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 | Z _ __call__() (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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.flax.FlaxConformalSetPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.method.PredictorTransformationMethod method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork method) (probly.quantification.decomposition.decomposition.Decomposer method) (probly.representation.sample.array_functions.ArraySampleCreator method) (probly.representation.sample.torch_functions.TorchSampleCreator 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.utils.switchdispatch method) A active_learning_loop() (in module probly.evaluation.active_learning.loop) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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) 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.layers.torch.NormalInverseGammaLinear attribute) (probly.train.calibration.torch.FocalLoss attribute) (probly.train.calibration.torch.LabelRelaxationLoss attribute) alpha_bias (probly.layers.torch.NormalInverseGammaLinear attribute) alpha_prior (probly.layers.torch.NatPNClassHead attribute) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork attribute) alphas (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution attribute) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution attribute) append_activation_torch() (in module probly.method.evidential.classification.torch) (in module probly.method.prior_network.torch) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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_categorical.ArrayCategoricalDistributionSample 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_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_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_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) 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) ArrayOneHotConformalSet (class in probly.representation.conformal_set.array) 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_categorical.ArrayCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample 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 b_L (probly.layers.torch.SNGPLayer attribute) 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.TorchProbabilityIntervalsCredalSet property) base_folder (probly.datasets.torch.CIFAR10H attribute) batch_norm (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork attribute) batchensemble() (in module probly.method) 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) BayesLinear (class in probly.layers.torch) behaved (probly.representation.array_like.ArrayFlagsLike property) Benthic (class in probly.datasets.torch) beta (probly.layers.torch.NormalInverseGammaLinear attribute) beta_bias (probly.layers.torch.NormalInverseGammaLinear attribute) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) bias (probly.layers.flax.BatchEnsembleConv attribute) (probly.layers.flax.BatchEnsembleLinear attribute) (probly.layers.flax.DropConnectLinear attribute) (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.NormalInverseGammaLinear attribute) (probly.method.calibration.sklearn.SklearnVectorScalingPredictor property) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor property) bias_init (probly.layers.flax.DropConnectLinear attribute) bias_mu (probly.layers.torch.BayesConv2d attribute) (probly.layers.torch.BayesLinear attribute) bias_prior_mu (probly.layers.torch.BayesConv2d attribute) (probly.layers.torch.BayesLinear attribute) bias_prior_sigma (probly.layers.torch.BayesConv2d attribute) (probly.layers.torch.BayesLinear attribute) bias_rho (probly.layers.torch.BayesConv2d attribute) (probly.layers.torch.BayesLinear attribute) bins (probly.train.calibration.torch.ExpectedCalibrationError.self attribute) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) C c_contiguous (probly.representation.array_like.ArrayFlagsLike property) CachingDecomposition (class in probly.quantification.decomposition.decomposition) calibrate() (probly.method.calibration.sklearn.SklearnVectorScalingPredictor method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.flax.FlaxConformalSetPredictor method) (probly.method.conformal.sklearn.SklearnConformalSetPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) calibrate_sklearn_calibrated_classifier_cv() (in module probly.method.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.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.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.SNGPLayer attribute) (probly.layers.torch.SpectralNormWithMultiplier attribute) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor attribute) (probly.method.calibration.torch.TorchIdentityLogitModel attribute) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor attribute) (probly.method.conformal.torch.TorchConformalSetPredictor attribute) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork attribute) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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) carray (probly.representation.array_like.ArrayFlagsLike property) cast() (in module probly.method) categorical_palette (probly.plot.config.PlotConfig attribute) certainty_budget (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) CIFAR10H (class in probly.datasets.torch) classes_ (probly.method.calibration.sklearn.SklearnIdentityLogitEstimator attribute) (probly.method.calibration.sklearn.SklearnVectorScalingPredictor attribute) classifier (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork attribute) clone() (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.TorchProbabilityIntervalsCredalSet method) (probly.representation.ddu.torch.TorchDDURepresentation method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.duq.torch.TorchDUQRepresentation method) (probly.representation.sample.torch.TorchSample 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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) 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_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_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_uacqr_score_func_torch() (in module probly.conformal_scores.uacqr.torch) compute_weight() (probly.layers.torch.SpectralNormWithMultiplier method) concat() (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.sample.array.ArraySample method) (probly.representation.sample.jax.JaxArraySample method) (probly.representation.sample.torch.TorchSample method) config (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor attribute) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor attribute) conformal_quantile (probly.method.conformal.flax.FlaxConformalSetPredictor property) (probly.method.conformal.sklearn.SklearnConformalSetPredictor attribute) (probly.method.conformal.torch.TorchConformalSetPredictor 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) 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_categorical.ArrayCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample 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) counts (probly.datasets.torch.CIFAR10H 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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.TorchProbabilityIntervalsCredalSet method) (probly.representation.ddu.torch.TorchDDURepresentation