Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | X | Y | Z _ __call__() (probly.integrations.torch_uncertainty.TorchUncertaintyCalibratedLogitRepresenter method) (probly.integrations.torch_uncertainty.TorchUncertaintyConformalRepresenter method) (probly.integrations.torch_uncertainty.TorchUncertaintySampleRepresenter method) (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.method.laplace.torch.LaplaceRepresenter method) (probly.quantification.decomposition.decomposition.Decomposer method) (probly.representation.sample.array_functions.ArraySampleCreator method) (probly.representation.sample.torch_functions.TorchSampleCreator method) (probly.representer.clarifier.huggingface.HFQuestionClarifier method) (probly.representer.credal_set.ConvexCredalSetRepresenter method) (probly.representer.credal_set.ProbabilityIntervalsRepresenter method) (probly.representer.credal_set.RepresentativeConvexCredalSetRepresenter method) (probly.representer.credal_set.SampleMeanConvexCredalSetRepresenter method) (probly.representer.embedder.huggingface.HFTextEmbedder method) (probly.representer.sampler.huggingface.HFTextGenerationSampler method) (probly.representer.semantic_clustering.huggingface.HFGreedySemanticClusterer method) (probly.representer.semantic_clustering.huggingface.HFSemanticClusterer method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.flax.FlaxConformalSetPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.transformation.transformation.PredictorTransformation method) (probly.transformation.transformation.PredictorTransformationDecorator method) (probly.utils.switchdispatch method) A active_learning_steps() (in module probly.evaluation.active_learning.loop) add_generation_prompt (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) add_module() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) AdditiveDecomposition (class in probly.quantification.decomposition.decomposition) aleatoric (probly.quantification.decomposition.decomposition.AdditiveDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricEpistemicDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricTotalDecomposition property) (probly.quantification.decomposition.spectral.torch.SpectralDecomposition property) aleatoric_uncertainty (probly.quantification.decomposition.spectral.torch.SpectralDecomposition attribute) AleatoricDecomposition (class in probly.quantification.decomposition.decomposition) AleatoricEpistemicDecomposition (class in probly.quantification.decomposition.decomposition) AleatoricEpistemicTotalDecomposition (class in probly.quantification.decomposition.decomposition) AleatoricTotalDecomposition (class in probly.quantification.decomposition.decomposition) AleatoricUncertainty (class in probly.quantification.notion) aligned (probly.representation.array_like.ArrayFlagsLike attribute) allowed_types (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution attribute) alpha (probly.representer.credal_set.RepresentativeConvexCredalSetRepresenter attribute) alpha_prior (probly.layers.torch.NatPNClassHead attribute) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork attribute) alphas (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet attribute) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution attribute) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution attribute) ALState (class in probly.evaluation.active_learning.loop) apply() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) apply_chat_template (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) apply_spectral_norm_to_encoder() (in module probly.layers.torch) array (probly.representation.conformal_set.array.ArrayIntervalConformalSet attribute) (probly.representation.conformal_set.array.ArrayOneHotConformalSet attribute) (probly.representation.credal_set.array.ArrayConvexCredalSet attribute) (probly.representation.credal_set.array.ArrayDiscreteCredalSet attribute) (probly.representation.credal_set.array.ArraySingletonCredalSet attribute) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample attribute) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution attribute) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution attribute) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample attribute) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution attribute) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution attribute) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample attribute) (probly.representation.sample.array.ArraySample attribute) (probly.representation.sample.array_functions.ArraySampleInternals attribute) (probly.representation.sample.jax.JaxArraySample attribute) array_apply_along_axis_function() (in module probly.representation.sample.array_functions) array_brier_loss_vector() (in module probly.quantification.scoring_rule.array) array_concatenate_function() (in module probly.representation.sample.array_functions) array_copy_function() (in module probly.representation.sample.array_functions) array_expand_dims_function() (in module probly.representation.sample.array_functions) array_function_override() (in module probly.representation.sample.array_functions) array_internals_override() (in module probly.representation.sample.array_functions) array_log_loss_vector() (in module probly.quantification.scoring_rule.array) array_matrix_transpose() (in module probly.representation.sample.array_functions) array_reduction_function() (in module probly.representation.sample.array_functions) array_reshape_function() (in module probly.representation.sample.array_functions) array_sample_axis_preserving_function() (in module probly.representation.sample.array_functions) array_sample_internals() (in module probly.representation.sample.array_functions) array_spherical_loss_vector() (in module probly.quantification.scoring_rule.array) array_squeeze_function() (in module probly.representation.sample.array_functions) array_stack_function() (in module probly.representation.sample.array_functions) array_swapaxes_function() (in module probly.representation.sample.array_functions) array_transpose() (in module probly.representation.sample.array_functions) array_zero_one_loss_vector() (in module probly.quantification.scoring_rule.array) ArrayBernoulliDistribution (class in probly.representation.distribution.array_bernoulli) ArrayBernoulliDistributionSample (class in probly.representation.distribution.array_bernoulli) ArrayCategoricalCredalSet (class in probly.representation.credal_set.array) ArrayCategoricalDistribution (class in probly.representation.distribution.array_categorical) ArrayCategoricalDistributionSample (class in probly.representation.distribution.array_categorical) ArrayConvexCredalSet (class in probly.representation.credal_set.array) ArrayDirichletDistribution (class in probly.representation.distribution.array_dirichlet) ArrayDiscreteCredalSet (class in probly.representation.credal_set.array) ArrayDistanceBasedCredalSet (class in probly.representation.credal_set.array) ArrayFlagsLike (class in probly.representation.array_like) ArrayGaussianDistribution (class in probly.representation.distribution.array_gaussian) ArrayGaussianDistributionSample (class in probly.representation.distribution.array_gaussian) ArrayIndex (class in probly.representation.sample.axis_tracking) ArrayIntervalConformalSet (class in probly.representation.conformal_set.array) ArrayLike (class in probly.representation.array_like) ArrayLogitBernoulliDistribution (class in probly.representation.distribution.array_bernoulli) ArrayLogitCategoricalDistribution (class in probly.representation.distribution.array_categorical) ArrayOneHotConformalSet (class in probly.representation.conformal_set.array) ArrayProbabilityBernoulliDistribution (class in probly.representation.distribution.array_bernoulli) ArrayProbabilityCategoricalDistribution (class in probly.representation.distribution.array_categorical) ArrayProbabilityIntervalsCredalSet (class in probly.representation.credal_set.array) ArraySample (class in probly.representation.sample.array) ArraySampleCreator (class in probly.representation.sample.array_functions) ArraySampleInternals (class in probly.representation.sample.array_functions) ArraySingletonCredalSet (class in probly.representation.credal_set.array) astype() (probly.representation.array_like.NumpyArrayLike method) (probly.representation.array_like.NumpyArrayLikeImplementation method) (probly.representation.conformal_set.array.ArrayIntervalConformalSet method) (probly.representation.conformal_set.array.ArrayOneHotConformalSet method) (probly.representation.credal_set.array.ArrayConvexCredalSet method) (probly.representation.credal_set.array.ArrayDiscreteCredalSet method) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet method) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet method) (probly.representation.credal_set.array.ArraySingletonCredalSet method) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution method) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample method) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution method) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample method) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution method) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample method) (probly.representation.sample.array.ArraySample method) auc_jax() (in module probly.metrics.jax) auc_numpy() (in module probly.metrics.array) auc_torch() (in module probly.metrics.torch) average_precision_score_jax() (in module probly.metrics.jax) average_precision_score_numpy() (in module probly.metrics.array) average_precision_score_torch() (in module probly.metrics.torch) AxisTrackingResult (class in probly.representation.sample.axis_tracking) B barycenter (probly.representation.credal_set.array.ArrayCategoricalCredalSet property) (probly.representation.credal_set.array.ArrayConvexCredalSet property) (probly.representation.credal_set.array.ArrayDiscreteCredalSet property) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet property) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet property) (probly.representation.credal_set.array.ArraySingletonCredalSet property) (probly.representation.credal_set.torch.TorchCategoricalCredalSet property) (probly.representation.credal_set.torch.TorchConvexCredalSet property) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet property) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet property) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet property) base_folder (probly.datasets.torch.CIFAR10C attribute) (probly.datasets.torch.CIFAR10H attribute) batch_size (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.embedder.huggingface.HFTextEmbedder attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) (probly.representer.semantic_clustering.huggingface.HFGreedySemanticClusterer attribute) (probly.representer.semantic_clustering.huggingface.HFSemanticClusterer attribute) batchensemble() (in module probly.method) (in module probly.transformation) BatchEnsembleConv (class in probly.layers.flax) BatchEnsembleConv2d (class in probly.layers.torch) BatchEnsembleLinear (class in probly.layers.flax) (class in probly.layers.torch) BayesConv2d (class in probly.layers.torch) bayesian() (in module probly.method) (in module probly.transformation) bayesian_ensemble() (in module probly.transformation) BayesLinear (class in probly.layers.torch) behaved (probly.representation.array_like.ArrayFlagsLike property) Benthic (class in probly.datasets.torch) bfloat16() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) bias (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor property) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor property) buffers() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) C c_contiguous (probly.representation.array_like.ArrayFlagsLike property) CachingDecomposition (class in probly.quantification.decomposition.decomposition) calibrate() (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.flax.FlaxConformalSetPredictor method) (probly.transformation.conformal.sklearn.SklearnConformalSetPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) calibrate_sklearn_calibrated_classifier_cv() (in module probly.transformation.calibration.sklearn) call_super_init (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BatchEnsembleLinear attribute) (probly.layers.torch.BayesConv2d attribute) (probly.layers.torch.BayesLinear attribute) (probly.layers.torch.DropConnectLinear attribute) (probly.layers.torch.GaussianMixtureHead attribute) (probly.layers.torch.HeteroscedasticLayer attribute) (probly.layers.torch.IntBatchNorm1d attribute) (probly.layers.torch.IntBatchNorm2d attribute) (probly.layers.torch.IntConv2d attribute) (probly.layers.torch.IntLinear attribute) (probly.layers.torch.IntSoftmax attribute) (probly.layers.torch.IRDHead attribute) (probly.layers.torch.MahalanobisHead attribute) (probly.layers.torch.NatPNClassHead attribute) (probly.layers.torch.NatPNRegHead attribute) (probly.layers.torch.NormalInverseGammaLinear attribute) (probly.layers.torch.RadialNormalizingFlow attribute) (probly.layers.torch.RadialNormalizingFlowStack attribute) (probly.layers.torch.RegressionHead attribute) (probly.layers.torch.SharedMaskDropout attribute) (probly.layers.torch.SNCoeffParametrization attribute) (probly.layers.torch.SNGPLayer attribute) (probly.method.deup.torch.ErrorPredictionHead attribute) (probly.method.deup.torch.LogDUEVariance attribute) (probly.method.deup.torch.LogGMMDensity attribute) (probly.method.deup.torch.LogMAFDensity attribute) (probly.method.deup.torch.LogMCDropoutVariance attribute) (probly.method.deup.torch.StationarizingFeatureProvider attribute) (probly.method.deup.torch.TorchDEUPPredictor attribute) (probly.train.bayesian.torch.ELBOLoss attribute) (probly.train.calibration.torch.ExpectedCalibrationError attribute) (probly.train.calibration.torch.FocalLoss attribute) (probly.train.calibration.torch.LabelRelaxationLoss attribute) (probly.train.calibration.torch.LabelSmoothingLoss attribute) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor attribute) (probly.transformation.calibration.torch.TorchIdentityLogitModel attribute) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor attribute) (probly.transformation.conformal.torch.TorchConformalSetPredictor attribute) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor attribute) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork attribute) canonical_notion (probly.quantification.decomposition.decomposition.AdditiveDecomposition attribute) (probly.quantification.decomposition.decomposition.AleatoricDecomposition attribute) (probly.quantification.decomposition.decomposition.AleatoricEpistemicDecomposition attribute) (probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition attribute) (probly.quantification.decomposition.decomposition.AleatoricTotalDecomposition attribute) (probly.quantification.decomposition.decomposition.CachingDecomposition attribute) (probly.quantification.decomposition.decomposition.ConstantTotalDecomposition attribute) (probly.quantification.decomposition.decomposition.Decomposition attribute) (probly.quantification.decomposition.decomposition.EpistemicDecomposition attribute) (probly.quantification.decomposition.decomposition.EpistemicTotalDecomposition attribute) (probly.quantification.decomposition.decomposition.TotalDecomposition attribute) (probly.quantification.decomposition.spectral.torch.SpectralDecomposition attribute) carray (probly.representation.array_like.ArrayFlagsLike property) cast() (in module probly.method) (in module probly.transformation) categorical_palette (probly.plot.config.PlotConfig attribute) children() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) CIFAR10C (class in probly.datasets.torch) CIFAR10H (class in probly.datasets.torch) CIFAR10HDCIC (class in probly.datasets.torch) clarification_prompt (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) class_bias_ensemble() (in module probly.transformation) classes_ (probly.transformation.calibration.sklearn.SklearnIdentityLogitEstimator attribute) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor attribute) classification_head (probly.method.deup.torch.TorchDEUPPredictor attribute) clone() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLikeImplementation method) collect_kl_divergence() (in module probly.train.bayesian.torch) color() (probly.plot.config.PlotConfig method) color_gridline (probly.plot.config.PlotConfig attribute) color_negative (probly.plot.config.PlotConfig attribute) color_neutral (probly.plot.config.PlotConfig attribute) color_positive (probly.plot.config.PlotConfig attribute) compile() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) component_type (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution attribute) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution attribute) components (probly.quantification.decomposition.decomposition.AdditiveDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricEpistemicDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricTotalDecomposition property) (probly.quantification.decomposition.decomposition.CachingDecomposition property) (probly.quantification.decomposition.decomposition.ConstantTotalDecomposition property) (probly.quantification.decomposition.decomposition.Decomposition property) (probly.quantification.decomposition.decomposition.EpistemicDecomposition property) (probly.quantification.decomposition.decomposition.EpistemicTotalDecomposition property) (probly.quantification.decomposition.decomposition.TotalDecomposition property) (probly.quantification.decomposition.spectral.torch.SpectralDecomposition property) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution attribute) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution attribute) compute_absolute_error_score_torch() (in