Index

_

__init__() (small_text.classifiers.classification.SklearnClassifier method) (small_text.classifiers.factories.SklearnClassifierFactory method) (small_text.data.datasets.SklearnDataset method) (small_text.data.datasets.TextDataset method) (small_text.integrations.pytorch.classifiers.base.AMPArguments method) (small_text.integrations.pytorch.classifiers.factories.KimCNNClassifierFactory method) (small_text.integrations.pytorch.classifiers.KimCNNClassifier method) (small_text.integrations.pytorch.datasets.PytorchTextClassificationDataset method) (small_text.integrations.pytorch.query_strategies.strategies.BADGE method) (small_text.integrations.pytorch.query_strategies.strategies.DiscriminativeRepresentationLearning method) (small_text.integrations.pytorch.query_strategies.strategies.ExpectedGradientLength method) (small_text.integrations.pytorch.query_strategies.strategies.ExpectedGradientLengthLayer method) (small_text.integrations.pytorch.query_strategies.strategies.ExpectedGradientLengthMaxWord method) (small_text.integrations.transformers.classifiers.classification.FineTuningArguments method) (small_text.integrations.transformers.classifiers.classification.TransformerBasedClassification method) (small_text.integrations.transformers.classifiers.classification.TransformerModelArguments method) (small_text.integrations.transformers.datasets.TransformersDataset method) (small_text.query_strategies.bayesian.BALD method) (small_text.query_strategies.class_balancing.ClassBalancer method) (small_text.query_strategies.coresets.GreedyCoreset method) (small_text.query_strategies.coresets.LightweightCoreset method) (small_text.query_strategies.multi_label.CategoryVectorInconsistencyAndRanking method) (small_text.query_strategies.strategies.ContrastiveActiveLearning method) (small_text.query_strategies.strategies.DiscriminativeActiveLearning method) (small_text.query_strategies.strategies.EmbeddingKMeans method) (small_text.query_strategies.subsampling.AnchorSubsampling method) (small_text.query_strategies.subsampling.SEALS method) (small_text.query_strategies.vector_space.ProbCover method) (small_text.stopping_criteria.base.DeltaFScore method) (small_text.stopping_criteria.change.ClassificationChange method) (small_text.stopping_criteria.kappa.KappaAverage method) (small_text.stopping_criteria.uncertainty.OverallUncertainty method) (small_text.stopping_criteria.utility.MaxIterations method) (small_text.training.early_stopping.EarlyStopping method) (small_text.training.early_stopping.EarlyStoppingAndCondition method) (small_text.training.early_stopping.EarlyStoppingOrCondition method) (small_text.training.model_selection.ModelSelection method) (small_text.vector_indexes.base.VectorIndexFactory method)

A

AdaptiveActiveLearning (class in small_text.query_strategies.multi_label) add_model() (small_text.training.model_selection.ModelSelection method) (small_text.training.model_selection.NoopModelSelection method)

AMPArguments (class in small_text.integrations.pytorch.classifiers.base) AnchorSubsampling (class in small_text.query_strategies.subsampling)

B

BADGE (class in small_text.integrations.pytorch.query_strategies.strategies) BALD (class in small_text.query_strategies.bayesian)

BreakingTies (class in small_text.query_strategies.strategies) build() (small_text.vector_indexes.base.VectorIndex method)

C

CategoryVectorInconsistencyAndRanking (class in small_text.query_strategies.multi_label) check_early_stop() (small_text.training.early_stopping.EarlyStopping method) (small_text.training.early_stopping.EarlyStoppingAndCondition method) (small_text.training.early_stopping.EarlyStoppingOrCondition method) (small_text.training.early_stopping.NoopEarlyStopping method)

ClassBalancer (class in small_text.query_strategies.class_balancing) ClassificationChange (class in small_text.stopping_criteria.change) Classifier (class in small_text.classifiers.classification) clone() (small_text.data.datasets.SklearnDataset method) (small_text.data.datasets.TextDataset method) ContrastiveActiveLearning (class in small_text.query_strategies.strategies)

