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.calibration.scaling.flax_base.ScalerFlax method) (probly.calibration.scaling.flax_platt.FlaxPlatt method) (probly.calibration.scaling.flax_temperature.FlaxTemperature method) (probly.calibration.scaling.flax_vector.FlaxVector method) (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.conformal_prediction.methods.common.Predictor method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead method) (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel method) (probly.predictor.Predictor method) (probly.representation.sampling.common_sample.SampleFactory 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.utils.switchdispatch method) __init__() (probly.utils.switchdispatch method) A absolute_error_jax() (in module probly.conformal_prediction.scores.absolute_error.flax) absolute_error_torch() (in module probly.conformal_prediction.scores.absolute_error.torch) AbsoluteErrorScore (class in probly.conformal_prediction.scores.absolute_error.common) accretive_completion() (in module probly.conformal_prediction.scores.lac.common) add_module() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) aleatoric_uncertainty_distance() (in module probly.quantification.classification) allowed_types (probly.representation.distribution.array_gaussian.ArrayGaussian attribute) alpha (probly.layers.evidential.torch.NormalInverseGammaLinear attribute) (probly.layers.torch.NormalInverseGammaLinear attribute) (probly.train.calibration.torch.FocalLoss attribute) (probly.train.calibration.torch.LabelRelaxationLoss attribute) alpha_bias (probly.layers.evidential.torch.NormalInverseGammaLinear attribute) (probly.layers.torch.NormalInverseGammaLinear attribute) alpha_prior (probly.layers.evidential.torch.NatPNClassHead attribute) alphas (probly.representation.distribution.array_dirichlet.ArrayDirichlet attribute) (probly.representation.distribution.common.DirichletDistribution property) append() (probly.representation.sampling.common_sample.ListSample method) append_activation_torch() (in module probly.transformation.evidential.classification.torch) apply() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) aps_score_jax() (in module probly.conformal_prediction.scores.aps.flax) aps_score_torch() (in module probly.conformal_prediction.scores.aps.torch) APSScore (class in probly.conformal_prediction.scores.aps.common) array (probly.representation.credal_set.array.ArrayConvexCredalSet attribute) (probly.representation.credal_set.array.ArrayDiscreteCredalSet attribute) (probly.representation.credal_set.array.ArraySingletonCredalSet attribute) (probly.representation.sampling.array_sample.ArraySample attribute) (probly.representation.sampling.jax_sample.JaxArraySample attribute) array_apply_along_axis_function() (in module probly.representation.sampling.array_sample_functions) array_expand_dims_function() (in module probly.representation.sampling.array_sample_functions) array_function_override() (in module probly.representation.sampling.array_sample_functions) array_matrix_transpose() (in module probly.representation.sampling.array_sample_functions) array_reduction_function() (in module probly.representation.sampling.array_sample_functions) array_reshape_function() (in module probly.representation.sampling.array_sample_functions) array_sample_axis_preserving_function() (in module probly.representation.sampling.array_sample_functions) array_sample_internals() (in module probly.representation.sampling.array_sample_functions) array_squeeze_function() (in module probly.representation.sampling.array_sample_functions) array_swapaxes_function() (in module probly.representation.sampling.array_sample_functions) array_transpose() (in module probly.representation.sampling.array_sample_functions) ArrayCategoricalCredalSet (class in probly.representation.credal_set.array) ArrayConvexCredalSet (class in probly.representation.credal_set.array) ArrayDirichlet (class in probly.representation.distribution.array_dirichlet) ArrayDirichletMixture (class in probly.representation.distribution.mixture_dirichlet) ArrayDiscreteCredalSet (class in probly.representation.credal_set.array) ArrayDistanceBasedCredalSet (class in probly.representation.credal_set.array) ArrayGaussian (class in probly.representation.distribution.array_gaussian) ArrayGaussianMixture (class in probly.representation.distribution.mixture_gaussian) ArrayProbabilityIntervals (class in probly.representation.credal_set.array) ArraySample (class in probly.representation.sampling.array_sample) ArraySingletonCredalSet (class in probly.representation.credal_set.array) average_set_size() (in module probly.conformal_prediction.utils.metrics) B base_folder (probly.datasets.torch.CIFAR10H attribute) BaseDataGenerator (class in probly.data_generation.base_generator) batch_size (probly.data_generation.first_order_datagenerator.FirstOrderDataGenerator attribute) (probly.data_generation.jax_first_order_generator.FirstOrderDataGenerator attribute) (probly.data_generation.torch_first_order_generator.FirstOrderDataGenerator attribute) BatchedRadialFlowDensity (class in probly.layers.evidential.torch) BatchedRadialFlowLayer (class in probly.layers.evidential.torch) batchensemble() (in module probly.transformation) BatchEnsembleConv (class in probly.layers.flax) BatchEnsembleConv2d (class in probly.layers.torch) BatchEnsembleLinear (class in probly.layers.flax) (class in probly.layers.torch) BayesConv2d (class in probly.layers.torch) bayesian() (in module probly.transformation) BayesianBinningQuantilesFlax (class in probly.calibration.bayesian_binning.flax) BayesianBinningQuantilesTorch (class in probly.calibration.bayesian_binning.torch) BayesLinear (class in probly.layers.torch) Benthic (class in probly.datasets.torch) beta (probly.layers.evidential.torch.NormalInverseGammaLinear attribute) (probly.layers.torch.NormalInverseGammaLinear attribute) beta_bias (probly.layers.evidential.torch.NormalInverseGammaLinear attribute) (probly.layers.torch.NormalInverseGammaLinear attribute) bfloat16() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) bias (probly.layers.evidential.torch.NormalInverseGammaLinear attribute) (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) 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) brier_score() (in module probly.evaluation.metrics) buffers() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) C calculate_quantile() (in module probly.conformal_prediction.utils.quantile) calculate_weighted_quantile() (in module probly.conformal_prediction.utils.quantile) calibrate() (probly.conformal_prediction.methods.class_conditional.ClassConditionalClassifier method) (probly.conformal_prediction.methods.class_conditional.ClassConditionalRegressor method) (probly.conformal_prediction.methods.common.ConformalClassifier method) (probly.conformal_prediction.methods.common.ConformalPredictor method) (probly.conformal_prediction.methods.common.ConformalRegressor method) (probly.conformal_prediction.methods.cvplus.CVPlusClassifier method) (probly.conformal_prediction.methods.cvplus.CVPlusRegressor method) (probly.conformal_prediction.methods.jackknifeplus.JackknifeCVBase method) (probly.conformal_prediction.methods.jackknifeplus.JackknifePlusClassifier method) (probly.conformal_prediction.methods.jackknifeplus.JackknifePlusRegressor method) (probly.conformal_prediction.methods.mondrian.GroupedConformalBase method) (probly.conformal_prediction.methods.mondrian.MondrianConformalClassifier method) (probly.conformal_prediction.methods.mondrian.MondrianConformalRegressor method) (probly.conformal_prediction.methods.split.SplitConformalClassifier method) (probly.conformal_prediction.methods.split.SplitConformalPredictor method) (probly.conformal_prediction.methods.split.SplitConformalRegressor method) calibration_nonconformity() (probly.conformal_prediction.scores.absolute_error.common.AbsoluteErrorScore method) (probly.conformal_prediction.scores.aps.common.APSScore method) (probly.conformal_prediction.scores.common.ClassificationScore method) (probly.conformal_prediction.scores.common.ClassificationScoreProtocol method) (probly.conformal_prediction.scores.common.RegressionScore method) (probly.conformal_prediction.scores.common.RegressionScoreProtocol method) (probly.conformal_prediction.scores.common.Score method) (probly.conformal_prediction.scores.cqr.common.CQRScore method) (probly.conformal_prediction.scores.lac.common.LACScore method) (probly.conformal_prediction.scores.raps.common.RAPSScore method) (probly.conformal_prediction.scores.saps.common.SAPSScore method) call_super_init (probly.calibration.scaling.torch_base.ScalerTorch attribute) (probly.calibration.scaling.torch_platt.TorchPlatt attribute) (probly.calibration.scaling.torch_temperature.TorchTemperature attribute) (probly.calibration.scaling.torch_vector.TorchVector attribute) (probly.layers.evidential.torch.BatchedRadialFlowDensity attribute) (probly.layers.evidential.torch.BatchedRadialFlowLayer attribute) (probly.layers.evidential.torch.EDLHead attribute) (probly.layers.evidential.torch.IRDHead attribute) (probly.layers.evidential.torch.NatPNClassHead attribute) (probly.layers.evidential.torch.NatPNRegHead attribute) (probly.layers.evidential.torch.NormalInverseGammaLinear attribute) (probly.layers.evidential.torch.PrNetHead attribute) (probly.layers.evidential.torch.RadialFlowDensity attribute) (probly.layers.evidential.torch.RadialFlowLayer attribute) (probly.layers.evidential.torch.RegressionHead 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.models.evidential.torch.EDLModel attribute) (probly.models.evidential.torch.EvidentialRegressionModel attribute) (probly.models.evidential.torch.IRDModel attribute) (probly.models.evidential.torch.NatPNModel attribute) (probly.models.evidential.torch.PostNetModel attribute) (probly.models.evidential.torch.PrNetModel 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) capacity() (in module probly.utils.sets) CategoricalCredalSet (class in probly.representation.credal_set.common) check_num_classes() (in module probly.visualization.credal.input_handling) check_shape() (in module probly.visualization.credal.input_handling) children() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) choose_min_max_style() (in module probly.visualization.config) CIFAR10H (class in probly.datasets.torch) class_counts (probly.models.evidential.torch.PostNetModel attribute) ClassConditionalClassifier (class in probly.conformal_prediction.methods.class_conditional) ClassConditionalRegressor (class in probly.conformal_prediction.methods.class_conditional) ClassificationScore (class in probly.conformal_prediction.scores.common) ClassificationScoreProtocol (class in