method) (ZMetric method) NumScores (class in pykeen.metrics.classification)

O

objective (HpoPipelineResult attribute) offset (AffineTransformationParameters attribute) OGBBioKG (class in pykeen.datasets) OGBEvaluator (class in pykeen.evaluation) OGBWikiKG2 (class in pykeen.datasets) on_batch() (MultiTrainingCallback method) (TrainingCallback method) on_before_zero_grad() (LitModule method) open() (ArchivedSource method) (EnsuredSource method) (SimpleSource method) (Source method) OpenBioLink (class in pykeen.datasets)

OpenBioLinkLQ (class in pykeen.datasets) OpenEA (class in pykeen.datasets) optimizer (TrainingCallback attribute) optimizer_resolver (in module pykeen.optimizers) OptimizerClearedError OptimizerNotRecreatableError optimizers_hpo_defaults (in module pykeen.optimizers) OptionalIndices (class in pykeen.models) OrthogonalityRegularizer (class in pykeen.regularizers) other_columns_fixed_ids (TargetPredictions attribute) output_channels (ConvEShapeInformation attribute) output_shape() (Combination method) (ComplexSeparatedCombination method)

P

PackedRemoteDataSet (class in pykeen.datasets.base) PackedRemoteDataSetKwargs (class in pykeen.datasets.base) PackedZipRemoteDataset (class in pykeen.datasets.base) pad_trailing_dims() (in module pykeen.utils) PageRankAnchorSelection (class in pykeen.nn.node_piece) PairRE (class in pykeen.models) PairREInteraction (class in pykeen.nn.modules) PairwiseLogisticLoss (class in pykeen.losses) PairwiseLoss (class in pykeen.losses) parallel_prefix_unsqueeze() (in module pykeen.utils) PartiallyRestrictedPredictionDataset (class in pykeen.predict) PartitionRepresentation (class in pykeen.nn.representation) pass_messages() (FeaturizedMessagePassingRepresentation method) (MessagePassingRepresentation method) (SimpleMessagePassingRepresentation method) (TypedMessagePassingRepresentation method) path (ArchivedSource attribute) (EnsuredSource attribute) (GoogleArchivedSource attribute) (GoogleSource attribute) (RemoteArchivedSource attribute) (RemoteSimpleSource attribute) (RemoteSource attribute) (SimpleSource attribute) (Source attribute) PathDataset (class in pykeen.datasets.base) PathDatasetKwargs (class in pykeen.datasets.base) patience (EarlyStopper attribute) PersonalizedPageRankAnchorSearcher (class in pykeen.nn.node_piece) PharMeBINet (class in pykeen.datasets) PharmKG (class in pykeen.datasets) PharmKG8k (class in pykeen.datasets) pipeline() (in module pykeen.pipeline) pipeline_from_config() (in module pykeen.pipeline) pipeline_from_path() (in module pykeen.pipeline) PipelineResult (class in pykeen.pipeline) plot() (in module pykeen.pipeline) (PipelineResult method) plot_early_stopping() (in module pykeen.pipeline) (PipelineResult method) plot_er() (in module pykeen.pipeline) (PipelineResult method) plot_losses() (in module pykeen.pipeline) (PipelineResult method) point_to_box_distance() (BoxEInteraction static method) PointwiseHingeLoss (class in pykeen.losses) PointwiseLoss (class in pykeen.losses) pop_regularization_term() (Regularizer method) positive_loss_term() (AdversarialBCEWithLogitsLoss method) (AdversarialLoss method) (NSSALoss method) PositiveLikelihoodRatio (class in pykeen.metrics.classification) PositivePredictiveValue (class in pykeen.metrics.classification) post_batch() (MultiTrainingCallback method) (TrainingCallback method) post_epoch() (CheckpointTrainingCallback method) (EvaluationLoopTrainingCallback method) (EvaluationTrainingCallback method) (MultiTrainingCallback method) (StopperTrainingCallback method) (TrackerTrainingCallback method) (TrainingCallback method) post_forward_pass() (Model method) post_parameter_update() (CombinedCompGCNRepresentations method) (Embedding method) (Model method) (Regularizer method) (Representation method) (RGCNRepresentation method) post_train() (MultiTrainingCallback method) (TrainingCallback method) powersum_norm() (in module pykeen.utils) PowerSumRegularizer (class in pykeen.regularizers) pre_batch() (MultiTrainingCallback method) (TrainingCallback method) pre_step() (GradientAbsClippingTrainingCallback method) (GradientNormClippingTrainingCallback method) (MultiTrainingCallback method) (TrainingCallback method) precalculate_anchor_ppr() (PersonalizedPageRankAnchorSearcher method) precomputed_tokenizer_loader_resolver (in module pykeen.nn.node_piece) PrecomputedPoolTokenizer (class in pykeen.nn.node_piece) PrecomputedTokenizerLoader (class in pykeen.nn.node_piece) predict() (Model method) predict_all() (in module pykeen.predict) predict_h() (CooccurrenceFilteredModel method) (Model method) predict_h_uncertain() (in module pykeen.models.uncertainty) predict_hrt() (Model method) predict_hrt_uncertain() (in module pykeen.models.uncertainty) predict_r() (CooccurrenceFilteredModel method) (Model method) predict_r_uncertain() (in module pykeen.models.uncertainty) predict_t() (CooccurrenceFilteredModel method) (Model method) predict_t_uncertain() (in module pykeen.models.uncertainty) predict_target() (in module pykeen.predict) predict_triples() (in module pykeen.predict) predict_uncertain_helper() (in module pykeen.models.uncertainty) PredictionDataset (class in pykeen.predict) Predictions (class in pykeen.predict) prefix (MetricSelection attribute) prefix_unsqueeze_target() (in module pykeen.utils) prepare_ablation() (in module pykeen.ablation) prepare_ablation_from_config() (in module pykeen.ablation) prepare_filter_triples() (in module pykeen.utils) PretrainedInitializer (class in pykeen.nn.init) PrevalenceThreshold (class in pykeen.metrics.classification) PrimeKG (class in pykeen.datasets) probe() (BloomFilterer method) process() (CollapseGraphPairCombinator method) (DisjointGraphPairCombinator method) (ExtraRelationGraphPairCombinator method) (GraphPairCombinator method) (ScorePack method) (SwapGraphPairCombinator method) process_batch() (EvaluationLoop method) (LCWAEvaluationLoop method) process_bcwa_scores() (Loss method) process_lcwa_scores() (AdversarialLoss method) (CrossEntropyLoss method) (DoubleMarginLoss method) (InfoNCELoss method) (Loss method) (MarginPairwiseLoss method) (PointwiseLoss method) process_scores_() (ClassificationEvaluator method) (Evaluator method) (MacroRankBasedEvaluator method) (RankBasedEvaluator method) (SampledRankBasedEvaluator method) process_slcwa_scores() (AdversarialLoss method) (CrossEntropyLoss method) (DoubleMarginLoss method) (InfoNCELoss method) (Loss method) (MarginPairwiseLoss method) (PointwiseLoss method)