method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.duq.torch.TorchDUQRepresentation method) (probly.representation.sample.torch.TorchSample 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) create (probly.representation.sample.array_functions.ArraySampleInternals attribute) (probly.representation.sample.torch_functions.TorchSampleInternals attribute) credal_wrapper() (in module probly.method) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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.TorchProbabilityIntervalsCredalSet method) (probly.representation.ddu.torch.TorchDDURepresentation method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.duq.torch.TorchDUQRepresentation method) (probly.representation.sample.torch.TorchSample 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) D dare_regularizer() (in module probly.train.dare.torch) data (probly.datasets.torch.Benthic attribute) (probly.datasets.torch.DCICDataset attribute) (probly.datasets.torch.Plankton attribute) (probly.datasets.torch.QualityMRI attribute) (probly.datasets.torch.Treeversity1 attribute) (probly.datasets.torch.Treeversity6 attribute) DCICDataset (class in probly.datasets.torch) ddu() (in module probly.method) decision_function() (probly.method.calibration.sklearn.SklearnIdentityLogitEstimator method) Decomposer (class in probly.quantification.decomposition.decomposition) Decomposition (class in probly.quantification.decomposition.decomposition) densities (probly.representation.ddu.torch.TorchDDURepresentation attribute) der_loss() (in module probly.train.evidential.torch) detach() (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.TorchProbabilityIntervalsCredalSet method) (probly.representation.ddu.torch.TorchDDURepresentation method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.duq.torch.TorchDUQRepresentation method) (probly.representation.sample.torch.TorchSample method) (probly.representation.torch_like.TorchLike method) (probly.representation.torch_like.TorchLikeImplementation method) deterministic (probly.layers.flax.DropConnectLinear attribute) device (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.TorchProbabilityIntervalsCredalSet property) (probly.representation.ddu.torch.TorchDDURepresentation property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample 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_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.duq.torch.TorchDUQRepresentation 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.torch_like.TorchLike property) (probly.representation.torch_like.TorchLikeConvertible property) (probly.representation.torch_like.TorchLikeImplementation property) diag_layer (probly.layers.torch.HeteroscedasticLayer attribute) dilation (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BayesConv2d attribute) dirichlet_entropy() (in module probly.train.evidential.torch) dists (probly.datasets.torch.ImageNetReaL attribute) dot_general (probly.layers.flax.DropConnectLinear 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) download() (probly.datasets.torch.CIFAR10H method) dpi (probly.plot.config.PlotConfig attribute) drop_in_place_het_layer() (in module probly.method.het_nets.torch) dropconnect() (in module probly.method) DropConnectLinear (class in probly.layers.flax) (class in probly.layers.torch) dropout() (in module probly.method) dtype (probly.layers.flax.DropConnectLinear attribute) (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.TorchProbabilityIntervalsCredalSet property) (probly.representation.ddu.torch.TorchDDURepresentation property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample 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_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.duq.torch.TorchDUQRepresentation 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.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.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.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.SNGPLayer attribute) (probly.layers.torch.SpectralNormWithMultiplier attribute) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor attribute) (probly.method.calibration.torch.TorchIdentityLogitModel attribute) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor attribute) (probly.method.conformal.torch.TorchConformalSetPredictor attribute) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork attribute) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) duq() (in module probly.method) E efficient_credal_prediction() (in module probly.method) ELBOLoss (class in probly.train.bayesian.torch) encoder (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork attribute) ensemble() (in module probly.method) entropy (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) entropy() (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution method) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) 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) EpistemicDecomposition (class in probly.quantification.decomposition.decomposition) EpistemicTotalDecomposition (class in probly.quantification.decomposition.decomposition) EpistemicUncertainty (class in probly.quantification.notion) eps (probly.layers.torch.SpectralNormWithMultiplier attribute) epsilon (probly.train.calibration.torch.LabelSmoothingLoss attribute) estimator (probly.method.calibration.sklearn.SklearnVectorScalingPredictor property) (probly.method.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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.flax.FlaxConformalSetPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) evaluate_ood() (in module probly.evaluation.ood) evidential_ce_loss() (in module probly.train.evidential.torch) evidential_classification() (in module probly.method.evidential.classification.common) 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() (in module probly.method.evidential.regression.common) evidential_regression_regularization() (in module probly.train.evidential.torch) EvidentialClassificationPredictor (class in probly.method.evidential.classification.common) ExpectedCalibrationError (class in probly.train.calibration.torch) extra_repr() (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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) F f_contiguous (probly.representation.array_like.ArrayFlagsLike property) farray (probly.representation.array_like.ArrayFlagsLike property) fc (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork attribute) feature_group_count (probly.layers.flax.BatchEnsembleConv attribute) figure_size (probly.plot.config.PlotConfig attribute) filename (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.method.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.method.calibration.sklearn.SklearnVectorScalingPredictor method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.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_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample 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.method.