probly.conformal_prediction.scores.common) clear() (probly.representation.sampling.common_sample.ListSample method) (probly.representation.sampling.common_sample.SampleParams method) collect_kl_divergence() (in module probly.train.bayesian.torch) compile() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) components (probly.representation.distribution.mixture_dirichlet.ArrayDirichletMixture attribute) (probly.representation.distribution.mixture_gaussian.ArrayGaussianMixture attribute) compose() (in module probly.traverse_nn.common) compute_reliability_diagram() (in module probly.calibration.visualization.reliability_diagram) compute_score() (probly.conformal_prediction.scores.aps.common.APSScore method) (probly.conformal_prediction.scores.cqr.common.CQRScore method) (probly.conformal_prediction.scores.lac.common.LACScore method) (probly.conformal_prediction.scores.raps.common.RAPSScore method) (probly.conformal_prediction.scores.saps.common.SAPSScore method) compute_scores() (probly.conformal_prediction.methods.cvplus.CVPlusClassifier method) (probly.conformal_prediction.methods.cvplus.CVPlusRegressor method) (probly.conformal_prediction.methods.jackknifeplus.JackknifeCVBase method) (probly.conformal_prediction.methods.jackknifeplus.JackknifePlusClassifier method) (probly.conformal_prediction.methods.jackknifeplus.JackknifePlusRegressor method) concat() (probly.representation.sampling.array_sample.ArraySample method) (probly.representation.sampling.common_sample.ListSample method) (probly.representation.sampling.common_sample.Sample method) (probly.representation.sampling.jax_sample.JaxArraySample method) (probly.representation.sampling.torch_sample.TorchTensorSample method) conditional_differential_entropy() (in module probly.quantification.regression) conditional_entropy() (in module probly.quantification.classification) ConformalClassifier (class in probly.conformal_prediction.methods.common) ConformalPredictor (class in probly.conformal_prediction.methods.common) ConformalRegressor (class in probly.conformal_prediction.methods.common) construct_intervals() (probly.conformal_prediction.scores.absolute_error.common.AbsoluteErrorScore method) (probly.conformal_prediction.scores.common.RegressionScore method) (probly.conformal_prediction.scores.common.RegressionScoreProtocol method) (probly.conformal_prediction.scores.cqr.common.CQRScore method) contains() (probly.representation.credal_set.array.ArrayProbabilityIntervals method) conv_general_dilated (probly.layers.flax.BatchEnsembleConv attribute) ConvexCredalSet (class in probly.representation.credal_set.common) copy() (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.ArrayProbabilityIntervals method) (probly.representation.credal_set.array.ArraySingletonCredalSet method) (probly.representation.distribution.array_dirichlet.ArrayDirichlet method) (probly.representation.distribution.array_gaussian.ArrayGaussian method) (probly.representation.sampling.array_sample.ArraySample method) (probly.representation.sampling.common_sample.ListSample method) (probly.representation.sampling.common_sample.SampleParams method) (probly.representation.sampling.jax_sample.JaxArraySample method) count() (probly.representation.sampling.common_sample.ListSample method) counts (probly.datasets.torch.CIFAR10H attribute) coverage() (in module probly.evaluation.metrics) coverage_convex_hull() (in module probly.evaluation.metrics) CoverageEfficiencyVisualizer (class in probly.visualization.efficiency.plot_coverage_efficiency) covered_efficiency() (in module probly.evaluation.metrics) cpu() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) cqr_score_jax() (in module probly.conformal_prediction.scores.cqr.flax) cqr_score_torch() (in module probly.conformal_prediction.scores.cqr.torch) CQRScore (class in probly.conformal_prediction.scores.cqr.common) create_credal_plot() (in module probly.visualization.credal.credal_visualization) create_data_generator() (in module probly.data_generation.factory) create_dirichlet_plot() (in module probly.visualization.dirichlet.dirichlet_visualization) create_fold_assignments() (probly.conformal_prediction.methods.cvplus.CVPlusClassifier method) (probly.conformal_prediction.methods.cvplus.CVPlusRegressor method) (probly.conformal_prediction.methods.jackknifeplus.JackknifeCVBase method) (probly.conformal_prediction.methods.jackknifeplus.JackknifePlusClassifier method) (probly.conformal_prediction.methods.jackknifeplus.JackknifePlusRegressor method) credal_set_plot() (in module probly.visualization.credal.credal_visualization) CredalSet (class in probly.representation.credal_set.common) cuda() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) CVPlusClassifier (class in probly.conformal_prediction.methods.cvplus) CVPlusRegressor (class in probly.conformal_prediction.methods.cvplus) D data (probly.datasets.torch.DCICDataset attribute) DatasetLike (class in probly.data_generation.first_order_datagenerator) DCICDataset (class in probly.datasets.torch) der_loss() (in module probly.train.evidential.torch) deterministic (probly.layers.flax.DropConnectLinear attribute) device (probly.data_generation.first_order_datagenerator.FirstOrderDataGenerator attribute) (probly.data_generation.jax_first_order_generator.FirstOrderDataGenerator attribute) (probly.data_generation.torch_first_order_generator.FirstOrderDataGenerator attribute) (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.ArrayProbabilityIntervals property) (probly.representation.credal_set.array.ArraySingletonCredalSet property) (probly.representation.distribution.array_dirichlet.ArrayDirichlet property) (probly.representation.distribution.array_gaussian.ArrayGaussian property) (probly.representation.distribution.mixture_dirichlet.ArrayDirichletMixture property) (probly.representation.distribution.mixture_gaussian.ArrayGaussianMixture property) (probly.representation.sampling.array_sample.ArraySample property) (probly.representation.sampling.jax_sample.JaxArraySample property) (probly.representation.sampling.torch_sample.TorchTensorSample property) differential_entropy_gaussian() (in module probly.utils.probabilities) dilation (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BayesConv2d attribute) dirichlet_entropy() (in module probly.train.evidential.torch) dirichlet_plot() (probly.visualization.dirichlet.plot_dirichlet.DirichletTernaryVisualizer method) DirichletDistribution (class in probly.representation.distribution.common) DirichletTernaryVisualizer (class in probly.visualization.dirichlet.plot_dirichlet) DirichletTernaryVisualizer.Dirichlet (class in probly.visualization.dirichlet.plot_dirichlet) DiscreteCredalSet (class in probly.representation.credal_set.common) dispatch_plot() (in module probly.visualization.credal.input_handling) DistanceBasedCredalSet (class in probly.representation.credal_set.common) Distribution (class in probly.representation.distribution.common) dists (probly.datasets.torch.ImageNetReaL attribute) dot_general (probly.layers.flax.BatchEnsembleLinear attribute) (probly.layers.flax.DropConnectLinear attribute) double() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) download() (probly.datasets.torch.CIFAR10H method) draw_mle_prob_line() (probly.visualization.credal.plot_3d.TernaryVisualizer method) dropconnect() (in module probly.transformation) DropConnectLinear (class in probly.layers.flax) (class in probly.layers.torch) dropout() (in module probly.transformation) dtype (probly.layers.flax.BatchEnsembleConv attribute) (probly.layers.flax.BatchEnsembleLinear attribute) (probly.layers.flax.DropConnectLinear attribute) (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.ArrayProbabilityIntervals property) (probly.representation.credal_set.array.ArraySingletonCredalSet property) (probly.representation.distribution.array_dirichlet.ArrayDirichlet property) (probly.representation.distribution.array_gaussian.ArrayGaussian property) (probly.representation.distribution.mixture_dirichlet.ArrayDirichletMixture property) (probly.representation.distribution.mixture_gaussian.ArrayGaussianMixture property) (probly.representation.sampling.array_sample.ArraySample property) (probly.representation.sampling.jax_sample.JaxArraySample property) (probly.representation.sampling.torch_sample.TorchTensorSample property) dump_patches (probly.calibration.scaling.torch_base.ScalerTorch attribute) (probly.calibration.scaling.torch_platt.TorchPlatt attribute) (probly.calibration.scaling.torch_temperature.TorchTemperature attribute) (probly.calibration.scaling.torch_vector.TorchVector attribute) (probly.layers.evidential.torch.BatchedRadialFlowDensity attribute) (probly.layers.evidential.torch.BatchedRadialFlowLayer attribute) (probly.layers.evidential.torch.EDLHead attribute) (probly.layers.evidential.torch.IRDHead attribute) (probly.layers.evidential.torch.NatPNClassHead attribute) (probly.layers.evidential.torch.NatPNRegHead attribute) (probly.layers.evidential.torch.NormalInverseGammaLinear attribute) (probly.layers.evidential.torch.PrNetHead attribute) (probly.layers.evidential.torch.RadialFlowDensity attribute) (probly.layers.evidential.torch.RadialFlowLayer attribute) (probly.layers.evidential.torch.RegressionHead 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.models.evidential.torch.EDLModel attribute) (probly.models.evidential.torch.EvidentialRegressionModel attribute) (probly.models.evidential.torch.IRDModel attribute) (probly.models.evidential.torch.NatPNModel attribute) (probly.models.evidential.torch.PostNetModel attribute) (probly.models.evidential.torch.PrNetModel 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) E EDLHead (class in probly.layers.evidential.torch) EDLModel (class in probly.models.evidential.torch) efficiency() (in module probly.evaluation.metrics) ELBOLoss (class in probly.train.bayesian.torch) empirical_coverage() (in module probly.conformal_prediction.utils.metrics) ensemble() (in module probly.transformation) EnsembleSampler (class in probly.representation.sampling.sampler) entropy (probly.representation.distribution.array_dirichlet.ArrayDirichlet property) (probly.representation.distribution.array_gaussian.ArrayGaussian property) (probly.representation.distribution.common.DirichletDistribution property) (probly.representation.distribution.common.Distribution property) (probly.representation.distribution.common.GaussianDistribution property) epistemic_uncertainty_distance() (in module probly.quantification.classification) eval() (probly.calibration.scaling.flax_base.ScalerFlax method) (probly.calibration.scaling.flax_platt.FlaxPlatt method) (probly.calibration.scaling.flax_temperature.FlaxTemperature method) (probly.calibration.scaling.flax_vector.FlaxVector method) (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead method) (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) evaluate_ood() (in module probly.evaluation.ood) evidential_ce_loss() (in module probly.train.evidential.torch) evidential_classification() (in module probly.transformation.