ProcessedTuple (class in pykeen.datasets.ea.combination) product_normalize() (BoxEInteraction static method) ProjE (class in pykeen.models) project_entity() (in module pykeen.utils) ProjEInteraction (class in pykeen.nn.modules) PseudoTypedNegativeSampler (class in pykeen.sampling) pykeen module pykeen.checkpoints module pykeen.constants module pykeen.contrib.lightning module pykeen.datasets module pykeen.datasets.analysis module pykeen.datasets.base module pykeen.datasets.ea.base module pykeen.datasets.ea.combination module pykeen.datasets.inductive module pykeen.datasets.source module pykeen.evaluation module pykeen.inverse module pykeen.losses module pykeen.lr_schedulers module pykeen.metrics module pykeen.metrics.classification module pykeen.metrics.ranking module pykeen.metrics.utils module pykeen.models module pykeen.models.resolve module pykeen.models.uncertainty module pykeen.nn module pykeen.nn.combination module pykeen.nn.compositions module pykeen.nn.init module pykeen.nn.message_passing module pykeen.nn.meta module pykeen.nn.modules module pykeen.nn.node_piece module pykeen.nn.perceptron module pykeen.nn.pyg module pykeen.nn.quaternion module pykeen.nn.representation module pykeen.nn.sim module pykeen.nn.text module pykeen.nn.utils module pykeen.nn.vision module pykeen.nn.weighting module pykeen.optimizers module pykeen.pipeline module pykeen.pipeline.api module pykeen.predict module pykeen.regularizers module pykeen.sampling module pykeen.sampling.filtering module pykeen.stoppers module pykeen.trackers module pykeen.training module pykeen.training.callbacks module pykeen.triples module pykeen.triples.analysis module pykeen.triples.deteriorate module pykeen.triples.generation module pykeen.triples.leakage module pykeen.triples.remix module pykeen.triples.splitting module pykeen.triples.utils module pykeen.triples.weights module pykeen.typing module pykeen.utils module pykeen.version module PYKEEN_BENCHMARKS (in module pykeen.constants) PYKEEN_CHECKPOINTS (in module pykeen.constants) PYKEEN_DATASETS (in module pykeen.constants) PYKEEN_EXPERIMENTS (in module pykeen.constants) PYKEEN_HOME (in module pykeen.constants) PYKEEN_LOGS (in module pykeen.constants) PyOBOTextCache (class in pykeen.nn.text) PythonResultTracker (class in pykeen.trackers) PythonSetFilterer (class in pykeen.sampling.filtering)

Q

QuatE (class in pykeen.models) QuatEInteraction (class in pykeen.nn.modules)

query() (WikidataTextCache class method) query_text() (WikidataTextCache class method)