module probly.conformal_scores.absolute_error.torch) compute_absolute_error_score_torch_sample() (in module probly.conformal_scores.absolute_error.torch) compute_aps_score_torch() (in module probly.conformal_scores.aps.torch) compute_cqr_r_score_torch() (in module probly.conformal_scores.cqr_r.torch) compute_cqr_score_torch() (in module probly.conformal_scores.cqr.torch) compute_dirichlet_rl_score_torch() (in module probly.conformal_scores.dirichlet_relative_likelihood.torch) compute_dirichlet_rl_score_torch_dirichlet() (in module probly.conformal_scores.dirichlet_relative_likelihood.torch) compute_inner_product_score_torch() (in module probly.conformal_scores.inner_product.torch) compute_kl_divergence_score_torch() (in module probly.conformal_scores.kullback_leibler.torch) compute_lac_score_jax() (in module probly.conformal_scores.lac.jax) compute_lac_score_torch() (in module probly.conformal_scores.lac.torch) compute_lac_score_torch_categorical() (in module probly.conformal_scores.lac.torch) compute_lac_score_torch_sample() (in module probly.conformal_scores.lac.torch) compute_nauc() (in module probly.evaluation.active_learning.metrics) compute_raps_score_torch() (in module probly.conformal_scores.raps.torch) compute_rff() (probly.layers.torch.SNGPLayer method) compute_saps_score_torch() (in module probly.conformal_scores.saps.torch) compute_tv_score_torch() (in module probly.conformal_scores.total_variation.torch) compute_uacqr_score_func_torch() (in module probly.conformal_scores.uacqr.torch) compute_wasserstein_distance_score_torch() (in module probly.conformal_scores.wasserstein_distance.torch) concat() (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.array.ArraySample method) (probly.representation.sample.jax.JaxArraySample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) config (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor attribute) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor attribute) conformal_quantile (probly.transformation.conformal.flax.FlaxConformalSetPredictor property) (probly.transformation.conformal.sklearn.SklearnConformalSetPredictor attribute) (probly.transformation.conformal.torch.TorchConformalSetPredictor property) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor property) ConstantTotalDecomposition (class in probly.quantification.decomposition.decomposition) contains() (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) contiguous (probly.representation.array_like.ArrayFlagsLike property) ConvexCredalSetRepresenter (class in probly.representer.credal_set) copy() (probly.representation.array_like.NumpyArrayLike method) (probly.representation.array_like.NumpyArrayLikeImplementation method) (probly.representation.conformal_set.array.ArrayIntervalConformalSet method) (probly.representation.conformal_set.array.ArrayOneHotConformalSet method) (probly.representation.credal_set.array.ArrayConvexCredalSet method) (probly.representation.credal_set.array.ArrayDiscreteCredalSet method) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet method) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet method) (probly.representation.credal_set.array.ArraySingletonCredalSet method) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution method) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample method) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution method) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample method) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution method) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample method) (probly.representation.sample.array.ArraySample method) (probly.representation.sample.jax.JaxArraySample method) corruptions (probly.datasets.torch.CIFAR10C attribute) counts (probly.datasets.torch.CIFAR10H attribute) covariance_is_stale (probly.layers.torch.SNGPLayer attribute) covariance_matrix (probly.layers.torch.SNGPLayer attribute) cpu() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLikeImplementation method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) create (probly.representation.sample.array_functions.ArraySampleInternals attribute) (probly.representation.sample.torch_functions.TorchSampleInternals attribute) credal_bnn() (in module probly.method) credal_ensembling() (in module probly.method) credal_relative_likelihood() (in module probly.method) credal_wrapper() (in module probly.method) CredalNetPredictor (class in probly.method.credal_net) cuda() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLikeImplementation method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) D dare() (in module probly.method) dare_regularizer() (in module probly.train.dare.torch) data (probly.datasets.torch.CIFAR10C attribute) DCICDataset (class in probly.datasets.torch) ddu() (in module probly.method) decision_function() (probly.transformation.calibration.sklearn.SklearnIdentityLogitEstimator method) Decomposer (class in probly.quantification.decomposition.decomposition) Decomposition (class in probly.quantification.decomposition.decomposition) der_loss() (in module probly.train.evidential.torch) detach() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLike method) (probly.representation.torch_like.TorchLikeImplementation method) device (probly.method.deup.torch.TorchDEUPRepresentation property) (probly.representation.array_like.ArrayLike property) (probly.representation.array_like.NumpyArrayLike property) (probly.representation.array_like.NumpyArrayLikeConvertible property) (probly.representation.array_like.NumpyArrayLikeImplementation property) (probly.representation.conformal_set.array.ArrayIntervalConformalSet property) (probly.representation.conformal_set.array.ArrayOneHotConformalSet property) (probly.representation.conformal_set.torch.TorchIntervalConformalSet property) (probly.representation.conformal_set.torch.TorchOneHotConformalSet property) (probly.representation.credal_set.array.ArrayConvexCredalSet property) (probly.representation.credal_set.array.ArrayDiscreteCredalSet property) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet property) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet property) (probly.representation.credal_set.array.ArraySingletonCredalSet property) (probly.representation.credal_set.torch.TorchConvexCredalSet property) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet property) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet property) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet property) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample property) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample property) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution property) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution property) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample property) (probly.representation.embedding.torch.TorchEmbedding property) (probly.representation.embedding.torch.TorchEmbeddingSample property) (probly.representation.embedding.torch.TorchEmbeddingSampleSample property) (probly.representation.jax_like.JaxLikeImplementation property) (probly.representation.sample.array.ArraySample property) (probly.representation.sample.jax.JaxArraySample property) (probly.representation.sample.torch.TorchSample property) (probly.representation.text_generation.torch.TorchTextGeneration property) (probly.representation.text_generation.torch.TorchTextGenerationSample property) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample property) (probly.representation.text_generation.torch.TorchTokenGeneration property) (probly.representation.torch_like.TorchLike property) (probly.representation.torch_like.TorchLikeConvertible property) (probly.representation.torch_like.TorchLikeImplementation property) dirichlet_clipped_exp_one_activation() (in module probly.transformation) dirichlet_entropy() (in module probly.train.evidential.torch) dirichlet_exp_activation() (in module probly.transformation) dirichlet_softplus_activation() (in module probly.transformation) distance (probly.representer.credal_set.RepresentativeConvexCredalSetRepresenter attribute) dists (probly.datasets.torch.ImageNetReaL attribute) do_sample (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) double() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) download() (probly.datasets.torch.CIFAR10H method) dpi (probly.plot.config.PlotConfig attribute) dropconnect() (in module probly.method) (in module probly.transformation) DropConnectLinear (class in probly.layers.flax) (class in probly.layers.torch) dropout() (in module probly.method) (in module probly.transformation) dtype (probly.method.deup.torch.TorchDEUPRepresentation property) (probly.representation.array_like.ArrayLike property) (probly.representation.array_like.NumpyArrayLike property) (probly.representation.array_like.NumpyArrayLikeConvertible property) (probly.representation.array_like.NumpyArrayLikeImplementation property) (probly.representation.conformal_set.array.ArrayIntervalConformalSet property) (probly.representation.conformal_set.array.ArrayOneHotConformalSet property) (probly.representation.conformal_set.torch.TorchIntervalConformalSet property) (probly.representation.conformal_set.torch.TorchOneHotConformalSet property) (probly.representation.credal_set.array.ArrayConvexCredalSet property) (probly.representation.credal_set.array.ArrayDiscreteCredalSet property) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet property) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet property) (probly.representation.credal_set.array.ArraySingletonCredalSet property) (probly.representation.credal_set.torch.TorchConvexCredalSet property) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet property) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet property) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet property) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample property) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample property) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution property) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution property) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample property) (probly.representation.embedding.torch.TorchEmbedding property) (probly.representation.embedding.torch.TorchEmbeddingSample property) (probly.representation.embedding.torch.TorchEmbeddingSampleSample property) (probly.representation.jax_like.JaxLikeImplementation property) (probly.representation.sample.array.ArraySample property) (probly.representation.sample.jax.JaxArraySample property) (probly.representation.sample.torch.TorchSample property) (probly.representation.text_generation.torch.TorchTextGeneration property) (probly.representation.text_generation.torch.TorchTextGenerationSample property) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample property) (probly.representation.text_generation.torch.TorchTokenGeneration property) (probly.representation.torch_like.TorchLike property) (probly.representation.torch_like.TorchLikeConvertible property) (probly.representation.torch_like.TorchLikeImplementation property) dump_patches (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BatchEnsembleLinear attribute) (probly.layers.torch.BayesConv2d attribute) (probly.layers.torch.BayesLinear attribute) (probly.layers.torch.DropConnectLinear attribute) (probly.layers.torch.GaussianMixtureHead attribute) (probly.layers.torch.HeteroscedasticLayer attribute) (probly.layers.torch.IntBatchNorm1d attribute) (probly.layers.torch.IntBatchNorm2d attribute) (probly.layers.torch.IntConv2d attribute) (probly.layers.torch.IntLinear attribute) (probly.layers.torch.IntSoftmax attribute) (probly.layers.torch.IRDHead attribute) (probly.layers.torch.MahalanobisHead attribute) (probly.layers.torch.NatPNClassHead attribute) (probly.layers.torch.NatPNRegHead attribute) (probly.layers.torch.NormalInverseGammaLinear attribute) (probly.layers.torch.RadialNormalizingFlow attribute) (probly.layers.torch.RadialNormalizingFlowStack attribute) (probly.layers.torch.RegressionHead attribute) (probly.layers.torch.SharedMaskDropout attribute) (probly.layers.torch.SNCoeffParametrization attribute) (probly.layers.torch.SNGPLayer attribute) (probly.method.deup.torch.ErrorPredictionHead attribute) (probly.method.deup.torch.LogDUEVariance attribute) (probly.method.deup.torch.LogGMMDensity attribute) (probly.method.deup.torch.LogMAFDensity attribute) (probly.method.deup.torch.LogMCDropoutVariance attribute) (probly.method.deup.torch.StationarizingFeatureProvider attribute) (probly.method.deup.torch.TorchDEUPPredictor attribute) (probly.train.bayesian.torch.ELBOLoss attribute) (probly.train.calibration.torch.ExpectedCalibrationError attribute) (probly.train.calibration.torch.FocalLoss attribute) (probly.train.calibration.torch.LabelRelaxationLoss attribute) (probly.train.calibration.torch.LabelSmoothingLoss attribute) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor attribute) (probly.transformation.calibration.torch.TorchIdentityLogitModel attribute) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor attribute) (probly.transformation.conformal.torch.TorchConformalSetPredictor attribute) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor attribute) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork attribute) duq() (in module probly.method) E efficient_credal_prediction() (in module probly.method) ELBOLoss (class in probly.train.bayesian.torch) embeddings (probly.representation.embedding.torch.TorchEmbedding attribute) encode() (probly.representer.embedder.huggingface.SentenceTransformerLike method) encode_kwargs (probly.representer.embedder.huggingface.HFTextEmbedder attribute) encoder (probly.method.deup.torch.TorchDEUPPredictor attribute) ensemble() (in module probly.method) (in module probly.transformation) entropy() (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution method) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution method) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution method) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) entry_logits (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution attribute) epistemic (probly.quantification.decomposition.decomposition.AdditiveDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricEpistemicDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition property) (probly.quantification.decomposition.decomposition.EpistemicDecomposition property) (probly.quantification.decomposition.decomposition.EpistemicTotalDecomposition property) (probly.quantification.decomposition.spectral.torch.SpectralDecomposition property) EpistemicDecomposition (class in probly.quantification.decomposition.decomposition) EpistemicTotalDecomposition (class in probly.quantification.decomposition.decomposition) EpistemicUncertainty (class in probly.quantification.notion) error_head (probly.method.deup.torch.TorchDEUPPredictor attribute) error_score (probly.method.deup.torch.TorchDEUPRepresentation attribute) ErrorPredictionHead (class in probly.method.deup.torch) estimator (probly.evaluation.active_learning.loop.ALState attribute) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor property) (probly.transformation.conformal.sklearn.SklearnConformalSetPredictor property) eval() (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.flax.FlaxConformalSetPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) evaluate_ood() (in module probly.evaluation.ood) evidential_ce_loss() (in module probly.train.evidential.torch) evidential_kl_divergence() (in module probly.train.evidential.torch) evidential_log_loss() (in module probly.train.evidential.torch) evidential_mse_loss() (in module probly.train.evidential.torch) evidential_nignll_loss() (in module probly.train.evidential.torch) evidential_regression_regularization() (in module probly.train.evidential.torch) ExpectedCalibrationError (class in probly.train.calibration.torch) extra_repr() (probly.datasets.torch.CIFAR10C method) (probly.datasets.torch.CIFAR10H method) (probly.datasets.torch.ImageNetReaL method) (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) F f_contiguous (probly.representation.array_like.ArrayFlagsLike property) farray (probly.representation.array_like.ArrayFlagsLike property) figure_size (probly.plot.config.PlotConfig attribute) filename (probly.datasets.torch.CIFAR10C attribute) (probly.datasets.torch.CIFAR10H attribute) fill_alpha (probly.plot.config.PlotConfig attribute) find_classes() (probly.datasets.torch.ImageNetReaL method) first_element() (in module probly.utils.iterable) fit() (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.MahalanobisHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.transformation.