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.transformation.evidential.regression.common) evidential_regression_regularization() (in module probly.train.evidential.torch) evidential_uncertainty() (in module probly.quantification.classification) EvidentialRegressionModel (class in probly.models.evidential.torch) expected_calibration_error() (in module probly.evaluation.metrics) expected_calibration_error_binary() (in module probly.evaluation.metrics) expected_conditional_variance() (in module probly.quantification.classification) (in module probly.quantification.regression) expected_divergence() (in module probly.quantification.classification) expected_entropy() (in module probly.quantification.classification) expected_loss() (in module probly.quantification.classification) ExpectedCalibrationError (class in probly.train.calibration.torch) extend() (probly.representation.sampling.common_sample.ListSample method) extra_repr() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.datasets.torch.CIFAR10H method) (probly.datasets.torch.ImageNetReaL method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) F feature_group_count (probly.layers.flax.BatchEnsembleConv attribute) filename (probly.datasets.torch.CIFAR10H attribute) find_classes() (probly.datasets.torch.ImageNetReaL method) first_dispatchable_sample() (in module probly.representation.sampling.common_sample) FirstOrderDataGenerator (class in probly.data_generation.first_order_datagenerator) (class in probly.data_generation.jax_first_order_generator) (class in probly.data_generation.torch_first_order_generator) FirstOrderDataset (class in probly.data_generation.first_order_datagenerator) (class in probly.data_generation.jax_first_order_generator) (class in probly.data_generation.torch_first_order_generator) fit() (probly.calibration.bayesian_binning.flax.BayesianBinningQuantilesFlax method) (probly.calibration.bayesian_binning.torch.BayesianBinningQuantilesTorch method) (probly.calibration.histogram_binning.flax.HistogramBinningFlax method) (probly.calibration.histogram_binning.torch.HistogramBinningTorch method) (probly.calibration.isotonic_regression.torch.IsotonicRegressionCalibrator method) (probly.calibration.scaling.flax_base.ScalerFlax method) (probly.calibration.scaling.flax_platt.FlaxPlatt method) (probly.calibration.scaling.flax_temperature.FlaxTemperature method) (probly.calibration.scaling.flax_vector.FlaxVector method) (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) FlaxPlatt (class in probly.calibration.scaling.flax_platt) FlaxTemperature (class in probly.calibration.scaling.flax_temperature) FlaxVector (class in probly.calibration.scaling.flax_vector) float() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) FocalLoss (class in probly.train.calibration.torch) forward() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) freeze_encoder() (probly.models.evidential.torch.NatPNModel method) from_array() (probly.representation.distribution.array_dirichlet.ArrayDirichlet class method) from_array_sample() (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.ArrayProbabilityIntervals class method) (probly.representation.credal_set.array.ArraySingletonCredalSet class method) from_iterable() (probly.representation.sampling.array_sample.ArraySample class method) (probly.representation.sampling.common_sample.ListSample class method) (probly.representation.sampling.common_sample.Sample class method) (probly.representation.sampling.jax_sample.JaxArraySample class method) (probly.representation.sampling.torch_sample.TorchTensorSample class method) from_parameters() (probly.representation.distribution.array_gaussian.ArrayGaussian class method) from_sample() (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.ArrayProbabilityIntervals class method) (probly.representation.credal_set.array.ArraySingletonCredalSet class method) (probly.representation.credal_set.common.CategoricalCredalSet class method) (probly.representation.credal_set.common.ConvexCredalSet class method) (probly.representation.credal_set.common.DiscreteCredalSet class method) (probly.representation.credal_set.common.DistanceBasedCredalSet class method) (probly.representation.credal_set.common.ProbabilityIntervalsCredalSet class method) (probly.representation.credal_set.common.SingletonCredalSet class method) (probly.representation.sampling.array_sample.ArraySample class method) (probly.representation.sampling.common_sample.ListSample class method) (probly.representation.sampling.common_sample.Sample class method) (probly.representation.sampling.jax_sample.JaxArraySample class method) (probly.representation.sampling.torch_sample.TorchTensorSample class method) fromkeys() (probly.representation.sampling.common_sample.SampleParams class method) G gamma (probly.layers.evidential.torch.NormalInverseGammaLinear attribute) (probly.layers.torch.NormalInverseGammaLinear attribute) (probly.train.calibration.torch.FocalLoss attribute) gamma_bias (probly.layers.evidential.torch.NormalInverseGammaLinear attribute) (probly.layers.torch.NormalInverseGammaLinear attribute) GaussianDistribution (class in probly.representation.distribution.common) generalized_hartley() (in module probly.quantification.classification) generate() (probly.data_generation.base_generator.BaseDataGenerator method) (probly.data_generation.jax_generator.JAXDataGenerator method) (probly.data_generation.pytorch_generator.PyTorchDataGenerator method) generate_distributions() (probly.data_generation.first_order_datagenerator.FirstOrderDataGenerator method) (probly.data_generation.jax_first_order_generator.FirstOrderDataGenerator method) (probly.data_generation.torch_first_order_generator.FirstOrderDataGenerator method) get() (probly.representation.sampling.common_sample.SampleParams method) get_aligned_predictions() (probly.conformal_prediction.methods.cvplus.CVPlusClassifier method) (probly.conformal_prediction.methods.cvplus.CVPlusRegressor method) (probly.conformal_prediction.methods.jackknifeplus.JackknifeCVBase method) (probly.conformal_prediction.methods.jackknifeplus.JackknifePlusClassifier method) (probly.conformal_prediction.methods.jackknifeplus.JackknifePlusRegressor method) get_buffer() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) get_extra_state() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) get_info() (probly.data_generation.base_generator.BaseDataGenerator method) (probly.data_generation.jax_generator.JAXDataGenerator method) (probly.data_generation.pytorch_generator.PyTorchDataGenerator method) get_parameter() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) get_posterior_distributions() (probly.data_generation.torch_first_order_generator.FirstOrderDataGenerator method) get_sampling_predictor() (in module probly.representation.sampling.sampler) get_sign_color() (in module probly.visualization.config) get_submodule() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) group_func (probly.conformal_prediction.methods.class_conditional.ClassConditionalClassifier attribute) (probly.conformal_prediction.methods.class_conditional.ClassConditionalRegressor attribute) (probly.conformal_prediction.methods.mondrian.GroupedConformalBase attribute) (probly.conformal_prediction.methods.mondrian.MondrianConformalClassifier attribute) (probly.conformal_prediction.methods.mondrian.MondrianConformalRegressor attribute) group_thresholds (probly.conformal_prediction.methods.class_conditional.ClassConditionalClassifier attribute) (probly.conformal_prediction.methods.class_conditional.ClassConditionalRegressor attribute) (probly.conformal_prediction.methods.mondrian.GroupedConformalBase attribute) (probly.conformal_prediction.methods.mondrian.MondrianConformalClassifier attribute) (probly.conformal_prediction.methods.mondrian.MondrianConformalRegressor attribute) group_thresholds_lower (probly.conformal_prediction.methods.class_conditional.ClassConditionalClassifier attribute) (probly.conformal_prediction.methods.class_conditional.ClassConditionalRegressor attribute) (probly.conformal_prediction.methods.mondrian.GroupedConformalBase attribute) (probly.conformal_prediction.methods.mondrian.MondrianConformalClassifier attribute) (probly.conformal_prediction.methods.mondrian.MondrianConformalRegressor attribute) group_thresholds_upper (probly.conformal_prediction.methods.class_conditional.ClassConditionalClassifier attribute) (probly.conformal_prediction.methods.class_conditional.ClassConditionalRegressor attribute) (probly.conformal_prediction.methods.mondrian.GroupedConformalBase attribute) (probly.conformal_prediction.methods.mondrian.MondrianConformalClassifier attribute) (probly.conformal_prediction.methods.mondrian.MondrianConformalRegressor attribute) GroupedConformalBase (class in probly.conformal_prediction.methods.mondrian) groups (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BayesConv2d attribute) H half() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) HistogramBinningFlax (class in probly.calibration.histogram_binning.flax) HistogramBinningTorch (class in probly.calibration.histogram_binning.torch) I image_labels (probly.datasets.torch.DCICDataset attribute) image_paths (probly.datasets.torch.DCICDataset 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) index() (probly.representation.sampling.common_sample.ListSample method) input_dilation (probly.layers.flax.BatchEnsembleConv attribute) input_getter (probly.data_generation.first_order_datagenerator.FirstOrderDataGenerator attribute) (probly.data_generation.jax_first_order_generator.FirstOrderDataGenerator attribute) (probly.data_generation.torch_first_order_generator.FirstOrderDataGenerator attribute) insert() (probly.representation.sampling.common_sample.ListSample method) intersection_probability() (in module probly.utils.probabilities) interval_plot() (probly.visualization.credal.plot_2d.IntervalVisualizer method) IntervalVisualizer (class in probly.visualization.credal.plot_2d) ipu() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) ird_loss() (in module probly.train.evidential.torch) IRDHead (class in probly.layers.evidential.torch) IRDModel (class in probly.models.evidential.torch) is_asymmetric (probly.conformal_prediction.methods.class_conditional.ClassConditionalClassifier attribute) (probly.conformal_prediction.methods.class_conditional.ClassConditionalRegressor attribute) (probly.conformal_prediction.methods.mondrian.GroupedConformalBase attribute) (probly.conformal_prediction.methods.mondrian.MondrianConformalClassifier