R

random_non_negative_int() (in module pykeen.utils) random_seed (PipelineResult attribute) (ResolutionResult attribute) (TrainResult attribute) RandomAnchorSelection (class in pykeen.nn.node_piece) RandomizedCleaner (class in pykeen.triples.splitting) RandomWalkPositionalEncodingInitializer (class in pykeen.nn.init) rank() (DegreeAnchorSelection method) (PageRankAnchorSelection method) (RandomAnchorSelection method) (SingleSelection method) RankBasedEvaluator (class in pykeen.evaluation) RankBasedMetric (class in pykeen.metrics) (class in pykeen.metrics.ranking) RankBasedMetricResults (class in pykeen.evaluation) rate_limited() (in module pykeen.utils) register_callback() (MultiTrainingCallback method) register_training_loop() (MultiTrainingCallback method) (TrainingCallback method) regularization_term (Regularizer attribute) Regularizer (class in pykeen.regularizers) regularizer_default_kwargs (ComplEx attribute) (ConvKB attribute) (DistMult attribute) (QuatE attribute) (RESCAL attribute) (SimplE attribute) (TransH attribute) regularizer_resolver (in module pykeen.regularizers) reindex() (in module pykeen.triples.leakage) ReindexedMetric (class in pykeen.metrics.ranking) relation (Indices attribute) (OptionalIndices attribute) relation_cardinality_types() (in module pykeen.triples.analysis) relation_id_to_label (TriplesFactory attribute) relation_injectivity() (in module pykeen.triples.analysis) relation_pattern_types() (in module pykeen.triples.analysis) relation_regularizer_default_kwargs (TransH attribute) relation_shape (BoxEInteraction attribute) (ClampedInteraction attribute) (CPInteraction attribute) (CrossEInteraction attribute) (Interaction attribute) (KG2EInteraction attribute) (LineaREInteraction attribute) (MultiLinearTuckerInteraction attribute) (MuREInteraction attribute) (NTNInteraction attribute) (PairREInteraction attribute) (QuatEInteraction attribute) (RESCALInteraction attribute) (SEInteraction attribute) (SimplEInteraction attribute) (TransDInteraction attribute) (TransHInteraction attribute) (TransRInteraction attribute) (TripleREInteraction attribute) (UMInteraction attribute) relation_to_id (Dataset attribute), [1] (TriplesFactory attribute) relation_word_cloud() (TriplesFactory method) RelationCardinality (in module pykeen.triples.analysis)

RelationInverter (class in pykeen.inverse) RelationLossWeighter (class in pykeen.triples.weights) RelationPatternType (in module pykeen.triples.analysis) RelationRepresentation (class in pykeen.typing) relations_to_ids() (CoreTriplesFactory method) (TriplesFactory method) RelationTokenizer (class in pykeen.nn.node_piece) relative_delta (EarlyStopper attribute) remaining_patience (EarlyStopper attribute) remix() (Dataset method), [1] (in module pykeen.triples.remix) RemoteArchivedSource (class in pykeen.datasets.source) RemoteSimpleSource (class in pykeen.datasets.source) RemoteSource (class in pykeen.datasets.source) replace_entity_representations_() (InductiveERModel method) replicate_best_pipeline() (HpoPipelineResult method) replicate_pipeline_from_config() (in module pykeen.pipeline) replicate_pipeline_from_path() (in module pykeen.pipeline) Representation (class in pykeen.nn.representation) RESCAL (class in pykeen.models) RESCALInteraction (class in pykeen.nn.modules) reset() (Regularizer method) reset_parameters() (BasesDecomposition method) (Bias method) (BlockDecomposition method) (CompGCNLayer method) (ConvKBInteraction method) (Decomposition method) (Embedding method) (ERMLPInteraction method) (Interaction method) (MonotonicAffineTransformationInteraction method) (MultiLinearTuckerInteraction method) (ProjEInteraction method) (Representation method) (RGCNRepresentation method) (TuckERInteraction method) reset_parameters_() (InductiveNodePieceGNN method) (Model method) ResolutionResult (class in pykeen.pipeline) resolve_device() (in module pykeen.utils) resolve_margin() (DoubleMarginLoss static method) resolve_pipeline() (in module pykeen.pipeline) resolve_result_trackers() (in module pykeen.trackers) restrict() (Dataset method), [1] Result (class in pykeen.utils) result (ScorePack attribute) result_callbacks (EarlyStopper attribute) RESULT_FILE_NAME (PipelineResult attribute) result_tracker (BestCheckpointKeeper attribute) (BestCheckpointSchedule attribute) (EarlyStopper attribute) (ResolutionResult attribute) (TrainingCallback attribute) (TrainResult attribute) results (EarlyStopper attribute) ResultTracker (class in pykeen.trackers) RGCN (class in pykeen.models) RGCNLayer (class in pykeen.nn.message_passing) RGCNRepresentation (class in pykeen.nn.message_passing) RotatE (class in pykeen.models) RotatEInteraction (class in pykeen.nn.modules)