D

data (small_text.integrations.pytorch.datasets.PytorchTextClassificationDataset property) Dataset (class in small_text.data.datasets) DEFAULT_DEFAULT_SELECT_BY (small_text.training.model_selection.ModelSelection attribute) DEFAULT_METRICS (small_text.training.model_selection.ModelSelection attribute)

DEFAULT_REQUIRED_METRIC_NAMES (small_text.training.model_selection.ModelSelection attribute) DeltaFScore (class in small_text.stopping_criteria.base) DiscriminativeActiveLearning (class in small_text.query_strategies.strategies) DiscriminativeRepresentationLearning (class in small_text.integrations.pytorch.query_strategies.strategies)

E

EarlyStopping (class in small_text.training.early_stopping) EarlyStoppingAndCondition (class in small_text.training.early_stopping) EarlyStoppingOrCondition (class in small_text.training.early_stopping)

EmbeddingKMeans (class in small_text.query_strategies.strategies) ExpectedGradientLength (class in small_text.integrations.pytorch.query_strategies.strategies) ExpectedGradientLengthLayer (class in small_text.integrations.pytorch.query_strategies.strategies) ExpectedGradientLengthMaxWord (class in small_text.integrations.pytorch.query_strategies.strategies)

F

FIELD_NAME_EARLY_STOPPING (small_text.training.model_selection.ModelSelection attribute) FineTuningArguments (class in small_text.integrations.transformers.classifiers.classification) fit() (small_text.classifiers.classification.Classifier method) (small_text.classifiers.classification.SklearnClassifier method) (small_text.integrations.pytorch.classifiers.KimCNNClassifier method) (small_text.integrations.transformers.classifiers.classification.TransformerBasedClassification method)

fit_kwargs (small_text.active_learner.PoolBasedActiveLearner attribute) from_arrays() (small_text.data.datasets.SklearnDataset class method) (small_text.data.datasets.TextDataset class method) (small_text.integrations.pytorch.datasets.PytorchTextClassificationDataset class method) (small_text.integrations.transformers.datasets.TransformersDataset class method)

G

greedy_coreset() (in module small_text.query_strategies.coresets)

GreedyCoreset (class in small_text.query_strategies.coresets)

I

index (small_text.vector_indexes.base.VectorIndex property) indices_ignored (small_text.active_learner.PoolBasedActiveLearner attribute) indices_labeled (small_text.active_learner.PoolBasedActiveLearner attribute)

indices_queried (small_text.active_learner.PoolBasedActiveLearner attribute) initialize() (small_text.active_learner.PoolBasedActiveLearner method) is_multi_label (small_text.data.datasets.SklearnDataset property) (small_text.data.datasets.TextDataset property)

K

KappaAverage (class in small_text.stopping_criteria.kappa)

KimCNNClassifier (class in small_text.integrations.pytorch.classifiers) KimCNNClassifierFactory (class in small_text.integrations.pytorch.classifiers.factories)

L

LabelCardinalityInconsistency (class in small_text.query_strategies.multi_label) LeastConfidence (class in small_text.query_strategies.strategies)

lightweight_coreset() (in module small_text.query_strategies.coresets) LightweightCoreset (class in small_text.query_strategies.coresets) load() (small_text.active_learner.PoolBasedActiveLearner class method)

M

MaxIterations (class in small_text.stopping_criteria.utility) ModelSelection (class in small_text.training.model_selection) module small_text.integrations.pytorch.query_strategies.strategies small_text.query_strategies.bayesian small_text.query_strategies.class_balancing small_text.query_strategies.coresets small_text.query_strategies.multi_label small_text.query_strategies.strategies, [1], [2] small_text.query_strategies.subsampling small_text.query_strategies.vector_space small_text.stopping_criteria.base small_text.stopping_criteria.change small_text.stopping_criteria.kappa small_text.stopping_criteria.uncertainty small_text.stopping_criteria.utility

N

new() (small_text.classifiers.factories.SklearnClassifierFactory method) (small_text.integrations.pytorch.classifiers.factories.KimCNNClassifierFactory method)

NoopEarlyStopping (class in small_text.training.early_stopping) NoopModelSelection (class in small_text.training.model_selection)

O

OverallUncertainty (class in small_text.stopping_criteria.uncertainty)

