Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | X | Y | Z _ __call__() (probly.integrations.torch_uncertainty.TorchUncertaintyCalibratedLogitRepresenter method) (probly.integrations.torch_uncertainty.TorchUncertaintyConformalRepresenter method) (probly.integrations.torch_uncertainty.TorchUncertaintySampleRepresenter method) (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.layers.numpy.NumpyMahalanobisHead method) (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.method.laplace.torch.LaplaceRepresenter method) (probly.quantification.decomposition.decomposition.Decomposer method) (probly.representation.sample.jax_functions.JaxSampleCreator method) (probly.representation.sample.numpy_functions.NumpySampleCreator method) (probly.representation.sample.torch_functions.TorchSampleCreator method) (probly.representer.clarifier.huggingface.HFQuestionClarifier method) (probly.representer.credal_set.ConvexCredalSetRepresenter method) (probly.representer.credal_set.ProbabilityIntervalsRepresenter method) (probly.representer.credal_set.RepresentativeConvexCredalSetRepresenter method) (probly.representer.credal_set.SampleMeanConvexCredalSetRepresenter method) (probly.representer.embedder.huggingface.HFTextEmbedder method) (probly.representer.sampler.huggingface.HFTextGenerationSampler method) (probly.representer.semantic_clustering.huggingface.HFGreedySemanticClusterer method) (probly.representer.semantic_clustering.huggingface.HFSemanticClusterer method) (probly.transformation.calibration.flax.FlaxAffineLogitCalibrationPredictor method) (probly.transformation.calibration.flax.FlaxDirichletCalibrationPredictor method) (probly.transformation.calibration.flax.FlaxIdentityLogitModel method) (probly.transformation.calibration.flax.FlaxIsotonicCalibrationPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.flax.FlaxConformalSetPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) (probly.transformation.transformation.PredictorTransformation method) (probly.transformation.transformation.PredictorTransformationDecorator method) (probly.utils.switchdispatch method) A active_learning_steps() (in module probly.evaluation.active_learning.loop) add_generation_prompt (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) add_module() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) AdditiveDecomposition (class in probly.quantification.decomposition.decomposition) aleatoric (probly.quantification.decomposition.decomposition.AdditiveDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricEpistemicDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricTotalDecomposition property) AleatoricDecomposition (class in probly.quantification.decomposition.decomposition) AleatoricEpistemicDecomposition (class in probly.quantification.decomposition.decomposition) AleatoricEpistemicTotalDecomposition (class in probly.quantification.decomposition.decomposition) AleatoricTotalDecomposition (class in probly.quantification.decomposition.decomposition) AleatoricUncertainty (class in probly.quantification.notion) aligned (probly.representation.array_like.ArrayFlagsLike attribute) allowed_types (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution attribute) alpha (probly.representer.credal_set.RepresentativeConvexCredalSetRepresenter attribute) alpha_prior (probly.layers.torch.NatPNClassHead attribute) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork attribute) alphas (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet attribute) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet attribute) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution attribute) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution attribute) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution attribute) ALState (class in probly.evaluation.active_learning.loop) apply() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) apply_chat_template (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) apply_spectral_norm_to_encoder() (in module probly.layers.torch) array (probly.representation.conformal_set.jax.JaxIntervalConformalSet attribute) (probly.representation.conformal_set.jax.JaxOneHotConformalSet attribute) (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet attribute) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet attribute) (probly.representation.credal_set.numpy.NumpyConvexCredalSet attribute) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet attribute) (probly.representation.credal_set.numpy.NumpySingletonCredalSet attribute) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample attribute) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution attribute) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution attribute) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample attribute) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution attribute) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution attribute) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample attribute) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistributionSample attribute) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution attribute) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution attribute) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistributionSample attribute) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution attribute) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution attribute) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistributionSample attribute) (probly.representation.sample.jax.JaxSample attribute) (probly.representation.sample.jax_functions.JaxSampleInternals attribute) (probly.representation.sample.numpy.NumpySample attribute) (probly.representation.sample.numpy_functions.NumpySampleInternals attribute) ArrayFlagsLike (class in probly.representation.array_like) ArrayIndex (class in probly.representation.sample.axis_tracking) ArrayLike (class in probly.representation.array_like) astype() (probly.representation.array_like.NumpyArrayLike method) (probly.representation.array_like.NumpyArrayLikeImplementation method) (probly.representation.conformal_set.jax.JaxIntervalConformalSet method) (probly.representation.conformal_set.jax.JaxOneHotConformalSet method) (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet method) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet method) (probly.representation.credal_set.jax.JaxConvexCredalSet method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet method) (probly.representation.credal_set.numpy.NumpyConvexCredalSet method) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet method) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet method) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet method) (probly.representation.credal_set.numpy.NumpySingletonCredalSet method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample method) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample method) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistributionSample method) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution method) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution method) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistributionSample method) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution method) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution method) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution method) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution method) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistributionSample method) (probly.representation.jax_like.JaxLike method) (probly.representation.jax_like.JaxLikeImplementation method) (probly.representation.sample.jax.JaxSample method) (probly.representation.sample.numpy.NumpySample method) at (probly.representation.conformal_set.jax.JaxIntervalConformalSet property) (probly.representation.conformal_set.jax.JaxOneHotConformalSet property) (probly.representation.credal_set.jax.JaxConvexCredalSet property) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet property) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet property) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet property) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample property) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample property) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution property) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution property) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution property) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample property) (probly.representation.jax_like.JaxLike property) (probly.representation.sample.jax.JaxSample property) AxisTrackingResult (class in probly.representation.sample.axis_tracking) B barycenter (probly.representation.credal_set.jax.JaxCategoricalCredalSet property) (probly.representation.credal_set.jax.JaxConvexCredalSet property) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet property) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet property) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet property) (probly.representation.credal_set.numpy.NumpyCategoricalCredalSet property) (probly.representation.credal_set.numpy.NumpyConvexCredalSet property) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet property) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet property) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet property) (probly.representation.credal_set.numpy.NumpySingletonCredalSet property) (probly.representation.credal_set.torch.TorchCategoricalCredalSet property) (probly.representation.credal_set.torch.TorchConvexCredalSet property) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet property) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet property) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet property) base_folder (probly.datasets.torch.CIFAR10C attribute) (probly.datasets.torch.CIFAR10H attribute) (probly.datasets.torch.MedMNISTC attribute) (probly.datasets.torch.TinyImageNet attribute) batch_size (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.embedder.huggingface.HFTextEmbedder attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) (probly.representer.semantic_clustering.huggingface.HFGreedySemanticClusterer attribute) (probly.representer.semantic_clustering.huggingface.HFSemanticClusterer attribute) batchensemble() (in module probly.method) (in module probly.transformation) BatchEnsembleConv (class in probly.layers.flax) BatchEnsembleConv2d (class in probly.layers.torch) BatchEnsembleLinear (class in probly.layers.flax) (class in probly.layers.torch) BayesConv2d (class in probly.layers.torch) bayesian() (in module probly.method) (in module probly.transformation) bayesian_ensemble() (in module probly.transformation) BayesLinear (class in probly.layers.torch) behaved (probly.representation.array_like.ArrayFlagsLike property) Benthic (class in probly.datasets.torch) bfloat16() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) bias (probly.transformation.calibration.flax.FlaxAffineLogitCalibrationPredictor property) (probly.transformation.calibration.flax.FlaxDirichletCalibrationPredictor property) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor property) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor property) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor property) block_until_ready() (probly.representation.conformal_set.jax.JaxIntervalConformalSet method) (probly.representation.conformal_set.jax.JaxOneHotConformalSet method) (probly.representation.credal_set.jax.JaxConvexCredalSet method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample method) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample method) (probly.representation.jax_like.JaxLike method) (probly.representation.jax_like.JaxLikeImplementation method) (probly.representation.sample.jax.JaxSample method) buffers() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) C c_contiguous (probly.representation.array_like.ArrayFlagsLike property) CachingDecomposition (class in probly.quantification.decomposition.decomposition) calibrate() (probly.transformation.calibration.flax.FlaxAffineLogitCalibrationPredictor method) (probly.transformation.calibration.flax.FlaxDirichletCalibrationPredictor method) (probly.transformation.calibration.flax.FlaxIsotonicCalibrationPredictor method) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.flax.FlaxConformalSetPredictor method) (probly.transformation.conformal.sklearn.SklearnConformalSetPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) call_super_init (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BatchEnsembleLinear attribute) (probly.layers.torch.BayesConv2d attribute) (probly.layers.torch.BayesLinear attribute) (probly.layers.torch.DropConnectLinear attribute) (probly.layers.torch.GaussianMixtureHead attribute) (probly.layers.torch.GVBLLLayer attribute) (probly.layers.torch.HeteroscedasticLayer attribute) (probly.layers.torch.HetVBLLLayer attribute) (probly.layers.torch.IntBatchNorm1d attribute) (probly.layers.torch.IntBatchNorm2d attribute) (probly.layers.torch.IntConv2d attribute) (probly.layers.torch.IntLinear attribute) (probly.layers.torch.IntSoftmax attribute) (probly.layers.torch.IRDHead attribute) (probly.layers.torch.MahalanobisHead attribute) (probly.layers.torch.Masksembles2D attribute) (probly.layers.torch.MasksemblesLinear attribute) (probly.layers.torch.NatPNClassHead attribute) (probly.layers.torch.NatPNRegHead attribute) (probly.layers.torch.NormalInverseGammaLinear attribute) (probly.layers.torch.RadialNormalizingFlow attribute) (probly.layers.torch.RadialNormalizingFlowStack attribute) (probly.layers.torch.RegressionHead attribute) (probly.layers.torch.SharedMaskDropout attribute) (probly.layers.torch.SNCoeffParametrization attribute) (probly.layers.torch.SNGPLayer attribute) (probly.layers.torch.TVBLLLayer attribute) (probly.layers.torch.VBLLLayer attribute) (probly.method.deup.torch.ErrorPredictionHead attribute) (probly.method.deup.torch.LogDUEVariance attribute) (probly.method.deup.torch.LogGMMDensity attribute) (probly.method.deup.torch.LogMAFDensity attribute) (probly.method.deup.torch.LogMCDropoutVariance attribute) (probly.method.deup.torch.StationarizingFeatureProvider attribute) (probly.method.deup.torch.TorchDEUPPredictor attribute) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor attribute) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor attribute) (probly.transformation.calibration.torch.TorchIdentityLogitModel attribute) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor attribute) (probly.transformation.conformal.torch.TorchConformalSetPredictor attribute) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor attribute) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork attribute) canonical_notion (probly.quantification.decomposition.decomposition.AdditiveDecomposition attribute) (probly.quantification.decomposition.decomposition.AleatoricDecomposition attribute) (probly.quantification.decomposition.decomposition.AleatoricEpistemicDecomposition attribute) (probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition attribute) (probly.quantification.decomposition.decomposition.AleatoricTotalDecomposition attribute) (probly.quantification.decomposition.decomposition.CachingDecomposition attribute) (probly.quantification.decomposition.decomposition.ConstantTotalDecomposition attribute) (probly.quantification.decomposition.decomposition.Decomposition attribute) (probly.quantification.decomposition.decomposition.EpistemicDecomposition attribute) (probly.quantification.decomposition.decomposition.EpistemicTotalDecomposition attribute) (probly.quantification.decomposition.decomposition.TotalDecomposition attribute) carray (probly.representation.array_like.ArrayFlagsLike property) cast() (in module probly.method) (in module probly.transformation) categorical_palette (probly.plot.config.PlotConfig attribute) children() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) CIFAR10C (class in probly.datasets.torch) CIFAR10H (class in probly.datasets.torch) cifar10h_filename (probly.datasets.torch.CIFAR10H attribute) cifar10h_folder (probly.datasets.torch.CIFAR10H attribute) cifar10h_md5 (probly.datasets.torch.CIFAR10H attribute) cifar10h_url (probly.datasets.torch.CIFAR10H attribute) CIFAR10HDCIC (class in probly.datasets.torch) clarification_prompt (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) class_bias_ensemble() (in module probly.transformation) class_to_idx (probly.datasets.torch.TinyImageNet attribute) classes (probly.datasets.torch.TinyImageNet attribute) classes_ (probly.transformation.calibration.sklearn.SklearnIdentityLogitEstimator attribute) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor attribute) classification_head (probly.method.deup.torch.TorchDEUPPredictor attribute) clone() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLikeImplementation method) color() (probly.plot.config.PlotConfig method) color_gridline (probly.plot.config.PlotConfig attribute) color_negative (probly.plot.config.PlotConfig attribute) color_neutral (probly.plot.config.PlotConfig attribute) color_positive (probly.plot.config.PlotConfig attribute) compile() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) component_type (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution attribute) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution attribute) components (probly.quantification.decomposition.decomposition.AdditiveDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricEpistemicDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricTotalDecomposition property) (probly.quantification.decomposition.decomposition.CachingDecomposition property) (probly.quantification.decomposition.decomposition.ConstantTotalDecomposition property) (probly.quantification.decomposition.decomposition.Decomposition property) (probly.quantification.decomposition.decomposition.EpistemicDecomposition property) (probly.quantification.decomposition.decomposition.EpistemicTotalDecomposition property) (probly.quantification.decomposition.decomposition.TotalDecomposition property) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution attribute) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution attribute) compute_nauc() (in module probly.evaluation.active_learning.metrics) compute_rff() (probly.layers.torch.SNGPLayer method) concat() (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample method) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistributionSample method) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistributionSample method) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.jax.JaxSample method) (probly.representation.sample.numpy.NumpySample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) config (probly.transformation.calibration.flax.FlaxAffineLogitCalibrationPredictor attribute) (probly.transformation.calibration.flax.FlaxDirichletCalibrationPredictor attribute) (probly.transformation.calibration.flax.FlaxIsotonicCalibrationPredictor attribute) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor attribute) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor attribute) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor attribute) conformal_quantile (probly.transformation.conformal.flax.FlaxConformalSetPredictor property) (probly.transformation.conformal.sklearn.SklearnConformalSetPredictor attribute) (probly.transformation.conformal.torch.TorchConformalSetPredictor property) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor property) ConstantTotalDecomposition (class in probly.quantification.decomposition.decomposition) contains() (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet method) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) contiguous (probly.representation.array_like.ArrayFlagsLike property) ConvexCredalSetRepresenter (class in probly.representer.credal_set) copy() (probly.representation.array_like.NumpyArrayLike method) (probly.representation.array_like.NumpyArrayLikeImplementation method) (probly.representation.conformal_set.jax.JaxIntervalConformalSet method) (probly.representation.conformal_set.jax.JaxOneHotConformalSet method) (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet method) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet method) (probly.representation.credal_set.jax.JaxConvexCredalSet method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet method) (probly.representation.credal_set.numpy.NumpyConvexCredalSet method) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet method) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet method) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet method) (probly.representation.credal_set.numpy.NumpySingletonCredalSet method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample method) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample method) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistributionSample method) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution method) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution method) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistributionSample method) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution method) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution method) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution method) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution method) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistributionSample method) (probly.representation.jax_like.JaxLike method) (probly.representation.jax_like.JaxLikeImplementation method) (probly.representation.sample.jax.JaxSample method) (probly.representation.sample.numpy.NumpySample method) corruptions (probly.datasets.torch.CIFAR10C attribute) (probly.datasets.torch.MedMNISTC attribute) counts (probly.datasets.torch.CIFAR10H attribute) covariance_is_stale (probly.layers.torch.SNGPLayer attribute) covariance_matrix (probly.layers.torch.SNGPLayer attribute) CovarianceEstimator (class in probly.layers.numpy) cpu() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLikeImplementation method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) create (probly.representation.sample.jax_functions.JaxSampleInternals attribute) (probly.representation.sample.numpy_functions.NumpySampleInternals attribute) (probly.representation.sample.torch_functions.TorchSampleInternals attribute) credal_bnn() (in module probly.method) credal_dro() (in module probly.method) credal_ensembling() (in module probly.method) credal_relative_likelihood() (in module probly.method) credal_wrapper() (in module probly.method) CredalNetPredictor (class in probly.method.credal_net) cuda() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLikeImplementation method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) cvar_ce_loss() (in module probly.losses.torch) D dare() (in module probly.method) data (probly.datasets.torch.CIFAR10C attribute) (probly.datasets.torch.MedMNISTC attribute) DCICDataset (class in probly.datasets.torch) ddu() (in module probly.method) decision_function() (probly.transformation.calibration.sklearn.SklearnIdentityLogitEstimator method) Decomposer (class in probly.quantification.decomposition.decomposition) Decomposition (class in probly.quantification.decomposition.decomposition) der_loss() (in module probly.losses.torch) detach() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLike method) (probly.representation.torch_like.TorchLikeImplementation method) device (probly.method.deup.torch.TorchDEUPRepresentation property) (probly.representation.array_like.ArrayLike property) (probly.representation.array_like.NumpyArrayLike property) (probly.representation.array_like.NumpyArrayLikeConvertible property) (probly.representation.array_like.NumpyArrayLikeImplementation property) (probly.representation.conformal_set.jax.JaxIntervalConformalSet property) (probly.representation.conformal_set.jax.JaxOneHotConformalSet property) (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet property) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet property) (probly.representation.conformal_set.torch.TorchIntervalConformalSet property) (probly.representation.conformal_set.torch.TorchOneHotConformalSet property) (probly.representation.credal_set.jax.JaxConvexCredalSet property) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet property) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet property) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet property) (probly.representation.credal_set.numpy.NumpyConvexCredalSet property) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet property) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet property) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet property) (probly.representation.credal_set.numpy.NumpySingletonCredalSet property) (probly.representation.credal_set.torch.TorchConvexCredalSet property) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet property) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet property) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet property) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample property) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample property) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution property) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution property) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution property) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample property) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistributionSample property) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution property) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistributionSample property) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution property) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution property) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution property) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution property) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample property) (probly.representation.embedding.torch.TorchEmbedding property) (probly.representation.embedding.torch.TorchEmbeddingSample property) (probly.representation.embedding.torch.TorchEmbeddingSampleSample property) (probly.representation.jax_like.JaxLike property) (probly.representation.jax_like.JaxLikeConvertible property) (probly.representation.jax_like.JaxLikeImplementation property) (probly.representation.sample.jax.JaxSample property) (probly.representation.sample.numpy.NumpySample property) (probly.representation.sample.torch.TorchSample property) (probly.representation.text_generation.torch.TorchTextGeneration property) (probly.representation.text_generation.torch.TorchTextGenerationSample property) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample property) (probly.representation.text_generation.torch.TorchTokenGeneration property) (probly.representation.torch_like.TorchLike property) (probly.representation.torch_like.TorchLikeConvertible property) (probly.representation.torch_like.TorchLikeImplementation property) devices() (probly.representation.conformal_set.jax.JaxIntervalConformalSet method) (probly.representation.conformal_set.jax.JaxOneHotConformalSet method) (probly.representation.credal_set.jax.JaxConvexCredalSet method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution method) (probly.representation.jax_like.JaxLike method) dirichlet_clipped_exp_one_activation() (in module probly.transformation) dirichlet_exp_activation() (in module probly.transformation) dirichlet_softplus_activation() (in module probly.transformation) disc_vbll_loss() (in module probly.losses.torch) distance (probly.representer.credal_set.RepresentativeConvexCredalSetRepresenter attribute) dists (probly.datasets.torch.ImageNetReaL attribute) do_sample (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) double() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) download() (probly.datasets.torch.CIFAR10H method) dpi (probly.plot.config.PlotConfig attribute) dropconnect() (in module probly.method) (in module probly.transformation) DropConnectLinear (class in probly.layers.flax) (class in probly.layers.torch) dropout() (in module probly.method) (in module probly.transformation) dtype (probly.method.deup.torch.TorchDEUPRepresentation property) (probly.representation.array_like.ArrayLike property) (probly.representation.array_like.NumpyArrayLike property) (probly.representation.array_like.NumpyArrayLikeConvertible property) (probly.representation.array_like.NumpyArrayLikeImplementation property) (probly.representation.conformal_set.jax.JaxIntervalConformalSet property) (probly.representation.conformal_set.jax.JaxOneHotConformalSet property) (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet property) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet property) (probly.representation.conformal_set.torch.TorchIntervalConformalSet property) (probly.representation.conformal_set.torch.TorchOneHotConformalSet property) (probly.representation.credal_set.jax.JaxConvexCredalSet property) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet property) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet property) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet property) (probly.representation.credal_set.numpy.NumpyConvexCredalSet property) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet property) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet property) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet property) (probly.representation.credal_set.numpy.NumpySingletonCredalSet property) (probly.representation.credal_set.torch.TorchConvexCredalSet property) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet property) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet property) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet property) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample property) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample property) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution property) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution property) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution property) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample property) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistributionSample property) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution property) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistributionSample property) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution property) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution property) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution property) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution property) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample property) (probly.representation.embedding.torch.TorchEmbedding property) (probly.representation.embedding.torch.TorchEmbeddingSample property) (probly.representation.embedding.torch.TorchEmbeddingSampleSample property) (probly.representation.jax_like.JaxLike property) (probly.representation.jax_like.JaxLikeConvertible property) (probly.representation.jax_like.JaxLikeImplementation property) (probly.representation.sample.jax.JaxSample property) (probly.representation.sample.numpy.NumpySample property) (probly.representation.sample.torch.TorchSample property) (probly.representation.text_generation.torch.TorchTextGeneration property) (probly.representation.text_generation.torch.TorchTextGenerationSample property) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample property) (probly.representation.text_generation.torch.TorchTokenGeneration property) (probly.representation.torch_like.TorchLike property) (probly.representation.torch_like.TorchLikeConvertible property) (probly.representation.torch_like.TorchLikeImplementation property) dump_patches (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BatchEnsembleLinear attribute) (probly.layers.torch.BayesConv2d attribute) (probly.layers.torch.BayesLinear attribute) (probly.layers.torch.DropConnectLinear attribute) (probly.layers.torch.GaussianMixtureHead attribute) (probly.layers.torch.GVBLLLayer attribute) (probly.layers.torch.HeteroscedasticLayer attribute) (probly.layers.torch.HetVBLLLayer attribute) (probly.layers.torch.IntBatchNorm1d attribute) (probly.layers.torch.IntBatchNorm2d attribute) (probly.layers.torch.IntConv2d attribute) (probly.layers.torch.IntLinear attribute) (probly.layers.torch.IntSoftmax attribute) (probly.layers.torch.IRDHead attribute) (probly.layers.torch.MahalanobisHead attribute) (probly.layers.torch.Masksembles2D attribute) (probly.layers.torch.MasksemblesLinear attribute) (probly.layers.torch.NatPNClassHead attribute) (probly.layers.torch.NatPNRegHead attribute) (probly.layers.torch.NormalInverseGammaLinear attribute) (probly.layers.torch.RadialNormalizingFlow attribute) (probly.layers.torch.RadialNormalizingFlowStack attribute) (probly.layers.torch.RegressionHead attribute) (probly.layers.torch.SharedMaskDropout attribute) (probly.layers.torch.SNCoeffParametrization attribute) (probly.layers.torch.SNGPLayer attribute) (probly.layers.torch.TVBLLLayer attribute) (probly.layers.torch.VBLLLayer attribute) (probly.method.deup.torch.ErrorPredictionHead attribute) (probly.method.deup.torch.LogDUEVariance attribute) (probly.method.deup.torch.LogGMMDensity attribute) (probly.method.deup.torch.LogMAFDensity attribute) (probly.method.deup.torch.LogMCDropoutVariance attribute) (probly.method.deup.torch.StationarizingFeatureProvider attribute) (probly.method.deup.torch.TorchDEUPPredictor attribute) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor attribute) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor attribute) (probly.transformation.calibration.torch.TorchIdentityLogitModel attribute) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor attribute) (probly.transformation.conformal.torch.TorchConformalSetPredictor attribute) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor attribute) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork attribute) duq() (in module probly.method) E efficient_credal_prediction() (in module probly.method) elbo_loss() (in module probly.losses.torch) embeddings (probly.representation.embedding.torch.TorchEmbedding attribute) encode() (probly.representer.embedder.huggingface.SentenceTransformerLike method) encode_kwargs (probly.representer.embedder.huggingface.HFTextEmbedder attribute) encoder (probly.method.deup.torch.TorchDEUPPredictor attribute) ensemble() (in module probly.method) (in module probly.transformation) entropy() (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution method) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution method) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution method) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution method) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution method) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) entry_logits (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution attribute) epistemic (probly.quantification.decomposition.decomposition.AdditiveDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricEpistemicDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition property) (probly.quantification.decomposition.decomposition.EpistemicDecomposition property) (probly.quantification.decomposition.decomposition.EpistemicTotalDecomposition property) EpistemicDecomposition (class in probly.quantification.decomposition.decomposition) EpistemicTotalDecomposition (class in probly.quantification.decomposition.decomposition) EpistemicUncertainty (class in probly.quantification.notion) error_head (probly.method.deup.torch.TorchDEUPPredictor attribute) error_score (probly.method.deup.torch.TorchDEUPRepresentation attribute) ErrorPredictionHead (class in probly.method.deup.torch) estimator (probly.evaluation.active_learning.loop.ALState attribute) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor property) (probly.transformation.conformal.sklearn.SklearnConformalSetPredictor property) eval() (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.flax.FlaxAffineLogitCalibrationPredictor method) (probly.transformation.calibration.flax.FlaxDirichletCalibrationPredictor method) (probly.transformation.calibration.flax.FlaxIdentityLogitModel method) (probly.transformation.calibration.flax.FlaxIsotonicCalibrationPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.flax.FlaxConformalSetPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) evaluate_ood() (in module probly.evaluation.ood) evidential_ce_loss() (in module probly.losses.torch) evidential_kl_divergence() (in module probly.losses.torch) evidential_log_loss() (in module probly.losses.torch) evidential_mse_loss() (in module probly.losses.torch) evidential_nignll_loss() (in module probly.losses.torch) evidential_regression_regularization() (in module probly.losses.torch) extra_repr() (probly.datasets.torch.CIFAR10C method) (probly.datasets.torch.CIFAR10H method) (probly.datasets.torch.ImageNetReaL method) (probly.datasets.torch.MedMNISTC method) (probly.datasets.torch.TinyImageNet method) (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) extract_predictions() (in module probly.integrations.transformers) F f_contiguous (probly.representation.array_like.ArrayFlagsLike property) farray (probly.representation.array_like.ArrayFlagsLike property) figure_size (probly.plot.config.PlotConfig attribute) filename (probly.datasets.torch.CIFAR10C attribute) (probly.datasets.torch.CIFAR10H attribute) (probly.datasets.torch.TinyImageNet attribute) fill_alpha (probly.plot.config.PlotConfig attribute) find_classes() (probly.datasets.torch.ImageNetReaL method) find_layer() (in module probly.traverse_nn.utils) find_layers() (in module probly.traverse_nn.utils) first_element() (in module probly.utils.iterable) fit() (probly.layers.numpy.CovarianceEstimator method) (probly.layers.numpy.NumpyMahalanobisHead method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.MahalanobisHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.transformation.calibration.flax.FlaxAffineLogitCalibrationPredictor method) (probly.transformation.calibration.flax.FlaxDirichletCalibrationPredictor method) (probly.transformation.calibration.flax.FlaxIsotonicCalibrationPredictor method) (probly.transformation.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.sklearn.SklearnConformalSetPredictor method) flags (probly.representation.array_like.NumpyArrayLike property) (probly.representation.array_like.NumpyArrayLikeImplementation property) (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet property) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet property) (probly.representation.credal_set.numpy.NumpyConvexCredalSet property) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet property) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet property) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet property) (probly.representation.credal_set.numpy.NumpySingletonCredalSet property) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistributionSample property) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution property) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistributionSample property) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution property) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution property) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution property) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistributionSample property) (probly.representation.sample.numpy.NumpySample property) flatten() (probly.representation.conformal_set.jax.JaxIntervalConformalSet method) (probly.representation.conformal_set.jax.JaxOneHotConformalSet method) (probly.representation.credal_set.jax.JaxConvexCredalSet method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample method) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample method) (probly.representation.jax_like.JaxLike method) (probly.representation.jax_like.JaxLikeImplementation method) (probly.representation.sample.jax.JaxSample method) flax_calibration_generator() (in module probly.transformation.calibration.flax) flax_identity_logit_model() (in module probly.transformation.calibration) FlaxAffineLogitCalibrationPredictor (class in probly.transformation.calibration.flax) FlaxConformalSetPredictor (class in probly.transformation.conformal.flax) FlaxDirichletCalibrationPredictor (class in probly.transformation.calibration.flax) FlaxIdentityLogitModel (class in probly.transformation.calibration.flax) FlaxIsotonicCalibrationPredictor (class in probly.transformation.calibration.flax) float() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) fnc (probly.representation.array_like.ArrayFlagsLike property) focal_loss() (in module probly.losses.torch) forc (probly.representation.array_like.ArrayFlagsLike property) fortran (probly.representation.array_like.ArrayFlagsLike property) forward() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) from_array() (probly.representation.conformal_set.jax.JaxOneHotConformalSet class method) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet class method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution class method) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution class method) from_arrays() (probly.representation.conformal_set.jax.JaxIntervalConformalSet class method) (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet class method) from_iterable() (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample class method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample class method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample class method) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistributionSample class method) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistributionSample class method) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistributionSample class method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample class method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample class method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample class method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample class method) (probly.representation.embedding.torch.TorchEmbeddingSample class method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample class method) (probly.representation.sample.jax.JaxSample class method) (probly.representation.sample.numpy.NumpySample class method) (probly.representation.sample.torch.TorchSample class method) (probly.representation.text_generation.torch.TorchTextGenerationSample class method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample class method) from_jax_sample() (probly.representation.credal_set.jax.JaxCategoricalCredalSet class method) (probly.representation.credal_set.jax.JaxConvexCredalSet class method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet class method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet class method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet class method) from_model_name() (probly.representer.clarifier.huggingface.HFQuestionClarifier class method) (probly.representer.embedder.huggingface.HFTextEmbedder class method) (probly.representer.sampler.huggingface.HFTextGenerationSampler class method) (probly.representer.semantic_clustering.huggingface.HFGreedySemanticClusterer class method) (probly.representer.semantic_clustering.huggingface.HFSemanticClusterer class method) from_numpy_sample() (probly.representation.credal_set.numpy.NumpyCategoricalCredalSet class method) (probly.representation.credal_set.numpy.NumpyConvexCredalSet class method) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet class method) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet class method) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet class method) (probly.representation.credal_set.numpy.NumpySingletonCredalSet class method) from_sample() (probly.representation.conformal_set.jax.JaxOneHotConformalSet class method) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet class method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet class method) (probly.representation.credal_set.jax.JaxCategoricalCredalSet class method) (probly.representation.credal_set.jax.JaxConvexCredalSet class method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet class method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet class method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet class method) (probly.representation.credal_set.numpy.NumpyCategoricalCredalSet class method) (probly.representation.credal_set.numpy.NumpyConvexCredalSet class method) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet class method) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet class method) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet class method) (probly.representation.credal_set.numpy.NumpySingletonCredalSet class method) (probly.representation.credal_set.torch.TorchCategoricalCredalSet class method) (probly.representation.credal_set.torch.TorchConvexCredalSet class method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet class method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet class method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet class method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample class method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample class method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample class method) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistributionSample class method) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistributionSample class method) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistributionSample class method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample class method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample class method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample class method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample class method) (probly.representation.embedding.torch.TorchEmbeddingSample class method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample class method) (probly.representation.sample.jax.JaxSample class method) (probly.representation.sample.numpy.NumpySample class method) (probly.representation.sample.torch.TorchSample class method) (probly.representation.text_generation.torch.TorchTextGenerationSample class method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample class method) from_samples() (probly.representation.conformal_set.jax.JaxIntervalConformalSet class method) (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet class method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet class method) from_tensor() (probly.representation.conformal_set.torch.TorchOneHotConformalSet class method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution class method) from_tensors() (probly.representation.conformal_set.torch.TorchIntervalConformalSet class method) from_torch_sample() (probly.representation.credal_set.torch.TorchCategoricalCredalSet class method) (probly.representation.credal_set.torch.TorchConvexCredalSet class method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet class method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet class method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet class method) G g_vbll() (in module probly.method) g_vbll_loss() (in module probly.losses.torch) gather() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTokenGeneration method) GaussianMixtureHead (class in probly.layers.torch) generation_config (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) get() (probly.quantification.decomposition.decomposition.AdditiveDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricEpistemicDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricTotalDecomposition method) (probly.quantification.decomposition.decomposition.CachingDecomposition method) (probly.quantification.decomposition.decomposition.ConstantTotalDecomposition method) (probly.quantification.decomposition.decomposition.Decomposition method) (probly.quantification.decomposition.decomposition.EpistemicDecomposition method) (probly.quantification.decomposition.decomposition.EpistemicTotalDecomposition method) (probly.quantification.decomposition.decomposition.TotalDecomposition method) get_buffer() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) get_canonical() (probly.quantification.decomposition.decomposition.AdditiveDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricEpistemicDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricTotalDecomposition method) (probly.quantification.decomposition.decomposition.CachingDecomposition method) (probly.quantification.decomposition.decomposition.ConstantTotalDecomposition method) (probly.quantification.decomposition.decomposition.Decomposition method) (probly.quantification.decomposition.decomposition.EpistemicDecomposition method) (probly.quantification.decomposition.decomposition.EpistemicTotalDecomposition method) (probly.quantification.decomposition.decomposition.TotalDecomposition method) get_extra_state() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) get_metadata_routing() (probly.transformation.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor method) (probly.transformation.conformal.sklearn.SklearnConformalSetPredictor method) get_notion() (probly.quantification.decomposition.decomposition.AdditiveDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricEpistemicDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricTotalDecomposition method) (probly.quantification.decomposition.decomposition.CachingDecomposition method) (probly.quantification.decomposition.decomposition.ConstantTotalDecomposition method) (probly.quantification.decomposition.decomposition.Decomposition method) (probly.quantification.decomposition.decomposition.EpistemicDecomposition method) (probly.quantification.decomposition.decomposition.EpistemicTotalDecomposition method) (probly.quantification.decomposition.decomposition.TotalDecomposition method) get_output_dim() (in module probly.traverse_nn.utils) get_parameter() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) get_params() (probly.transformation.