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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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_categorical.ArrayCategoricalDistributionSample class method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample class method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample class method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample class method) (probly.representation.sample.array.ArraySample class method) (probly.representation.sample.jax.JaxArraySample class method) (probly.representation.sample.torch.TorchSample 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.TorchProbabilityIntervalsCredalSet class method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample class method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample class method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample class method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample class method) (probly.representation.sample.array.ArraySample class method) (probly.representation.sample.jax.JaxArraySample class method) (probly.representation.sample.torch.TorchSample 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.TorchProbabilityIntervalsCredalSet class method) G gamma (probly.layers.torch.NormalInverseGammaLinear attribute) (probly.train.calibration.torch.FocalLoss attribute) gamma_bias (probly.layers.torch.NormalInverseGammaLinear attribute) generate_sklearn_scaling_calibrator() (in module probly.method.calibration.sklearn) generate_torch_scaling_calibrator() (in module probly.method.calibration.torch) 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) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) get_metadata_routing() (probly.method.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.method.calibration.sklearn.SklearnVectorScalingPredictor method) (probly.method.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) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) get_params() (probly.method.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.method.calibration.sklearn.SklearnVectorScalingPredictor method) (probly.method.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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) grid_alpha (probly.plot.config.PlotConfig attribute) grid_linestyle (probly.plot.config.PlotConfig attribute) groups (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BayesConv2d 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) HeteroscedasticLayer (class in probly.layers.torch) 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.DCICDataset attribute) (probly.datasets.torch.Plankton attribute) (probly.datasets.torch.QualityMRI attribute) (probly.datasets.torch.Treeversity1 attribute) (probly.datasets.torch.Treeversity6 attribute) image_paths (probly.datasets.torch.Benthic attribute) (probly.datasets.torch.DCICDataset attribute) (probly.datasets.torch.Plankton attribute) (probly.datasets.torch.QualityMRI attribute) (probly.datasets.torch.Treeversity1 attribute) (probly.datasets.torch.Treeversity6 attribute) ImageNetReaL (class in probly.datasets.torch) in_channels (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BayesConv2d attribute) in_features (probly.layers.flax.BatchEnsembleConv attribute) (probly.layers.flax.BatchEnsembleLinear attribute) (probly.layers.flax.DropConnectLinear attribute) (probly.layers.torch.BatchEnsembleLinear attribute) (probly.layers.torch.BayesLinear attribute) (probly.layers.torch.DropConnectLinear attribute) (probly.layers.torch.HeteroscedasticLayer attribute) index (probly.representation.sample.axis_tracking.ArrayIndex attribute) (probly.representation.sample.axis_tracking.AxisTrackingResult attribute) input_dilation (probly.layers.flax.BatchEnsembleConv 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) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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.method.calibration.torch.TorchAffineLogitCalibrationPredictor property) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor property) is_calibrated_ (probly.method.calibration.sklearn.SklearnVectorScalingPredictor property) is_parameter_efficient (probly.layers.torch.HeteroscedasticLayer attribute) is_weighted (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.sample.array.ArraySample property) (probly.representation.sample.jax.JaxArraySample property) (probly.representation.sample.torch.TorchSample 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) iter_children() (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.method.conformal.flax.FlaxConformalSetPredictor method) iter_modules() (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.method.conformal.flax.FlaxConformalSetPredictor method) J JaxArraySample (class in probly.representation.sample.jax) JaxLikeImplementation (class in probly.representation.jax_like) K kernel (probly.layers.flax.BatchEnsembleConv attribute) (probly.layers.flax.BatchEnsembleLinear attribute) (probly.layers.flax.DropConnectLinear attribute) kernel_dilation (probly.layers.flax.BatchEnsembleConv attribute) kernel_init (probly.layers.flax.DropConnectLinear attribute) kernel_shape (probly.layers.flax.BatchEnsembleConv attribute) kernel_size (probly.layers.flax.BatchEnsembleConv attribute) (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BayesConv2d attribute) (probly.layers.torch.IntConv2d attribute) kernel_values (probly.representation.duq.torch.TorchDUQRepresentation 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) kl_dirichlet() (in module probly.train.evidential.torch) kl_divergence (probly.layers.torch.BayesConv2d property) (probly.layers.torch.BayesLinear property) kl_penalty (probly.train.bayesian.torch.ELBOLoss attribute) L label_fontsize (probly.plot.config.PlotConfig attribute) label_mappings (probly.datasets.torch.Benthic attribute) (probly.datasets.torch.DCICDataset attribute) (probly.datasets.torch.Plankton attribute) (probly.datasets.torch.QualityMRI attribute) (probly.datasets.torch.Treeversity1 attribute) (probly.datasets.torch.Treeversity6 attribute) label_smoothing (probly.train.calibration.torch.LabelSmoothingLoss attribute) LabelRelaxationLoss (class in probly.train.calibration.torch) LabelSmoothingLoss (class in probly.train.calibration.torch) line_width (probly.plot.config.PlotConfig attribute) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) log_prob() (probly.layers.torch.RadialNormalizingFlowStack method) log_scale (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork attribute) 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) 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 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) mask (probly.layers.flax.BatchEnsembleConv 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) measure (in module probly.quantification) meta (probly.datasets.torch.CIFAR10H attribute) mH (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.TorchProbabilityIntervalsCredalSet property) (probly.representation.ddu.torch.TorchDDURepresentation property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.duq.torch.TorchDUQRepresentation property) (probly.representation.sample.torch.TorchSample property) (probly.representation.torch_like.TorchLike property) (probly.representation.torch_like.TorchLikeImplementation property) 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.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.uacqr probly.conformal_scores.uacqr.jax probly.conformal_scores.uacqr.