attribute) (probly.conformal_prediction.methods.mondrian.MondrianConformalRegressor attribute) is_calibrated (probly.conformal_prediction.methods.mondrian.MondrianConformalClassifier attribute) (probly.conformal_prediction.methods.mondrian.MondrianConformalRegressor attribute) (probly.conformal_prediction.methods.split.SplitConformalRegressor attribute) isotonic_regression() (in module probly.calibration.isotonic_regression.common) IsotonicRegressionCalibrator (class in probly.calibration.isotonic_regression.torch) items() (probly.representation.sampling.common_sample.SampleParams method) iter_children() (probly.calibration.scaling.flax_base.ScalerFlax method) (probly.calibration.scaling.flax_platt.FlaxPlatt method) (probly.calibration.scaling.flax_temperature.FlaxTemperature method) (probly.calibration.scaling.flax_vector.FlaxVector method) (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) iter_modules() (probly.calibration.scaling.flax_base.ScalerFlax method) (probly.calibration.scaling.flax_platt.FlaxPlatt method) (probly.calibration.scaling.flax_temperature.FlaxTemperature method) (probly.calibration.scaling.flax_vector.FlaxVector method) (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) J JackknifeCVBase (class in probly.conformal_prediction.methods.jackknifeplus) JackknifePlusClassifier (class in probly.conformal_prediction.methods.jackknifeplus) JackknifePlusRegressor (class in probly.conformal_prediction.methods.jackknifeplus) JaxArraySample (class in probly.representation.sampling.jax_sample) JAXDataGenerator (class in probly.data_generation.jax_generator) JAXOutputDataLoader (class in probly.data_generation.jax_first_order_generator) 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) keys() (probly.representation.sampling.common_sample.SampleParams method) kl_dirichlet() (in module probly.train.evidential.torch) kl_divergence (probly.layers.torch.BayesConv2d property) (probly.layers.torch.BayesLinear property) kl_divergence_gaussian() (in module probly.utils.probabilities) kl_penalty (probly.train.bayesian.torch.ELBOLoss attribute) L label_corners_and_vertices() (probly.visualization.credal.plot_3d.TernaryVisualizer method) (probly.visualization.dirichlet.plot_dirichlet.DirichletTernaryVisualizer method) label_mappings (probly.datasets.torch.DCICDataset attribute) LabelRelaxationLoss (class in probly.train.calibration.torch) lac_score_jax() (in module probly.conformal_prediction.scores.lac.flax) lac_score_torch() (in module probly.conformal_prediction.scores.lac.torch) LACScore (class in probly.conformal_prediction.scores.lac.common) ListSample (class in probly.representation.sampling.common_sample) load() (probly.data_generation.base_generator.BaseDataGenerator method) (probly.data_generation.jax_generator.JAXDataGenerator method) (probly.data_generation.pytorch_generator.PyTorchDataGenerator method) load_distributions() (probly.data_generation.first_order_datagenerator.FirstOrderDataGenerator method) (probly.data_generation.jax_first_order_generator.FirstOrderDataGenerator method) (probly.data_generation.torch_first_order_generator.FirstOrderDataGenerator method) load_distributions_pt() (in module probly.data_generation.torch_first_order_generator) load_state_dict() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) log_loss() (in module probly.evaluation.metrics) log_prob() (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowDensity method) 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.ArrayProbabilityIntervals method) (probly.representation.credal_set.array.ArraySingletonCredalSet method) (probly.representation.credal_set.common.CategoricalCredalSet method) (probly.representation.credal_set.common.ConvexCredalSet method) (probly.representation.credal_set.common.DiscreteCredalSet method) (probly.representation.credal_set.common.DistanceBasedCredalSet method) (probly.representation.credal_set.common.ProbabilityIntervalsCredalSet method) (probly.representation.credal_set.common.SingletonCredalSet method) lower_bounds (probly.representation.credal_set.array.ArrayProbabilityIntervals attribute) lower_entropy() (in module probly.quantification.classification) lower_entropy_convex_hull() (in module probly.quantification.classification) 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) mask (probly.layers.flax.BatchEnsembleConv attribute) mean (probly.representation.distribution.array_gaussian.ArrayGaussian attribute) (probly.representation.distribution.common.GaussianDistribution property) meta (probly.datasets.torch.CIFAR10H attribute) model (probly.data_generation.first_order_datagenerator.FirstOrderDataGenerator attribute) (probly.data_generation.jax_first_order_generator.FirstOrderDataGenerator attribute) (probly.data_generation.torch_first_order_generator.FirstOrderDataGenerator attribute) model_name (probly.data_generation.first_order_datagenerator.FirstOrderDataGenerator attribute) (probly.data_generation.jax_first_order_generator.FirstOrderDataGenerator attribute) (probly.data_generation.torch_first_order_generator.FirstOrderDataGenerator attribute) module probly probly.calibration probly.calibration.bayesian_binning probly.calibration.bayesian_binning.flax probly.calibration.bayesian_binning.torch probly.calibration.histogram_binning probly.calibration.histogram_binning.flax probly.calibration.histogram_binning.torch probly.calibration.isotonic_regression probly.calibration.isotonic_regression.common probly.calibration.isotonic_regression.torch probly.calibration.scaling probly.calibration.scaling.common probly.calibration.scaling.flax_base probly.calibration.scaling.flax_platt probly.calibration.scaling.flax_temperature probly.calibration.scaling.flax_vector probly.calibration.scaling.torch_base probly.calibration.scaling.torch_platt probly.calibration.scaling.torch_temperature probly.calibration.scaling.torch_vector probly.calibration.visualization probly.calibration.visualization.reliability_diagram probly.conformal_prediction probly.conformal_prediction.methods probly.conformal_prediction.methods.class_conditional probly.conformal_prediction.methods.common probly.conformal_prediction.methods.cvplus probly.conformal_prediction.methods.jackknifeplus probly.conformal_prediction.methods.mondrian probly.conformal_prediction.methods.split probly.conformal_prediction.scores probly.conformal_prediction.scores.absolute_error probly.conformal_prediction.scores.absolute_error.common probly.conformal_prediction.scores.absolute_error.flax probly.conformal_prediction.scores.absolute_error.torch probly.conformal_prediction.scores.aps probly.conformal_prediction.scores.aps.common probly.conformal_prediction.scores.aps.flax probly.conformal_prediction.scores.aps.torch probly.conformal_prediction.scores.common probly.conformal_prediction.scores.cqr probly.conformal_prediction.scores.cqr.common probly.conformal_prediction.scores.cqr.flax probly.conformal_prediction.scores.cqr.torch probly.conformal_prediction.scores.lac probly.conformal_prediction.scores.lac.common probly.conformal_prediction.scores.lac.flax probly.conformal_prediction.scores.lac.torch probly.conformal_prediction.scores.raps probly.conformal_prediction.scores.raps.common probly.conformal_prediction.scores.raps.flax probly.conformal_prediction.scores.raps.torch probly.conformal_prediction.scores.saps probly.conformal_prediction.scores.saps.common probly.conformal_prediction.scores.saps.flax probly.conformal_prediction.scores.saps.torch probly.conformal_prediction.utils probly.conformal_prediction.utils.metrics probly.conformal_prediction.utils.quantile probly.data_generation probly.data_generation.base_generator probly.data_generation.factory probly.data_generation.first_order_datagenerator probly.data_generation.jax_first_order_generator probly.data_generation.jax_generator probly.data_generation.pytorch_generator probly.data_generation.torch_first_order_generator probly.datasets probly.datasets.torch probly.evaluation probly.evaluation.metrics probly.evaluation.ood probly.evaluation.tasks probly.layers probly.layers.evidential probly.layers.evidential.torch probly.layers.flax probly.layers.torch probly.lazy_types probly.models probly.models.evidential probly.models.evidential.torch probly.predictor probly.quantification probly.quantification.classification probly.quantification.regression probly.representation probly.representation.credal_set probly.representation.credal_set.array probly.representation.credal_set.array_functions probly.representation.credal_set.common probly.representation.distribution probly.representation.distribution.array_dirichlet probly.representation.distribution.array_gaussian probly.representation.distribution.common probly.representation.distribution.mixture_dirichlet probly.representation.distribution.mixture_gaussian probly.representation.representer probly.representation.sampling probly.representation.sampling.array_sample probly.representation.sampling.array_sample_axis_tracking probly.representation.sampling.array_sample_functions probly.representation.sampling.common_sample probly.representation.sampling.flax_sampler probly.representation.sampling.jax_sample probly.representation.sampling.sample probly.representation.sampling.sampler probly.representation.sampling.sklearn_sampler probly.representation.sampling.torch_sample probly.representation.sampling.torch_sampler probly.train probly.train.bayesian probly.train.bayesian.torch probly.train.calibration probly.train.calibration.torch probly.train.evidential probly.train.evidential.common probly.train.evidential.torch probly.transformation probly.transformation.evidential probly.transformation.evidential.classification probly.transformation.evidential.classification.common probly.transformation.evidential.classification.torch probly.transformation.evidential.regression probly.transformation.evidential.regression.common probly.transformation.evidential.regression.torch probly.traverse_nn probly.traverse_nn.common probly.traverse_nn.flax probly.traverse_nn.torch probly.utils probly.utils.errors probly.utils.probabilities probly.utils.sets probly.utils.torch probly.visualization probly.visualization.clustermargin probly.visualization.clustermargin.clustervisualizer probly.visualization.config probly.visualization.credal probly.visualization.credal.credal_visualization probly.visualization.credal.input_handling probly.visualization.credal.plot_2d probly.visualization.credal.plot_3d probly.visualization.credal.plot_multid probly.visualization.dirichlet probly.visualization.dirichlet.dirichlet_visualization probly.visualization.dirichlet.plot_dirichlet probly.visualization.efficiency probly.visualization.efficiency.coverage_efficiency_ood probly.visualization.efficiency.plot_coverage_efficiency