Index

_

__call__() (ClassificationStrategy method) (EnsembleModelManager method) (ExpectedImprovementStrategy method) (LightningModelManager method) (MCDropoutModelManager method) (ModelManager method) (RandomAcquisitionStrategy method) (RegressionStrategy method) (RelativeDistanceStrategy method) (RepresentativeSamplingStrategy method)

B

BenchmarkOracle (class in pyrelational.oracles.benchmark_oracle)

C

ClassificationStrategy (class in pyrelational.strategies.classification.classification_strategy) compute_current_performance() (Pipeline method) compute_hit_ratio() (Pipeline method)

compute_theoretical_performance() (Pipeline method) create_classification_cold_start() (in module pyrelational.datasets.benchmark_datamanager) create_regression_cold_start() (in module pyrelational.datasets.benchmark_datamanager) create_warm_start() (in module pyrelational.datasets.benchmark_datamanager)

D

DataManager (class in pyrelational.data_managers.data_manager)

dataset_size (Pipeline property)

E

EnsembleModelManager (class in pyrelational.model_managers.ensemble_model_manager)

EntropyClassificationStrategy (class in pyrelational.strategies.classification.entropy_classification_strategy) ExpectedImprovementStrategy (class in pyrelational.strategies.regression.expected_improvement_strategy)

G

get_labelled_loader() (DataManager method) get_percentage_labelled() (DataManager method) get_sample_feature_vector() (DataManager method) get_sample_feature_vectors() (DataManager method) get_sample_labels() (DataManager method) get_test_loader() (DataManager method)

get_test_set() (DataManager method) get_train_loader() (DataManager method) get_train_set() (DataManager method) get_unlabelled_loader() (DataManager method) get_validation_loader() (DataManager method) get_validation_set() (DataManager method)

I

init_trainer() (LightningModelManager method)

is_trained() (ModelManager method)

L

l_indices (Pipeline property) l_loader (Pipeline property) LeastConfidenceStrategy (class in pyrelational.strategies.classification.least_confidence_strategy)

LightningEnsembleModelManager (class in pyrelational.model_managers.ensemble_model_manager) LightningMCDropoutModelManager (class in pyrelational.model_managers.mcdropout_model_manager) LightningModelManager (class in pyrelational.model_managers.lightning_model_manager) log_labelled_by() (Pipeline method)

M

MarginalConfidenceStrategy (class in pyrelational.strategies.classification.marginal_confidence_strategy) MCDropoutModelManager (class in pyrelational.model_managers.mcdropout_model_manager) ModelManager (class in pyrelational.model_managers.abstract_model_manager) module pyrelational.data_managers.data_manager pyrelational.datasets.benchmark_datamanager pyrelational.datasets.classification pyrelational.datasets.regression pyrelational.model_managers.abstract_model_manager pyrelational.model_managers.ensemble_model_manager pyrelational.model_managers.lightning_model_manager pyrelational.model_managers.mcdropout_model_manager pyrelational.oracles.abstract_oracle pyrelational.oracles.benchmark_oracle pyrelational.pipeline.pipeline pyrelational.strategies.abstract_strategy pyrelational.strategies.classification.classification_strategy pyrelational.strategies.classification.entropy_classification_strategy pyrelational.strategies.classification.least_confidence_strategy pyrelational.strategies.classification.marginal_confidence_strategy pyrelational.strategies.classification.ratio_confidence_strategy pyrelational.strategies.regression.expected_improvement_strategy pyrelational.strategies.regression.regression_strategy pyrelational.strategies.regression.thompson_sampling_strategy pyrelational.strategies.regression.upper_confidence_bound_strategy pyrelational.strategies.task_agnostic.random_acquisition_strategy pyrelational.strategies.task_agnostic.relative_distance_strategy pyrelational.strategies.task_agnostic.representative_sampling_strategy

O

Oracle (class in pyrelational.oracles.abstract_oracle)

P

percentage_labelled (Pipeline property) pick_one_sample_per_class() (in module pyrelational.datasets.benchmark_datamanager) Pipeline (class in pyrelational.pipeline.pipeline) pyrelational.data_managers.data_manager module pyrelational.datasets.benchmark_datamanager module pyrelational.datasets.classification module pyrelational.datasets.regression module pyrelational.model_managers.abstract_model_manager module pyrelational.model_managers.ensemble_model_manager module pyrelational.model_managers.lightning_model_manager module pyrelational.model_managers.mcdropout_model_manager module pyrelational.oracles.abstract_oracle module pyrelational.oracles.benchmark_oracle module pyrelational.pipeline.pipeline module

pyrelational.strategies.abstract_strategy module pyrelational.strategies.classification.classification_strategy module pyrelational.strategies.classification.entropy_classification_strategy module pyrelational.strategies.classification.least_confidence_strategy module pyrelational.strategies.classification.marginal_confidence_strategy module pyrelational.strategies.classification.ratio_confidence_strategy module pyrelational.strategies.regression.expected_improvement_strategy module pyrelational.strategies.regression.regression_strategy module pyrelational.strategies.regression.thompson_sampling_strategy module pyrelational.strategies.regression.upper_confidence_bound_strategy module pyrelational.strategies.task_agnostic.random_acquisition_strategy module pyrelational.strategies.task_agnostic.relative_distance_strategy module pyrelational.strategies.task_agnostic.representative_sampling_strategy module

Q

query() (Pipeline method)

query_target_value() (BenchmarkOracle method) (Oracle method)

R

RandomAcquisitionStrategy (class in pyrelational.strategies.task_agnostic.random_acquisition_strategy) RatioConfidenceStrategy (class in pyrelational.strategies.classification.ratio_confidence_strategy) RegressionStrategy (class in pyrelational.strategies.regression.regression_strategy) RelativeDistanceStrategy (class in pyrelational.strategies.task_agnostic.relative_distance_strategy)

representative_sampling() (in module pyrelational.strategies.task_agnostic.representative_sampling_strategy) RepresentativeSamplingStrategy (class in pyrelational.strategies.task_agnostic.representative_sampling_strategy) reset() (ModelManager method) run() (Pipeline method)

S

scorer (ExpectedImprovementStrategy attribute) (RelativeDistanceStrategy attribute) set_target_value() (DataManager method) softmax() (in module pyrelational.strategies.classification.classification_strategy)

step() (Pipeline method) Strategy (class in pyrelational.strategies.abstract_strategy) suggest() (Strategy method) summary() (Pipeline method)

T

test() (LightningEnsembleModelManager method) (LightningModelManager method) (ModelManager method) test_loader (Pipeline property) ThompsonSamplingStrategy (class in pyrelational.strategies.regression.thompson_sampling_strategy)

train() (LightningEnsembleModelManager method) (LightningModelManager method) (ModelManager method) train_and_infer() (Strategy static method) train_loader (Pipeline property)

U

u_indices (Pipeline property) u_loader (Pipeline property) update_annotations() (Oracle static method) update_dataset() (Oracle method)

update_target_value() (Oracle static method) update_target_values() (Oracle static method) update_train_labels() (DataManager method) UpperConfidenceBoundStrategy (class in pyrelational.strategies.regression.upper_confidence_bound_strategy)

V

valid_loader (Pipeline property)