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.ood probly.evaluation.tasks probly.layers probly.layers.flax probly.layers.torch probly.lazy_types probly.method probly.method.calibration probly.method.calibration.sklearn probly.method.calibration.torch probly.method.conformal probly.method.conformal.flax probly.method.conformal.sklearn probly.method.conformal.torch probly.method.credal_bnn probly.method.credal_ensembling probly.method.credal_net probly.method.credal_net.torch probly.method.credal_relative_likelihood probly.method.credal_relative_likelihood.torch probly.method.dare probly.method.evidential probly.method.evidential.classification probly.method.evidential.classification.common probly.method.evidential.classification.torch probly.method.evidential.regression probly.method.evidential.regression.common probly.method.evidential.regression.torch probly.method.het_nets probly.method.het_nets.torch probly.method.method probly.method.natural_posterior_network probly.method.natural_posterior_network.torch probly.method.posterior_network probly.method.posterior_network.torch probly.method.prior_network probly.method.prior_network.torch 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.sklearn probly.quantification probly.quantification.decomposition probly.quantification.decomposition.ddu probly.quantification.decomposition.ddu.torch probly.quantification.decomposition.decomposition probly.quantification.decomposition.duq probly.quantification.decomposition.duq.torch probly.quantification.decomposition.entropy probly.quantification.decomposition.zero_one probly.quantification.notion 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.ddu probly.representation.ddu.torch probly.representation.distribution probly.representation.distribution.array_categorical probly.representation.distribution.array_dirichlet probly.representation.distribution.array_gaussian probly.representation.distribution.torch_categorical probly.representation.distribution.torch_dirichlet probly.representation.distribution.torch_gaussian probly.representation.duq probly.representation.duq.torch probly.representation.het_nets 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.torch_functions probly.representation.torch_like probly.representer probly.representer.credal_ensembler probly.representer.credal_ensembler.torch probly.representer.efficient_credal_prediction probly.representer.efficient_credal_prediction.torch probly.representer.het_nets probly.representer.sampler probly.representer.sampler.flax probly.representer.sampler.sklearn probly.representer.sampler.torch probly.representer.sngp probly.representer.sngp.torch 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.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 module (probly.layers.torch.SpectralNormWithMultiplier attribute) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) momentum (probly.layers.torch.SNGPLayer attribute) move_sample_axis() (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.sample.array.ArraySample method) (probly.representation.sample.jax.JaxArraySample method) (probly.representation.sample.torch.TorchSample method) move_sample_dim() (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.sample.torch.TorchSample method) mT (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.TorchProbabilityIntervalsCredalSet property) (probly.representation.ddu.torch.TorchDDURepresentation property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample 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_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.duq.torch.TorchDUQRepresentation 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.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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) mu_layer (probly.layers.torch.HeteroscedasticLayer attribute) multi_register() (probly.utils.switchdispatch method) N n_power_iterations (probly.layers.torch.SpectralNormWithMultiplier attribute) name (probly.layers.torch.SpectralNormWithMultiplier attribute) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) natpn_loss() (in module probly.train.evidential.torch) NatPNClassHead (class in probly.layers.torch) NatPNRegHead (class in probly.layers.torch) ndim (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.TorchProbabilityIntervalsCredalSet property) (probly.representation.ddu.torch.TorchDDURepresentation property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample 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_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.duq.torch.TorchDUQRepresentation 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.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) non_conformity_score (probly.method.conformal.flax.FlaxConformalSetPredictor attribute) (probly.method.conformal.sklearn.SklearnConformalSetPredictor attribute) (probly.method.conformal.torch.TorchConformalSetPredictor attribute) norm_flow (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork attribute) norm_multiplier (probly.layers.torch.SpectralNormWithMultiplier attribute) normal_wishart_log_prob() (in module probly.train.evidential.torch) NormalInverseGammaLinear (class in probly.layers.torch) Notion (class in probly.quantification.notion) nu (probly.layers.torch.NormalInverseGammaLinear attribute) nu_bias (probly.layers.torch.NormalInverseGammaLinear attribute) num_bins (probly.train.calibration.torch.ExpectedCalibrationError attribute) num_classes (probly.datasets.torch.Benthic attribute) (probly.datasets.torch.DCICDataset attribute) (probly.datasets.torch.Plankton attribute) (probly.datasets.torch.QualityMRI attribute) (probly.datasets.torch.Treeversity1 attribute) (probly.datasets.torch.Treeversity6 attribute) (probly.layers.torch.HeteroscedasticLayer 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.TorchProbabilityIntervalsCredalSet property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) num_factors (probly.layers.torch.HeteroscedasticLayer attribute) num_inducing (probly.layers.torch.SNGPLayer attribute) num_members (probly.layers.flax.BatchEnsembleConv attribute) (probly.layers.flax.BatchEnsembleLinear attribute) (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BatchEnsembleLinear attribute) numpy() (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.TorchProbabilityIntervalsCredalSet method) (probly.representation.ddu.torch.TorchDDURepresentation method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.duq.torch.TorchDUQRepresentation method) (probly.representation.sample.torch.TorchSample method) (probly.representation.torch_like.TorchLike method) (probly.representation.torch_like.TorchLikeImplementation method) NumpyArrayLike (class in probly.representation.array_like) NumpyArrayLikeConvertible (class in probly.representation.array_like) NumpyArrayLikeImplementation (class in probly.representation.array_like) O out_channels (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BayesConv2d attribute) out_features (probly.layers.flax.BatchEnsembleConv attribute) (probly.layers.flax.BatchEnsembleLinear attribute) (probly.layers.flax.DropConnectLinear attribute) (probly.layers.torch.BatchEnsembleLinear attribute) (probly.layers.torch.BayesLinear attribute) (probly.layers.torch.DropConnectLinear attribute) 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) owndata (probly.representation.array_like.ArrayFlagsLike property) P p (probly.layers.torch.DropConnectLinear attribute) pack_interval() (in module probly.layers.torch) padding (probly.layers.flax.BatchEnsembleConv attribute) (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BayesConv2d attribute) (probly.layers.torch.IntConv2d attribute) param_dtype (probly.layers.flax.DropConnectLinear 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) parse_archives() (probly.datasets.torch.ImageNetReaL method) parse_dynamic_metric() (in module probly.evaluation.ood) permitted_functions (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.TorchProbabilityIntervalsCredalSet attribute) (probly.representation.ddu.torch.TorchDDURepresentation attribute) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution attribute) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution attribute) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution attribute) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution attribute) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution attribute) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution attribute) (probly.representation.duq.torch.TorchDUQRepresentation 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_categorical.ArrayCategoricalDistribution attribute) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution attribute) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution attribute) permute() (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.TorchProbabilityIntervalsCredalSet method) (probly.representation.ddu.torch.TorchDDURepresentation method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.duq.torch.TorchDUQRepresentation method) (probly.representation.sample.torch.TorchSample method) (probly.representation.torch_like.TorchLikeImplementation method) perturb() (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.method.conformal.flax.FlaxConformalSetPredictor method) 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) postnet_loss() (in module probly.train.evidential.torch) precision (probly.layers.flax.DropConnectLinear 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) predict() (probly.method.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.method.calibration.sklearn.SklearnVectorScalingPredictor method) (probly.method.conformal.sklearn.SklearnConformalSetPredictor method) predict_logits() (probly.method.calibration.sklearn.SklearnVectorScalingPredictor method) predict_proba() (probly.method.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.method.calibration.sklearn.SklearnVectorScalingPredictor method) predict_sklearn() (in module probly.predictor.sklearn) predictive_probs() (in module probly.train.evidential.torch) predictor (probly.method.calibration.sklearn.SklearnVectorScalingPredictor attribute) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor attribute) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor attribute) (probly.method.conformal.flax.FlaxConformalSetPredictor attribute) (probly.method.conformal.sklearn.SklearnConformalSetPredictor attribute) (probly.method.conformal.torch.TorchConformalSetPredictor attribute) predictor_transformation() (in module probly.method.method) PredictorTransformationMethod (class in probly.method.method) preferred_element_type (probly.layers.flax.DropConnectLinear attribute) primary_protected_name() (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.TorchProbabilityIntervalsCredalSet class method) (probly.representation.ddu.torch.TorchDDURepresentation class method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution class method) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution class method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution class method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution class method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution class method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution class method) (probly.representation.duq.torch.TorchDUQRepresentation class method) probabilities (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) 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.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.uacqr module probly.conformal_scores.uacqr.jax module probly.conformal_scores.uacqr.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.ood module probly.evaluation.tasks 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.calibration.sklearn module probly.method.calibration.torch module probly.method.conformal module probly.method.conformal.flax module probly.method.conformal.sklearn module probly.method.conformal.torch module probly.method.credal_bnn module probly.method.credal_ensembling module probly.method.credal_net module probly.method.credal_net.torch module probly.method.credal_relative_likelihood module probly.method.credal_relative_likelihood.torch module probly.method.dare module probly.method.evidential module probly.method.evidential.classification module probly.method.evidential.classification.common module probly.method.evidential.classification.torch module probly.method.evidential.regression module probly.method.evidential.regression.common module probly.method.evidential.regression.torch module probly.method.het_nets module probly.method.het_nets.torch module probly.method.method module probly.method.natural_posterior_network module probly.method.natural_posterior_network.torch module probly.method.posterior_network module probly.method.posterior_network.torch module probly.method.prior_network module probly.method.prior_network.torch 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.sklearn module probly.quantification module probly.quantification.decomposition module probly.quantification.decomposition.ddu module probly.quantification.decomposition.ddu.torch module probly.quantification.decomposition.decomposition module probly.quantification.decomposition.duq module probly.quantification.decomposition.duq.torch module probly.quantification.decomposition.entropy module probly.quantification.decomposition.zero_one module probly.quantification.notion 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.ddu module probly.representation.ddu.torch module probly.representation.distribution module probly.representation.distribution.array_categorical module probly.representation.distribution.array_dirichlet module probly.representation.distribution.array_gaussian module probly.representation.distribution.torch_categorical module probly.representation.distribution.torch_dirichlet module probly.representation.distribution.torch_gaussian module probly.representation.duq module probly.representation.duq.torch module probly.representation.het_nets 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.torch_functions module probly.representation.torch_like module probly.representer module probly.representer.credal_ensembler module probly.representer.credal_ensembler.torch module probly.representer.efficient_credal_prediction module probly.representer.efficient_credal_prediction.torch module probly.representer.het_nets module probly.representer.sampler module probly.representer.sampler.flax module probly.representer.sampler.sklearn module probly.representer.sampler.torch module probly.representer.sngp module probly.representer.sngp.torch 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.