S

safe_diagonal() (in module pykeen.nn.utils) sample() (NegativeSampler method) sample_grouped() (NegativeSampler method) sample_negatives() (in module pykeen.evaluation) SampledRankBasedEvaluator (class in pykeen.evaluation) save() (TorchPrecomputedTokenizerLoader static method) save_assignment() (TokenizationRepresentation method) save_model() (in module pykeen.checkpoints) (PipelineResult method) (TrainResult method) save_state() (Model method) save_to_directory() (HpoPipelineResult method) (PipelineResult method) (Result method) save_to_ftp() (HpoPipelineResult method) (PipelineResult method) (Result method) save_to_s3() (HpoPipelineResult method) (PipelineResult method) (Result method) scale (AffineTransformationParameters attribute) schedule_resolver (in module pykeen.checkpoints) ScipySparseAnchorSearcher (class in pykeen.nn.node_piece) score (UncertainPrediction attribute) score() (Interaction method) (Model method) score_h() (CooccurrenceFilteredModel method) (ERModel method) (FixedModel method) (Interaction method) (MarginalDistributionBaseline method) (Model method) (SoftInverseTripleBaseline method) score_h_inverse() (Model method) score_hrt() (CooccurrenceFilteredModel method) (ERModel method) (EvaluationOnlyModel method) (FixedModel method) (Interaction method) (Model method) score_hrt_inverse() (Model method) score_r() (CooccurrenceFilteredModel method) (ERModel method) (EvaluationOnlyModel method) (FixedModel method) (Interaction method) (Model method) score_t() (CooccurrenceFilteredModel method) (ERModel method) (FixedModel method) (Interaction method) (MarginalDistributionBaseline method) (Model method) (SoftInverseTripleBaseline method) score_t_inverse() (Model method) ScoreConsumer (class in pykeen.predict) ScorePack (class in pykeen.predict) scores (ScorePack attribute) ScoringBatch (in module pykeen.models) SE (class in pykeen.models) Sealant (class in pykeen.triples.leakage) SEInteraction (class in pykeen.nn.modules) select() (ScipySparseAnchorSearcher static method) (SparseBFSSearcher static method) set_random_seed() (in module pykeen.utils) SetwiseLoss (class in pykeen.losses) SHA512 (OpenEA attribute) ShapeError shared_target (TargetScoringBatch attribute) should_evaluate() (EarlyStopper method) (NopStopper method) (Stopper method) should_stop() (EarlyStopper method) (NopStopper method) (Stopper method) similarity() (Dataset method), [1] SimplE (class in pykeen.models) SimplEInteraction (class in pykeen.nn.modules) SimpleMessagePassingRepresentation (class in pykeen.nn.pyg) SimpleSource (class in pykeen.datasets.source) simulate_checkpoints() (in module pykeen.checkpoints) SingleCompGCNRepresentation (class in pykeen.nn.representation) SingleSelection (class in pykeen.nn.node_piece) SingleTabbedDataset (class in pykeen.datasets.base) SingleTabbedDatasetKwargs (class in pykeen.datasets.base) SLCWABatch (class in pykeen.triples) SLCWALitModule (class in pykeen.contrib.lightning) SLCWATrainingLoop (class in pykeen.training) SoftInverseTripleBaseline (class in pykeen.models) SoftMarginRankingLoss (class in pykeen.losses) SoftplusLoss (class in pykeen.losses) SoftPointwiseHingeLoss (class in pykeen.losses) SortedKeyFilterer (class in pykeen.sampling.filtering) SortedKeyOverflowError Source (class in pykeen.datasets.source) SourceDataSet (class in pykeen.datasets.base) SparseBFSSearcher (class in pykeen.nn.node_piece) split() (CombinedCompGCNRepresentations method) (CoreTriplesFactory method) (in module pykeen.triples.splitting) (Splitter method) split_absolute_size() (CleanupSplitter method) (CoverageSplitter method) (Splitter method) split_complex() (in module pykeen.utils) split_fully_inductive() (CoreTriplesFactory method) split_semi_inductive() (CoreTriplesFactory method) split_workload() (in module pykeen.utils) splits_similarity() (in module pykeen.triples) Splitter (class in pykeen.triples.splitting) splitter_resolver (in module pykeen.triples.splitting) SplittingLazyDataset (class in pykeen.datasets.base) SplittingLazyDatasetKwargs (class in pykeen.datasets.base) StandardDeviation (class in pykeen.metrics.ranking) start_run() (ConsoleResultTracker method) (CSVResultTracker method) (MLFlowResultTracker method) (MultiResultTracker method) (PythonResultTracker method) (ResultTracker method) (WANDBResultTracker method) state_dict() (LRScheduler method) std() (AdjustedArithmeticMeanRank method) (AdjustedArithmeticMeanRankIndex method) (AdjustedGeometricMeanRankIndex method) (AdjustedHitsAtK method) (AdjustedInverseHarmonicMeanRank method) (ArithmeticMeanRank method) (Count method) (DerivedRankBasedMetric method) (ExpectationNormalizedMetric method) (GeometricMeanRank method) (HarmonicMeanRank method) (HitsAtK method) (InverseArithmeticMeanRank method) (InverseGeometricMeanRank method) (InverseHarmonicMeanRank method) (InverseMedianRank method) (MedianRank method) (RankBasedMetric method), [1] (ReindexedMetric method) (StandardDeviation method) (Variance method) (ZArithmeticMeanRank method) (ZGeometricMeanRank method) (ZHitsAtK method) (ZInverseHarmonicMeanRank method) (ZMetric method) step() (LRScheduler method) steps (ExplicitCheckpointSchedule attribute) stopped (EarlyStopper attribute) stopped_callbacks (EarlyStopper attribute) Stopper (class in pykeen.stoppers) stopper (PipelineResult attribute) (ResolutionResult attribute) (TrainResult attribute) stopper_resolver (in module pykeen.stoppers)