P

PoolBasedActiveLearner (class in small_text.active_learner) predict() (small_text.classifiers.classification.Classifier method) (small_text.classifiers.classification.SklearnClassifier method) (small_text.integrations.pytorch.classifiers.KimCNNClassifier method) (small_text.integrations.transformers.classifiers.classification.TransformerBasedClassification method) predict_proba() (small_text.classifiers.classification.Classifier method) (small_text.classifiers.classification.SklearnClassifier method) (small_text.integrations.pytorch.classifiers.KimCNNClassifier method) (small_text.integrations.transformers.classifiers.classification.TransformerBasedClassification method)

PredictionEntropy (class in small_text.query_strategies.strategies) ProbCover (class in small_text.query_strategies.vector_space) PytorchTextClassificationDataset (class in small_text.integrations.pytorch.datasets)

Q

query() (small_text.active_learner.PoolBasedActiveLearner method)

R

random_initialization() (in module small_text.initialization.strategies) random_initialization_balanced() (in module small_text.initialization.strategies) random_initialization_stratified() (in module small_text.initialization.strategies)

RandomSampling (class in small_text.query_strategies.strategies) remove() (small_text.vector_indexes.base.VectorIndex method) remove_label_at() (small_text.active_learner.PoolBasedActiveLearner method)

S

save() (small_text.active_learner.PoolBasedActiveLearner method) SEALS (class in small_text.query_strategies.subsampling) search() (small_text.vector_indexes.base.VectorIndex method) select() (small_text.training.model_selection.ModelSelection method) (small_text.training.model_selection.NoopModelSelection method) SklearnClassifier (class in small_text.classifiers.classification) SklearnClassifierFactory (class in small_text.classifiers.factories) SklearnDataset (class in small_text.data.datasets) small_text.integrations.pytorch.query_strategies.strategies module small_text.query_strategies.bayesian module small_text.query_strategies.class_balancing module small_text.query_strategies.coresets module small_text.query_strategies.multi_label module small_text.query_strategies.strategies module, [1], [2]

small_text.query_strategies.subsampling module small_text.query_strategies.vector_space module small_text.stopping_criteria.base module small_text.stopping_criteria.change module small_text.stopping_criteria.kappa module small_text.stopping_criteria.uncertainty module small_text.stopping_criteria.utility module stop() (small_text.stopping_criteria.base.DeltaFScore method) (small_text.stopping_criteria.change.ClassificationChange method) (small_text.stopping_criteria.kappa.KappaAverage method) (small_text.stopping_criteria.uncertainty.OverallUncertainty method) (small_text.stopping_criteria.utility.MaxIterations method)

T

target_labels (small_text.data.datasets.Dataset property) (small_text.data.datasets.SklearnDataset property) (small_text.data.datasets.TextDataset property) (small_text.integrations.pytorch.datasets.PytorchTextClassificationDataset property) (small_text.integrations.transformers.datasets.TransformersDataset property)

TextDataset (class in small_text.data.datasets) to() (small_text.integrations.pytorch.datasets.PytorchTextClassificationDataset method) TransformerBasedClassification (class in small_text.integrations.transformers.classifiers.classification) TransformerModelArguments (class in small_text.integrations.transformers.classifiers.classification) TransformersDataset (class in small_text.integrations.transformers.datasets)

U

update() (small_text.active_learner.PoolBasedActiveLearner method)

update_label_at() (small_text.active_learner.PoolBasedActiveLearner method)

V

validate() (small_text.integrations.pytorch.classifiers.KimCNNClassifier method)

VectorIndex (class in small_text.vector_indexes.base) VectorIndexFactory (class in small_text.vector_indexes.base)

X

x (small_text.data.datasets.Dataset property) (small_text.data.datasets.SklearnDataset property) (small_text.data.datasets.TextDataset property) (small_text.integrations.pytorch.datasets.PytorchTextClassificationDataset property) (small_text.integrations.transformers.datasets.TransformersDataset property)

Y

y (small_text.active_learner.PoolBasedActiveLearner attribute) (small_text.data.datasets.Dataset property) (small_text.data.datasets.SklearnDataset property) (small_text.data.datasets.TextDataset property)