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.sklearn.SklearnConformalSetPredictor method) flags (probly.representation.array_like.NumpyArrayLike property) (probly.representation.array_like.NumpyArrayLikeImplementation property) (probly.representation.conformal_set.array.ArrayIntervalConformalSet property) (probly.representation.conformal_set.array.ArrayOneHotConformalSet property) (probly.representation.credal_set.array.ArrayConvexCredalSet property) (probly.representation.credal_set.array.ArrayDiscreteCredalSet property) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet property) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet property) (probly.representation.credal_set.array.ArraySingletonCredalSet property) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample property) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample property) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution property) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample property) (probly.representation.sample.array.ArraySample property) FlaxConformalSetPredictor (class in probly.transformation.conformal.flax) float() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) fnc (probly.representation.array_like.ArrayFlagsLike property) FocalLoss (class in probly.train.calibration.torch) forc (probly.representation.array_like.ArrayFlagsLike property) fortran (probly.representation.array_like.ArrayFlagsLike property) forward() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) from_array() (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution class method) from_array_sample() (probly.representation.conformal_set.array.ArrayOneHotConformalSet class method) (probly.representation.credal_set.array.ArrayCategoricalCredalSet class method) (probly.representation.credal_set.array.ArrayConvexCredalSet class method) (probly.representation.credal_set.array.ArrayDiscreteCredalSet class method) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet class method) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet class method) (probly.representation.credal_set.array.ArraySingletonCredalSet class method) from_array_samples() (probly.representation.conformal_set.array.ArrayIntervalConformalSet class method) from_iterable() (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample class method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample class method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample class method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample class method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample class method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample class method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample class method) (probly.representation.embedding.torch.TorchEmbeddingSample class method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample class method) (probly.representation.sample.array.ArraySample class method) (probly.representation.sample.jax.JaxArraySample class method) (probly.representation.sample.torch.TorchSample class method) (probly.representation.text_generation.torch.TorchTextGenerationSample class method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample class method) from_model_name() (probly.representer.clarifier.huggingface.HFQuestionClarifier class method) (probly.representer.embedder.huggingface.HFTextEmbedder class method) (probly.representer.sampler.huggingface.HFTextGenerationSampler class method) (probly.representer.semantic_clustering.huggingface.HFGreedySemanticClusterer class method) (probly.representer.semantic_clustering.huggingface.HFSemanticClusterer class method) from_sample() (probly.representation.conformal_set.array.ArrayOneHotConformalSet class method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet class method) (probly.representation.credal_set.array.ArrayCategoricalCredalSet class method) (probly.representation.credal_set.array.ArrayConvexCredalSet class method) (probly.representation.credal_set.array.ArrayDiscreteCredalSet class method) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet class method) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet class method) (probly.representation.credal_set.array.ArraySingletonCredalSet class method) (probly.representation.credal_set.torch.TorchCategoricalCredalSet class method) (probly.representation.credal_set.torch.TorchConvexCredalSet class method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet class method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet class method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet class method) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample class method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample class method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample class method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample class method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample class method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample class method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample class method) (probly.representation.embedding.torch.TorchEmbeddingSample class method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample class method) (probly.representation.sample.array.ArraySample class method) (probly.representation.sample.jax.JaxArraySample class method) (probly.representation.sample.torch.TorchSample class method) (probly.representation.text_generation.torch.TorchTextGenerationSample class method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample class method) from_samples() (probly.representation.conformal_set.array.ArrayIntervalConformalSet class method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet class method) from_tensor() (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution class method) from_tensor_sample() (probly.representation.conformal_set.torch.TorchOneHotConformalSet class method) from_tensor_samples() (probly.representation.conformal_set.torch.TorchIntervalConformalSet class method) from_torch_sample() (probly.representation.credal_set.torch.TorchCategoricalCredalSet class method) (probly.representation.credal_set.torch.TorchConvexCredalSet class method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet class method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet class method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet class method) G gather() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTokenGeneration method) GaussianMixtureHead (class in probly.layers.torch) generate_sklearn_scaling_calibrator() (in module probly.transformation.calibration.sklearn) generate_torch_scaling_calibrator() (in module probly.transformation.calibration.torch) generation_config (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) get() (probly.quantification.decomposition.decomposition.AdditiveDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricEpistemicDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricTotalDecomposition method) (probly.quantification.decomposition.decomposition.CachingDecomposition method) (probly.quantification.decomposition.decomposition.ConstantTotalDecomposition method) (probly.quantification.decomposition.decomposition.Decomposition method) (probly.quantification.decomposition.decomposition.EpistemicDecomposition method) (probly.quantification.decomposition.decomposition.EpistemicTotalDecomposition method) (probly.quantification.decomposition.decomposition.TotalDecomposition method) (probly.quantification.decomposition.spectral.torch.SpectralDecomposition method) get_buffer() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) get_canonical() (probly.quantification.decomposition.decomposition.AdditiveDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricEpistemicDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricTotalDecomposition method) (probly.quantification.decomposition.decomposition.CachingDecomposition method) (probly.quantification.decomposition.decomposition.ConstantTotalDecomposition method) (probly.quantification.decomposition.decomposition.Decomposition method) (probly.quantification.decomposition.decomposition.EpistemicDecomposition method) (probly.quantification.decomposition.decomposition.EpistemicTotalDecomposition method) (probly.quantification.decomposition.decomposition.TotalDecomposition method) (probly.quantification.decomposition.spectral.torch.SpectralDecomposition method) get_extra_state() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) get_metadata_routing() (probly.transformation.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor method) (probly.transformation.conformal.sklearn.SklearnConformalSetPredictor method) get_notion() (probly.quantification.decomposition.decomposition.AdditiveDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricEpistemicDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricTotalDecomposition method) (probly.quantification.decomposition.decomposition.CachingDecomposition method) (probly.quantification.decomposition.decomposition.ConstantTotalDecomposition method) (probly.quantification.decomposition.decomposition.Decomposition method) (probly.quantification.decomposition.decomposition.EpistemicDecomposition method) (probly.quantification.decomposition.decomposition.EpistemicTotalDecomposition method) (probly.quantification.decomposition.decomposition.TotalDecomposition method) (probly.quantification.decomposition.spectral.torch.SpectralDecomposition method) get_output_dim() (in module probly.traverse_nn.utils) get_parameter() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) get_params() (probly.transformation.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor method) (probly.transformation.conformal.sklearn.SklearnConformalSetPredictor method) get_submodule() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) graph_posterior_network() (in module probly.method) grid_alpha (probly.plot.config.PlotConfig attribute) grid_linestyle (probly.plot.config.PlotConfig attribute) group_ids (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution attribute) H half() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) het_net() (in module probly.method) HeteroscedasticLayer (class in probly.layers.torch) HFGreedySemanticClusterer (class in probly.representer.semantic_clustering.huggingface) HFQuestionClarifier (class in probly.representer.clarifier.huggingface) HFSemanticClusterer (class in probly.representer.semantic_clustering.huggingface) HFTextEmbedder (class in probly.representer.embedder.huggingface) HFTextGenerationSampler (class in probly.representer.sampler.huggingface) histogram_alpha (probly.plot.config.PlotConfig attribute) I ignore_index (probly.train.calibration.torch.LabelSmoothingLoss attribute) image_labels (probly.datasets.torch.Benthic attribute) (probly.datasets.torch.CIFAR10HDCIC attribute) (probly.datasets.torch.DCICDataset attribute) (probly.datasets.torch.MiceBone attribute) (probly.datasets.torch.Pig attribute) (probly.datasets.torch.Plankton attribute) (probly.datasets.torch.QualityMRI attribute) (probly.datasets.torch.Synthetic attribute) (probly.datasets.torch.Treeversity1 attribute) (probly.datasets.torch.Treeversity6 attribute) (probly.datasets.torch.Turkey attribute) image_paths (probly.datasets.torch.Benthic attribute) (probly.datasets.torch.CIFAR10HDCIC attribute) (probly.datasets.torch.DCICDataset attribute) (probly.datasets.torch.MiceBone attribute) (probly.datasets.torch.Pig attribute) (probly.datasets.torch.Plankton attribute) (probly.datasets.torch.QualityMRI attribute) (probly.datasets.torch.Synthetic attribute) (probly.datasets.torch.Treeversity1 attribute) (probly.datasets.torch.Treeversity6 attribute) (probly.datasets.torch.Turkey attribute) ImageNetReaL (class in probly.datasets.torch) index (probly.representation.sample.axis_tracking.ArrayIndex attribute) (probly.representation.sample.axis_tracking.AxisTrackingResult attribute) IntBatchNorm1d (class in probly.layers.torch) IntBatchNorm2d (class in probly.layers.torch) IntConv2d (class in probly.layers.torch) intersection_probability() (in module probly.utils.torch) intersection_probability_ce_loss() (in module probly.train.credal.torch) interval_classifier() (in module probly.transformation) IntLinear (class in probly.layers.torch) IntSoftmax (class in probly.layers.torch) ipu() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) ird_loss() (in module probly.train.evidential.torch) IRDHead (class in probly.layers.torch) is_boolean (probly.representation.sample.axis_tracking.ArrayIndex attribute) is_calibrated (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor property) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor property) is_calibrated_ (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor property) is_weighted (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample property) (probly.representation.embedding.torch.TorchEmbeddingSample property) (probly.representation.embedding.torch.TorchEmbeddingSampleSample property) (probly.representation.sample.array.ArraySample property) (probly.representation.sample.jax.JaxArraySample property) (probly.representation.sample.torch.TorchSample property) (probly.representation.text_generation.torch.TorchTextGenerationSample property) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample property) items() (probly.quantification.decomposition.decomposition.AdditiveDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricEpistemicDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricTotalDecomposition method) (probly.quantification.decomposition.decomposition.CachingDecomposition method) (probly.quantification.decomposition.decomposition.ConstantTotalDecomposition method) (probly.quantification.decomposition.decomposition.Decomposition method) (probly.quantification.decomposition.decomposition.EpistemicDecomposition method) (probly.quantification.decomposition.decomposition.EpistemicTotalDecomposition method) (probly.quantification.decomposition.decomposition.TotalDecomposition method) (probly.quantification.decomposition.spectral.torch.SpectralDecomposition method) iter_children() (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.transformation.conformal.flax.FlaxConformalSetPredictor method) iter_modules() (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.transformation.conformal.flax.FlaxConformalSetPredictor method) iteration (probly.evaluation.active_learning.loop.ALState attribute) J JaxArraySample (class in probly.representation.sample.jax) JaxLikeImplementation (class in probly.representation.jax_like) K kernel_size (probly.layers.torch.IntConv2d attribute) keys() (probly.quantification.decomposition.decomposition.AdditiveDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricEpistemicDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricTotalDecomposition method) (probly.quantification.decomposition.decomposition.CachingDecomposition method) (probly.quantification.decomposition.decomposition.ConstantTotalDecomposition method) (probly.quantification.decomposition.decomposition.Decomposition method) (probly.quantification.decomposition.decomposition.EpistemicDecomposition method) (probly.quantification.decomposition.decomposition.EpistemicTotalDecomposition method) (probly.quantification.decomposition.decomposition.TotalDecomposition method) (probly.quantification.decomposition.spectral.torch.SpectralDecomposition method) kl_dirichlet() (in module probly.train.evidential.torch) kl_divergence (probly.layers.torch.BayesConv2d property) (probly.layers.torch.BayesLinear property) L label_fontsize (probly.plot.config.PlotConfig attribute) label_mappings (probly.datasets.torch.Benthic attribute) (probly.datasets.torch.CIFAR10HDCIC attribute) (probly.datasets.torch.DCICDataset attribute) (probly.datasets.torch.MiceBone attribute) (probly.datasets.torch.Pig attribute) (probly.datasets.torch.Plankton attribute) (probly.datasets.torch.QualityMRI attribute) (probly.datasets.torch.Synthetic attribute) (probly.datasets.torch.Treeversity1 attribute) (probly.datasets.torch.Treeversity6 attribute) (probly.datasets.torch.Turkey attribute) label_smoothing (probly.train.calibration.torch.LabelSmoothingLoss attribute) LabelRelaxationLoss (class in probly.train.calibration.torch) LabelSmoothingLoss (class in probly.train.calibration.torch) LaplaceRepresenter (class in probly.method.laplace.torch) length_normalization (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) line_width (probly.plot.config.PlotConfig attribute) load_model() (in module probly.representer.sampler.huggingface) load_state_dict() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) log_likelihood (probly.representation.text_generation.torch.TorchTextGeneration attribute) log_pi (probly.layers.torch.GaussianMixtureHead attribute) log_prob() (probly.layers.torch.RadialNormalizingFlowStack method) log_probabilities (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) LogDUEVariance (class in probly.method.deup.torch) LogGMMDensity (class in probly.method.deup.torch) logits (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) LogMAFDensity (class in probly.method.deup.torch) LogMCDropoutVariance (class in probly.method.deup.torch) lop_gpn_loss() (in module probly.train.evidential.torch) lower() (probly.representation.credal_set.array.ArrayCategoricalCredalSet method) (probly.representation.credal_set.array.ArrayConvexCredalSet method) (probly.representation.credal_set.array.ArrayDiscreteCredalSet method) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet method) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet method) (probly.representation.credal_set.array.ArraySingletonCredalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) lower_bounds (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet attribute) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet attribute) lp_fn() (in module probly.train.evidential.torch) M mahalanobis() (in module probly.method) MahalanobisHead (class in probly.layers.torch) make_dataset() (probly.datasets.torch.ImageNetReaL static method) make_in_domain_target_alpha() (in module probly.train.evidential.torch) make_ood_target_alpha() (in module probly.train.evidential.torch) marker_size (probly.plot.config.PlotConfig attribute) max_length (probly.representer.semantic_clustering.huggingface.HFGreedySemanticClusterer attribute) (probly.representer.semantic_clustering.huggingface.HFSemanticClusterer attribute) max_new_tokens (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) mean (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution attribute) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution attribute) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution property) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution property) means (probly.layers.torch.GaussianMixtureHead attribute) (probly.layers.torch.MahalanobisHead attribute) measure (in module probly.quantification) meta (probly.datasets.torch.CIFAR10H attribute) mH (probly.method.deup.torch.TorchDEUPRepresentation property) (probly.representation.conformal_set.torch.TorchIntervalConformalSet property) (probly.representation.conformal_set.torch.TorchOneHotConformalSet property) (probly.representation.credal_set.torch.TorchConvexCredalSet property) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet property) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet property) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution property) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample property) (probly.representation.embedding.torch.TorchEmbedding property) (probly.representation.embedding.torch.TorchEmbeddingSample property) (probly.representation.embedding.torch.TorchEmbeddingSampleSample property) (probly.representation.sample.torch.TorchSample property) (probly.representation.text_generation.torch.TorchTextGeneration property) (probly.representation.text_generation.torch.TorchTextGenerationSample property) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample property) (probly.representation.text_generation.torch.TorchTokenGeneration property) (probly.representation.torch_like.TorchLike property) (probly.representation.torch_like.TorchLikeImplementation property) MiceBone (class in probly.datasets.torch) mixture_uce_loss() (in module probly.train.evidential.torch) mixture_weights (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution attribute) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution attribute) model (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.embedder.huggingface.HFTextEmbedder attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) (probly.representer.semantic_clustering.huggingface.HFGreedySemanticClusterer attribute) (probly.representer.semantic_clustering.huggingface.HFSemanticClusterer attribute) module probly probly.calibrator probly.conformal_scores probly.conformal_scores.absolute_error probly.conformal_scores.absolute_error.jax probly.conformal_scores.absolute_error.torch probly.conformal_scores.aps probly.conformal_scores.aps.flax probly.conformal_scores.aps.torch probly.conformal_scores.cqr probly.conformal_scores.cqr.jax probly.conformal_scores.cqr.torch probly.conformal_scores.cqr_r probly.conformal_scores.cqr_r.jax probly.conformal_scores.cqr_r.torch probly.conformal_scores.dirichlet_relative_likelihood probly.conformal_scores.dirichlet_relative_likelihood.torch probly.conformal_scores.inner_product probly.conformal_scores.inner_product.torch probly.conformal_scores.kullback_leibler probly.conformal_scores.kullback_leibler.torch probly.conformal_scores.lac probly.conformal_scores.lac.jax probly.conformal_scores.lac.torch probly.conformal_scores.raps probly.conformal_scores.raps.jax probly.conformal_scores.raps.torch probly.conformal_scores.saps probly.conformal_scores.saps.jax probly.conformal_scores.saps.torch probly.conformal_scores.total_variation probly.conformal_scores.total_variation.torch probly.conformal_scores.uacqr probly.conformal_scores.uacqr.jax probly.conformal_scores.uacqr.torch probly.conformal_scores.wasserstein_distance probly.conformal_scores.wasserstein_distance.torch probly.datasets probly.datasets.torch probly.decider probly.decider.categorical_distribution probly.decider.categorical_distribution.array probly.decider.categorical_distribution.torch probly.evaluation probly.evaluation.active_learning probly.evaluation.active_learning.loop probly.evaluation.active_learning.metrics probly.evaluation.active_learning.pool probly.evaluation.active_learning.pool.array probly.evaluation.active_learning.pool.torch probly.evaluation.active_learning.strategies probly.evaluation.active_learning.strategies.array probly.evaluation.active_learning.strategies.torch probly.evaluation.ood probly.evaluation.tasks probly.integrations probly.integrations.torch_uncertainty probly.layers probly.layers.flax probly.layers.torch probly.lazy_types probly.method probly.method.calibration probly.method.conformal probly.method.conformal_credal_set probly.method.credal_net probly.method.deup probly.method.deup.torch probly.method.evidential probly.method.evidential.classification probly.method.evidential.regression probly.method.laplace probly.method.laplace.torch probly.method.natural_posterior_network probly.method.posterior_network probly.method.prior_network probly.metrics probly.metrics.array probly.metrics.jax probly.metrics.torch probly.plot probly.plot.config probly.plot.credal probly.plot.credal.plot probly.plot.ood probly.plot.utils probly.predictor probly.predictor.laplace probly.predictor.sklearn probly.quantification probly.quantification.decomposition probly.quantification.decomposition.decomposition probly.quantification.decomposition.entropy probly.quantification.decomposition.ordinal probly.quantification.decomposition.scoring_rule probly.quantification.decomposition.spectral probly.quantification.decomposition.spectral.torch probly.quantification.decomposition.variance probly.quantification.decomposition.wasserstein probly.quantification.decomposition.zero_one probly.quantification.notion probly.quantification.scoring_rule probly.quantification.scoring_rule.array probly.quantification.scoring_rule.torch probly.representation probly.representation.array_like probly.representation.conformal_set probly.representation.conformal_set.array probly.representation.conformal_set.torch probly.representation.credal_set probly.representation.credal_set.array probly.representation.credal_set.array_functions probly.representation.credal_set.torch probly.representation.distribution probly.representation.distribution.array_bernoulli probly.representation.distribution.array_categorical probly.representation.distribution.array_dirichlet probly.representation.distribution.array_gaussian probly.representation.distribution.torch_bernoulli probly.representation.distribution.torch_categorical probly.representation.distribution.torch_dirichlet probly.representation.distribution.torch_gaussian probly.representation.distribution.torch_mixture probly.representation.distribution.torch_sparse_log_categorical probly.representation.embedding probly.representation.embedding.torch probly.representation.jax_like probly.representation.representation probly.representation.sample probly.representation.sample.array probly.representation.sample.array_functions probly.representation.sample.axis_tracking probly.representation.sample.jax probly.representation.sample.jax_axis_tracking probly.representation.sample.torch probly.representation.sample.torch_axis_tracking probly.representation.sample.torch_functions probly.representation.text_generation probly.representation.text_generation.torch probly.representation.torch_functions probly.representation.torch_like probly.representer probly.representer.clarifier probly.representer.clarifier.huggingface probly.representer.credal_set probly.representer.credal_set_torch probly.representer.embedder probly.representer.embedder.huggingface probly.representer.sampler probly.representer.sampler.flax probly.representer.sampler.huggingface probly.representer.sampler.sklearn probly.representer.sampler.torch probly.representer.semantic_clustering probly.representer.semantic_clustering.huggingface probly.train probly.train.bayesian probly.train.bayesian.torch probly.train.calibration probly.train.calibration.torch probly.train.credal probly.train.credal.torch probly.train.dare probly.train.dare.torch probly.train.evidential probly.train.evidential.common probly.train.evidential.torch probly.transformation probly.transformation.calibration probly.transformation.calibration.sklearn probly.transformation.calibration.torch probly.transformation.conformal probly.transformation.conformal.flax probly.transformation.conformal.sklearn probly.transformation.conformal.torch probly.transformation.conformal_credal_set probly.transformation.conformal_credal_set.torch probly.transformation.natural_posterior_network probly.transformation.natural_posterior_network.torch probly.transformation.transformation probly.traverse_nn probly.traverse_nn.flax probly.traverse_nn.torch probly.traverse_nn.torch_utils probly.traverse_nn.utils probly.utils probly.utils.iterable probly.utils.quantile probly.utils.quantile.jax probly.utils.quantile.torch probly.utils.torch modules() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) move_sample_axis() (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.array.ArraySample method) (probly.representation.sample.jax.JaxArraySample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) move_sample_dim() (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) mT (probly.method.deup.torch.TorchDEUPRepresentation property) (probly.representation.array_like.ArrayLike property) (probly.representation.array_like.NumpyArrayLike property) (probly.representation.array_like.NumpyArrayLikeConvertible property) (probly.representation.array_like.NumpyArrayLikeImplementation property) (probly.representation.conformal_set.array.ArrayIntervalConformalSet property) (probly.representation.conformal_set.array.ArrayOneHotConformalSet property) (probly.representation.conformal_set.torch.TorchIntervalConformalSet property) (probly.representation.conformal_set.torch.TorchOneHotConformalSet property) (probly.representation.credal_set.array.ArrayConvexCredalSet property) (probly.representation.credal_set.array.ArrayDiscreteCredalSet property) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet property) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet property) (probly.representation.credal_set.array.ArraySingletonCredalSet property) (probly.representation.credal_set.torch.TorchConvexCredalSet property) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet property) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet property) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet property) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample property) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample property) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution property) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution property) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample property) (probly.representation.embedding.torch.TorchEmbedding property) (probly.representation.embedding.torch.TorchEmbeddingSample property) (probly.representation.embedding.torch.TorchEmbeddingSampleSample property) (probly.representation.jax_like.JaxLikeImplementation property) (probly.representation.sample.array.ArraySample property) (probly.representation.sample.jax.JaxArraySample property) (probly.representation.sample.torch.TorchSample property) (probly.representation.text_generation.torch.TorchTextGeneration property) (probly.representation.text_generation.torch.TorchTextGenerationSample property) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample property) (probly.representation.text_generation.torch.TorchTokenGeneration property) (probly.representation.torch_like.TorchLike property) (probly.representation.torch_like.TorchLikeConvertible property) (probly.representation.torch_like.TorchLikeImplementation property) mtia() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) multi_register() (probly.utils.switchdispatch method) N n_labeled (probly.evaluation.active_learning.pool.array.NumpyActiveLearningPool property) (probly.evaluation.active_learning.pool.torch.TorchActiveLearningPool property) n_unlabeled (probly.evaluation.active_learning.pool.array.NumpyActiveLearningPool property) (probly.evaluation.active_learning.pool.torch.TorchActiveLearningPool property) named_buffers() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) named_children() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) named_modules() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) named_parameters() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) natpn_loss() (in module probly.train.evidential.torch) NatPNClassHead (class in probly.layers.torch) NatPNRegHead (class in probly.layers.torch) ndim (probly.method.deup.torch.TorchDEUPRepresentation property) (probly.representation.array_like.ArrayLike property) (probly.representation.array_like.NumpyArrayLike property) (probly.representation.array_like.NumpyArrayLikeConvertible property) (probly.representation.array_like.NumpyArrayLikeImplementation property) (probly.representation.conformal_set.array.ArrayIntervalConformalSet property) (probly.representation.conformal_set.array.ArrayOneHotConformalSet property) (probly.representation.conformal_set.torch.TorchIntervalConformalSet property) (probly.representation.conformal_set.torch.TorchOneHotConformalSet property) (probly.representation.credal_set.array.ArrayConvexCredalSet property) (probly.representation.credal_set.array.ArrayDiscreteCredalSet property) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet property) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet property) (probly.representation.credal_set.array.ArraySingletonCredalSet property) (probly.representation.credal_set.torch.TorchConvexCredalSet property) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet property) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet property) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet property) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample property) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample property) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution property) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution property) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample property) (probly.representation.embedding.torch.TorchEmbedding property) (probly.representation.embedding.torch.TorchEmbeddingSample property) (probly.representation.embedding.torch.TorchEmbeddingSampleSample property) (probly.representation.jax_like.JaxLikeImplementation property) (probly.representation.sample.array.ArraySample property) (probly.representation.sample.axis_tracking.ArrayIndex attribute) (probly.representation.sample.jax.JaxArraySample property) (probly.representation.sample.torch.TorchSample property) (probly.representation.text_generation.torch.TorchTextGeneration property) (probly.representation.text_generation.torch.TorchTextGenerationSample property) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample property) (probly.representation.text_generation.torch.TorchTokenGeneration property) (probly.representation.torch_like.TorchLike property) (probly.representation.torch_like.TorchLikeConvertible property) (probly.representation.torch_like.TorchLikeImplementation property) new_axis (probly.representation.sample.axis_tracking.AxisTrackingResult attribute) nominal (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet attribute) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet attribute) non_conformity_score (probly.transformation.conformal.flax.FlaxConformalSetPredictor attribute) (probly.transformation.conformal.sklearn.SklearnConformalSetPredictor attribute) (probly.transformation.conformal.torch.TorchConformalSetPredictor attribute) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor attribute) normal_inverse_gamma_head() (in module probly.transformation) normal_wishart_log_prob() (in module probly.train.evidential.torch) NormalInverseGammaLinear (class in probly.layers.torch) normalize_embeddings (probly.representer.embedder.huggingface.HFTextEmbedder attribute) normalized_mixture_weights (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution property) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution property) Notion (class in probly.quantification.notion) num_classes (probly.datasets.torch.Benthic attribute) (probly.datasets.torch.CIFAR10HDCIC attribute) (probly.datasets.torch.DCICDataset attribute) (probly.datasets.torch.MiceBone attribute) (probly.datasets.torch.Pig attribute) (probly.datasets.torch.Plankton attribute) (probly.datasets.torch.QualityMRI attribute) (probly.datasets.torch.Synthetic attribute) (probly.datasets.torch.Treeversity1 attribute) (probly.datasets.torch.Treeversity6 attribute) (probly.datasets.torch.Turkey attribute) (probly.representation.credal_set.array.ArrayCategoricalCredalSet property) (probly.representation.credal_set.array.ArrayConvexCredalSet property) (probly.representation.credal_set.array.ArrayDiscreteCredalSet property) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet property) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet property) (probly.representation.credal_set.array.ArraySingletonCredalSet property) (probly.representation.credal_set.torch.TorchCategoricalCredalSet property) (probly.representation.credal_set.torch.TorchConvexCredalSet property) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet property) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet property) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet property) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) num_samples (probly.method.laplace.torch.LaplaceRepresenter attribute) (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.credal_set.SampleMeanConvexCredalSetRepresenter attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) numpy() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLike method) (probly.representation.torch_like.TorchLikeImplementation method) NumpyActiveLearningPool (class in probly.evaluation.active_learning.pool.array) NumpyArrayLike (class in probly.representation.array_like) NumpyArrayLikeConvertible (class in probly.representation.array_like) NumpyArrayLikeImplementation (class in probly.representation.array_like) O out_of_distribution_detection_aupr() (in module probly.evaluation.ood) out_of_distribution_detection_auroc() (in module probly.evaluation.ood) out_of_distribution_detection_fnr_at_x_tpr() (in