StopperTrainingCallback (class in pykeen.training.callbacks) string_or_key_to_key() (MetricResults class method) study (HpoPipelineResult attribute) sub_batch_and_slice() (TrainingLoop method) subgraph_sample() (SubGraphSLCWAInstances method) SubGraphSLCWAInstances (class in pykeen.triples) SubsetRepresentation (class in pykeen.nn.representation) SubtractionCompositionModule (class in pykeen.nn.compositions) summarize() (Dataset method), [1] (InductiveDataset method) summary_str() (Dataset method), [1] (InductiveDataset method) supported_rank_types (AdjustedArithmeticMeanRank attribute) (AdjustedArithmeticMeanRankIndex attribute) (AdjustedGeometricMeanRankIndex attribute) (AdjustedHitsAtK attribute) (AdjustedInverseHarmonicMeanRank attribute) (ArithmeticMeanRank attribute) (Count attribute) (DerivedRankBasedMetric attribute) (ExpectationNormalizedMetric attribute) (GeometricMeanRank attribute) (HarmonicMeanRank attribute) (HitsAtK attribute) (InverseArithmeticMeanRank attribute) (InverseGeometricMeanRank attribute) (InverseHarmonicMeanRank attribute) (InverseMedianRank attribute) (MedianRank attribute) (RankBasedMetric attribute), [1] (ReindexedMetric attribute) (StandardDeviation attribute) (Variance attribute) (ZArithmeticMeanRank attribute) (ZGeometricMeanRank attribute) (ZHitsAtK attribute) (ZInverseHarmonicMeanRank attribute) (ZMetric attribute) supports_grouped_corruption (BasicNegativeSampler attribute) (NegativeSampler attribute) supports_slicing (BatchCWATrainingLoop attribute) (LCWATrainingLoop attribute) (TrainingLoop attribute) supports_sub_batching (BatchCWATrainingLoop attribute) (TrainingLoop attribute) supports_weights (Accuracy attribute) (AdjustedArithmeticMeanRank attribute) (AdjustedArithmeticMeanRankIndex attribute) (AdjustedGeometricMeanRankIndex attribute) (AdjustedHitsAtK attribute) (AdjustedInverseHarmonicMeanRank attribute) (AreaUnderTheReceiverOperatingCharacteristicCurve attribute) (ArithmeticMeanRank attribute) (AveragePrecisionScore attribute) (BalancedAccuracyScore attribute) (BinarizedClassificationMetric attribute) (ClassificationMetric attribute), [1] (ConfusionMatrixClassificationMetric attribute) (Count attribute) (DerivedRankBasedMetric attribute) (DiagnosticOddsRatio attribute) (ExpectationNormalizedMetric attribute) (F1Score attribute) (FalseDiscoveryRate attribute) (FalseNegativeRate attribute) (FalseOmissionRate attribute) (FalsePositiveRate attribute) (FowlkesMallowsIndex attribute) (GeometricMeanRank attribute) (HarmonicMeanRank attribute) (HitsAtK attribute) (Informedness attribute) (InverseArithmeticMeanRank attribute) (InverseGeometricMeanRank attribute) (InverseHarmonicMeanRank attribute) (InverseMedianRank attribute) (MatthewsCorrelationCoefficient attribute) (MedianRank attribute) (Metric attribute) (NegativeLikelihoodRatio attribute) (NegativePredictiveValue attribute) (NumScores attribute) (PositiveLikelihoodRatio attribute) (PositivePredictiveValue attribute) (PrevalenceThreshold attribute) (RankBasedMetric attribute), [1] (ReindexedMetric attribute) (StandardDeviation attribute) (ThreatScore attribute) (TrueNegativeRate attribute) (TruePositiveRate attribute) (Variance attribute) (ZArithmeticMeanRank attribute) (ZGeometricMeanRank attribute) (ZHitsAtK attribute) (ZInverseHarmonicMeanRank attribute) (ZMetric attribute) SwapGraphPairCombinator (class in pykeen.datasets.ea.combination) SymmetricEdgeWeighting (class in pykeen.nn.weighting) SymmetricLCWATrainingLoop (class in pykeen.training) synonyms (Accuracy attribute) (AdjustedArithmeticMeanRank attribute) (AdjustedArithmeticMeanRankIndex attribute) (AdjustedGeometricMeanRankIndex attribute) (AdjustedHitsAtK attribute) (AdjustedInverseHarmonicMeanRank attribute) (AreaUnderTheReceiverOperatingCharacteristicCurve attribute) (ArithmeticMeanRank attribute) (AveragePrecisionScore attribute) (BalancedAccuracyScore attribute) (BCEWithLogitsLoss attribute) (BinarizedClassificationMetric attribute) (ClassificationMetric attribute), [1] (ConfusionMatrixClassificationMetric attribute) (Count attribute) (DerivedRankBasedMetric attribute) (DiagnosticOddsRatio attribute) (ExpectationNormalizedMetric attribute) (F1Score attribute) (FalseDiscoveryRate attribute) (FalseNegativeRate attribute) (FalseOmissionRate attribute) (FalsePositiveRate attribute) (FowlkesMallowsIndex attribute) (GeometricMeanRank attribute) (HarmonicMeanRank attribute) (HitsAtK attribute) (Informedness attribute) (InverseArithmeticMeanRank attribute) (InverseGeometricMeanRank attribute) (InverseHarmonicMeanRank attribute) (InverseMedianRank attribute) (Loss attribute) (MarginRankingLoss attribute) (MatthewsCorrelationCoefficient attribute) (MedianRank attribute) (Metric attribute) (MSELoss attribute) (NegativeLikelihoodRatio attribute) (NegativePredictiveValue attribute) (NSSALoss attribute) (NumScores attribute) (PositiveLikelihoodRatio attribute) (PositivePredictiveValue attribute) (PrevalenceThreshold attribute) (RankBasedMetric attribute), [1] (ReindexedMetric attribute) (StandardDeviation attribute) (ThreatScore attribute) (TrueNegativeRate attribute) (TruePositiveRate attribute) (Variance attribute) (ZArithmeticMeanRank attribute) (ZGeometricMeanRank attribute) (ZHitsAtK attribute) (ZInverseHarmonicMeanRank attribute) (ZMetric attribute)