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 promote_dtype (probly.layers.flax.DropConnectLinear attribute) protected_axes (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.TorchProbabilityIntervalsCredalSet attribute) (probly.representation.ddu.torch.TorchDDURepresentation attribute) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution attribute) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution attribute) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution attribute) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution attribute) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution attribute) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution attribute) (probly.representation.duq.torch.TorchDUQRepresentation attribute) protected_shape (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.TorchProbabilityIntervalsCredalSet property) (probly.representation.ddu.torch.TorchDDURepresentation property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.duq.torch.TorchDUQRepresentation property) protected_value() (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.TorchProbabilityIntervalsCredalSet method) (probly.representation.ddu.torch.TorchDDURepresentation method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution method) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.duq.torch.TorchDUQRepresentation method) protected_values() (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.TorchProbabilityIntervalsCredalSet method) (probly.representation.ddu.torch.TorchDDURepresentation method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution method) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.duq.torch.TorchDUQRepresentation method) Q QualityMRI (class in probly.datasets.torch) R r (probly.layers.flax.BatchEnsembleConv attribute) (probly.layers.flax.BatchEnsembleLinear attribute) (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BatchEnsembleLinear attribute) RadialNormalizingFlow (class in probly.layers.torch) RadialNormalizingFlowStack (class in probly.layers.torch) radius (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet attribute) rate (probly.layers.flax.DropConnectLinear attribute) reduction (probly.train.calibration.torch.LabelSmoothingLoss attribute) register() (in module probly.method.evidential.classification.common) (in module probly.method.evidential.regression.common) (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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) RegressionHead (class in probly.layers.torch) regularization_fn() (in module probly.train.evidential.torch) remove_layer() (in module probly.method.het_nets.torch) replace_last_torch_nig() (in module probly.method.evidential.regression.torch) Representation (class in probly.representation.representation) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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_traverser (in module probly.traverse_nn) reshape() (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.TorchProbabilityIntervalsCredalSet method) (probly.representation.ddu.torch.TorchDDURepresentation method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution method) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.duq.torch.TorchDUQRepresentation method) resolve_conj() (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.TorchProbabilityIntervalsCredalSet method) (probly.representation.ddu.torch.TorchDDURepresentation method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.duq.torch.TorchDUQRepresentation method) (probly.representation.sample.torch.TorchSample method) (probly.representation.torch_like.TorchLikeImplementation method) resolve_neg() (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.TorchProbabilityIntervalsCredalSet method) (probly.representation.ddu.torch.TorchDDURepresentation method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.duq.torch.TorchDUQRepresentation method) (probly.representation.sample.torch.TorchSample method) (probly.representation.torch_like.TorchLikeImplementation method) ridge_penalty (probly.layers.torch.SNGPLayer attribute) rng_collection (probly.layers.flax.DropConnectLinear attribute) rngs (probly.layers.flax.DropConnectLinear attribute) 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.DCICDataset attribute) (probly.datasets.torch.Plankton attribute) (probly.datasets.torch.QualityMRI attribute) (probly.datasets.torch.Treeversity1 attribute) (probly.datasets.torch.Treeversity6 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 s (probly.layers.flax.BatchEnsembleConv attribute) (probly.layers.flax.BatchEnsembleLinear attribute) (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BatchEnsembleLinear attribute) sample() (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution method) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) sample_axis (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample attribute) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample attribute) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample 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) sample_dim (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample attribute) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample attribute) (probly.representation.sample.torch.TorchSample attribute) (probly.representation.sample.torch_functions.TorchSampleInternals attribute) sample_mean() (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.sample.array.ArraySample method) (probly.representation.sample.jax.JaxArraySample method) (probly.representation.sample.torch.TorchSample method) sample_size (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.sample.array.ArraySample property) (probly.representation.sample.jax.JaxArraySample property) (probly.representation.sample.torch.TorchSample property) sample_space (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample attribute) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample attribute) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample attribute) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample attribute) sample_std() (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.sample.array.ArraySample method) (probly.representation.sample.jax.JaxArraySample method) (probly.representation.sample.torch.TorchSample method) sample_var() (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.sample.array.ArraySample method) (probly.representation.sample.jax.JaxArraySample method) (probly.representation.sample.torch.TorchSample method) samples (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample property) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.sample.array.ArraySample property) (probly.representation.sample.jax.JaxArraySample property) (probly.representation.sample.torch.TorchSample property) score() (probly.method.calibration.sklearn.SklearnIdentityLogitEstimator method) selective_prediction() (in module probly.evaluation.tasks) set_attributes() (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.method.conformal.flax.FlaxConformalSetPredictor method) set_decision_function_request() (probly.method.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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) set_fit_request() (probly.method.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.method.calibration.sklearn.SklearnVectorScalingPredictor method) (probly.method.conformal.sklearn.SklearnConformalSetPredictor method) set_mode() (probly.layers.flax.DropConnectLinear method) set_params() (probly.method.