module probly.evaluation.ood) out_of_distribution_detection_fpr_at_x_tpr() (in module probly.evaluation.ood) output_dim (probly.method.deup.torch.LogDUEVariance attribute) (probly.method.deup.torch.LogGMMDensity attribute) (probly.method.deup.torch.LogMAFDensity attribute) (probly.method.deup.torch.LogMCDropoutVariance attribute) (probly.method.deup.torch.StationarizingFeatureProvider attribute) owndata (probly.representation.array_like.ArrayFlagsLike property) P pack_interval() (in module probly.layers.torch) padding (probly.layers.torch.IntConv2d attribute) parameters() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) parse_archives() (probly.datasets.torch.ImageNetReaL method) parse_dynamic_metric() (in module probly.evaluation.ood) permitted_functions (probly.method.deup.torch.TorchDEUPRepresentation attribute) (probly.representation.conformal_set.array.ArrayIntervalConformalSet attribute) (probly.representation.conformal_set.array.ArrayOneHotConformalSet attribute) (probly.representation.conformal_set.torch.TorchIntervalConformalSet attribute) (probly.representation.conformal_set.torch.TorchOneHotConformalSet attribute) (probly.representation.credal_set.array.ArrayConvexCredalSet attribute) (probly.representation.credal_set.array.ArrayDiscreteCredalSet attribute) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet attribute) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet attribute) (probly.representation.credal_set.array.ArraySingletonCredalSet attribute) (probly.representation.credal_set.torch.TorchConvexCredalSet attribute) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet attribute) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet attribute) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet attribute) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution attribute) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution attribute) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution attribute) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution attribute) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution attribute) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution attribute) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution attribute) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution attribute) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution attribute) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution attribute) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution attribute) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution attribute) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution attribute) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution attribute) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution attribute) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution attribute) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution attribute) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution attribute) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution attribute) (probly.representation.embedding.torch.TorchEmbedding attribute) (probly.representation.text_generation.torch.TorchTextGeneration attribute) (probly.representation.text_generation.torch.TorchTokenGeneration attribute) permitted_ufuncs (probly.representation.conformal_set.array.ArrayIntervalConformalSet attribute) (probly.representation.conformal_set.array.ArrayOneHotConformalSet attribute) (probly.representation.credal_set.array.ArrayConvexCredalSet attribute) (probly.representation.credal_set.array.ArrayDiscreteCredalSet attribute) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet attribute) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet attribute) (probly.representation.credal_set.array.ArraySingletonCredalSet attribute) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution attribute) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution attribute) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution attribute) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution attribute) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution attribute) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution attribute) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution attribute) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution attribute) permute() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLikeImplementation method) perturb() (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.transformation.conformal.flax.FlaxConformalSetPredictor method) Pig (class in probly.datasets.torch) Plankton (class in probly.datasets.torch) plot_credal_set() (in module probly.plot.credal.plot) plot_histogram() (in module probly.plot.ood) plot_pr_curve() (in module probly.plot.ood) plot_roc_curve() (in module probly.plot.ood) PlotConfig (class in probly.plot.config) pn_loss() (in module probly.train.evidential.torch) pool (probly.evaluation.active_learning.loop.ALState attribute) posterior_network() (in module probly.transformation) postnet_loss() (in module probly.train.evidential.torch) precision (probly.layers.torch.MahalanobisHead attribute) precision_matrix (probly.layers.torch.SNGPLayer attribute) precision_recall_curve_jax() (in module probly.metrics.jax) precision_recall_curve_numpy() (in module probly.metrics.array) precision_recall_curve_torch() (in module probly.metrics.torch) pred_type (probly.method.laplace.torch.LaplaceRepresenter attribute) predict() (probly.integrations.torch_uncertainty.TorchUncertaintyCalibratedLogitRepresenter method) (probly.integrations.torch_uncertainty.TorchUncertaintyConformalRepresenter method) (probly.integrations.torch_uncertainty.TorchUncertaintySampleRepresenter method) (probly.method.laplace.torch.LaplaceRepresenter method) (probly.representer.clarifier.huggingface.HFQuestionClarifier method) (probly.representer.credal_set.ConvexCredalSetRepresenter method) (probly.representer.credal_set.ProbabilityIntervalsRepresenter method) (probly.representer.credal_set.RepresentativeConvexCredalSetRepresenter method) (probly.representer.credal_set.SampleMeanConvexCredalSetRepresenter method) (probly.representer.embedder.huggingface.HFTextEmbedder method) (probly.representer.sampler.huggingface.HFTextGenerationSampler method) (probly.representer.semantic_clustering.huggingface.HFGreedySemanticClusterer method) (probly.representer.semantic_clustering.huggingface.HFSemanticClusterer method) (probly.transformation.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor method) (probly.transformation.conformal.sklearn.SklearnConformalSetPredictor method) predict_logits() (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor method) predict_proba() (probly.transformation.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor method) predict_representation() (probly.method.deup.torch.TorchDEUPPredictor method) predict_sklearn() (in module probly.predictor.sklearn) predictive_probs() (in module probly.train.evidential.torch) predictor (probly.integrations.torch_uncertainty.TorchUncertaintyCalibratedLogitRepresenter attribute) (probly.integrations.torch_uncertainty.TorchUncertaintyConformalRepresenter attribute) (probly.integrations.torch_uncertainty.TorchUncertaintySampleRepresenter attribute) (probly.method.laplace.torch.LaplaceRepresenter attribute) (probly.representer.clarifier.huggingface.HFQuestionClarifier property) (probly.representer.credal_set.ConvexCredalSetRepresenter attribute) (probly.representer.credal_set.ProbabilityIntervalsRepresenter attribute) (probly.representer.credal_set.RepresentativeConvexCredalSetRepresenter attribute) (probly.representer.credal_set.SampleMeanConvexCredalSetRepresenter attribute) (probly.representer.embedder.huggingface.HFTextEmbedder property) (probly.representer.sampler.huggingface.HFTextGenerationSampler property) (probly.representer.semantic_clustering.huggingface.HFGreedySemanticClusterer property) (probly.representer.semantic_clustering.huggingface.HFSemanticClusterer property) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor attribute) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor attribute) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor attribute) (probly.transformation.conformal.flax.FlaxConformalSetPredictor attribute) (probly.transformation.conformal.sklearn.SklearnConformalSetPredictor attribute) (probly.transformation.conformal.torch.TorchConformalSetPredictor attribute) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor attribute) predictor_transformation() (in module probly.transformation.transformation) PredictorTransformation (class in probly.transformation.transformation) PredictorTransformationDecorator (class in probly.transformation.transformation) primary_protected_name() (probly.method.deup.torch.TorchDEUPRepresentation class method) (probly.representation.conformal_set.array.ArrayIntervalConformalSet class method) (probly.representation.conformal_set.array.ArrayOneHotConformalSet class method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet class method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet class method) (probly.representation.credal_set.array.ArrayConvexCredalSet class method) (probly.representation.credal_set.array.ArrayDiscreteCredalSet class method) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet class method) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet class method) (probly.representation.credal_set.array.ArraySingletonCredalSet class method) (probly.representation.credal_set.torch.TorchConvexCredalSet class method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet class method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet class method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet class method) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution class method) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution class method) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution class method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution class method) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution class method) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution class method) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution class method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution class method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution class method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution class method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution class method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution class method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution class method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution class method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution class method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution class method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution class method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution class method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution class method) (probly.representation.embedding.torch.TorchEmbedding class method) (probly.representation.text_generation.torch.TorchTextGeneration class method) (probly.representation.text_generation.torch.TorchTokenGeneration class method) PriorNetworkPredictor (class in probly.method.prior_network) probabilities (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) ProbabilityIntervalsRepresenter (class in probly.representer.credal_set) probly module probly.calibrator module probly.conformal_scores module probly.conformal_scores.absolute_error module probly.conformal_scores.absolute_error.jax module probly.conformal_scores.absolute_error.torch module probly.conformal_scores.aps module probly.conformal_scores.aps.flax module probly.conformal_scores.aps.torch module probly.conformal_scores.cqr module probly.conformal_scores.cqr.jax module probly.conformal_scores.cqr.torch module probly.conformal_scores.cqr_r module probly.conformal_scores.cqr_r.jax module probly.conformal_scores.cqr_r.torch module probly.conformal_scores.dirichlet_relative_likelihood module probly.conformal_scores.dirichlet_relative_likelihood.torch module probly.conformal_scores.inner_product module probly.conformal_scores.inner_product.torch module probly.conformal_scores.kullback_leibler module probly.conformal_scores.kullback_leibler.torch module probly.conformal_scores.lac module probly.conformal_scores.lac.jax module probly.conformal_scores.lac.torch module probly.conformal_scores.raps module probly.conformal_scores.raps.jax module probly.conformal_scores.raps.torch module probly.conformal_scores.saps module probly.conformal_scores.saps.jax module probly.conformal_scores.saps.torch module probly.conformal_scores.total_variation module probly.conformal_scores.total_variation.torch module probly.conformal_scores.uacqr module probly.conformal_scores.uacqr.jax module probly.conformal_scores.uacqr.torch module probly.conformal_scores.wasserstein_distance module probly.conformal_scores.wasserstein_distance.torch module probly.datasets module probly.datasets.torch module probly.decider module probly.decider.categorical_distribution module probly.decider.categorical_distribution.array module probly.decider.categorical_distribution.torch module probly.evaluation module probly.evaluation.active_learning module probly.evaluation.active_learning.loop module probly.evaluation.active_learning.metrics module probly.evaluation.active_learning.pool module probly.evaluation.active_learning.pool.array module probly.evaluation.active_learning.pool.torch module probly.evaluation.active_learning.strategies module probly.evaluation.active_learning.strategies.array module probly.evaluation.active_learning.strategies.torch module probly.evaluation.ood module probly.evaluation.tasks module probly.integrations module probly.integrations.torch_uncertainty module probly.layers module probly.layers.flax module probly.layers.torch module probly.lazy_types module probly.method module probly.method.calibration module probly.method.conformal module probly.method.conformal_credal_set module probly.method.credal_net module probly.method.deup module probly.method.deup.torch module probly.method.evidential module probly.method.evidential.classification module probly.method.evidential.regression module probly.method.laplace module probly.method.laplace.torch module probly.method.natural_posterior_network module probly.method.posterior_network module probly.method.prior_network module probly.metrics module probly.metrics.array module probly.metrics.jax module probly.metrics.torch module probly.plot module probly.plot.config module probly.plot.credal module probly.plot.credal.plot module probly.plot.ood module probly.plot.utils module probly.predictor module probly.predictor.laplace module probly.predictor.sklearn module probly.quantification module probly.quantification.decomposition module probly.quantification.decomposition.decomposition module probly.quantification.decomposition.entropy module probly.quantification.decomposition.ordinal module probly.quantification.decomposition.scoring_rule module probly.quantification.decomposition.spectral module probly.quantification.decomposition.spectral.torch module probly.quantification.decomposition.variance module probly.quantification.decomposition.wasserstein module probly.quantification.decomposition.zero_one module probly.quantification.notion module probly.quantification.scoring_rule module probly.quantification.scoring_rule.array module probly.quantification.scoring_rule.torch module probly.representation module probly.representation.array_like module probly.representation.conformal_set module probly.representation.conformal_set.array module probly.representation.conformal_set.torch module probly.representation.credal_set module probly.representation.credal_set.array module probly.representation.credal_set.array_functions module probly.representation.credal_set.torch module probly.representation.distribution module probly.representation.distribution.array_bernoulli module probly.representation.distribution.array_categorical module probly.representation.distribution.array_dirichlet module probly.representation.distribution.array_gaussian module probly.representation.distribution.torch_bernoulli module probly.representation.distribution.torch_categorical module probly.representation.distribution.torch_dirichlet module probly.representation.distribution.torch_gaussian module probly.representation.distribution.torch_mixture module probly.representation.distribution.torch_sparse_log_categorical module probly.representation.embedding module probly.representation.embedding.torch module probly.representation.jax_like module probly.representation.representation module probly.representation.sample module probly.representation.sample.array module probly.representation.sample.array_functions module probly.representation.sample.axis_tracking module probly.representation.sample.jax module probly.representation.sample.jax_axis_tracking module probly.representation.sample.torch module probly.representation.sample.torch_axis_tracking module probly.representation.sample.torch_functions module probly.representation.text_generation module probly.representation.text_generation.torch module probly.representation.torch_functions module probly.representation.torch_like module probly.representer module probly.representer.clarifier module probly.representer.clarifier.huggingface module probly.representer.credal_set module probly.representer.credal_set_torch module probly.representer.embedder module probly.representer.embedder.huggingface module probly.representer.sampler module probly.representer.sampler.flax module probly.representer.sampler.huggingface module