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor method) (probly.transformation.conformal.sklearn.SklearnConformalSetPredictor method) get_submodule() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) graph_posterior_network() (in module probly.method) grid_alpha (probly.plot.config.PlotConfig attribute) grid_linestyle (probly.plot.config.PlotConfig attribute) group_ids (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution attribute) GVBLLLayer (class in probly.layers.torch) H half() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) handle_jax_function() (in module probly.representation.jax_functions) has_jax_function() (in module probly.representation.jax_functions) het_net() (in module probly.method) het_vbll_loss() (in module probly.losses.torch) HeteroscedasticLayer (class in probly.layers.torch) HetVBLLLayer (class in probly.layers.torch) HFGreedySemanticClusterer (class in probly.representer.semantic_clustering.huggingface) HFQuestionClarifier (class in probly.representer.clarifier.huggingface) HFSemanticClusterer (class in probly.representer.semantic_clustering.huggingface) HFTextEmbedder (class in probly.representer.embedder.huggingface) HFTextGenerationSampler (class in probly.representer.sampler.huggingface) histogram_alpha (probly.plot.config.PlotConfig attribute) I image_labels (probly.datasets.torch.Benthic attribute) (probly.datasets.torch.CIFAR10HDCIC attribute) (probly.datasets.torch.DCICDataset attribute) (probly.datasets.torch.MiceBone attribute) (probly.datasets.torch.Pig attribute) (probly.datasets.torch.Plankton attribute) (probly.datasets.torch.QualityMRI attribute) (probly.datasets.torch.Synthetic attribute) (probly.datasets.torch.Treeversity1 attribute) (probly.datasets.torch.Treeversity6 attribute) (probly.datasets.torch.Turkey attribute) image_paths (probly.datasets.torch.Benthic attribute) (probly.datasets.torch.CIFAR10HDCIC attribute) (probly.datasets.torch.DCICDataset attribute) (probly.datasets.torch.MiceBone attribute) (probly.datasets.torch.Pig attribute) (probly.datasets.torch.Plankton attribute) (probly.datasets.torch.QualityMRI attribute) (probly.datasets.torch.Synthetic attribute) (probly.datasets.torch.Treeversity1 attribute) (probly.datasets.torch.Treeversity6 attribute) (probly.datasets.torch.Turkey attribute) ImageNetReaL (class in probly.datasets.torch) index (probly.representation.sample.axis_tracking.ArrayIndex attribute) (probly.representation.sample.axis_tracking.AxisTrackingResult attribute) IntBatchNorm1d (class in probly.layers.torch) IntBatchNorm2d (class in probly.layers.torch) IntConv2d (class in probly.layers.torch) intersection_probability_ce_loss() (in module probly.losses.torch) interval_classifier() (in module probly.transformation) IntLinear (class in probly.layers.torch) IntSoftmax (class in probly.layers.torch) ipu() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) ird_loss() (in module probly.losses.torch) IRDHead (class in probly.layers.torch) is_boolean (probly.representation.sample.axis_tracking.ArrayIndex attribute) is_calibrated (probly.transformation.calibration.flax.FlaxAffineLogitCalibrationPredictor property) (probly.transformation.calibration.flax.FlaxDirichletCalibrationPredictor property) (probly.transformation.calibration.flax.FlaxIsotonicCalibrationPredictor property) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor property) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor property) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor property) is_calibrated_ (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor property) is_weighted (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample property) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample property) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistributionSample property) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistributionSample property) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample property) (probly.representation.embedding.torch.TorchEmbeddingSample property) (probly.representation.embedding.torch.TorchEmbeddingSampleSample property) (probly.representation.sample.jax.JaxSample property) (probly.representation.sample.numpy.NumpySample property) (probly.representation.sample.torch.TorchSample property) (probly.representation.text_generation.torch.TorchTextGenerationSample property) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample property) item() (probly.representation.conformal_set.jax.JaxIntervalConformalSet method) (probly.representation.conformal_set.jax.JaxOneHotConformalSet method) (probly.representation.credal_set.jax.JaxConvexCredalSet method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample method) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample method) (probly.representation.jax_like.JaxLike method) (probly.representation.jax_like.JaxLikeImplementation method) (probly.representation.sample.jax.JaxSample method) items() (probly.quantification.decomposition.decomposition.AdditiveDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricEpistemicDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricTotalDecomposition method) (probly.quantification.decomposition.decomposition.CachingDecomposition method) (probly.quantification.decomposition.decomposition.ConstantTotalDecomposition method) (probly.quantification.decomposition.decomposition.Decomposition method) (probly.quantification.decomposition.decomposition.EpistemicDecomposition method) (probly.quantification.decomposition.decomposition.EpistemicTotalDecomposition method) (probly.quantification.decomposition.decomposition.TotalDecomposition method) iter_children() (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.transformation.calibration.flax.FlaxAffineLogitCalibrationPredictor method) (probly.transformation.calibration.flax.FlaxDirichletCalibrationPredictor method) (probly.transformation.calibration.flax.FlaxIdentityLogitModel method) (probly.transformation.calibration.flax.FlaxIsotonicCalibrationPredictor method) (probly.transformation.conformal.flax.FlaxConformalSetPredictor method) iter_modules() (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.transformation.calibration.flax.FlaxAffineLogitCalibrationPredictor method) (probly.transformation.calibration.flax.FlaxDirichletCalibrationPredictor method) (probly.transformation.calibration.flax.FlaxIdentityLogitModel method) (probly.transformation.calibration.flax.FlaxIsotonicCalibrationPredictor method) (probly.transformation.conformal.flax.FlaxConformalSetPredictor method) iteration (probly.evaluation.active_learning.loop.ALState attribute) J jax_absolute() (in module probly.representation.jax_functions) jax_accuracy() (in module probly.metrics.jax) jax_add() (in module probly.representation.jax_functions) jax_astype() (in module probly.representation.jax_functions) jax_auc() (in module probly.metrics.jax) jax_average() (in module probly.representation.jax_functions) jax_average_precision_score() (in module probly.metrics.jax) jax_bitwise_and() (in module probly.representation.jax_functions) jax_bitwise_or() (in module probly.representation.jax_functions) jax_bitwise_xor() (in module probly.representation.jax_functions) jax_brier_loss_vector() (in module probly.quantification.scoring_rule.jax) jax_classwise_ece() (in module probly.metrics.jax) jax_compute_dirichlet_rl_score() (in module probly.conformal_scores.dirichlet_relative_likelihood.jax) jax_compute_dirichlet_rl_score_dirichlet() (in module probly.conformal_scores.dirichlet_relative_likelihood.jax) jax_compute_inner_product_score() (in module probly.conformal_scores.inner_product.jax) jax_compute_kl_divergence_score() (in module probly.conformal_scores.kullback_leibler.jax) jax_compute_lac_score() (in module probly.conformal_scores.lac.jax) jax_compute_tv_score() (in module probly.conformal_scores.total_variation.jax) jax_compute_wasserstein_distance_score() (in module probly.conformal_scores.wasserstein_distance.jax) jax_concatenate() (in module probly.representation.jax_functions) jax_concatenate_function() (in module probly.representation.sample.jax_functions) jax_conj() (in module probly.representation.jax_functions) jax_conj_function() (in module probly.representation.sample.jax_functions) jax_copy() (in module probly.representation.jax_functions) jax_copy_function() (in module probly.representation.sample.jax_functions) jax_divmod() (in module probly.representation.jax_functions) jax_entropy() (in module probly.utils.jax) jax_equal() (in module probly.representation.jax_functions) jax_expand_dims() (in module probly.representation.jax_functions) jax_expand_dims_function() (in module probly.representation.sample.jax_functions) jax_expected_calibration_error() (in module probly.metrics.jax) jax_false_negative_rate() (in module probly.metrics.jax) jax_false_positive_rate() (in module probly.metrics.jax) jax_floor_divide() (in module probly.representation.jax_functions) jax_fresh_prng_key() (in module probly.utils.jax) jax_function_dispatch() (in module probly.representation.jax_functions) jax_function_override() (in module probly.representation.sample.jax_functions) jax_greater() (in module probly.representation.jax_functions) jax_greater_equal() (in module probly.representation.jax_functions) jax_internals_override() (in module probly.representation.sample.jax_functions) jax_intersection_probability() (in module probly.utils.jax) jax_invert() (in module probly.representation.jax_functions) jax_left_shift() (in module probly.representation.jax_functions) jax_less() (in module probly.representation.jax_functions) jax_less_equal() (in module probly.representation.jax_functions) jax_log_loss_vector() (in module probly.quantification.scoring_rule.jax) jax_matmul() (in module probly.representation.jax_functions) jax_matrix_transpose() (in module probly.representation.jax_functions) jax_matrix_transpose_function() (in module probly.representation.sample.jax_functions) jax_mean() (in module probly.representation.jax_functions) jax_moveaxis() (in module probly.representation.jax_functions) jax_moveaxis_function() (in module probly.representation.sample.jax_functions) jax_multiply() (in module probly.representation.jax_functions) jax_negative() (in module probly.representation.jax_functions) jax_not_equal() (in module probly.representation.jax_functions) jax_positive() (in module probly.representation.jax_functions) jax_power() (in module probly.representation.jax_functions) jax_precision_recall_curve() (in module probly.metrics.jax) jax_reduction_function() (in module probly.representation.sample.jax_functions) jax_remainder() (in module probly.representation.jax_functions) jax_reshape() (in module probly.representation.jax_functions) jax_reshape_function() (in module probly.representation.sample.jax_functions) jax_right_shift() (in module probly.representation.jax_functions) jax_roc_auc_score() (in module probly.metrics.jax) jax_roc_curve() (in module probly.metrics.jax) jax_sample_internals() (in module probly.representation.sample.jax_functions) jax_selective_prediction() (in module probly.evaluation.selective_prediction.jax) jax_spherical_loss_vector() (in module probly.quantification.scoring_rule.jax) jax_squeeze() (in module probly.representation.jax_functions) jax_squeeze_function() (in module probly.representation.sample.jax_functions) jax_stack() (in module probly.representation.jax_functions) jax_stack_function() (in module probly.representation.sample.jax_functions) jax_std() (in module probly.representation.jax_functions) jax_subtract() (in module probly.representation.jax_functions) jax_sum() (in module probly.representation.jax_functions) jax_swapaxes() (in module probly.representation.jax_functions) jax_swapaxes_function() (in module probly.representation.sample.jax_functions) jax_take_along_axis() (in module probly.representation.jax_functions) jax_take_along_axis_function() (in module probly.representation.sample.jax_functions) jax_transpose() (in module probly.representation.jax_functions) jax_transpose_function() (in module probly.representation.sample.jax_functions) jax_true_divide() (in module probly.representation.jax_functions) jax_var() (in module probly.representation.jax_functions) jax_zero_one_loss_vector() (in module probly.quantification.scoring_rule.jax) JaxBernoulliDistribution (class in probly.representation.distribution.jax_bernoulli) JaxBernoulliDistributionSample (class in probly.representation.distribution.jax_bernoulli) JaxCategoricalCredalSet (class in probly.representation.credal_set.jax) JaxCategoricalDistribution (class in probly.representation.distribution.jax_categorical) JaxCategoricalDistributionSample (class in probly.representation.distribution.jax_categorical) JaxConvexCredalSet (class in probly.representation.credal_set.jax) JaxDirichletDistribution (class in probly.representation.distribution.jax_dirichlet) JaxDirichletLevelSetCredalSet (class in probly.representation.credal_set.jax) JaxDistanceBasedCredalSet (class in probly.representation.credal_set.jax) JaxGaussianDistribution (class in probly.representation.distribution.jax_gaussian) JaxGaussianDistributionSample (class in probly.representation.distribution.jax_gaussian) JaxIntervalConformalSet (class in probly.representation.conformal_set.jax) JaxLike (class in probly.representation.jax_like) JaxLikeConvertible (class in probly.representation.jax_like) JaxLikeImplementation (class in probly.representation.jax_like) JaxLogitBernoulliDistribution (class in probly.representation.distribution.jax_bernoulli) JaxLogitCategoricalDistribution (class in probly.representation.distribution.jax_categorical) JaxOneHotConformalSet (class in probly.representation.conformal_set.jax) JaxOperatorsMixin (class in probly.representation.jax_operators) JaxProbabilityBernoulliDistribution (class in probly.representation.distribution.jax_bernoulli) JaxProbabilityCategoricalDistribution (class in probly.representation.distribution.jax_categorical) JaxProbabilityIntervalsCredalSet (class in probly.representation.credal_set.jax) JaxSample (class in probly.representation.sample.jax) JaxSampleCreator (class in probly.representation.sample.jax_functions) JaxSampleInternals (class in probly.representation.sample.jax_functions) K kernel_size (probly.layers.torch.IntConv2d attribute) keys() (probly.quantification.decomposition.decomposition.AdditiveDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricEpistemicDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition method) (probly.quantification.decomposition.decomposition.AleatoricTotalDecomposition method) (probly.quantification.decomposition.decomposition.CachingDecomposition method) (probly.quantification.decomposition.decomposition.ConstantTotalDecomposition method) (probly.quantification.decomposition.decomposition.Decomposition method) (probly.quantification.decomposition.decomposition.EpistemicDecomposition method) (probly.quantification.decomposition.decomposition.EpistemicTotalDecomposition method) (probly.quantification.decomposition.decomposition.TotalDecomposition method) kl_divergence (probly.layers.torch.BayesConv2d property) (probly.layers.torch.BayesLinear property) (probly.layers.torch.GVBLLLayer property) (probly.layers.torch.VBLLLayer property) L label_fontsize (probly.plot.config.PlotConfig attribute) label_mappings (probly.datasets.torch.Benthic attribute) (probly.datasets.torch.CIFAR10HDCIC attribute) (probly.datasets.torch.DCICDataset attribute) (probly.datasets.torch.MiceBone attribute) (probly.datasets.torch.Pig attribute) (probly.datasets.torch.Plankton attribute) (probly.datasets.torch.QualityMRI attribute) (probly.datasets.torch.Synthetic attribute) (probly.datasets.torch.Treeversity1 attribute) (probly.datasets.torch.Treeversity6 attribute) (probly.datasets.torch.Turkey attribute) label_relaxation_loss() (in module probly.losses.torch) LaplaceRepresenter (class in probly.method.laplace.torch) layer_finder() (in module probly.traverse_nn.utils) length_normalization (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) line_width (probly.plot.config.PlotConfig attribute) load_model() (in module probly.representer.sampler.huggingface) load_state_dict() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) log_likelihood (probly.representation.text_generation.torch.TorchTextGeneration attribute) log_noise_moments() (probly.layers.torch.HetVBLLLayer method) log_pi (probly.layers.torch.GaussianMixtureHead attribute) log_prob() (probly.layers.torch.RadialNormalizingFlowStack method) log_probabilities (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution property) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) LogDUEVariance (class in probly.method.deup.torch) LogGMMDensity (class in probly.method.deup.torch) logit_moments() (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.TVBLLLayer method) logits (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution property) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) LogMAFDensity (class in probly.method.deup.torch) LogMCDropoutVariance (class in probly.method.deup.torch) lop_gpn_loss() (in module probly.losses.torch) lower() (probly.representation.credal_set.jax.JaxConvexCredalSet method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet method) (probly.representation.credal_set.numpy.NumpyCategoricalCredalSet method) (probly.representation.credal_set.numpy.NumpyConvexCredalSet method) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet method) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet method) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet method) (probly.representation.credal_set.numpy.NumpySingletonCredalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) lower_bounds (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet attribute) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet attribute) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet attribute) lp_fn() (in module probly.losses.torch) M m_offdiag() (probly.layers.torch.HetVBLLLayer method) mahalanobis() (in module probly.method) MahalanobisHead (class in probly.layers.torch) make_dataset() (probly.datasets.torch.ImageNetReaL static method) make_in_domain_target_alpha() (in module probly.losses.torch) make_ood_target_alpha() (in module probly.losses.torch) marker_size (probly.plot.config.PlotConfig attribute) masks (probly.layers.torch.Masksembles2D attribute) (probly.layers.torch.MasksemblesLinear attribute) masksembles() (in module probly.method) (in module probly.transformation) Masksembles2D (class in probly.layers.torch) MasksemblesLinear (class in probly.layers.torch) max_length (probly.representer.semantic_clustering.huggingface.HFGreedySemanticClusterer attribute) (probly.representer.semantic_clustering.huggingface.HFSemanticClusterer attribute) max_new_tokens (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) md5s (probly.datasets.torch.MedMNISTC attribute) mean (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution property) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution attribute) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution property) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution attribute) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution attribute) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution property) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution property) means (probly.layers.torch.GaussianMixtureHead attribute) (probly.layers.torch.MahalanobisHead attribute) measure (in module probly.quantification) MedMNISTC (class in probly.datasets.torch) meta (probly.datasets.torch.CIFAR10H attribute) mH (probly.method.deup.torch.TorchDEUPRepresentation property) (probly.representation.conformal_set.jax.JaxIntervalConformalSet property) (probly.representation.conformal_set.jax.JaxOneHotConformalSet property) (probly.representation.conformal_set.torch.TorchIntervalConformalSet property) (probly.representation.conformal_set.torch.TorchOneHotConformalSet property) (probly.representation.credal_set.jax.JaxConvexCredalSet property) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet property) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet property) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet property) (probly.representation.credal_set.torch.TorchConvexCredalSet property) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet property) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet property) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet property) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample property) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample property) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution property) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution property) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution property) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution property) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample property) (probly.representation.embedding.torch.TorchEmbedding property) (probly.representation.embedding.torch.TorchEmbeddingSample property) (probly.representation.embedding.torch.TorchEmbeddingSampleSample property) (probly.representation.jax_like.JaxLikeImplementation property) (probly.representation.sample.jax.JaxSample property) (probly.representation.sample.torch.TorchSample property) (probly.representation.text_generation.torch.TorchTextGeneration property) (probly.representation.text_generation.torch.TorchTextGenerationSample property) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample property) (probly.representation.text_generation.torch.TorchTokenGeneration property) (probly.representation.torch_like.TorchLike property) (probly.representation.torch_like.TorchLikeImplementation property) MiceBone (class in probly.datasets.torch) mixture_uce_loss() (in module probly.losses.torch) mixture_weights (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution attribute) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution attribute) model (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.embedder.huggingface.HFTextEmbedder attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) (probly.representer.semantic_clustering.huggingface.HFGreedySemanticClusterer attribute) (probly.representer.semantic_clustering.huggingface.HFSemanticClusterer attribute) module probly probly.calibrator probly.conformal_scores probly.conformal_scores.absolute_error probly.conformal_scores.absolute_error.jax probly.conformal_scores.absolute_error.torch probly.conformal_scores.aps probly.conformal_scores.aps.jax probly.conformal_scores.aps.torch probly.conformal_scores.cqr probly.conformal_scores.cqr.jax probly.conformal_scores.cqr.torch probly.conformal_scores.cqr_r probly.conformal_scores.cqr_r.jax probly.conformal_scores.cqr_r.torch probly.conformal_scores.dirichlet_relative_likelihood probly.conformal_scores.dirichlet_relative_likelihood.jax probly.conformal_scores.dirichlet_relative_likelihood.torch probly.conformal_scores.inner_product probly.conformal_scores.inner_product.jax probly.conformal_scores.inner_product.torch probly.conformal_scores.kullback_leibler probly.conformal_scores.kullback_leibler.jax probly.conformal_scores.kullback_leibler.torch probly.conformal_scores.lac probly.conformal_scores.lac.jax probly.conformal_scores.lac.torch probly.conformal_scores.raps probly.conformal_scores.raps.jax probly.conformal_scores.raps.torch probly.conformal_scores.saps probly.conformal_scores.saps.jax probly.conformal_scores.saps.torch probly.conformal_scores.total_variation probly.conformal_scores.total_variation.jax probly.conformal_scores.total_variation.torch probly.conformal_scores.uacqr probly.conformal_scores.uacqr.jax probly.conformal_scores.uacqr.torch probly.conformal_scores.wasserstein_distance probly.conformal_scores.wasserstein_distance.jax probly.conformal_scores.wasserstein_distance.torch probly.datasets probly.datasets.torch probly.decider probly.decider.categorical_distribution probly.decider.categorical_distribution.numpy probly.decider.categorical_distribution.torch probly.evaluation probly.evaluation.active_learning probly.evaluation.active_learning.loop probly.evaluation.active_learning.metrics probly.evaluation.active_learning.pool probly.evaluation.active_learning.pool.numpy probly.evaluation.active_learning.pool.torch probly.evaluation.active_learning.strategies probly.evaluation.active_learning.strategies.numpy probly.evaluation.active_learning.strategies.torch probly.evaluation.active_learning.torch_metrics probly.evaluation.ood probly.evaluation.selective_prediction probly.evaluation.selective_prediction.jax probly.evaluation.selective_prediction.numpy probly.evaluation.selective_prediction.torch probly.integrations probly.integrations.peft probly.integrations.torch_uncertainty probly.integrations.transformers probly.layers probly.layers.flax probly.layers.numpy probly.layers.torch probly.lazy_types probly.losses probly.losses.torch probly.method probly.method.calibration probly.method.conformal probly.method.conformal_credal_set probly.method.credal_net probly.method.deup probly.method.deup.torch probly.method.evidential probly.method.evidential.classification probly.method.evidential.regression probly.method.laplace probly.method.laplace.torch probly.method.natural_posterior_network probly.method.posterior_network probly.method.prior_network probly.metrics probly.metrics.jax probly.metrics.numpy probly.metrics.torch probly.plot probly.plot.config probly.plot.credal probly.plot.credal.plot probly.plot.ood probly.plot.utils probly.predictor probly.predictor.laplace probly.predictor.sklearn probly.quantification probly.quantification.decomposition probly.quantification.decomposition.decomposition probly.quantification.decomposition.entropy probly.quantification.decomposition.ordinal probly.quantification.decomposition.scoring_rule probly.quantification.decomposition.spectral probly.quantification.decomposition.variance probly.quantification.decomposition.wasserstein probly.quantification.decomposition.zero_one probly.quantification.notion probly.quantification.scoring_rule probly.quantification.scoring_rule.jax probly.quantification.scoring_rule.numpy probly.quantification.scoring_rule.torch probly.representation probly.representation.array_like probly.representation.conformal_set probly.representation.conformal_set.jax probly.representation.conformal_set.numpy probly.representation.conformal_set.torch probly.representation.credal_set probly.representation.credal_set.jax probly.representation.credal_set.numpy probly.representation.credal_set.numpy_functions probly.representation.credal_set.torch probly.representation.distribution probly.representation.distribution.jax_bernoulli probly.representation.distribution.jax_categorical probly.representation.distribution.jax_dirichlet probly.representation.distribution.jax_gaussian probly.representation.distribution.numpy_bernoulli probly.representation.distribution.numpy_categorical probly.representation.distribution.numpy_dirichlet probly.representation.distribution.numpy_gaussian probly.representation.distribution.torch_bernoulli probly.representation.distribution.torch_categorical probly.representation.distribution.torch_dirichlet probly.representation.distribution.torch_gaussian probly.representation.distribution.torch_mixture probly.representation.distribution.torch_sparse_log_categorical probly.representation.embedding probly.representation.embedding.torch probly.representation.jax_functions probly.representation.jax_like probly.representation.jax_operators probly.representation.representation probly.representation.sample probly.representation.sample.axis_tracking probly.representation.sample.jax probly.representation.sample.jax_axis_tracking probly.representation.sample.jax_functions probly.representation.sample.numpy probly.representation.sample.numpy_functions probly.representation.sample.torch probly.representation.sample.torch_axis_tracking probly.representation.sample.torch_functions probly.representation.text_generation probly.representation.text_generation.torch probly.representation.torch_functions probly.representation.torch_like probly.representer probly.representer.clarifier probly.representer.clarifier.huggingface probly.representer.credal_set probly.representer.embedder probly.representer.embedder.huggingface probly.representer.sampler probly.representer.sampler.flax probly.representer.sampler.huggingface probly.representer.sampler.sklearn probly.representer.sampler.torch probly.representer.semantic_clustering probly.representer.semantic_clustering.huggingface probly.representer.torch_credal_set probly.train probly.transformation probly.transformation.calibration probly.transformation.calibration.flax probly.transformation.calibration.sklearn probly.transformation.calibration.torch probly.transformation.conformal probly.transformation.conformal.flax probly.transformation.conformal.sklearn probly.transformation.conformal.torch probly.transformation.conformal_credal_set probly.transformation.conformal_credal_set.torch probly.transformation.natural_posterior_network probly.transformation.natural_posterior_network.torch probly.transformation.transformation probly.traverse_nn probly.traverse_nn.flax probly.traverse_nn.torch probly.traverse_nn.torch_utils probly.traverse_nn.utils probly.utils probly.utils.iterable probly.utils.jax probly.utils.quantile probly.utils.quantile.jax probly.utils.quantile.torch probly.utils.torch modules() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) move_sample_axis() (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample method) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistributionSample method) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistributionSample method) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.jax.JaxSample method) (probly.representation.sample.numpy.NumpySample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) move_sample_dim() (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) mT (probly.method.deup.torch.TorchDEUPRepresentation property) (probly.representation.array_like.ArrayLike property) (probly.representation.array_like.NumpyArrayLike property) (probly.representation.array_like.NumpyArrayLikeConvertible property) (probly.representation.array_like.NumpyArrayLikeImplementation property) (probly.representation.conformal_set.jax.JaxIntervalConformalSet property) (probly.representation.conformal_set.jax.JaxOneHotConformalSet property) (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet property) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet property) (probly.representation.conformal_set.torch.TorchIntervalConformalSet property) (probly.representation.conformal_set.torch.TorchOneHotConformalSet property) (probly.representation.credal_set.jax.JaxConvexCredalSet property) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet property) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet property) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet property) (probly.representation.credal_set.numpy.NumpyConvexCredalSet property) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet property) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet property) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet property) (probly.representation.credal_set.numpy.NumpySingletonCredalSet property) (probly.representation.credal_set.torch.TorchConvexCredalSet property) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet property) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet property) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet property) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample property) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample property) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution property) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution property) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution property) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample property) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistributionSample property) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution property) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistributionSample property) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution property) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution property) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution property) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution property) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample property) (probly.representation.embedding.torch.TorchEmbedding property) (probly.representation.embedding.torch.TorchEmbeddingSample property) (probly.representation.embedding.torch.TorchEmbeddingSampleSample property) (probly.representation.jax_like.JaxLike property) (probly.representation.jax_like.JaxLikeConvertible property) (probly.representation.jax_like.JaxLikeImplementation property) (probly.representation.sample.jax.JaxSample property) (probly.representation.sample.numpy.NumpySample property) (probly.representation.sample.torch.TorchSample property) (probly.representation.text_generation.torch.TorchTextGeneration property) (probly.representation.text_generation.torch.TorchTextGenerationSample property) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample property) (probly.representation.text_generation.torch.TorchTokenGeneration property) (probly.representation.torch_like.TorchLike property) (probly.representation.torch_like.TorchLikeConvertible property) (probly.representation.torch_like.TorchLikeImplementation property) mtia() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead 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(probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) multi_register() (probly.utils.switchdispatch method) N n_labeled (probly.evaluation.active_learning.pool.numpy.NumpyActiveLearningPool property) (probly.evaluation.active_learning.pool.torch.TorchActiveLearningPool property) n_unlabeled (probly.evaluation.active_learning.pool.numpy.NumpyActiveLearningPool property) 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(probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) named_modules() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) 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(probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) natpn_loss() (in module probly.losses.torch) NatPNClassHead (class in probly.layers.torch) NatPNRegHead (class in probly.layers.torch) ndim (probly.method.deup.torch.TorchDEUPRepresentation property) (probly.representation.array_like.ArrayLike property) (probly.representation.array_like.NumpyArrayLike property) (probly.representation.array_like.NumpyArrayLikeConvertible property) (probly.representation.array_like.NumpyArrayLikeImplementation property) (probly.representation.conformal_set.jax.JaxIntervalConformalSet property) (probly.representation.conformal_set.jax.JaxOneHotConformalSet property) (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet property) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet property) (probly.representation.conformal_set.torch.TorchIntervalConformalSet property) (probly.representation.conformal_set.torch.TorchOneHotConformalSet property) (probly.representation.credal_set.jax.JaxConvexCredalSet property) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet property) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet property) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet property) (probly.representation.credal_set.numpy.NumpyConvexCredalSet property) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet property) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet property) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet property) (probly.representation.credal_set.numpy.NumpySingletonCredalSet property) (probly.representation.credal_set.torch.TorchConvexCredalSet property) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet property) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet property) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet property) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample property) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample property) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution property) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution property) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution property) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample property) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistributionSample property) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution property) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistributionSample property) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution property) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution property) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution property) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution property) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample property) (probly.representation.embedding.torch.TorchEmbedding property) (probly.representation.embedding.torch.TorchEmbeddingSample property) (probly.representation.embedding.torch.TorchEmbeddingSampleSample property) (probly.representation.jax_like.JaxLike property) (probly.representation.jax_like.JaxLikeConvertible property) (probly.representation.jax_like.JaxLikeImplementation property) (probly.representation.sample.axis_tracking.ArrayIndex attribute) (probly.representation.sample.jax.JaxSample property) (probly.representation.sample.numpy.NumpySample property) (probly.representation.sample.torch.TorchSample property) (probly.representation.text_generation.torch.TorchTextGeneration property) (probly.representation.text_generation.torch.TorchTextGenerationSample property) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample property) (probly.representation.text_generation.torch.TorchTokenGeneration property) (probly.representation.torch_like.TorchLike property) (probly.representation.torch_like.TorchLikeConvertible property) (probly.representation.torch_like.TorchLikeImplementation property) new_axis (probly.representation.sample.axis_tracking.AxisTrackingResult attribute) noise (probly.layers.torch.TVBLLLayer property) noise_prior (probly.layers.torch.TVBLLLayer property) noise_wishart_term (probly.layers.torch.GVBLLLayer property) (probly.layers.torch.VBLLLayer property) nominal (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet attribute) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet attribute) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet attribute) non_conformity_score (probly.transformation.conformal.flax.FlaxConformalSetPredictor attribute) (probly.transformation.conformal.sklearn.SklearnConformalSetPredictor attribute) (probly.transformation.conformal.torch.TorchConformalSetPredictor attribute) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor attribute) normal_inverse_gamma_head() (in module probly.transformation) normal_wishart_log_prob() (in module probly.losses.torch) NormalInverseGammaLinear (class in probly.layers.torch) normalize_embeddings (probly.representer.embedder.huggingface.HFTextEmbedder attribute) normalized_mixture_weights (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution property) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution property) Notion (class in probly.quantification.notion) num_classes (probly.datasets.torch.Benthic attribute) (probly.datasets.torch.CIFAR10HDCIC attribute) (probly.datasets.torch.DCICDataset attribute) (probly.datasets.torch.MiceBone attribute) (probly.datasets.torch.Pig attribute) (probly.datasets.torch.Plankton attribute) (probly.datasets.torch.QualityMRI attribute) (probly.datasets.torch.Synthetic attribute) (probly.datasets.torch.Treeversity1 attribute) (probly.datasets.torch.Treeversity6 attribute) (probly.datasets.torch.Turkey attribute) (probly.representation.credal_set.jax.JaxCategoricalCredalSet property) (probly.representation.credal_set.jax.JaxConvexCredalSet property) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet property) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet property) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet property) (probly.representation.credal_set.numpy.NumpyCategoricalCredalSet property) (probly.representation.credal_set.numpy.NumpyConvexCredalSet property) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet property) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet property) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet property) (probly.representation.credal_set.numpy.NumpySingletonCredalSet property) (probly.representation.credal_set.torch.TorchCategoricalCredalSet property) 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(probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution property) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) num_samples (probly.method.laplace.torch.LaplaceRepresenter attribute) (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.credal_set.SampleMeanConvexCredalSetRepresenter attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) numpy() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.jax.JaxIntervalConformalSet method) (probly.representation.conformal_set.jax.JaxOneHotConformalSet method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.jax.JaxConvexCredalSet method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLike method) (probly.representation.torch_like.TorchLikeImplementation method) numpy_accuracy() (in module probly.metrics.numpy) numpy_apply_along_axis_function() (in module probly.representation.sample.numpy_functions) numpy_auc() (in module probly.metrics.numpy) numpy_average_precision_score() (in module probly.metrics.numpy) numpy_brier_loss_vector() (in module probly.quantification.scoring_rule.numpy) numpy_categorical_accuracy() (in module probly.metrics.numpy) numpy_categorical_classwise_ece() (in module probly.metrics.numpy) numpy_categorical_expected_calibration_error() (in module probly.metrics.numpy) numpy_classwise_ece() (in module probly.metrics.numpy) numpy_concatenate_function() (in module probly.representation.sample.numpy_functions) numpy_copy_function() (in module probly.representation.sample.numpy_functions) numpy_expand_dims_function() (in module probly.representation.sample.numpy_functions) numpy_expected_calibration_error() (in module probly.metrics.numpy) numpy_false_negative_rate() (in module probly.metrics.numpy) numpy_false_positive_rate() (in module probly.metrics.numpy) numpy_function_override() (in module probly.representation.sample.numpy_functions) numpy_internals_override() (in module probly.representation.sample.numpy_functions) numpy_log_loss_vector() (in module probly.quantification.scoring_rule.numpy) numpy_matrix_transpose() (in module probly.representation.sample.numpy_functions) numpy_precision_recall_curve() (in module probly.metrics.numpy) numpy_reduction_function() (in module probly.representation.sample.numpy_functions) numpy_reshape_function() (in module probly.representation.sample.numpy_functions) numpy_roc_auc_score() (in module probly.metrics.numpy) numpy_roc_curve() (in module probly.metrics.numpy) numpy_sample_axis_preserving_function() (in module probly.representation.sample.numpy_functions) numpy_sample_internals() (in module probly.representation.sample.numpy_functions) numpy_selective_prediction() (in module probly.evaluation.selective_prediction.numpy) numpy_spherical_loss_vector() (in module probly.quantification.scoring_rule.numpy) numpy_squeeze_function() (in module probly.representation.sample.numpy_functions) numpy_stack_function() (in module probly.representation.sample.numpy_functions) numpy_swapaxes_function() (in module probly.representation.sample.numpy_functions) numpy_transpose() (in module probly.representation.sample.numpy_functions) numpy_zero_one_loss_vector() (in module probly.quantification.scoring_rule.numpy) NumpyActiveLearningPool (class in probly.evaluation.active_learning.pool.numpy) NumpyArrayLike (class in probly.representation.array_like) NumpyArrayLikeConvertible (class in probly.representation.array_like) NumpyArrayLikeImplementation (class in probly.representation.array_like) NumpyBernoulliDistribution (class in probly.representation.distribution.numpy_bernoulli) NumpyBernoulliDistributionSample (class in probly.representation.distribution.numpy_bernoulli) NumpyCategoricalCredalSet (class in probly.representation.credal_set.numpy) NumpyCategoricalDistribution (class in probly.representation.distribution.numpy_categorical) NumpyCategoricalDistributionSample (class in probly.representation.distribution.numpy_categorical) NumpyConvexCredalSet (class in probly.representation.credal_set.numpy) NumpyDirichletDistribution (class in probly.representation.distribution.numpy_dirichlet) NumpyDiscreteCredalSet (class in probly.representation.credal_set.numpy) NumpyDistanceBasedCredalSet (class in probly.representation.credal_set.numpy) NumpyGaussianDistribution (class in probly.representation.distribution.numpy_gaussian) NumpyGaussianDistributionSample (class in probly.representation.distribution.numpy_gaussian) NumpyIntervalConformalSet (class in probly.representation.conformal_set.numpy) NumpyLogitBernoulliDistribution (class in probly.representation.distribution.numpy_bernoulli) NumpyLogitCategoricalDistribution (class in probly.representation.distribution.numpy_categorical) NumpyMahalanobisHead (class in probly.layers.numpy) NumpyOneHotConformalSet (class in probly.representation.conformal_set.numpy) NumpyProbabilityBernoulliDistribution (class in probly.representation.distribution.numpy_bernoulli) NumpyProbabilityCategoricalDistribution (class in probly.representation.distribution.numpy_categorical) NumpyProbabilityIntervalsCredalSet (class in probly.representation.credal_set.numpy) NumpySample (class in probly.representation.sample.numpy) NumpySampleCreator (class in probly.representation.sample.numpy_functions) NumpySampleInternals (class in probly.representation.sample.numpy_functions) NumpySingletonCredalSet (class in probly.representation.credal_set.numpy) O offdiag() (probly.layers.torch.TVBLLLayer method) out_of_distribution_detection_aupr() (in module probly.evaluation.ood) out_of_distribution_detection_auroc() (in module probly.evaluation.ood) out_of_distribution_detection_fnr_at_x_tpr() (in module probly.evaluation.ood) out_of_distribution_detection_fpr_at_x_tpr() (in module probly.evaluation.ood) output_dim (probly.method.deup.torch.LogDUEVariance attribute) (probly.method.deup.torch.LogGMMDensity attribute) (probly.method.deup.torch.LogMAFDensity attribute) (probly.method.deup.torch.LogMCDropoutVariance attribute) (probly.method.deup.torch.StationarizingFeatureProvider attribute) owndata (probly.representation.array_like.ArrayFlagsLike property) P pack_interval() (in module probly.layers.torch) padding (probly.layers.torch.IntConv2d attribute) parameterization (probly.layers.torch.HetVBLLLayer attribute) (probly.layers.torch.TVBLLLayer attribute) parameters() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) parse_archives() (probly.datasets.torch.ImageNetReaL method) parse_dynamic_metric() (in module probly.evaluation.ood) permitted_functions (probly.method.deup.torch.TorchDEUPRepresentation attribute) (probly.representation.conformal_set.jax.JaxIntervalConformalSet attribute) (probly.representation.conformal_set.jax.JaxOneHotConformalSet attribute) (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet attribute) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet attribute) (probly.representation.conformal_set.torch.TorchIntervalConformalSet attribute) (probly.representation.conformal_set.torch.TorchOneHotConformalSet attribute) (probly.representation.credal_set.jax.JaxConvexCredalSet attribute) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet attribute) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet attribute) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet attribute) (probly.representation.credal_set.numpy.NumpyConvexCredalSet attribute) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet attribute) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet attribute) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet attribute) (probly.representation.credal_set.numpy.NumpySingletonCredalSet attribute) (probly.representation.credal_set.torch.TorchConvexCredalSet attribute) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet attribute) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet attribute) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet attribute) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution attribute) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution attribute) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution attribute) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution attribute) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution attribute) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution attribute) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution attribute) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution attribute) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution attribute) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution attribute) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution attribute) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution attribute) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution attribute) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution attribute) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution attribute) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution attribute) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution attribute) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution attribute) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution attribute) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution attribute) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution attribute) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution attribute) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution attribute) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution attribute) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution attribute) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution attribute) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution attribute) (probly.representation.embedding.torch.TorchEmbedding attribute) (probly.representation.text_generation.torch.TorchTextGeneration attribute) (probly.representation.text_generation.torch.TorchTokenGeneration attribute) permitted_ufuncs (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet attribute) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet attribute) (probly.representation.credal_set.numpy.NumpyConvexCredalSet attribute) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet attribute) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet attribute) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet attribute) (probly.representation.credal_set.numpy.NumpySingletonCredalSet attribute) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution attribute) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution attribute) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution attribute) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution attribute) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution attribute) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution attribute) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution attribute) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution attribute) permute() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLikeImplementation method) perturb() (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.transformation.calibration.flax.FlaxAffineLogitCalibrationPredictor method) (probly.transformation.calibration.flax.FlaxDirichletCalibrationPredictor method) (probly.transformation.calibration.flax.FlaxIdentityLogitModel method) (probly.transformation.calibration.flax.FlaxIsotonicCalibrationPredictor method) (probly.transformation.conformal.flax.FlaxConformalSetPredictor method) Pig (class in probly.datasets.torch) Plankton (class in probly.datasets.torch) plot_credal_set() (in module probly.plot.credal.plot) plot_histogram() (in module probly.plot.ood) plot_pr_curve() (in module probly.plot.ood) plot_roc_curve() (in module probly.plot.ood) PlotConfig (class in probly.plot.config) pn_loss() (in module probly.losses.torch) pool (probly.evaluation.active_learning.loop.ALState attribute) posterior_network() (in module probly.transformation) postnet_loss() (in module probly.losses.torch) precision (probly.layers.torch.MahalanobisHead attribute) precision_ (probly.layers.numpy.CovarianceEstimator attribute) precision_matrix (probly.layers.torch.SNGPLayer attribute) pred_type (probly.method.laplace.torch.LaplaceRepresenter attribute) predict() (probly.integrations.torch_uncertainty.TorchUncertaintyCalibratedLogitRepresenter method) (probly.integrations.torch_uncertainty.TorchUncertaintyConformalRepresenter method) (probly.integrations.torch_uncertainty.TorchUncertaintySampleRepresenter method) (probly.method.laplace.torch.LaplaceRepresenter method) (probly.representer.clarifier.huggingface.HFQuestionClarifier method) (probly.representer.credal_set.ConvexCredalSetRepresenter method) (probly.representer.credal_set.ProbabilityIntervalsRepresenter method) (probly.representer.credal_set.RepresentativeConvexCredalSetRepresenter method) (probly.representer.credal_set.SampleMeanConvexCredalSetRepresenter method) (probly.representer.embedder.huggingface.HFTextEmbedder method) (probly.representer.sampler.huggingface.HFTextGenerationSampler method) (probly.representer.semantic_clustering.huggingface.HFGreedySemanticClusterer method) (probly.representer.semantic_clustering.huggingface.HFSemanticClusterer method) (probly.transformation.