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.method.calibration.sklearn.SklearnVectorScalingPredictor method) (probly.method.conformal.sklearn.SklearnConformalSetPredictor method) set_predict_proba_request() (probly.method.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.method.calibration.sklearn.SklearnVectorScalingPredictor method) set_predict_request() (probly.method.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.method.calibration.sklearn.SklearnVectorScalingPredictor method) set_score_request() (probly.method.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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) shape (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.TorchProbabilityIntervalsCredalSet property) (probly.representation.ddu.torch.TorchDDURepresentation property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample 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_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.duq.torch.TorchDUQRepresentation 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.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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample 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.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.TorchProbabilityIntervalsCredalSet method) (probly.representation.ddu.torch.TorchDDURepresentation method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.duq.torch.TorchDUQRepresentation method) (probly.representation.sample.torch.TorchSample method) (probly.representation.torch_like.TorchLike method) (probly.representation.torch_like.TorchLikeImplementation method) skip_layer() (in module probly.method.het_nets.torch) sklearn_identity_logit_estimator() (in module probly.method.calibration) SklearnConformalSetPredictor (class in probly.method.conformal.sklearn) SklearnIdentityLogitEstimator (class in probly.method.calibration.sklearn) SklearnVectorScalingPredictor (class in probly.method.calibration.sklearn) sngp (probly.layers.torch.SNGPLayer attribute) sngp() (in module probly.method) SNGPLayer (class in probly.layers.torch) softmax (probly.representation.ddu.torch.TorchDDURepresentation attribute) sow() (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.method.conformal.flax.FlaxConformalSetPredictor method) SpectralNormWithMultiplier (class in probly.layers.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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) stride (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BayesConv2d attribute) (probly.layers.torch.IntConv2d attribute) strides (probly.layers.flax.BatchEnsembleConv attribute) subensemble() (in module probly.method) switchdispatch (class in probly.utils) T T (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.TorchProbabilityIntervalsCredalSet property) (probly.representation.ddu.torch.TorchDDURepresentation property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution property) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample 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_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.duq.torch.TorchDUQRepresentation 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.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.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.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.SNGPLayer attribute) (probly.layers.torch.SpectralNormWithMultiplier attribute) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor attribute) (probly.method.calibration.torch.TorchIdentityLogitModel attribute) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor attribute) (probly.method.conformal.torch.TorchConformalSetPredictor attribute) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork attribute) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) targets (probly.datasets.torch.Benthic attribute) (probly.datasets.torch.CIFAR10H attribute) (probly.datasets.torch.DCICDataset attribute) (probly.datasets.torch.Plankton attribute) (probly.datasets.torch.QualityMRI attribute) (probly.datasets.torch.Treeversity1 attribute) (probly.datasets.torch.Treeversity6 attribute) temperature (probly.layers.torch.HeteroscedasticLayer attribute) (probly.method.calibration.sklearn.SklearnVectorScalingPredictor property) (probly.method.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_categorical.TorchCategoricalDistributionSample attribute) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample attribute) (probly.representation.sample.torch.TorchSample attribute) (probly.representation.sample.torch_functions.TorchSampleInternals attribute) test_list (probly.datasets.torch.CIFAR10H attribute) tgz_md5 (probly.datasets.torch.CIFAR10H 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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.TorchProbabilityIntervalsCredalSet method) (probly.representation.ddu.torch.TorchDDURepresentation method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.duq.torch.TorchDUQRepresentation method) (probly.representation.sample.torch.TorchSample 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) to_device() (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.TorchProbabilityIntervalsCredalSet method) (probly.representation.ddu.torch.TorchDDURepresentation method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample 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_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.duq.torch.TorchDUQRepresentation 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.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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) torch_adjoint_function() (in module probly.representation.sample.torch_functions) torch_average() (in module probly.representation.torch_functions) torch_cat_function() (in module probly.representation.sample.torch_functions) torch_collect_outputs() (in module probly.utils.torch) torch_compute_categorical_sample_from_logits() (in module probly.representer.sngp.torch) torch_compute_credal_ensembling_set() (in module probly.representer.credal_ensembler.torch) torch_compute_credal_net_set() (in module probly.representer.credal_ensembler.torch) torch_duq_uncertainty() (in module probly.quantification.decomposition.duq.