probly.visualization.ood modules() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) moebius() (in module probly.utils.sets) MondrianConformalClassifier (class in probly.conformal_prediction.methods.mondrian) MondrianConformalRegressor (class in probly.conformal_prediction.methods.mondrian) move_sample_axis() (probly.representation.sampling.array_sample.ArraySample method) (probly.representation.sampling.jax_sample.JaxArraySample method) (probly.representation.sampling.torch_sample.TorchTensorSample method) move_sample_dim() (probly.representation.sampling.torch_sample.TorchTensorSample method) mT (probly.representation.sampling.array_sample.ArraySample property) (probly.representation.sampling.jax_sample.JaxArraySample property) (probly.representation.sampling.torch_sample.TorchTensorSample property) mtia() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) multi_register() (probly.utils.switchdispatch method) MultiVisualizer (class in probly.visualization.credal.plot_multid) mutual_information() (in module probly.quantification.classification) (in module probly.quantification.regression) N named_buffers() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) named_children() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) named_modules() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) named_parameters() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) natpn_loss() (in module probly.train.evidential.torch) NatPNClassHead (class in probly.layers.evidential.torch) NatPNModel (class in probly.models.evidential.torch) NatPNRegHead (class in probly.layers.evidential.torch) ndim (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.ArrayProbabilityIntervals property) (probly.representation.credal_set.array.ArraySingletonCredalSet property) (probly.representation.distribution.array_dirichlet.ArrayDirichlet property) (probly.representation.distribution.array_gaussian.ArrayGaussian property) (probly.representation.distribution.mixture_dirichlet.ArrayDirichletMixture property) (probly.representation.distribution.mixture_gaussian.ArrayGaussianMixture property) (probly.representation.sampling.array_sample.ArraySample property) (probly.representation.sampling.jax_sample.JaxArraySample property) (probly.representation.sampling.torch_sample.TorchTensorSample property) nominal (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet attribute) nonconformity_scores (probly.conformal_prediction.methods.mondrian.MondrianConformalClassifier attribute) (probly.conformal_prediction.methods.mondrian.MondrianConformalRegressor attribute) (probly.conformal_prediction.methods.split.SplitConformalRegressor attribute) normal_wishart_log_prob() (in module probly.train.evidential.torch) NormalInverseGammaLinear (class in probly.layers.evidential.torch) (class in probly.layers.torch) normalize_input() (in module probly.visualization.credal.input_handling) nu (probly.layers.evidential.torch.NormalInverseGammaLinear attribute) (probly.layers.torch.NormalInverseGammaLinear attribute) nu_bias (probly.layers.evidential.torch.NormalInverseGammaLinear attribute) (probly.layers.torch.NormalInverseGammaLinear attribute) num_bins (probly.train.calibration.torch.ExpectedCalibrationError attribute) num_classes (probly.datasets.torch.DCICDataset attribute) (probly.representation.credal_set.array.ArrayProbabilityIntervals property) num_members (probly.layers.flax.BatchEnsembleConv attribute) (probly.layers.flax.BatchEnsembleLinear attribute) (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BatchEnsembleLinear attribute) num_samples (probly.representation.sampling.sampler.Sampler attribute) 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) output_dataloader() (in module probly.data_generation.first_order_datagenerator) (in module probly.data_generation.jax_first_order_generator) (in module probly.data_generation.torch_first_order_generator) output_mode (probly.data_generation.first_order_datagenerator.FirstOrderDataGenerator attribute) (probly.data_generation.jax_first_order_generator.FirstOrderDataGenerator attribute) (probly.data_generation.torch_first_order_generator.FirstOrderDataGenerator attribute) output_transform (probly.data_generation.first_order_datagenerator.FirstOrderDataGenerator attribute) (probly.data_generation.jax_first_order_generator.FirstOrderDataGenerator attribute) (probly.data_generation.torch_first_order_generator.FirstOrderDataGenerator attribute) P p (probly.layers.torch.DropConnectLinear attribute) padding (probly.layers.flax.BatchEnsembleConv attribute) (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BayesConv2d attribute) param_dtype (probly.layers.flax.BatchEnsembleConv attribute) (probly.layers.flax.BatchEnsembleLinear attribute) (probly.layers.flax.DropConnectLinear attribute) parameters() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) parse_archives() (probly.datasets.torch.ImageNetReaL method) parse_dynamic_metric() (in module probly.evaluation.ood) pdf() (probly.visualization.dirichlet.plot_dirichlet.DirichletTernaryVisualizer.Dirichlet method) perturb() (probly.calibration.scaling.flax_base.ScalerFlax method) (probly.calibration.scaling.flax_platt.FlaxPlatt method) (probly.calibration.scaling.flax_temperature.FlaxTemperature method) (probly.calibration.scaling.flax_vector.FlaxVector method) (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) Plankton (class in probly.datasets.torch) platt() (in module probly.calibration.scaling.common) plot_convex_hull() (probly.visualization.credal.plot_3d.TernaryVisualizer method) plot_coverage_efficiency() (probly.visualization.efficiency.plot_coverage_efficiency.CoverageEfficiencyVisualizer method) plot_coverage_efficiency_from_ood_labels() (in module probly.visualization.efficiency.coverage_efficiency_ood) plot_coverage_efficiency_id_ood() (in module probly.visualization.efficiency.coverage_efficiency_ood) plot_histogram() (in module probly.visualization.ood) plot_minmax_lines() (probly.visualization.credal.plot_3d.TernaryVisualizer method) plot_pr_curve() (in module probly.visualization.ood) plot_reliability_diagram() (in module probly.calibration.visualization.reliability_diagram) plot_roc_curve() (in module probly.visualization.ood) plot_uncertainty() (in module probly.visualization.clustermargin.clustervisualizer) pn_loss() (in module probly.train.evidential.torch) pop() (probly.representation.sampling.common_sample.ListSample method) (probly.representation.sampling.common_sample.SampleParams method) popitem() (probly.representation.sampling.common_sample.SampleParams method) postnet_loss() (in module probly.train.evidential.torch) PostNetModel (class in probly.models.evidential.torch) powerset() (in module probly.utils.sets) precision (probly.layers.flax.BatchEnsembleConv attribute) (probly.layers.flax.BatchEnsembleLinear attribute) (probly.layers.flax.DropConnectLinear attribute) predict() (probly.calibration.bayesian_binning.flax.BayesianBinningQuantilesFlax method) (probly.calibration.bayesian_binning.torch.BayesianBinningQuantilesTorch method) (probly.calibration.histogram_binning.flax.HistogramBinningFlax method) (probly.calibration.histogram_binning.torch.HistogramBinningTorch method) (probly.calibration.isotonic_regression.torch.IsotonicRegressionCalibrator method) (probly.calibration.scaling.flax_base.ScalerFlax method) (probly.calibration.scaling.flax_platt.FlaxPlatt method) (probly.calibration.scaling.flax_temperature.FlaxTemperature method) (probly.calibration.scaling.flax_vector.FlaxVector method) (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.conformal_prediction.methods.class_conditional.ClassConditionalClassifier method) (probly.conformal_prediction.methods.class_conditional.ClassConditionalRegressor method) (probly.conformal_prediction.methods.common.ConformalClassifier method) (probly.conformal_prediction.methods.common.ConformalRegressor method) (probly.conformal_prediction.methods.cvplus.CVPlusClassifier method) (probly.conformal_prediction.methods.cvplus.CVPlusRegressor method) (probly.conformal_prediction.methods.jackknifeplus.JackknifePlusClassifier method) (probly.conformal_prediction.methods.jackknifeplus.JackknifePlusRegressor method) (probly.conformal_prediction.methods.mondrian.MondrianConformalClassifier method) (probly.conformal_prediction.methods.mondrian.MondrianConformalRegressor method) (probly.conformal_prediction.methods.split.SplitConformalClassifier method) (probly.conformal_prediction.methods.split.SplitConformalRegressor method) (probly.representation.sampling.sampler.Sampler method) predict_fold() (probly.conformal_prediction.methods.cvplus.CVPlusClassifier method) (probly.conformal_prediction.methods.cvplus.CVPlusRegressor method) (probly.conformal_prediction.methods.jackknifeplus.JackknifeCVBase method) (probly.conformal_prediction.methods.jackknifeplus.JackknifePlusClassifier method) (probly.conformal_prediction.methods.jackknifeplus.JackknifePlusRegressor method) predict_nonconformity() (probly.conformal_prediction.scores.absolute_error.common.AbsoluteErrorScore method) (probly.conformal_prediction.scores.aps.common.APSScore method) (probly.conformal_prediction.scores.common.ClassificationScore method) (probly.conformal_prediction.scores.common.ClassificationScoreProtocol method) (probly.conformal_prediction.scores.common.RegressionScore method) (probly.conformal_prediction.scores.common.RegressionScoreProtocol method) (probly.conformal_prediction.scores.cqr.common.CQRScore method) (probly.conformal_prediction.scores.lac.common.LACScore method) (probly.conformal_prediction.scores.raps.common.RAPSScore method) (probly.conformal_prediction.scores.saps.common.SAPSScore method) predict_probs_torch() (in module probly.conformal_prediction.methods.common) predictive_probs() (in module probly.train.evidential.torch) Predictor (class in probly.conformal_prediction.methods.common) (class in probly.predictor) predictor (probly.representation.representer.Representer attribute) (probly.representation.sampling.sampler.EnsembleSampler attribute) (probly.representation.sampling.sampler.Sampler attribute) preferred_element_type (probly.layers.flax.BatchEnsembleConv attribute) (probly.layers.flax.BatchEnsembleLinear attribute) (probly.layers.flax.DropConnectLinear attribute) prepares_batch_inp() (probly.data_generation.first_order_datagenerator.FirstOrderDataGenerator method) (probly.data_generation.jax_first_order_generator.FirstOrderDataGenerator method) (probly.data_generation.torch_first_order_generator.FirstOrderDataGenerator method) PrNetHead (class in probly.layers.evidential.torch) PrNetModel (class in probly.models.evidential.torch) ProbabilityIntervalsCredalSet (class in probly.representation.credal_set.common) probly module