probly.representer.sampler.sklearn module probly.representer.sampler.torch module probly.representer.semantic_clustering module probly.representer.semantic_clustering.huggingface module probly.train module probly.train.bayesian module probly.train.bayesian.torch module probly.train.calibration module probly.train.calibration.torch module probly.train.credal module probly.train.credal.torch module probly.train.dare module probly.train.dare.torch module probly.train.evidential module probly.train.evidential.common module probly.train.evidential.torch module probly.transformation module probly.transformation.calibration module probly.transformation.calibration.sklearn module probly.transformation.calibration.torch module probly.transformation.conformal module probly.transformation.conformal.flax module probly.transformation.conformal.sklearn module probly.transformation.conformal.torch module probly.transformation.conformal_credal_set module probly.transformation.conformal_credal_set.torch module probly.transformation.natural_posterior_network module probly.transformation.natural_posterior_network.torch module probly.transformation.transformation module probly.traverse_nn module probly.traverse_nn.flax module probly.traverse_nn.torch module probly.traverse_nn.torch_utils module probly.traverse_nn.utils module probly.utils module probly.utils.iterable module probly.utils.quantile module probly.utils.quantile.jax module probly.utils.quantile.torch module probly.utils.torch module protected_axes (probly.method.deup.torch.TorchDEUPRepresentation attribute) (probly.representation.conformal_set.array.ArrayIntervalConformalSet attribute) (probly.representation.conformal_set.array.ArrayOneHotConformalSet attribute) (probly.representation.conformal_set.torch.TorchIntervalConformalSet attribute) (probly.representation.conformal_set.torch.TorchOneHotConformalSet attribute) (probly.representation.credal_set.array.ArrayConvexCredalSet attribute) (probly.representation.credal_set.array.ArrayDiscreteCredalSet attribute) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet attribute) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet attribute) (probly.representation.credal_set.array.ArraySingletonCredalSet attribute) (probly.representation.credal_set.torch.TorchConvexCredalSet attribute) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet attribute) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet attribute) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet attribute) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution attribute) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution attribute) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution attribute) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution attribute) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution attribute) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution attribute) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution attribute) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution attribute) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution attribute) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution attribute) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution attribute) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution attribute) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution attribute) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution attribute) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution attribute) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution attribute) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution attribute) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution attribute) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution attribute) (probly.representation.embedding.torch.TorchEmbedding attribute) (probly.representation.text_generation.torch.TorchTextGeneration attribute) (probly.representation.text_generation.torch.TorchTokenGeneration attribute) protected_shape (probly.method.deup.torch.TorchDEUPRepresentation property) (probly.representation.conformal_set.array.ArrayIntervalConformalSet property) (probly.representation.conformal_set.array.ArrayOneHotConformalSet property) (probly.representation.conformal_set.torch.TorchIntervalConformalSet property) (probly.representation.conformal_set.torch.TorchOneHotConformalSet property) (probly.representation.credal_set.array.ArrayConvexCredalSet property) (probly.representation.credal_set.array.ArrayDiscreteCredalSet property) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet property) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet property) (probly.representation.credal_set.array.ArraySingletonCredalSet property) (probly.representation.credal_set.torch.TorchConvexCredalSet property) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet property) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet property) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet property) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution property) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution property) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) (probly.representation.embedding.torch.TorchEmbedding property) (probly.representation.text_generation.torch.TorchTextGeneration property) (probly.representation.text_generation.torch.TorchTokenGeneration property) protected_value() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.array.ArrayIntervalConformalSet method) (probly.representation.conformal_set.array.ArrayOneHotConformalSet method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.array.ArrayConvexCredalSet method) (probly.representation.credal_set.array.ArrayDiscreteCredalSet method) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet method) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet method) (probly.representation.credal_set.array.ArraySingletonCredalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution method) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution method) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution method) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTokenGeneration method) protected_values() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.array.ArrayIntervalConformalSet method) (probly.representation.conformal_set.array.ArrayOneHotConformalSet method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.array.ArrayConvexCredalSet method) (probly.representation.credal_set.array.ArrayDiscreteCredalSet method) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet method) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet method) (probly.representation.credal_set.array.ArraySingletonCredalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution method) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution method) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution method) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTokenGeneration method) Q QualityMRI (class in probly.datasets.torch) quantile() (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) R RadialNormalizingFlow (class in probly.layers.torch) RadialNormalizingFlowStack (class in probly.layers.torch) radius (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet attribute) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet attribute) reduction (probly.train.calibration.torch.LabelSmoothingLoss attribute) register() (probly.utils.switchdispatch method) register_backward_hook() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) register_buffer() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) register_forced_fitted_already_mode() (in module probly.representer.sampler.sklearn) register_forced_train_mode() (in module probly.representer.sampler.flax) (in module probly.representer.sampler.torch) register_forward_hook() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) register_forward_pre_hook() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) register_full_backward_hook() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) register_full_backward_pre_hook() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) register_load_state_dict_post_hook() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) register_load_state_dict_pre_hook() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) register_module() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) register_parameter() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) register_state_dict_post_hook() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) register_state_dict_pre_hook() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) RegressionHead (class in probly.layers.torch) regularization_fn() (in module probly.train.evidential.torch) represent() (probly.integrations.torch_uncertainty.TorchUncertaintyCalibratedLogitRepresenter method) (probly.integrations.torch_uncertainty.TorchUncertaintyConformalRepresenter method) (probly.integrations.torch_uncertainty.TorchUncertaintySampleRepresenter method) (probly.method.laplace.torch.LaplaceRepresenter method) (probly.representer.clarifier.huggingface.HFQuestionClarifier method) (probly.representer.credal_set.ConvexCredalSetRepresenter method) (probly.representer.credal_set.ProbabilityIntervalsRepresenter method) (probly.representer.credal_set.RepresentativeConvexCredalSetRepresenter method) (probly.representer.credal_set.SampleMeanConvexCredalSetRepresenter method) (probly.representer.embedder.huggingface.HFTextEmbedder method) (probly.representer.sampler.huggingface.HFTextGenerationSampler method) (probly.representer.semantic_clustering.huggingface.HFGreedySemanticClusterer method) (probly.representer.semantic_clustering.huggingface.HFSemanticClusterer method) Representation (class in probly.representation.representation) RepresentativeConvexCredalSetRepresenter (class in probly.representer.credal_set) requires_grad_() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) requires_spectral_norm (probly.method.deup.torch.LogDUEVariance attribute) (probly.method.deup.torch.LogGMMDensity attribute) (probly.method.deup.torch.LogMAFDensity attribute) (probly.method.deup.torch.LogMCDropoutVariance attribute) (probly.method.deup.torch.StationarizingFeatureProvider attribute) reset_parameters() (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) reset_precision_matrix() (probly.layers.torch.SNGPLayer method) reset_traverser (in module probly.traverse_nn) reshape() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.array.ArrayIntervalConformalSet method) (probly.representation.conformal_set.array.ArrayOneHotConformalSet method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.array.ArrayConvexCredalSet method) (probly.representation.credal_set.array.ArrayDiscreteCredalSet method) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet method) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet method) (probly.representation.credal_set.array.ArraySingletonCredalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution method) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution method) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution method) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTokenGeneration method) resolve_conj() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLikeImplementation method) resolve_neg() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLikeImplementation method) right_inverse() (probly.layers.torch.SNCoeffParametrization method) roc_auc_score_jax() (in module probly.metrics.jax) roc_auc_score_numpy() (in module probly.metrics.array) roc_auc_score_torch() (in module probly.metrics.torch) roc_curve_jax() (in module probly.metrics.jax) roc_curve_numpy() (in module probly.metrics.array) roc_curve_torch() (in module probly.metrics.torch) root (probly.datasets.torch.Benthic attribute) (probly.datasets.torch.CIFAR10HDCIC attribute) (probly.datasets.torch.DCICDataset attribute) (probly.datasets.torch.MiceBone attribute) (probly.datasets.torch.Pig attribute) (probly.datasets.torch.Plankton attribute) (probly.datasets.torch.QualityMRI attribute) (probly.datasets.torch.Synthetic attribute) (probly.datasets.torch.Treeversity1 attribute) (probly.datasets.torch.Treeversity6 attribute) (probly.datasets.torch.Turkey attribute) rpn_distillation_loss() (in module probly.train.evidential.torch) rpn_loss() (in module probly.train.evidential.torch) rpn_ng_kl() (in module probly.train.evidential.torch) rpn_prior() (in module probly.train.evidential.torch) S sample() (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution method) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution method) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution method) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) sample_axis (probly.method.laplace.torch.LaplaceRepresenter attribute) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample attribute) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample attribute) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample attribute) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample property) (probly.representation.embedding.torch.TorchEmbeddingSample property) (probly.representation.embedding.torch.TorchEmbeddingSampleSample property) (probly.representation.sample.array.ArraySample attribute) (probly.representation.sample.array_functions.ArraySampleInternals attribute) (probly.representation.sample.jax.JaxArraySample attribute) (probly.representation.sample.torch.TorchSample property) (probly.representation.text_generation.torch.TorchTextGenerationSample property) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample property) sample_dim (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample attribute) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample attribute) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample attribute) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample attribute) (probly.representation.embedding.torch.TorchEmbeddingSample attribute) (probly.representation.embedding.torch.TorchEmbeddingSampleSample attribute) (probly.representation.sample.torch.TorchSample attribute) (probly.representation.sample.torch_functions.TorchSampleInternals attribute) (probly.representation.text_generation.torch.TorchTextGenerationSample attribute) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample attribute) sample_factory (probly.method.laplace.torch.LaplaceRepresenter attribute) sample_mean() (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.array.ArraySample method) (probly.representation.sample.jax.JaxArraySample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) sample_size (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample property) (probly.representation.embedding.torch.TorchEmbeddingSample property) (probly.representation.embedding.torch.TorchEmbeddingSampleSample property) (probly.representation.sample.array.ArraySample property) (probly.representation.sample.jax.JaxArraySample property) (probly.representation.sample.torch.TorchSample property) (probly.representation.text_generation.torch.TorchTextGenerationSample property) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample property) sample_space (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample attribute) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample attribute) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample attribute) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample attribute) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample attribute) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample attribute) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample attribute) (probly.representation.embedding.torch.TorchEmbeddingSample attribute) (probly.representation.embedding.torch.TorchEmbeddingSampleSample attribute) (probly.representation.text_generation.torch.TorchTextGenerationSample attribute) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample attribute) sample_std() (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.array.ArraySample method) (probly.representation.sample.jax.JaxArraySample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) sample_var() (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.array.ArraySample method) (probly.representation.sample.jax.JaxArraySample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) SampleMeanConvexCredalSetRepresenter (class in probly.representer.credal_set) samples (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample property) (probly.representation.embedding.torch.TorchEmbeddingSample property) (probly.representation.embedding.torch.TorchEmbeddingSampleSample property) (probly.representation.sample.array.ArraySample property) (probly.representation.sample.jax.JaxArraySample property) (probly.representation.sample.torch.TorchSample property) (probly.representation.text_generation.torch.TorchTextGenerationSample property) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample property) sampling_strategy (probly.method.laplace.torch.LaplaceRepresenter attribute) scale_tril (probly.layers.torch.GaussianMixtureHead attribute) score() (probly.transformation.calibration.sklearn.SklearnIdentityLogitEstimator method) selective_prediction() (in module probly.evaluation.tasks) SentenceTransformerLike (class in probly.representer.embedder.huggingface) sequences (probly.representation.text_generation.torch.TorchTokenGeneration attribute) set_attributes() (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.transformation.conformal.flax.FlaxConformalSetPredictor method) set_decision_function_request() (probly.transformation.calibration.sklearn.SklearnIdentityLogitEstimator method) set_extra_state() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) set_fit_request() (probly.transformation.