T

TabbedDataset (class in pykeen.datasets.base) TabbedDatasetKwargs (class in pykeen.datasets.base) tail (Indices attribute) (OptionalIndices attribute) tail_indices (Interaction attribute) tail_shape (Interaction attribute) TailRepresentation (class in pykeen.typing) TarFileRemoteDataset (class in pykeen.datasets.base) TarFileSingleDataset (class in pykeen.datasets.base) Target (in module pykeen.typing) target (TargetPredictions attribute) (TargetScoringBatch attribute) target_ids (TargetScoringBatch attribute) TargetColumn (in module pykeen.typing) TargetPredictions (class in pykeen.predict) TargetScoringBatch (class in pykeen.models) tensor_product() (in module pykeen.utils) tensor_sum() (in module pykeen.utils) tensor_to_df() (CoreTriplesFactory method) (in module pykeen.triples.utils) (TriplesFactory method) TensorBoardResultTracker (class in pykeen.trackers) TensorTrainRepresentation (class in pykeen.nn.representation) term (Regularizer property) testing (LazyDataset attribute) (ResolutionResult attribute) (TrainResult attribute) text_cache_resolver (in module pykeen.nn.text) text_encoder_resolver (in module pykeen.nn.text) TextCache (class in pykeen.nn.text) TextEncoder (class in pykeen.nn.text) TextRepresentation (class in pykeen.nn.representation) ThreatScore (class in pykeen.metrics.classification) title (PipelineResult attribute) to_core_triples_factory() (TriplesFactory method) to_df() (MetricResults method) to_dict() (MetricResults method) to_directory_binary() (Dataset method), [1] to_flat_dict() (MetricResults method) to_internal() (DefaultRelationInverter method) (RelationInverter method) to_internal_batch() (RelationInverter method) to_path_binary() (CoreTriplesFactory method) (TriplesFactory method) (TriplesNumericLiteralsFactory method) to_real() (DefaultRelationInverter method) (RelationInverter method) TokenizationRepresentation (class in pykeen.nn.node_piece) Tokenizer (class in pykeen.nn.node_piece) tokenizer_resolver (in module pykeen.nn.node_piece) topk_argpartition() (CSGraphAnchorSearcher static method) topk_argsort() (CSGraphAnchorSearcher static method) TopKScoreConsumer (class in pykeen.predict) TorchPrecomputedTokenizerLoader (class in pykeen.nn.node_piece) TorchRandomHint (in module pykeen.typing) TorusE (class in pykeen.models) TorusEInteraction (class in pykeen.nn.modules) tqdm_kwargs (EarlyStopper attribute) tracker_resolver (in module pykeen.trackers) TrackerHint (in module pykeen.trackers)