probly.calibration module probly.calibration.bayesian_binning module probly.calibration.bayesian_binning.flax module probly.calibration.bayesian_binning.torch module probly.calibration.histogram_binning module probly.calibration.histogram_binning.flax module probly.calibration.histogram_binning.torch module probly.calibration.isotonic_regression module probly.calibration.isotonic_regression.common module probly.calibration.isotonic_regression.torch module probly.calibration.scaling module probly.calibration.scaling.common module probly.calibration.scaling.flax_base module probly.calibration.scaling.flax_platt module probly.calibration.scaling.flax_temperature module probly.calibration.scaling.flax_vector module probly.calibration.scaling.torch_base module probly.calibration.scaling.torch_platt module probly.calibration.scaling.torch_temperature module probly.calibration.scaling.torch_vector module probly.calibration.visualization module probly.calibration.visualization.reliability_diagram module probly.conformal_prediction module probly.conformal_prediction.methods module probly.conformal_prediction.methods.class_conditional module probly.conformal_prediction.methods.common module probly.conformal_prediction.methods.cvplus module probly.conformal_prediction.methods.jackknifeplus module probly.conformal_prediction.methods.mondrian module probly.conformal_prediction.methods.split module probly.conformal_prediction.scores module probly.conformal_prediction.scores.absolute_error module probly.conformal_prediction.scores.absolute_error.common module probly.conformal_prediction.scores.absolute_error.flax module probly.conformal_prediction.scores.absolute_error.torch module probly.conformal_prediction.scores.aps module probly.conformal_prediction.scores.aps.common module probly.conformal_prediction.scores.aps.flax module probly.conformal_prediction.scores.aps.torch module probly.conformal_prediction.scores.common module probly.conformal_prediction.scores.cqr module probly.conformal_prediction.scores.cqr.common module probly.conformal_prediction.scores.cqr.flax module probly.conformal_prediction.scores.cqr.torch module probly.conformal_prediction.scores.lac module probly.conformal_prediction.scores.lac.common module probly.conformal_prediction.scores.lac.flax module probly.conformal_prediction.scores.lac.torch module probly.conformal_prediction.scores.raps module probly.conformal_prediction.scores.raps.common module probly.conformal_prediction.scores.raps.flax module probly.conformal_prediction.scores.raps.torch module probly.conformal_prediction.scores.saps module probly.conformal_prediction.scores.saps.common module probly.conformal_prediction.scores.saps.flax module probly.conformal_prediction.scores.saps.torch module probly.conformal_prediction.utils module probly.conformal_prediction.utils.metrics module probly.conformal_prediction.utils.quantile module probly.data_generation module probly.data_generation.base_generator module probly.data_generation.factory module probly.data_generation.first_order_datagenerator module probly.data_generation.jax_first_order_generator module probly.data_generation.jax_generator module probly.data_generation.pytorch_generator module probly.data_generation.torch_first_order_generator module probly.datasets module probly.datasets.torch module probly.evaluation module probly.evaluation.metrics module probly.evaluation.ood module probly.evaluation.tasks module probly.layers module probly.layers.evidential module probly.layers.evidential.torch module probly.layers.flax module probly.layers.torch module probly.lazy_types module probly.models module probly.models.evidential module probly.models.evidential.torch module probly.predictor module probly.quantification module probly.quantification.classification module probly.quantification.regression module probly.representation module probly.representation.credal_set module probly.representation.credal_set.array module probly.representation.credal_set.array_functions module probly.representation.credal_set.common module probly.representation.distribution module probly.representation.distribution.array_dirichlet module probly.representation.distribution.array_gaussian module probly.representation.distribution.common module probly.representation.distribution.mixture_dirichlet module probly.representation.distribution.mixture_gaussian module probly.representation.representer module probly.representation.sampling module probly.representation.sampling.array_sample module probly.representation.sampling.array_sample_axis_tracking module probly.representation.sampling.array_sample_functions module probly.representation.sampling.common_sample module probly.representation.sampling.flax_sampler module probly.representation.sampling.jax_sample module probly.representation.sampling.sample module probly.representation.sampling.sampler module probly.representation.sampling.sklearn_sampler module probly.representation.sampling.torch_sample module probly.representation.sampling.torch_sampler module probly.train module probly.train.bayesian module probly.train.bayesian.torch module probly.train.calibration module probly.train.calibration.torch module probly.train.evidential module probly.train.evidential.common module probly.train.evidential.torch module probly.transformation module probly.transformation.evidential module probly.transformation.evidential.classification module probly.transformation.evidential.classification.common module probly.transformation.evidential.classification.torch module probly.transformation.evidential.regression module probly.transformation.evidential.regression.common module probly.transformation.evidential.regression.torch module probly.traverse_nn module probly.traverse_nn.common module probly.traverse_nn.flax module probly.traverse_nn.torch module probly.utils module probly.utils.errors module probly.utils.probabilities module probly.utils.sets module probly.utils.torch module probly.visualization module probly.visualization.clustermargin module probly.visualization.clustermargin.clustervisualizer module probly.visualization.config module probly.visualization.credal module probly.visualization.credal.credal_visualization module probly.visualization.credal.input_handling module probly.visualization.credal.plot_2d module probly.visualization.credal.plot_3d module probly.visualization.credal.plot_multid module probly.visualization.dirichlet module probly.visualization.dirichlet.dirichlet_visualization module probly.visualization.dirichlet.plot_dirichlet module probly.visualization.efficiency module probly.visualization.efficiency.coverage_efficiency_ood module probly.visualization.efficiency.plot_coverage_efficiency module probly.visualization.ood module probs_to_coords_2d() (probly.visualization.credal.plot_2d.IntervalVisualizer method) probs_to_coords_3d() (probly.visualization.credal.plot_3d.TernaryVisualizer method) promote_dtype (probly.layers.flax.BatchEnsembleConv attribute) (probly.layers.flax.BatchEnsembleLinear attribute) (probly.layers.flax.DropConnectLinear attribute) PyTorchDataGenerator (class in probly.data_generation.pytorch_generator) 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) radar_factory() (in module probly.visualization.credal.plot_multid) RadialFlowDensity (class in probly.layers.evidential.torch) RadialFlowLayer (class in probly.layers.evidential.torch) radius (probly.representation.credal_set.array.ArrayDistanceBasedCredalSet attribute) raise_deprecation_warning() (in module probly.utils.errors) raps_score_jax() (in module probly.conformal_prediction.scores.raps.flax) raps_score_torch() (in module probly.conformal_prediction.scores.raps.torch) RAPSScore (class in probly.conformal_prediction.scores.raps.common) rate (probly.layers.flax.DropConnectLinear attribute) register() (in module probly.conformal_prediction.scores.absolute_error.common) (in module probly.conformal_prediction.scores.aps.common) (in module probly.conformal_prediction.scores.cqr.common) (in module probly.conformal_prediction.scores.lac.common) (in module probly.conformal_prediction.scores.raps.common) (in module probly.conformal_prediction.scores.saps.common) (in module probly.transformation.evidential.classification.common) (in module probly.transformation.evidential.regression.common) (probly.utils.switchdispatch method) register_backward_hook() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) register_buffer() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) register_forced_fitted_already_mode() (in module probly.representation.sampling.sklearn_sampler) register_forced_train_mode() (in module probly.representation.sampling.flax_sampler) (in module probly.representation.sampling.torch_sampler) register_forward_hook() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) register_forward_pre_hook() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) register_full_backward_hook() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) register_full_backward_pre_hook() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) register_isotonic_factory() (in module probly.calibration.isotonic_regression.common) register_load_state_dict_post_hook() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) register_load_state_dict_pre_hook() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) register_module() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) register_parameter() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) register_platt_factory() (in module probly.calibration.scaling.common) register_state_dict_post_hook() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) register_state_dict_pre_hook() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) register_temperature_factory() (in module probly.calibration.scaling.common) register_vector_factory() (in module probly.calibration.scaling.common) RegressionHead (class in probly.layers.evidential.torch) RegressionScore (class in probly.conformal_prediction.scores.common) RegressionScoreProtocol (class in probly.conformal_prediction.scores.common) regularization_fn() (in module probly.train.evidential.torch) remove() (probly.representation.sampling.common_sample.ListSample method) replace_last_torch_nig() (in module probly.transformation.evidential.regression.torch) Representer (class in probly.representation.representer) requires_grad_() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) reset_parameters() (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.NormalInverseGammaLinear method) return_jax (probly.data_generation.jax_first_order_generator.FirstOrderDataGenerator attribute) return_numpy (probly.data_generation.first_order_datagenerator.FirstOrderDataGenerator