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.method.calibration) torch_internals_override() (in module probly.representation.sample.torch_functions) torch_negative_log_density() (in module probly.quantification.decomposition.ddu.torch) 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_stack_function() (in module probly.representation.sample.torch_functions) torch_transpose_function() (in module probly.representation.sample.torch_functions) TorchAffineLogitCalibrationPredictor (class in probly.method.calibration.torch) TorchCategoricalCredalSet (class in probly.representation.credal_set.torch) TorchCategoricalDistribution (class in probly.representation.distribution.torch_categorical) TorchCategoricalDistributionSample (class in probly.representation.distribution.torch_categorical) TorchConformalSetPredictor (class in probly.method.conformal.torch) TorchConvexCredalSet (class in probly.representation.credal_set.torch) TorchDDURepresentation (class in probly.representation.ddu.torch) TorchDirichletDistribution (class in probly.representation.distribution.torch_dirichlet) TorchDUQRepresentation (class in probly.representation.duq.torch) TorchGaussianDistribution (class in probly.representation.distribution.torch_gaussian) TorchGaussianDistributionSample (class in probly.representation.distribution.torch_gaussian) TorchIdentityLogitModel (class in probly.method.calibration.torch) TorchIntervalConformalSet (class in probly.representation.conformal_set.torch) TorchIsotonicCalibrationPredictor (class in probly.method.calibration.torch) TorchLike (class in probly.representation.torch_like) TorchLikeConvertible (class in probly.representation.torch_like) TorchLikeImplementation (class in probly.representation.torch_like) TorchNaturalPosteriorNetwork (class in probly.method.natural_posterior_network.torch) TorchOneHotConformalSet (class in probly.representation.conformal_set.torch) TorchPosteriorNetwork (class in probly.method.posterior_network.torch) 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) 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) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.flax.FlaxConformalSetPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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.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.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.SNGPLayer attribute) (probly.layers.torch.SpectralNormWithMultiplier attribute) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor attribute) (probly.method.calibration.torch.TorchIdentityLogitModel attribute) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor attribute) (probly.method.conformal.torch.TorchConformalSetPredictor attribute) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork attribute) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) transform (probly.datasets.torch.Benthic attribute) (probly.datasets.torch.DCICDataset attribute) (probly.datasets.torch.Plankton attribute) (probly.datasets.torch.QualityMRI attribute) (probly.datasets.torch.Treeversity1 attribute) (probly.datasets.torch.Treeversity6 attribute) transpose() (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.TorchProbabilityIntervalsCredalSet method) (probly.representation.ddu.torch.TorchDDURepresentation method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample 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_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.duq.torch.TorchDUQRepresentation method) (probly.representation.sample.array.ArraySample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.torch_like.TorchLikeImplementation method) Treeversity1 (class in probly.datasets.torch) Treeversity6 (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.TorchProbabilityIntervalsCredalSet attribute) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution attribute) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution attribute) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution attribute) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution attribute) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution attribute) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) U uncertainty (probly.quantification.decomposition.decomposition.ConstantTotalDecomposition attribute) unified_evidential_train() (in module probly.train.evidential.torch) unnormalized_probabilities (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution attribute) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution attribute) 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) upper_bounds (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet attribute) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet attribute) url (probly.datasets.torch.CIFAR10H attribute) use_bias (probly.layers.flax.BatchEnsembleConv attribute) (probly.layers.flax.BatchEnsembleLinear attribute) (probly.layers.flax.DropConnectLinear attribute) V v_layer (probly.layers.torch.HeteroscedasticLayer attribute) V_matrix (probly.layers.torch.HeteroscedasticLayer attribute) 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) var (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution attribute) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution attribute) visualize_ood() (in module probly.evaluation.ood) W W_L (probly.layers.torch.SNGPLayer attribute) weight (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BatchEnsembleLinear attribute) (probly.layers.torch.DropConnectLinear attribute) weight_mu (probly.layers.torch.BayesConv2d attribute) (probly.layers.torch.BayesLinear attribute) weight_prior_mu (probly.layers.torch.BayesConv2d attribute) (probly.layers.torch.BayesLinear attribute) weight_prior_sigma (probly.layers.torch.BayesConv2d attribute) (probly.layers.torch.BayesLinear attribute) weight_rho (probly.layers.torch.BayesConv2d attribute) (probly.layers.torch.BayesLinear attribute) weight_u (probly.layers.torch.SpectralNormWithMultiplier attribute) weight_v (probly.layers.torch.SpectralNormWithMultiplier attribute) weights (probly.representation.distribution.array_categorical.ArrayCategoricalDistributionSample attribute) (probly.representation.distribution.array_gaussian.ArrayGaussianDistributionSample attribute) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample attribute) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample 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) width() (probly.representation.credal_set.array.ArrayProbabilityIntervalsCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) with_protected_value() (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.TorchProbabilityIntervalsCredalSet method) (probly.representation.ddu.torch.TorchDDURepresentation method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution method) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.duq.torch.TorchDUQRepresentation method) with_protected_values() (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.TorchProbabilityIntervalsCredalSet method) (probly.representation.ddu.torch.TorchDDURepresentation method) (probly.representation.distribution.array_categorical.ArrayCategoricalDistribution method) (probly.representation.distribution.array_dirichlet.ArrayDirichletDistribution method) (probly.representation.distribution.array_gaussian.ArrayGaussianDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.duq.torch.TorchDUQRepresentation method) writeable (probly.representation.array_like.ArrayFlagsLike attribute) writebackifcopy (probly.representation.array_like.ArrayFlagsLike attribute) X 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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) 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.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.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.SNGPLayer method) (probly.layers.torch.SpectralNormWithMultiplier method) (probly.method.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.method.calibration.torch.TorchIdentityLogitModel method) (probly.method.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.method.conformal.torch.TorchConformalSetPredictor method) (probly.method.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.method.posterior_network.torch.TorchPosteriorNetwork 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)