TrackerTrainingCallback (class in pykeen.training.callbacks) train() (CombinedCompGCNRepresentations method) (ResolutionResult method) (TrainingLoop method) train_dataloader() (LitModule method) train_seconds (PipelineResult attribute) (TrainResult attribute) training (LazyDataset attribute) (PipelineResult attribute) (ResolutionResult attribute) (TrainResult attribute) training_kwargs (ResolutionResult attribute) (TrainResult attribute) training_loop (PipelineResult attribute) (ResolutionResult attribute) (TrainingCallback attribute) (TrainResult attribute) training_loop_resolver (in module pykeen.training) training_step() (LitModule method) training_triples_factory (EarlyStopper attribute) TRAINING_TRIPLES_FILE_NAME (PipelineResult attribute) TrainingCallback (class in pykeen.training.callbacks) TrainingCallbackHint (in module pykeen.training.callbacks) TrainingLoop (class in pykeen.training) TrainResult (class in pykeen.pipeline) TransD (class in pykeen.models) TransDInteraction (class in pykeen.nn.modules) transductive_training (EagerInductiveDataset attribute) (LazyInductiveDataset attribute) TransductiveRatiosHint (in module pykeen.typing) TransE (class in pykeen.models) TransEInteraction (class in pykeen.nn.modules) TransF (class in pykeen.models) TransFInteraction (class in pykeen.nn.modules) TransformedRepresentation (class in pykeen.nn.representation) TransformerInteraction (class in pykeen.nn.modules) TransformerTextEncoder (class in pykeen.nn.text) TransH (class in pykeen.models) TransHInteraction (class in pykeen.nn.modules) translation_kwargs (ProcessedTuple attribute) TransR (class in pykeen.models) TransRInteraction (class in pykeen.nn.modules) triple_tensor_to_set() (in module pykeen.utils) TripleCoverageError TriplePredictions (class in pykeen.predict) TripleREInteraction (class in pykeen.nn.modules) triples (TriplesFactory attribute) triples_file_name (CoreTriplesFactory attribute) triples_pair_sort_key() (Dataset class method), [1] triples_sort_key() (Dataset static method), [1] TripleScoringBatch (class in pykeen.models) TriplesFactory (class in pykeen.triples) TriplesNumericLiteralsFactory (class in pykeen.triples) TrueNegativeRate (class in pykeen.metrics.classification) TruePositiveRate (class in pykeen.metrics.classification) truncated_median_survival_function() (in module pykeen.metrics.utils) truncated_order_statistic_survival_function() (in module pykeen.metrics.utils) TuckER (class in pykeen.models) TuckERInteraction (class in pykeen.nn.modules) TwoLayerMLP (class in pykeen.nn.perceptron) TypedMessagePassingRepresentation (class in pykeen.nn.pyg)

U

UM (class in pykeen.models) UMInteraction (class in pykeen.nn.modules) UMLS (class in pykeen.datasets) UncertainPrediction (class in pykeen.models.uncertainty) uncertainty (UncertainPrediction attribute) uniform_norm_ (in module pykeen.nn.init) uniform_norm_p1_ (in module pykeen.nn.init) UnionCheckpointKeeper (class in pykeen.checkpoints) UnionCheckpointSchedule (class in pykeen.checkpoints) uniques_per_representation (HashDiversityInfo attribute) uniques_total (HashDiversityInfo attribute) unleak() (in module pykeen.triples.leakage) unpack_singletons() (in module pykeen.utils) UnpackedRemoteDataset (class in pykeen.datasets.base)

UnpackedRemoteDataSetKwargs (class in pykeen.datasets.base) UnpackedRemoteDisjointInductiveDataset (class in pykeen.datasets.inductive) update() (NoRegularizer method) (OrthogonalityRegularizer method) (Regularizer method) updated (Regularizer attribute) upgrade_to_sequence() (in module pykeen.utils) upper (ValueRange attribute) upper_inclusive (ValueRange attribute) url (RemoteArchivedSource attribute) (RemoteSimpleSource attribute) (RemoteSource attribute) use_horizontal_stacking() (in module pykeen.nn.utils) use_tqdm (EarlyStopper attribute)