attribute) (probly.data_generation.jax_first_order_generator.FirstOrderDataGenerator attribute) (probly.data_generation.torch_first_order_generator.FirstOrderDataGenerator attribute) return_torch (probly.data_generation.torch_first_order_generator.FirstOrderDataGenerator attribute) reverse() (probly.representation.sampling.common_sample.ListSample method) rng (probly.conformal_prediction.scores.saps.common.SAPSScore attribute) rng_collection (probly.layers.flax.DropConnectLinear attribute) rngs (probly.layers.flax.DropConnectLinear attribute) root (probly.datasets.torch.DCICDataset 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 (class in probly.representation.sampling.common_sample) sample() (probly.representation.distribution.array_dirichlet.ArrayDirichlet method) (probly.representation.distribution.array_gaussian.ArrayGaussian method) (probly.representation.distribution.common.DirichletDistribution method) (probly.representation.distribution.common.Distribution method) (probly.representation.distribution.common.GaussianDistribution method) (probly.representation.distribution.mixture_dirichlet.ArrayDirichletMixture method) (probly.representation.distribution.mixture_gaussian.ArrayGaussianMixture method) (probly.representation.sampling.sampler.EnsembleSampler method) sample_axis (probly.representation.sampling.array_sample.ArraySample attribute) (probly.representation.sampling.common_sample.SampleParams attribute) (probly.representation.sampling.jax_sample.JaxArraySample attribute) (probly.representation.sampling.sampler.Sampler attribute) (probly.representation.sampling.torch_sample.TorchTensorSample property) sample_dim (probly.representation.sampling.torch_sample.TorchTensorSample attribute) sample_factory (probly.representation.sampling.sampler.EnsembleSampler attribute) (probly.representation.sampling.sampler.Sampler attribute) sample_mean() (probly.representation.sampling.array_sample.ArraySample method) (probly.representation.sampling.common_sample.ListSample method) (probly.representation.sampling.common_sample.Sample method) (probly.representation.sampling.jax_sample.JaxArraySample method) (probly.representation.sampling.torch_sample.TorchTensorSample method) sample_size (probly.representation.sampling.array_sample.ArraySample property) (probly.representation.sampling.common_sample.ListSample property) (probly.representation.sampling.common_sample.Sample property) (probly.representation.sampling.jax_sample.JaxArraySample property) (probly.representation.sampling.torch_sample.TorchTensorSample property) sample_std() (probly.representation.sampling.array_sample.ArraySample method) (probly.representation.sampling.common_sample.ListSample method) (probly.representation.sampling.common_sample.Sample method) (probly.representation.sampling.jax_sample.JaxArraySample method) (probly.representation.sampling.torch_sample.TorchTensorSample method) sample_var() (probly.representation.sampling.array_sample.ArraySample method) (probly.representation.sampling.common_sample.ListSample method) (probly.representation.sampling.common_sample.Sample method) (probly.representation.sampling.jax_sample.JaxArraySample method) (probly.representation.sampling.torch_sample.TorchTensorSample method) SampleFactory (class in probly.representation.sampling.common_sample) SampleParams (class in probly.representation.sampling.common_sample) Sampler (class in probly.representation.sampling.sampler) sampler_factory() (in module probly.representation.sampling.sampler) samples (probly.representation.sampling.array_sample.ArraySample property) (probly.representation.sampling.common_sample.ListSample property) (probly.representation.sampling.common_sample.Sample property) (probly.representation.sampling.jax_sample.JaxArraySample property) (probly.representation.sampling.torch_sample.TorchTensorSample property) sampling_strategy (probly.representation.sampling.sampler.Sampler attribute) saps_score_jax() (in module probly.conformal_prediction.scores.saps.flax) saps_score_torch() (in module probly.conformal_prediction.scores.saps.torch) SAPSScore (class in probly.conformal_prediction.scores.saps.common) save() (probly.data_generation.base_generator.BaseDataGenerator method) (probly.data_generation.jax_generator.JAXDataGenerator method) (probly.data_generation.pytorch_generator.PyTorchDataGenerator method) save_distributions() (probly.data_generation.first_order_datagenerator.FirstOrderDataGenerator method) (probly.data_generation.jax_first_order_generator.FirstOrderDataGenerator method) (probly.data_generation.torch_first_order_generator.FirstOrderDataGenerator method) save_distributions_pt() (in module probly.data_generation.torch_first_order_generator) ScalerFlax (class in probly.calibration.scaling.flax_base) ScalerTorch (class in probly.calibration.scaling.torch_base) Score (class in probly.conformal_prediction.scores.common) score (probly.conformal_prediction.methods.class_conditional.ClassConditionalClassifier attribute) (probly.conformal_prediction.methods.class_conditional.ClassConditionalRegressor attribute) (probly.conformal_prediction.methods.mondrian.GroupedConformalBase attribute) (probly.conformal_prediction.methods.mondrian.MondrianConformalClassifier attribute) (probly.conformal_prediction.methods.mondrian.MondrianConformalRegressor attribute) (probly.conformal_prediction.methods.split.SplitConformalClassifier attribute) (probly.conformal_prediction.methods.split.SplitConformalPredictor attribute) (probly.conformal_prediction.methods.split.SplitConformalRegressor attribute) selective_prediction() (in module probly.evaluation.tasks) set_attributes() (probly.calibration.scaling.flax_base.ScalerFlax method) (probly.calibration.scaling.flax_platt.FlaxPlatt method) (probly.calibration.scaling.flax_temperature.FlaxTemperature method) (probly.calibration.scaling.flax_vector.FlaxVector method) (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) set_extra_state() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) set_mode() (probly.layers.flax.DropConnectLinear method) set_submodule() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) setdefault() (probly.representation.sampling.common_sample.SampleParams method) shape (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.ArrayProbabilityIntervals property) (probly.representation.credal_set.array.ArraySingletonCredalSet property) (probly.representation.distribution.array_dirichlet.ArrayDirichlet property) (probly.representation.distribution.array_gaussian.ArrayGaussian property) (probly.representation.distribution.mixture_dirichlet.ArrayDirichletMixture property) (probly.representation.distribution.mixture_gaussian.ArrayGaussianMixture property) (probly.representation.sampling.array_sample.ArraySample property) (probly.representation.sampling.jax_sample.JaxArraySample property) (probly.representation.sampling.torch_sample.TorchTensorSample property) share_memory() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) SimpleDataLoader (class in probly.data_generation.first_order_datagenerator) simplex_plot() (in module probly.visualization.credal.credal_visualization) SingletonCredalSet (class in probly.representation.credal_set.common) size (probly.representation.distribution.array_dirichlet.ArrayDirichlet property) (probly.representation.distribution.array_gaussian.ArrayGaussian property) (probly.representation.distribution.mixture_dirichlet.ArrayDirichletMixture property) (probly.representation.distribution.mixture_gaussian.ArrayGaussianMixture property) (probly.representation.sampling.array_sample.ArraySample property) (probly.representation.sampling.jax_sample.JaxArraySample property) size() (probly.representation.sampling.torch_sample.TorchTensorSample method) sort() (probly.representation.sampling.common_sample.ListSample method) sow() (probly.calibration.scaling.flax_base.ScalerFlax method) (probly.calibration.scaling.flax_platt.FlaxPlatt method) (probly.calibration.scaling.flax_temperature.FlaxTemperature method) (probly.calibration.scaling.flax_vector.FlaxVector method) (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) spherical_score() (in module probly.evaluation.metrics) spider_plot() (probly.visualization.credal.plot_multid.MultiVisualizer method) split() (probly.conformal_prediction.methods.split.SplitConformal method) split_folder (probly.datasets.torch.ImageNetReaL property) SplitConformal (class in probly.conformal_prediction.methods.split) SplitConformalClassifier (class in probly.conformal_prediction.methods.split) SplitConformalPredictor (class in probly.conformal_prediction.methods.split) SplitConformalRegressor (class in probly.conformal_prediction.methods.split) state_dict() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) stride (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BayesConv2d attribute) strides (probly.layers.flax.BatchEnsembleConv attribute) style_colorbar() (in module probly.visualization.config) subensemble() (in module probly.transformation) switchdispatch (class in probly.utils) T T (probly.representation.distribution.array_dirichlet.ArrayDirichlet property) (probly.representation.distribution.array_gaussian.ArrayGaussian property) (probly.representation.distribution.mixture_dirichlet.ArrayDirichletMixture property) (probly.representation.distribution.mixture_gaussian.ArrayGaussianMixture property) (probly.representation.sampling.array_sample.ArraySample property) (probly.representation.sampling.jax_sample.JaxArraySample property) (probly.representation.sampling.torch_sample.TorchTensorSample property) T_destination (probly.calibration.scaling.torch_base.ScalerTorch attribute) (probly.calibration.scaling.torch_platt.TorchPlatt attribute) (probly.calibration.scaling.torch_temperature.TorchTemperature attribute) (probly.calibration.scaling.torch_vector.TorchVector attribute) (probly.layers.evidential.torch.BatchedRadialFlowDensity attribute) (probly.layers.evidential.torch.BatchedRadialFlowLayer attribute) (probly.layers.evidential.torch.EDLHead attribute) (probly.layers.evidential.torch.IRDHead attribute) (probly.layers.evidential.torch.NatPNClassHead attribute) (probly.layers.evidential.torch.NatPNRegHead attribute) (probly.layers.evidential.torch.NormalInverseGammaLinear attribute) (probly.layers.evidential.torch.PrNetHead attribute) (probly.layers.evidential.torch.RadialFlowDensity attribute) (probly.layers.evidential.torch.RadialFlowLayer attribute) (probly.layers.evidential.torch.RegressionHead 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.models.evidential.torch.EDLModel attribute) (probly.models.evidential.torch.EvidentialRegressionModel attribute) (probly.models.evidential.torch.IRDModel attribute) (probly.models.evidential.torch.NatPNModel attribute) (probly.models.evidential.torch.PostNetModel