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor method) (probly.transformation.conformal.sklearn.SklearnConformalSetPredictor method) set_mode() (probly.layers.flax.DropConnectLinear method) set_params() (probly.transformation.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor method) (probly.transformation.conformal.sklearn.SklearnConformalSetPredictor method) set_predict_proba_request() (probly.transformation.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor method) set_predict_request() (probly.transformation.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor method) set_score_request() (probly.transformation.calibration.sklearn.SklearnIdentityLogitEstimator method) set_size (probly.representation.conformal_set.array.ArrayIntervalConformalSet property) (probly.representation.conformal_set.array.ArrayOneHotConformalSet property) (probly.representation.conformal_set.torch.TorchIntervalConformalSet property) (probly.representation.conformal_set.torch.TorchOneHotConformalSet property) set_submodule() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) shape (probly.method.deup.torch.TorchDEUPRepresentation property) (probly.representation.array_like.ArrayLike property) (probly.representation.array_like.NumpyArrayLike property) (probly.representation.array_like.NumpyArrayLikeConvertible property) (probly.representation.array_like.NumpyArrayLikeImplementation property) (probly.representation.conformal_set.array.ArrayIntervalConformalSet property) (probly.representation.conformal_set.array.ArrayOneHotConformalSet property) (probly.representation.conformal_set.torch.TorchIntervalConformalSet property) (probly.representation.conformal_set.torch.TorchOneHotConformalSet property) (probly.representation.credal_set.array.ArrayConvexCredalSet property) (probly.representation.credal_set.array.ArrayDiscreteCredalSet property) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet property) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet property) (probly.representation.credal_set.array.ArraySingletonCredalSet property) (probly.representation.credal_set.torch.TorchConvexCredalSet property) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet property) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet property) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet property) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample property) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample property) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution property) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution property) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample property) (probly.representation.embedding.torch.TorchEmbedding property) (probly.representation.embedding.torch.TorchEmbeddingSample property) (probly.representation.embedding.torch.TorchEmbeddingSampleSample property) (probly.representation.jax_like.JaxLikeImplementation property) (probly.representation.sample.array.ArraySample property) (probly.representation.sample.jax.JaxArraySample property) (probly.representation.sample.torch.TorchSample property) (probly.representation.text_generation.torch.TorchTextGeneration property) (probly.representation.text_generation.torch.TorchTextGenerationSample property) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample property) (probly.representation.text_generation.torch.TorchTokenGeneration property) (probly.representation.torch_like.TorchLike property) (probly.representation.torch_like.TorchLikeConvertible property) (probly.representation.torch_like.TorchLikeImplementation property) share_memory() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) SharedMaskDropout (class in probly.layers.torch) size (probly.representation.array_like.ArrayLike property) (probly.representation.array_like.NumpyArrayLike property) (probly.representation.array_like.NumpyArrayLikeConvertible property) (probly.representation.array_like.NumpyArrayLikeImplementation property) (probly.representation.conformal_set.array.ArrayIntervalConformalSet property) (probly.representation.conformal_set.array.ArrayOneHotConformalSet property) (probly.representation.credal_set.array.ArrayConvexCredalSet property) (probly.representation.credal_set.array.ArrayDiscreteCredalSet property) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet property) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet property) (probly.representation.credal_set.array.ArraySingletonCredalSet property) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample property) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample property) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution property) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample property) (probly.representation.jax_like.JaxLikeImplementation property) (probly.representation.sample.array.ArraySample property) (probly.representation.sample.jax.JaxArraySample property) (probly.representation.torch_like.TorchLikeConvertible property) size() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLike method) (probly.representation.torch_like.TorchLikeImplementation method) sklearn_identity_logit_estimator() (in module probly.transformation.calibration) SklearnConformalSetPredictor (class in probly.transformation.conformal.sklearn) SklearnIdentityLogitEstimator (class in probly.transformation.calibration.sklearn) SklearnVectorScalingPredictor (class in probly.transformation.calibration.sklearn) SNCoeffParametrization (class in probly.layers.torch) sngp() (in module probly.method) SNGPLayer (class in probly.layers.torch) softmax (probly.method.deup.torch.TorchDEUPRepresentation attribute) sow() (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.transformation.conformal.flax.FlaxConformalSetPredictor method) spectral_decomposition() (in module probly.quantification.decomposition.spectral.torch) SpectralDecomposition (class in probly.quantification.decomposition.spectral.torch) spider_bar_width (probly.plot.config.PlotConfig attribute) split_folder (probly.datasets.torch.ImageNetReaL property) state_dict() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) StationarizingFeatureProvider (class in probly.method.deup.torch) std (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) stride (probly.layers.torch.IntConv2d attribute) strip_inputs (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) sub_samplers (probly.representer.credal_set.SampleMeanConvexCredalSetRepresenter attribute) subensemble() (in module probly.method) (in module probly.transformation) switchdispatch (class in probly.utils) Synthetic (class in probly.datasets.torch) T T (probly.method.deup.torch.TorchDEUPRepresentation property) (probly.representation.array_like.ArrayLike property) (probly.representation.array_like.NumpyArrayLike property) (probly.representation.array_like.NumpyArrayLikeConvertible property) (probly.representation.array_like.NumpyArrayLikeImplementation property) (probly.representation.conformal_set.array.ArrayIntervalConformalSet property) (probly.representation.conformal_set.array.ArrayOneHotConformalSet property) (probly.representation.conformal_set.torch.TorchIntervalConformalSet property) (probly.representation.conformal_set.torch.TorchOneHotConformalSet property) (probly.representation.credal_set.array.ArrayConvexCredalSet property) (probly.representation.credal_set.array.ArrayDiscreteCredalSet property) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet property) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet property) (probly.representation.credal_set.array.ArraySingletonCredalSet property) (probly.representation.credal_set.torch.TorchConvexCredalSet property) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet property) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet property) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet property) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample property) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample property) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution property) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution property) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample property) (probly.representation.embedding.torch.TorchEmbedding property) (probly.representation.embedding.torch.TorchEmbeddingSample property) (probly.representation.embedding.torch.TorchEmbeddingSampleSample property) (probly.representation.jax_like.JaxLikeImplementation property) (probly.representation.sample.array.ArraySample property) (probly.representation.sample.jax.JaxArraySample property) (probly.representation.sample.torch.TorchSample property) (probly.representation.text_generation.torch.TorchTextGeneration property) (probly.representation.text_generation.torch.TorchTextGenerationSample property) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample property) (probly.representation.text_generation.torch.TorchTokenGeneration property) (probly.representation.torch_like.TorchLike property) (probly.representation.torch_like.TorchLikeConvertible property) (probly.representation.torch_like.TorchLikeImplementation property) T_destination (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BatchEnsembleLinear attribute) (probly.layers.torch.BayesConv2d attribute) (probly.layers.torch.BayesLinear attribute) (probly.layers.torch.DropConnectLinear attribute) (probly.layers.torch.GaussianMixtureHead attribute) (probly.layers.torch.HeteroscedasticLayer attribute) (probly.layers.torch.IntBatchNorm1d attribute) (probly.layers.torch.IntBatchNorm2d attribute) (probly.layers.torch.IntConv2d attribute) (probly.layers.torch.IntLinear attribute) (probly.layers.torch.IntSoftmax attribute) (probly.layers.torch.IRDHead attribute) (probly.layers.torch.MahalanobisHead attribute) (probly.layers.torch.NatPNClassHead attribute) (probly.layers.torch.NatPNRegHead attribute) (probly.layers.torch.NormalInverseGammaLinear attribute) (probly.layers.torch.RadialNormalizingFlow attribute) (probly.layers.torch.RadialNormalizingFlowStack attribute) (probly.layers.torch.RegressionHead attribute) (probly.layers.torch.SharedMaskDropout attribute) (probly.layers.torch.SNCoeffParametrization attribute) (probly.layers.torch.SNGPLayer attribute) (probly.method.deup.torch.ErrorPredictionHead attribute) (probly.method.deup.torch.LogDUEVariance attribute) (probly.method.deup.torch.LogGMMDensity attribute) (probly.method.deup.torch.LogMAFDensity attribute) (probly.method.deup.torch.LogMCDropoutVariance attribute) (probly.method.deup.torch.StationarizingFeatureProvider attribute) (probly.method.deup.torch.TorchDEUPPredictor attribute) (probly.train.bayesian.torch.ELBOLoss attribute) (probly.train.calibration.torch.ExpectedCalibrationError attribute) (probly.train.calibration.torch.FocalLoss attribute) (probly.train.calibration.torch.LabelRelaxationLoss attribute) (probly.train.calibration.torch.LabelSmoothingLoss attribute) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor attribute) (probly.transformation.calibration.torch.TorchIdentityLogitModel attribute) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor attribute) (probly.transformation.conformal.torch.TorchConformalSetPredictor attribute) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor attribute) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork attribute) tar_md5 (probly.datasets.torch.CIFAR10C attribute) targets (probly.datasets.torch.Benthic attribute) (probly.datasets.torch.CIFAR10C attribute) (probly.datasets.torch.CIFAR10H attribute) (probly.datasets.torch.CIFAR10HDCIC attribute) (probly.datasets.torch.DCICDataset attribute) (probly.datasets.torch.MiceBone attribute) (probly.datasets.torch.Pig attribute) (probly.datasets.torch.Plankton attribute) (probly.datasets.torch.QualityMRI attribute) (probly.datasets.torch.Synthetic attribute) (probly.datasets.torch.Treeversity1 attribute) (probly.datasets.torch.Treeversity6 attribute) (probly.datasets.torch.Turkey attribute) temperature (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor property) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor property) temperature_softmax() (in module probly.utils.torch) tensor (probly.representation.conformal_set.torch.TorchIntervalConformalSet attribute) (probly.representation.conformal_set.torch.TorchOneHotConformalSet attribute) (probly.representation.credal_set.torch.TorchConvexCredalSet attribute) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample attribute) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution attribute) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution attribute) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample attribute) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution attribute) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution attribute) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample attribute) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample attribute) (probly.representation.embedding.torch.TorchEmbeddingSample attribute) (probly.representation.embedding.torch.TorchEmbeddingSampleSample attribute) (probly.representation.sample.torch.TorchSample attribute) (probly.representation.sample.torch_functions.TorchSampleInternals attribute) (probly.representation.text_generation.torch.TorchTextGenerationSample attribute) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample attribute) test_list (probly.datasets.torch.CIFAR10H attribute) text (probly.representation.text_generation.torch.TorchTextGeneration attribute) tgz_md5 (probly.datasets.torch.CIFAR10H attribute) threshold (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet attribute) title_fontsize (probly.plot.config.PlotConfig attribute) to() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLike method) (probly.representation.torch_like.TorchLikeImplementation method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) to_categorical() (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution method) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution method) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) to_dense() (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) to_device() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.array_like.ArrayLike method) (probly.representation.array_like.NumpyArrayLike method) (probly.representation.array_like.NumpyArrayLikeConvertible method) (probly.representation.array_like.NumpyArrayLikeImplementation method) (probly.representation.conformal_set.array.ArrayIntervalConformalSet method) (probly.representation.conformal_set.array.ArrayOneHotConformalSet method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.array.ArrayConvexCredalSet method) (probly.representation.credal_set.array.ArrayDiscreteCredalSet method) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet method) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet method) (probly.representation.credal_set.array.ArraySingletonCredalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution method) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample method) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution method) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample method) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution method) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.jax_like.JaxLikeImplementation method) (probly.representation.sample.array.ArraySample method) (probly.representation.sample.jax.JaxArraySample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLike method) (probly.representation.torch_like.TorchLikeConvertible method) (probly.representation.torch_like.TorchLikeImplementation method) to_empty() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) to_text() (probly.representation.text_generation.torch.TorchTokenGeneration method) tokenizer (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) (probly.representer.semantic_clustering.huggingface.HFGreedySemanticClusterer attribute) (probly.representer.semantic_clustering.huggingface.HFSemanticClusterer attribute) top_k (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) torch_adjoint_function() (in module probly.representation.sample.torch_functions) torch_average() (in module probly.representation.torch_functions) torch_brier_loss_vector() (in module probly.quantification.scoring_rule.torch) torch_cat_function() (in module probly.representation.sample.torch_functions) torch_collect_outputs() (in module probly.utils.torch) torch_compute_representative_sample() (in module probly.representer.credal_set_torch) torch_embedding_sample_sample_spectral_decomposition() (in module probly.quantification.decomposition.spectral.torch) torch_entropy() (in module probly.utils.torch) torch_function_override() (in module probly.representation.sample.torch_functions) torch_identity_logit_model() (in module probly.transformation.calibration) torch_internals_override() (in module probly.representation.sample.torch_functions) torch_log_loss_vector() (in module probly.quantification.scoring_rule.torch) torch_movedim_function() (in module probly.representation.sample.torch_functions) torch_permute_function() (in module probly.representation.sample.torch_functions) torch_reduction_function() (in module probly.representation.sample.torch_functions) torch_reset_all_parameters() (in module probly.utils.torch) torch_sample_internals() (in module probly.representation.sample.torch_functions) torch_spherical_loss_vector() (in module probly.quantification.scoring_rule.torch) torch_stack_function() (in module probly.representation.sample.torch_functions) torch_transpose_function() (in module probly.representation.sample.torch_functions) torch_zero_one_loss_vector() (in module probly.quantification.scoring_rule.torch) TorchActiveLearningPool (class in probly.evaluation.active_learning.pool.torch) TorchAffineLogitCalibrationPredictor (class in probly.transformation.calibration.torch) TorchBernoulliDistribution (class in probly.representation.distribution.torch_bernoulli) TorchBernoulliDistributionSample (class in probly.representation.distribution.torch_bernoulli) TorchCategoricalCredalSet (class in probly.representation.credal_set.torch) TorchCategoricalDistribution (class in probly.representation.distribution.torch_categorical) TorchCategoricalDistributionSample (class in probly.representation.distribution.torch_categorical) TorchConformalCredalSetPredictor (class in probly.transformation.conformal_credal_set.torch) TorchConformalSetPredictor (class in probly.transformation.conformal.torch) TorchConvexCredalSet (class in probly.representation.credal_set.torch) TorchDEUPPredictor (class in probly.method.deup.torch) TorchDEUPRepresentation (class in probly.method.deup.torch) TorchDirichletDistribution (class in probly.representation.distribution.torch_dirichlet) TorchDirichletLevelSetCredalSet (class in probly.representation.credal_set.torch) TorchDirichletMixtureDistribution (class in probly.representation.distribution.torch_mixture) TorchDistanceBasedCredalSet (class in probly.representation.credal_set.torch) TorchEmbedding (class in probly.representation.embedding.torch) TorchEmbeddingSample (class in probly.representation.embedding.torch) TorchEmbeddingSampleSample (class in probly.representation.embedding.torch) TorchGaussianDistribution (class in probly.representation.distribution.torch_gaussian) TorchGaussianDistributionSample (class in probly.representation.distribution.torch_gaussian) TorchIdentityLogitModel (class in probly.transformation.calibration.torch) TorchIntervalConformalSet (class in probly.representation.conformal_set.torch) TorchIsotonicCalibrationPredictor (class in probly.transformation.calibration.torch) TorchLike (class in probly.representation.torch_like) TorchLikeConvertible (class in probly.representation.torch_like) TorchLikeImplementation (class in probly.representation.torch_like) TorchLogitBernoulliDistribution (class in probly.representation.distribution.torch_bernoulli) TorchLogitCategoricalDistribution (class in probly.representation.distribution.torch_categorical) TorchMixtureDistribution (class in probly.representation.distribution.torch_mixture) TorchNaturalPosteriorNetwork (class in probly.transformation.natural_posterior_network.torch) TorchOneHotConformalSet (class in probly.representation.conformal_set.torch) TorchProbabilityBernoulliDistribution (class in probly.representation.distribution.torch_bernoulli) TorchProbabilityCategoricalDistribution (class in probly.representation.distribution.torch_categorical) TorchProbabilityIntervalsCredalSet (class in probly.representation.credal_set.torch) TorchSample (class in probly.representation.sample.torch) TorchSampleCreator (class in probly.representation.sample.torch_functions) TorchSampleInternals (class in probly.representation.sample.torch_functions) TorchSparseLogCategoricalDistribution (class in probly.representation.distribution.torch_sparse_log_categorical) TorchSparseLogCategoricalDistributionSample (class in probly.representation.distribution.torch_sparse_log_categorical) TorchTextGeneration (class in probly.representation.text_generation.torch) TorchTextGenerationSample (class in probly.representation.text_generation.torch) TorchTextGenerationSampleSample (class in probly.representation.text_generation.torch) TorchTokenGeneration (class in probly.representation.text_generation.torch) TorchUncertaintyCalibratedLogitRepresenter (class in probly.integrations.torch_uncertainty) TorchUncertaintyConformalRepresenter (class in probly.integrations.torch_uncertainty) TorchUncertaintySampleRepresenter (class in probly.integrations.torch_uncertainty) total (probly.quantification.decomposition.decomposition.AdditiveDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricTotalDecomposition property) (probly.quantification.decomposition.decomposition.ConstantTotalDecomposition property) (probly.quantification.decomposition.decomposition.EpistemicTotalDecomposition property) (probly.quantification.decomposition.decomposition.TotalDecomposition property) (probly.quantification.decomposition.spectral.torch.SpectralDecomposition property) total_uncertainty (probly.quantification.decomposition.spectral.torch.SpectralDecomposition attribute) TotalDecomposition (class in probly.quantification.decomposition.decomposition) TotalUncertainty (class in probly.quantification.notion) track_axis() (in module probly.representation.sample.axis_tracking) track_sample_axis_after_reduction() (in module probly.representation.sample.array_functions) track_sample_dim_after_reduction() (in module probly.representation.sample.torch_functions) train() (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.flax.FlaxConformalSetPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) train_list (probly.datasets.torch.CIFAR10H attribute) training (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BatchEnsembleLinear attribute) (probly.layers.torch.BayesConv2d attribute) (probly.layers.torch.BayesLinear attribute) (probly.layers.torch.DropConnectLinear attribute) (probly.layers.torch.GaussianMixtureHead attribute) (probly.layers.torch.HeteroscedasticLayer attribute) (probly.layers.torch.IntBatchNorm1d attribute) (probly.layers.torch.IntBatchNorm2d attribute) (probly.layers.torch.IntConv2d attribute) (probly.layers.torch.IntLinear attribute) (probly.layers.torch.IntSoftmax attribute) (probly.layers.torch.IRDHead attribute) (probly.layers.torch.MahalanobisHead attribute) (probly.layers.torch.NatPNClassHead attribute) (probly.layers.torch.NatPNRegHead attribute) (probly.layers.torch.NormalInverseGammaLinear attribute) (probly.layers.torch.RadialNormalizingFlow attribute) (probly.layers.torch.RadialNormalizingFlowStack attribute) (probly.layers.torch.RegressionHead attribute) (probly.layers.torch.SharedMaskDropout attribute) (probly.layers.torch.SNCoeffParametrization attribute) (probly.layers.torch.SNGPLayer attribute) (probly.method.deup.torch.ErrorPredictionHead attribute) (probly.method.deup.torch.LogDUEVariance attribute) (probly.method.deup.torch.LogGMMDensity attribute) (probly.method.deup.torch.LogMAFDensity attribute) (probly.method.deup.torch.LogMCDropoutVariance attribute) (probly.method.deup.torch.StationarizingFeatureProvider attribute) (probly.method.deup.torch.TorchDEUPPredictor attribute) (probly.train.bayesian.torch.ELBOLoss attribute) (probly.train.calibration.torch.ExpectedCalibrationError attribute) (probly.train.calibration.torch.FocalLoss attribute) (probly.train.calibration.torch.LabelRelaxationLoss attribute) (probly.train.calibration.torch.LabelSmoothingLoss attribute) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor attribute) (probly.transformation.calibration.torch.TorchIdentityLogitModel attribute) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor attribute) (probly.transformation.conformal.torch.TorchConformalSetPredictor attribute) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor attribute) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork attribute) training_samples (probly.layers.torch.HeteroscedasticLayer attribute) transform (probly.datasets.torch.Benthic attribute) (probly.datasets.torch.CIFAR10HDCIC attribute) (probly.datasets.torch.DCICDataset attribute) (probly.datasets.torch.MiceBone attribute) (probly.datasets.torch.Pig attribute) (probly.datasets.torch.Plankton attribute) (probly.datasets.torch.QualityMRI attribute) (probly.datasets.torch.Synthetic attribute) (probly.datasets.torch.Treeversity1 attribute) (probly.datasets.torch.Treeversity6 attribute) (probly.datasets.torch.Turkey attribute) transition_scores (probly.representation.text_generation.torch.TorchTokenGeneration attribute) transpose() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.array_like.NumpyArrayLike method) (probly.representation.array_like.NumpyArrayLikeImplementation method) (probly.representation.conformal_set.array.ArrayIntervalConformalSet method) (probly.representation.conformal_set.array.ArrayOneHotConformalSet method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.array.ArrayConvexCredalSet method) (probly.representation.credal_set.array.ArrayDiscreteCredalSet method) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet method) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet method) (probly.representation.credal_set.array.ArraySingletonCredalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution method) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample method) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution method) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample method) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution method) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.array.ArraySample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLikeImplementation method) Treeversity1 (class in probly.datasets.torch) Treeversity6 (class in probly.datasets.torch) truncation (probly.representer.semantic_clustering.huggingface.HFGreedySemanticClusterer attribute) (probly.representer.semantic_clustering.huggingface.HFSemanticClusterer attribute) Turkey (class in probly.datasets.torch) type (probly.representation.conformal_set.array.ArrayIntervalConformalSet attribute) (probly.representation.conformal_set.array.ArrayOneHotConformalSet attribute) (probly.representation.conformal_set.torch.TorchIntervalConformalSet attribute) (probly.representation.conformal_set.torch.TorchOneHotConformalSet attribute) (probly.representation.credal_set.array.ArrayCategoricalCredalSet attribute) (probly.representation.credal_set.array.ArrayConvexCredalSet attribute) (probly.representation.credal_set.array.ArrayDiscreteCredalSet attribute) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet attribute) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet attribute) (probly.representation.credal_set.array.ArraySingletonCredalSet attribute) (probly.representation.credal_set.torch.TorchCategoricalCredalSet attribute) (probly.representation.credal_set.torch.TorchConvexCredalSet attribute) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet attribute) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet attribute) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet attribute) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution attribute) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution attribute) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution attribute) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution attribute) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution attribute) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution attribute) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution attribute) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution attribute) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution attribute) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution attribute) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution attribute) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution attribute) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution attribute) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution attribute) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution attribute) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution attribute) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution attribute) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution attribute) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution attribute) type() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) U uncertainty (probly.quantification.decomposition.decomposition.ConstantTotalDecomposition attribute) unified_evidential_train() (in module probly.train.evidential.torch) uniform_logits() (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) unnormalized_probabilities (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution property) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) unpack_interval() (in module probly.layers.torch) update_precision_matrix() (probly.layers.torch.SNGPLayer method) upper() (probly.representation.credal_set.array.ArrayCategoricalCredalSet method) (probly.representation.credal_set.array.ArrayConvexCredalSet method) (probly.representation.credal_set.array.ArrayDiscreteCredalSet method) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet method) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet method) (probly.representation.credal_set.array.ArraySingletonCredalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) upper_bounds (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet attribute) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet attribute) url (probly.datasets.torch.CIFAR10C attribute) (probly.datasets.torch.CIFAR10H attribute) V values() (probly.quantification.decomposition.decomposition.AdditiveDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricEpistemicDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricTotalDecomposition method) (probly.quantification.decomposition.decomposition.CachingDecomposition method) (probly.quantification.decomposition.decomposition.ConstantTotalDecomposition method) (probly.quantification.decomposition.decomposition.Decomposition method) (probly.quantification.decomposition.decomposition.EpistemicDecomposition method) (probly.quantification.decomposition.decomposition.EpistemicTotalDecomposition method) (probly.quantification.decomposition.decomposition.TotalDecomposition method) (probly.quantification.decomposition.spectral.torch.SpectralDecomposition method) var (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution attribute) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution attribute) W weights (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistributionSample attribute) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample attribute) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample attribute) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample attribute) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample attribute) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample attribute) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample attribute) (probly.representation.embedding.torch.TorchEmbeddingSample attribute) (probly.representation.embedding.torch.TorchEmbeddingSampleSample attribute) (probly.representation.sample.array.ArraySample attribute) (probly.representation.sample.array_functions.ArraySampleInternals attribute) (probly.representation.sample.jax.JaxArraySample attribute) (probly.representation.sample.torch.TorchSample attribute) (probly.representation.sample.torch_functions.TorchSampleInternals attribute) (probly.representation.text_generation.torch.TorchTextGenerationSample attribute) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample attribute) width() (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) with_log_likelihood (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) with_protected_values() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.array.ArrayIntervalConformalSet method) (probly.representation.conformal_set.array.ArrayOneHotConformalSet method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.array.ArrayConvexCredalSet method) (probly.representation.credal_set.array.ArrayDiscreteCredalSet method) (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet method) (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet method) (probly.representation.credal_set.array.ArraySingletonCredalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.array_bernoulli.ArrayBernoulliDistribution method) (probly.representation.distribution.array_bernoulli.ArrayLogitBernoulliDistribution method) (probly.representation.distribution.array_bernoulli.ArrayProbabilityBernoulliDistribution method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayLogitCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayProbabilityCategoricalDistribution method) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTokenGeneration method) writeable (probly.representation.array_like.ArrayFlagsLike attribute) writebackifcopy (probly.representation.array_like.ArrayFlagsLike attribute) X x_labeled (probly.evaluation.active_learning.pool.array.NumpyActiveLearningPool attribute) (probly.evaluation.active_learning.pool.torch.TorchActiveLearningPool attribute) x_test (probly.evaluation.active_learning.pool.array.NumpyActiveLearningPool attribute) (probly.evaluation.active_learning.pool.torch.TorchActiveLearningPool attribute) x_unlabeled (probly.evaluation.active_learning.pool.array.NumpyActiveLearningPool attribute) (probly.evaluation.active_learning.pool.torch.TorchActiveLearningPool attribute) xpu() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) Y y_labeled (probly.evaluation.active_learning.pool.array.NumpyActiveLearningPool attribute) (probly.evaluation.active_learning.pool.torch.TorchActiveLearningPool attribute) y_test (probly.evaluation.active_learning.pool.array.NumpyActiveLearningPool attribute) (probly.evaluation.active_learning.pool.torch.TorchActiveLearningPool attribute) y_unlabeled (probly.evaluation.active_learning.pool.array.NumpyActiveLearningPool attribute) (probly.evaluation.active_learning.pool.torch.TorchActiveLearningPool attribute) Z zero_grad() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.train.bayesian.torch.ELBOLoss method) (probly.train.calibration.torch.ExpectedCalibrationError method) (probly.train.calibration.torch.FocalLoss method) (probly.train.calibration.torch.LabelRelaxationLoss method) (probly.train.calibration.torch.LabelSmoothingLoss method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method)