V

val_dataloader() (LitModule method) validation (LazyDataset attribute) (ResolutionResult attribute) (TrainResult attribute) validation_step() (LitModule method) value_range (Accuracy attribute) (AdjustedArithmeticMeanRank attribute) (AdjustedArithmeticMeanRankIndex attribute) (AdjustedGeometricMeanRankIndex attribute) (AdjustedHitsAtK attribute) (AdjustedInverseHarmonicMeanRank attribute) (AreaUnderTheReceiverOperatingCharacteristicCurve attribute) (ArithmeticMeanRank attribute) (AveragePrecisionScore attribute) (BalancedAccuracyScore attribute) (Count attribute) (DiagnosticOddsRatio attribute) (F1Score attribute) (FalseDiscoveryRate attribute) (FalseNegativeRate attribute) (FalseOmissionRate attribute) (FalsePositiveRate attribute) (FowlkesMallowsIndex attribute) (GeometricMeanRank attribute) (HarmonicMeanRank attribute) (HitsAtK attribute) (Informedness attribute) (Interaction attribute) (InverseArithmeticMeanRank attribute) (InverseGeometricMeanRank attribute) (InverseHarmonicMeanRank attribute) (InverseMedianRank attribute) (MatthewsCorrelationCoefficient attribute) (MedianRank attribute) (NegativeLikelihoodRatio attribute) (NegativePredictiveValue attribute) (NumScores attribute) (PositiveLikelihoodRatio attribute) (PositivePredictiveValue attribute) (PrevalenceThreshold attribute) (StandardDeviation attribute) (ThreatScore attribute) (TrueNegativeRate attribute) (TruePositiveRate attribute) (Variance attribute) (ZArithmeticMeanRank attribute) (ZGeometricMeanRank attribute) (ZHitsAtK attribute) (ZInverseHarmonicMeanRank attribute) (ZMetric attribute)

ValueRange (class in pykeen.metrics) Variance (class in pykeen.metrics.ranking) variance() (AdjustedArithmeticMeanRank method) (AdjustedArithmeticMeanRankIndex method) (AdjustedGeometricMeanRankIndex method) (AdjustedHitsAtK method) (AdjustedInverseHarmonicMeanRank method) (ArithmeticMeanRank method) (Count method) (DerivedRankBasedMetric method) (ExpectationNormalizedMetric method) (GeometricMeanRank method) (HarmonicMeanRank method) (HitsAtK method) (InverseArithmeticMeanRank method) (InverseGeometricMeanRank method) (InverseHarmonicMeanRank method) (InverseMedianRank method) (MedianRank method) (RankBasedMetric method), [1] (ReindexedMetric method) (StandardDeviation method) (Variance method) (ZArithmeticMeanRank method) (ZGeometricMeanRank method) (ZHitsAtK method) (ZInverseHarmonicMeanRank method) (ZMetric method) verify() (ShapeError class method) verify_ids() (WikidataTextCache static method) Version (in module pykeen.datasets.inductive) version (PipelineResult attribute) view_complex() (in module pykeen.utils) view_complex_native() (in module pykeen.utils) VisionDataset (class in pykeen.nn.vision) VisualRepresentation (class in pykeen.nn.vision)

W

WANDBResultTracker (class in pykeen.trackers) WD50KT (class in pykeen.datasets) weight (Regularizer attribute) weight_triples() (LossWeighter method) weighted_harmonic_mean() (in module pykeen.metrics.utils) weighted_mean_expectation() (in module pykeen.metrics.utils) weighted_mean_variance() (in module pykeen.metrics.utils) weighted_median() (in module pykeen.metrics.utils) WeisfeilerLehmanInitializer (class in pykeen.nn.init) Wikidata5M (class in pykeen.datasets) WIKIDATA_ENDPOINT (WikidataTextCache attribute)

WikidataImageCache (class in pykeen.nn.vision) WikidataTextCache (class in pykeen.nn.text) WikidataTextRepresentation (class in pykeen.nn.representation) WikidataVisualRepresentation (class in pykeen.nn.vision) with_labels() (CoreTriplesFactory method) with_target_ids() (OptionalIndices method) (TargetScoringBatch method) WK3l120k (class in pykeen.datasets) WK3l15k (class in pykeen.datasets) WN18 (class in pykeen.datasets) WN18RR (class in pykeen.datasets)

X

xavier_normal_() (in module pykeen.nn.init) xavier_normal_norm_ (in module pykeen.nn.init)

xavier_uniform_() (in module pykeen.nn.init) xavier_uniform_norm_ (in module pykeen.nn.init)

Y

YAGO310 (class in pykeen.datasets)

Z

ZArithmeticMeanRank (class in pykeen.metrics.ranking) zero_division (Accuracy attribute) (ConfusionMatrixClassificationMetric attribute) (DiagnosticOddsRatio attribute) (F1Score attribute) (FalseDiscoveryRate attribute) (FalseNegativeRate attribute) (FalseOmissionRate attribute) (FalsePositiveRate attribute) (FowlkesMallowsIndex attribute) (Informedness attribute) (MatthewsCorrelationCoefficient attribute) (NegativeLikelihoodRatio attribute) (NegativePredictiveValue attribute) (PositiveLikelihoodRatio attribute) (PositivePredictiveValue attribute) (PrevalenceThreshold attribute) (ThreatScore attribute) (TrueNegativeRate attribute) (TruePositiveRate attribute)

ZGeometricMeanRank (class in pykeen.metrics.ranking) ZHitsAtK (class in pykeen.metrics.ranking) ZInverseHarmonicMeanRank (class in pykeen.metrics.ranking) ZipSingleDataset (class in pykeen.datasets.base) ZMetric (class in pykeen.metrics.ranking)