attribute) (probly.models.evidential.torch.PrNetModel 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) targets (probly.datasets.torch.CIFAR10H attribute) (probly.datasets.torch.DCICDataset attribute) temperature() (in module probly.calibration.scaling.common) temperature_softmax() (in module probly.utils.torch) tensor (probly.representation.sampling.torch_sample.TorchTensorSample attribute) ternary_plot() (probly.visualization.credal.plot_3d.TernaryVisualizer method) TernaryVisualizer (class in probly.visualization.credal.plot_3d) test_list (probly.datasets.torch.CIFAR10H attribute) tgz_md5 (probly.datasets.torch.CIFAR10H attribute) threshold (probly.conformal_prediction.methods.mondrian.MondrianConformalClassifier attribute) (probly.conformal_prediction.methods.mondrian.MondrianConformalRegressor attribute) (probly.conformal_prediction.methods.split.SplitConformalRegressor attribute) to() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel method) (probly.representation.sampling.torch_sample.TorchTensorSample 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) to_device() (in module probly.data_generation.torch_first_order_generator) (probly.data_generation.jax_first_order_generator.FirstOrderDataGenerator 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.ArrayProbabilityIntervals method) (probly.representation.credal_set.array.ArraySingletonCredalSet method) (probly.representation.distribution.array_dirichlet.ArrayDirichlet method) (probly.representation.distribution.array_gaussian.ArrayGaussian method) (probly.representation.sampling.array_sample.ArraySample method) (probly.representation.sampling.jax_sample.JaxArraySample method) to_empty() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) to_numpy() (probly.conformal_prediction.methods.class_conditional.ClassConditionalClassifier static method) (probly.conformal_prediction.methods.class_conditional.ClassConditionalRegressor static method) (probly.conformal_prediction.methods.cvplus.CVPlusClassifier static method) (probly.conformal_prediction.methods.cvplus.CVPlusRegressor static method) (probly.conformal_prediction.methods.jackknifeplus.JackknifeCVBase static method) (probly.conformal_prediction.methods.jackknifeplus.JackknifePlusClassifier static method) (probly.conformal_prediction.methods.jackknifeplus.JackknifePlusRegressor static method) (probly.conformal_prediction.methods.mondrian.GroupedConformalBase static method) (probly.conformal_prediction.methods.mondrian.MondrianConformalClassifier static method) (probly.conformal_prediction.methods.mondrian.MondrianConformalRegressor static method) (probly.conformal_prediction.methods.split.SplitConformalClassifier static method) (probly.conformal_prediction.methods.split.SplitConformalPredictor static method) (probly.conformal_prediction.methods.split.SplitConformalRegressor static method) to_probs() (probly.data_generation.first_order_datagenerator.FirstOrderDataGenerator method) (probly.data_generation.jax_first_order_generator.FirstOrderDataGenerator method) (probly.data_generation.torch_first_order_generator.FirstOrderDataGenerator method) torch_collect_outputs() (in module probly.utils.torch) torch_reset_all_parameters() (in module probly.utils.torch) TorchPlatt (class in probly.calibration.scaling.torch_platt) TorchTemperature (class in probly.calibration.scaling.torch_temperature) TorchTensorSample (class in probly.representation.sampling.torch_sample) TorchVector (class in probly.calibration.scaling.torch_vector) total_differential_entropy() (in module probly.quantification.regression) total_entropy() (in module probly.quantification.classification) total_uncertainty_distance() (in module probly.quantification.classification) total_variance() (in module probly.quantification.classification) (in module probly.quantification.regression) track_axis() (in module probly.representation.sampling.array_sample_axis_tracking) track_sample_axis_after_reduction() (in module probly.representation.sampling.array_sample_functions) train() (probly.calibration.scaling.flax_base.ScalerFlax method) (probly.calibration.scaling.flax_platt.FlaxPlatt method) (probly.calibration.scaling.flax_temperature.FlaxTemperature method) (probly.calibration.scaling.flax_vector.FlaxVector method) (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead method) (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) train_list (probly.datasets.torch.CIFAR10H attribute) training (probly.calibration.scaling.torch_base.ScalerTorch attribute) (probly.calibration.scaling.torch_platt.TorchPlatt attribute) (probly.calibration.scaling.torch_temperature.TorchTemperature attribute) (probly.calibration.scaling.torch_vector.TorchVector attribute) (probly.layers.evidential.torch.BatchedRadialFlowDensity attribute) (probly.layers.evidential.torch.BatchedRadialFlowLayer attribute) (probly.layers.evidential.torch.EDLHead attribute) (probly.layers.evidential.torch.IRDHead attribute) (probly.layers.evidential.torch.NatPNClassHead attribute) (probly.layers.evidential.torch.NatPNRegHead attribute) (probly.layers.evidential.torch.NormalInverseGammaLinear attribute) (probly.layers.evidential.torch.PrNetHead attribute) (probly.layers.evidential.torch.RadialFlowDensity attribute) (probly.layers.evidential.torch.RadialFlowLayer attribute) (probly.layers.evidential.torch.RegressionHead 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.models.evidential.torch.EDLModel attribute) (probly.models.evidential.torch.EvidentialRegressionModel attribute) (probly.models.evidential.torch.IRDModel attribute) (probly.models.evidential.torch.NatPNModel attribute) (probly.models.evidential.torch.PostNetModel attribute) (probly.models.evidential.torch.PrNetModel 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) transform (probly.datasets.torch.DCICDataset attribute) transpose() (probly.representation.sampling.array_sample.ArraySample method) Treeversity1 (class in probly.datasets.torch) Treeversity6 (class in probly.datasets.torch) triangle_corners() (probly.visualization.dirichlet.plot_dirichlet.DirichletTernaryVisualizer method) type (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.ArrayProbabilityIntervals attribute) (probly.representation.credal_set.array.ArraySingletonCredalSet attribute) (probly.representation.credal_set.common.CategoricalCredalSet attribute) (probly.representation.credal_set.common.ConvexCredalSet attribute) (probly.representation.credal_set.common.CredalSet attribute) (probly.representation.credal_set.common.DiscreteCredalSet attribute) (probly.representation.credal_set.common.DistanceBasedCredalSet attribute) (probly.representation.credal_set.common.ProbabilityIntervalsCredalSet attribute) (probly.representation.credal_set.common.SingletonCredalSet attribute) (probly.representation.distribution.array_dirichlet.ArrayDirichlet attribute) (probly.representation.distribution.array_gaussian.ArrayGaussian attribute) (probly.representation.distribution.common.DirichletDistribution attribute) (probly.representation.distribution.common.Distribution attribute) (probly.representation.distribution.common.GaussianDistribution attribute) type() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) U unfreeze_encoder() (probly.models.evidential.torch.NatPNModel method) unified_evidential_train() (in module probly.train.evidential.torch) update() (probly.representation.sampling.common_sample.SampleParams 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.ArrayProbabilityIntervals method) (probly.representation.credal_set.array.ArraySingletonCredalSet method) (probly.representation.credal_set.common.CategoricalCredalSet method) (probly.representation.credal_set.common.ConvexCredalSet method) (probly.representation.credal_set.common.DiscreteCredalSet method) (probly.representation.credal_set.common.DistanceBasedCredalSet method) (probly.representation.credal_set.common.ProbabilityIntervalsCredalSet method) (probly.representation.credal_set.common.SingletonCredalSet method) upper_bounds (probly.representation.credal_set.array.ArrayProbabilityIntervals attribute) upper_entropy() (in module probly.quantification.classification) upper_entropy_convex_hull() (in module probly.quantification.classification) url (probly.datasets.torch.CIFAR10H attribute) use_bias (probly.layers.flax.BatchEnsembleConv attribute) (probly.layers.flax.BatchEnsembleLinear attribute) (probly.layers.flax.DropConnectLinear attribute) V values() (probly.representation.sampling.common_sample.SampleParams method) var (probly.representation.distribution.array_gaussian.ArrayGaussian attribute) (probly.representation.distribution.common.GaussianDistribution property) variance_conditional_expectation() (in module probly.quantification.classification) (in module probly.quantification.regression) vector() (in module probly.calibration.scaling.common) visualize_ood() (in module probly.evaluation.ood) W 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) weights (probly.representation.distribution.mixture_dirichlet.ArrayDirichletMixture attribute) (probly.representation.distribution.mixture_gaussian.ArrayGaussianMixture attribute) width() (probly.representation.credal_set.array.ArrayProbabilityIntervals method) X xpu() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) xy_to_barycentric() (probly.visualization.dirichlet.plot_dirichlet.DirichletTernaryVisualizer method) Z zero_grad() (probly.calibration.scaling.torch_base.ScalerTorch method) (probly.calibration.scaling.torch_platt.TorchPlatt method) (probly.calibration.scaling.torch_temperature.TorchTemperature method) (probly.calibration.scaling.torch_vector.TorchVector method) (probly.layers.evidential.torch.BatchedRadialFlowDensity method) (probly.layers.evidential.torch.BatchedRadialFlowLayer method) (probly.layers.evidential.torch.EDLHead method) (probly.layers.evidential.torch.IRDHead method) (probly.layers.evidential.torch.NatPNClassHead method) (probly.layers.evidential.torch.NatPNRegHead method) (probly.layers.evidential.torch.NormalInverseGammaLinear method) (probly.layers.evidential.torch.PrNetHead method) (probly.layers.evidential.torch.RadialFlowDensity method) (probly.layers.evidential.torch.RadialFlowLayer method) (probly.layers.evidential.torch.RegressionHead 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.NormalInverseGammaLinear method) (probly.models.evidential.torch.EDLModel method) (probly.models.evidential.torch.EvidentialRegressionModel method) (probly.models.evidential.torch.IRDModel method) (probly.models.evidential.torch.NatPNModel method) (probly.models.evidential.torch.PostNetModel method) (probly.models.evidential.torch.PrNetModel 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) zero_one_loss() (in module probly.evaluation.metrics)