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor method) (probly.transformation.conformal.sklearn.SklearnConformalSetPredictor method) predict_logits() (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor method) predict_proba() (probly.transformation.calibration.sklearn.SklearnIdentityLogitEstimator method) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor method) predict_representation() (probly.method.deup.torch.TorchDEUPPredictor method) predictor (probly.integrations.torch_uncertainty.TorchUncertaintyCalibratedLogitRepresenter attribute) (probly.integrations.torch_uncertainty.TorchUncertaintyConformalRepresenter attribute) (probly.integrations.torch_uncertainty.TorchUncertaintySampleRepresenter attribute) (probly.method.laplace.torch.LaplaceRepresenter attribute) (probly.representer.clarifier.huggingface.HFQuestionClarifier property) (probly.representer.credal_set.ConvexCredalSetRepresenter attribute) (probly.representer.credal_set.ProbabilityIntervalsRepresenter attribute) (probly.representer.credal_set.RepresentativeConvexCredalSetRepresenter attribute) (probly.representer.credal_set.SampleMeanConvexCredalSetRepresenter attribute) (probly.representer.embedder.huggingface.HFTextEmbedder property) (probly.representer.sampler.huggingface.HFTextGenerationSampler property) (probly.representer.semantic_clustering.huggingface.HFGreedySemanticClusterer property) (probly.representer.semantic_clustering.huggingface.HFSemanticClusterer property) (probly.transformation.calibration.flax.FlaxAffineLogitCalibrationPredictor attribute) (probly.transformation.calibration.flax.FlaxDirichletCalibrationPredictor attribute) (probly.transformation.calibration.flax.FlaxIsotonicCalibrationPredictor attribute) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor attribute) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor attribute) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor attribute) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor attribute) (probly.transformation.conformal.flax.FlaxConformalSetPredictor attribute) (probly.transformation.conformal.sklearn.SklearnConformalSetPredictor attribute) (probly.transformation.conformal.torch.TorchConformalSetPredictor attribute) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor attribute) predictor_transformation() (in module probly.transformation.transformation) PredictorTransformation (class in probly.transformation.transformation) PredictorTransformationDecorator (class in probly.transformation.transformation) primary_protected_name() (probly.method.deup.torch.TorchDEUPRepresentation class method) (probly.representation.conformal_set.jax.JaxIntervalConformalSet class method) (probly.representation.conformal_set.jax.JaxOneHotConformalSet class method) (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet class method) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet class method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet class method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet class method) (probly.representation.credal_set.jax.JaxConvexCredalSet class method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet class method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet class method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet class method) (probly.representation.credal_set.numpy.NumpyConvexCredalSet class method) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet class method) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet class method) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet class method) (probly.representation.credal_set.numpy.NumpySingletonCredalSet class method) (probly.representation.credal_set.torch.TorchConvexCredalSet class method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet class method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet class method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet class method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution class method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution class method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution class method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution class method) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution class method) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution class method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution class method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution class method) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution class method) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution class method) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution class method) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution class method) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution class method) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution class method) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution class method) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution class method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution class method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution class method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution class method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution class method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution class method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution class method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution class method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution class method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution class method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution class method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution class method) (probly.representation.embedding.torch.TorchEmbedding class method) (probly.representation.text_generation.torch.TorchTextGeneration class method) (probly.representation.text_generation.torch.TorchTokenGeneration class method) PriorNetworkPredictor (class in probly.method.prior_network) probabilities (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution property) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) ProbabilityIntervalsRepresenter (class in probly.representer.credal_set) probly module probly.calibrator module probly.conformal_scores module probly.conformal_scores.absolute_error module probly.conformal_scores.absolute_error.jax module probly.conformal_scores.absolute_error.torch module probly.conformal_scores.aps module probly.conformal_scores.aps.jax module probly.conformal_scores.aps.torch module probly.conformal_scores.cqr module probly.conformal_scores.cqr.jax module probly.conformal_scores.cqr.torch module probly.conformal_scores.cqr_r module probly.conformal_scores.cqr_r.jax module probly.conformal_scores.cqr_r.torch module probly.conformal_scores.dirichlet_relative_likelihood module probly.conformal_scores.dirichlet_relative_likelihood.jax module probly.conformal_scores.dirichlet_relative_likelihood.torch module probly.conformal_scores.inner_product module probly.conformal_scores.inner_product.jax module probly.conformal_scores.inner_product.torch module probly.conformal_scores.kullback_leibler module probly.conformal_scores.kullback_leibler.jax module probly.conformal_scores.kullback_leibler.torch module probly.conformal_scores.lac module probly.conformal_scores.lac.jax module probly.conformal_scores.lac.torch module probly.conformal_scores.raps module probly.conformal_scores.raps.jax module probly.conformal_scores.raps.torch module probly.conformal_scores.saps module probly.conformal_scores.saps.jax module probly.conformal_scores.saps.torch module probly.conformal_scores.total_variation module probly.conformal_scores.total_variation.jax module probly.conformal_scores.total_variation.torch module probly.conformal_scores.uacqr module probly.conformal_scores.uacqr.jax module probly.conformal_scores.uacqr.torch module probly.conformal_scores.wasserstein_distance module probly.conformal_scores.wasserstein_distance.jax module probly.conformal_scores.wasserstein_distance.torch module probly.datasets module probly.datasets.torch module probly.decider module probly.decider.categorical_distribution module probly.decider.categorical_distribution.numpy module probly.decider.categorical_distribution.torch module probly.evaluation module probly.evaluation.active_learning module probly.evaluation.active_learning.loop module probly.evaluation.active_learning.metrics module probly.evaluation.active_learning.pool module probly.evaluation.active_learning.pool.numpy module probly.evaluation.active_learning.pool.torch module probly.evaluation.active_learning.strategies module probly.evaluation.active_learning.strategies.numpy module probly.evaluation.active_learning.strategies.torch module probly.evaluation.active_learning.torch_metrics module probly.evaluation.ood module probly.evaluation.selective_prediction module probly.evaluation.selective_prediction.jax module probly.evaluation.selective_prediction.numpy module probly.evaluation.selective_prediction.torch module probly.integrations module probly.integrations.peft module probly.integrations.torch_uncertainty module probly.integrations.transformers module probly.layers module probly.layers.flax module probly.layers.numpy module probly.layers.torch module probly.lazy_types module probly.losses module probly.losses.torch module probly.method module probly.method.calibration module probly.method.conformal module probly.method.conformal_credal_set module probly.method.credal_net module probly.method.deup module probly.method.deup.torch module probly.method.evidential module probly.method.evidential.classification module probly.method.evidential.regression module probly.method.laplace module probly.method.laplace.torch module probly.method.natural_posterior_network module probly.method.posterior_network module probly.method.prior_network module probly.metrics module probly.metrics.jax module probly.metrics.numpy module probly.metrics.torch module probly.plot module probly.plot.config module probly.plot.credal module probly.plot.credal.plot module probly.plot.ood module probly.plot.utils module probly.predictor module probly.predictor.laplace module probly.predictor.sklearn module probly.quantification module probly.quantification.decomposition module probly.quantification.decomposition.decomposition module probly.quantification.decomposition.entropy module probly.quantification.decomposition.ordinal module probly.quantification.decomposition.scoring_rule module probly.quantification.decomposition.spectral module probly.quantification.decomposition.variance module probly.quantification.decomposition.wasserstein module probly.quantification.decomposition.zero_one module probly.quantification.notion module probly.quantification.scoring_rule module probly.quantification.scoring_rule.jax module probly.quantification.scoring_rule.numpy module probly.quantification.scoring_rule.torch module probly.representation module probly.representation.array_like module probly.representation.conformal_set module probly.representation.conformal_set.jax module probly.representation.conformal_set.numpy module probly.representation.conformal_set.torch module probly.representation.credal_set module probly.representation.credal_set.jax module probly.representation.credal_set.numpy module probly.representation.credal_set.numpy_functions module probly.representation.credal_set.torch module probly.representation.distribution module probly.representation.distribution.jax_bernoulli module probly.representation.distribution.jax_categorical module probly.representation.distribution.jax_dirichlet module probly.representation.distribution.jax_gaussian module probly.representation.distribution.numpy_bernoulli module probly.representation.distribution.numpy_categorical module probly.representation.distribution.numpy_dirichlet module probly.representation.distribution.numpy_gaussian module probly.representation.distribution.torch_bernoulli module probly.representation.distribution.torch_categorical module probly.representation.distribution.torch_dirichlet module probly.representation.distribution.torch_gaussian module probly.representation.distribution.torch_mixture module probly.representation.distribution.torch_sparse_log_categorical module probly.representation.embedding module probly.representation.embedding.torch module probly.representation.jax_functions module probly.representation.jax_like module probly.representation.jax_operators module probly.representation.representation module probly.representation.sample module probly.representation.sample.axis_tracking module probly.representation.sample.jax module probly.representation.sample.jax_axis_tracking module probly.representation.sample.jax_functions module probly.representation.sample.numpy module probly.representation.sample.numpy_functions module probly.representation.sample.torch module probly.representation.sample.torch_axis_tracking module probly.representation.sample.torch_functions module probly.representation.text_generation module probly.representation.text_generation.torch module probly.representation.torch_functions module probly.representation.torch_like module probly.representer module probly.representer.clarifier module probly.representer.clarifier.huggingface module probly.representer.credal_set module probly.representer.embedder module probly.representer.embedder.huggingface module probly.representer.sampler module probly.representer.sampler.flax module probly.representer.sampler.huggingface module probly.representer.sampler.sklearn module probly.representer.sampler.torch module probly.representer.semantic_clustering module probly.representer.semantic_clustering.huggingface module probly.representer.torch_credal_set module probly.train module probly.transformation module probly.transformation.calibration module probly.transformation.calibration.flax module probly.transformation.calibration.sklearn module probly.transformation.calibration.torch module probly.transformation.conformal module probly.transformation.conformal.flax module probly.transformation.conformal.sklearn module probly.transformation.conformal.torch module probly.transformation.conformal_credal_set module probly.transformation.conformal_credal_set.torch module probly.transformation.natural_posterior_network module probly.transformation.natural_posterior_network.torch module probly.transformation.transformation module probly.traverse_nn module probly.traverse_nn.flax module probly.traverse_nn.torch module probly.traverse_nn.torch_utils module probly.traverse_nn.utils module probly.utils module probly.utils.iterable module probly.utils.jax module probly.utils.quantile module probly.utils.quantile.jax module probly.utils.quantile.torch module probly.utils.torch module protected_axes (probly.method.deup.torch.TorchDEUPRepresentation attribute) (probly.representation.conformal_set.jax.JaxIntervalConformalSet attribute) (probly.representation.conformal_set.jax.JaxOneHotConformalSet attribute) (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet attribute) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet attribute) (probly.representation.conformal_set.torch.TorchIntervalConformalSet attribute) (probly.representation.conformal_set.torch.TorchOneHotConformalSet attribute) (probly.representation.credal_set.jax.JaxConvexCredalSet attribute) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet attribute) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet attribute) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet attribute) (probly.representation.credal_set.numpy.NumpyConvexCredalSet attribute) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet attribute) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet attribute) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet attribute) (probly.representation.credal_set.numpy.NumpySingletonCredalSet attribute) (probly.representation.credal_set.torch.TorchConvexCredalSet attribute) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet attribute) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet attribute) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet attribute) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution attribute) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution attribute) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution attribute) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution attribute) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution attribute) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution attribute) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution attribute) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution attribute) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution attribute) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution attribute) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution attribute) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution attribute) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution attribute) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution attribute) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution attribute) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution attribute) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution attribute) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution attribute) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution attribute) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution attribute) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution attribute) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution attribute) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution attribute) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution attribute) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution attribute) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution attribute) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution attribute) (probly.representation.embedding.torch.TorchEmbedding attribute) (probly.representation.text_generation.torch.TorchTextGeneration attribute) (probly.representation.text_generation.torch.TorchTokenGeneration attribute) protected_shape (probly.method.deup.torch.TorchDEUPRepresentation property) (probly.representation.conformal_set.jax.JaxIntervalConformalSet property) (probly.representation.conformal_set.jax.JaxOneHotConformalSet property) (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet property) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet property) (probly.representation.conformal_set.torch.TorchIntervalConformalSet property) (probly.representation.conformal_set.torch.TorchOneHotConformalSet property) (probly.representation.credal_set.jax.JaxConvexCredalSet property) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet property) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet property) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet property) (probly.representation.credal_set.numpy.NumpyConvexCredalSet property) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet property) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet property) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet property) (probly.representation.credal_set.numpy.NumpySingletonCredalSet property) (probly.representation.credal_set.torch.TorchConvexCredalSet property) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet property) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet property) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet property) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution property) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution property) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution property) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution property) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution property) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution property) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) (probly.representation.embedding.torch.TorchEmbedding property) (probly.representation.text_generation.torch.TorchTextGeneration property) (probly.representation.text_generation.torch.TorchTokenGeneration property) protected_value() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.jax.JaxIntervalConformalSet method) (probly.representation.conformal_set.jax.JaxOneHotConformalSet method) (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet method) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.jax.JaxConvexCredalSet method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet method) (probly.representation.credal_set.numpy.NumpyConvexCredalSet method) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet method) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet method) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet method) (probly.representation.credal_set.numpy.NumpySingletonCredalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution method) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution method) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution method) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution method) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution method) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTokenGeneration method) protected_values() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.jax.JaxIntervalConformalSet method) (probly.representation.conformal_set.jax.JaxOneHotConformalSet method) (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet method) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.jax.JaxConvexCredalSet method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet method) (probly.representation.credal_set.numpy.NumpyConvexCredalSet method) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet method) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet method) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet method) (probly.representation.credal_set.numpy.NumpySingletonCredalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution method) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution method) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution method) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution method) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution method) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTokenGeneration method) Q QualityMRI (class in probly.datasets.torch) quantile() (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution method) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) R RadialNormalizingFlow (class in probly.layers.torch) RadialNormalizingFlowStack (class in probly.layers.torch) radius (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet attribute) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet attribute) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet attribute) ravel() (probly.representation.conformal_set.jax.JaxIntervalConformalSet method) (probly.representation.conformal_set.jax.JaxOneHotConformalSet method) (probly.representation.credal_set.jax.JaxConvexCredalSet method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample method) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample method) (probly.representation.jax_like.JaxLike method) (probly.representation.jax_like.JaxLikeImplementation method) (probly.representation.sample.jax.JaxSample method) register() (probly.utils.switchdispatch method) register_backward_hook() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) register_buffer() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) register_forced_fitted_already_mode() (in module probly.representer.sampler.sklearn) register_forced_train_mode() (in module probly.representer.sampler.flax) (in module probly.representer.sampler.torch) register_forward_hook() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) register_forward_pre_hook() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) register_full_backward_hook() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) register_full_backward_pre_hook() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) register_load_state_dict_post_hook() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) register_load_state_dict_pre_hook() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) register_module() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) register_parameter() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) register_state_dict_post_hook() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) register_state_dict_pre_hook() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) RegressionHead (class in probly.layers.torch) regularization_fn() (in module probly.losses.torch) represent() (probly.integrations.torch_uncertainty.TorchUncertaintyCalibratedLogitRepresenter method) (probly.integrations.torch_uncertainty.TorchUncertaintyConformalRepresenter method) (probly.integrations.torch_uncertainty.TorchUncertaintySampleRepresenter method) (probly.method.laplace.torch.LaplaceRepresenter method) (probly.representer.clarifier.huggingface.HFQuestionClarifier method) (probly.representer.credal_set.ConvexCredalSetRepresenter method) (probly.representer.credal_set.ProbabilityIntervalsRepresenter method) (probly.representer.credal_set.RepresentativeConvexCredalSetRepresenter method) (probly.representer.credal_set.SampleMeanConvexCredalSetRepresenter method) (probly.representer.embedder.huggingface.HFTextEmbedder method) (probly.representer.sampler.huggingface.HFTextGenerationSampler method) (probly.representer.semantic_clustering.huggingface.HFGreedySemanticClusterer method) (probly.representer.semantic_clustering.huggingface.HFSemanticClusterer method) Representation (class in probly.representation.representation) RepresentativeConvexCredalSetRepresenter (class in probly.representer.credal_set) requires_grad_() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) requires_spectral_norm (probly.method.deup.torch.LogDUEVariance attribute) (probly.method.deup.torch.LogGMMDensity attribute) (probly.method.deup.torch.LogMAFDensity attribute) (probly.method.deup.torch.LogMCDropoutVariance attribute) (probly.method.deup.torch.StationarizingFeatureProvider attribute) reset_parameters() (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) reset_precision_matrix() (probly.layers.torch.SNGPLayer method) reset_traverser (in module probly.traverse_nn) reshape() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.jax.JaxIntervalConformalSet method) (probly.representation.conformal_set.jax.JaxOneHotConformalSet method) (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet method) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.jax.JaxConvexCredalSet method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet method) (probly.representation.credal_set.numpy.NumpyConvexCredalSet method) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet method) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet method) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet method) (probly.representation.credal_set.numpy.NumpySingletonCredalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample method) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample method) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution method) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution method) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution method) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution method) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution method) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.jax_like.JaxLike method) (probly.representation.jax_like.JaxLikeImplementation method) (probly.representation.sample.jax.JaxSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTokenGeneration method) resolve_conj() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLikeImplementation method) resolve_neg() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLikeImplementation method) right_inverse() (probly.layers.torch.SNCoeffParametrization method) root (probly.datasets.torch.Benthic attribute) (probly.datasets.torch.CIFAR10HDCIC attribute) (probly.datasets.torch.DCICDataset attribute) (probly.datasets.torch.MiceBone attribute) (probly.datasets.torch.Pig attribute) (probly.datasets.torch.Plankton attribute) (probly.datasets.torch.QualityMRI attribute) (probly.datasets.torch.Synthetic attribute) (probly.datasets.torch.Treeversity1 attribute) (probly.datasets.torch.Treeversity6 attribute) (probly.datasets.torch.Turkey attribute) rpn_distillation_loss() (in module probly.losses.torch) rpn_loss() (in module probly.losses.torch) rpn_ng_kl() (in module probly.losses.torch) rpn_prior() (in module probly.losses.torch) S sample() (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution method) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution method) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution method) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution method) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution method) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) 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method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) SharedMaskDropout (class in probly.layers.torch) size (probly.representation.array_like.ArrayLike property) (probly.representation.array_like.NumpyArrayLike property) (probly.representation.array_like.NumpyArrayLikeConvertible property) (probly.representation.array_like.NumpyArrayLikeImplementation property) (probly.representation.conformal_set.jax.JaxIntervalConformalSet property) (probly.representation.conformal_set.jax.JaxOneHotConformalSet property) (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet property) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet property) (probly.representation.credal_set.jax.JaxConvexCredalSet property) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet property) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet property) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet property) (probly.representation.credal_set.numpy.NumpyConvexCredalSet property) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet property) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet property) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet property) (probly.representation.credal_set.numpy.NumpySingletonCredalSet property) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample property) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample property) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution property) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution property) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution property) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample property) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistributionSample property) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution property) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistributionSample property) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution property) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution property) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution property) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistributionSample property) (probly.representation.jax_like.JaxLike property) (probly.representation.jax_like.JaxLikeConvertible property) (probly.representation.jax_like.JaxLikeImplementation property) (probly.representation.sample.jax.JaxSample property) (probly.representation.sample.numpy.NumpySample property) (probly.representation.torch_like.TorchLikeConvertible property) size() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLike method) (probly.representation.torch_like.TorchLikeImplementation method) sklearn_calibrated_classifier_cv_calibrate() (in module probly.transformation.calibration.sklearn) sklearn_calibration_generator() (in module probly.transformation.calibration.sklearn) sklearn_identity_logit_estimator() (in module probly.transformation.calibration) sklearn_predict_raw() (in module probly.predictor.sklearn) SklearnConformalSetPredictor (class in probly.transformation.conformal.sklearn) SklearnIdentityLogitEstimator (class in probly.transformation.calibration.sklearn) SklearnVectorScalingPredictor (class in probly.transformation.calibration.sklearn) SNCoeffParametrization (class in probly.layers.torch) sngp() (in module probly.method) SNGPLayer (class in probly.layers.torch) softmax (probly.method.deup.torch.TorchDEUPRepresentation attribute) sow() (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.transformation.calibration.flax.FlaxAffineLogitCalibrationPredictor method) (probly.transformation.calibration.flax.FlaxDirichletCalibrationPredictor method) (probly.transformation.calibration.flax.FlaxIdentityLogitModel method) (probly.transformation.calibration.flax.FlaxIsotonicCalibrationPredictor method) (probly.transformation.conformal.flax.FlaxConformalSetPredictor method) spider_bar_width (probly.plot.config.PlotConfig attribute) split_folder (probly.datasets.torch.ImageNetReaL property) splits (probly.datasets.torch.TinyImageNet attribute) squeeze() (probly.representation.conformal_set.jax.JaxIntervalConformalSet method) (probly.representation.conformal_set.jax.JaxOneHotConformalSet method) (probly.representation.credal_set.jax.JaxConvexCredalSet method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample method) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample method) (probly.representation.jax_like.JaxLike method) (probly.representation.jax_like.JaxLikeImplementation method) (probly.representation.sample.jax.JaxSample method) state_dict() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) StationarizingFeatureProvider (class in probly.method.deup.torch) std (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution property) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) stop_gradient() (probly.representation.conformal_set.jax.JaxIntervalConformalSet method) (probly.representation.conformal_set.jax.JaxOneHotConformalSet method) (probly.representation.credal_set.jax.JaxConvexCredalSet method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample method) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample method) (probly.representation.jax_like.JaxLikeImplementation method) (probly.representation.sample.jax.JaxSample method) stride (probly.layers.torch.IntConv2d attribute) strip_inputs (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) sub_samplers (probly.representer.credal_set.SampleMeanConvexCredalSetRepresenter attribute) subensemble() (in module probly.method) (in module probly.transformation) SupportsJaxFunction (class in probly.representation.jax_functions) swag() (in module probly.method) switchdispatch (class in probly.utils) Synthetic (class in probly.datasets.torch) T T (probly.method.deup.torch.TorchDEUPRepresentation property) (probly.representation.array_like.ArrayLike property) (probly.representation.array_like.NumpyArrayLike property) (probly.representation.array_like.NumpyArrayLikeConvertible property) (probly.representation.array_like.NumpyArrayLikeImplementation property) (probly.representation.conformal_set.jax.JaxIntervalConformalSet property) (probly.representation.conformal_set.jax.JaxOneHotConformalSet property) (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet property) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet property) (probly.representation.conformal_set.torch.TorchIntervalConformalSet property) (probly.representation.conformal_set.torch.TorchOneHotConformalSet property) (probly.representation.credal_set.jax.JaxConvexCredalSet property) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet property) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet property) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet property) (probly.representation.credal_set.numpy.NumpyConvexCredalSet property) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet property) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet property) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet property) (probly.representation.credal_set.numpy.NumpySingletonCredalSet property) (probly.representation.credal_set.torch.TorchConvexCredalSet property) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet property) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet property) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet property) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample property) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample property) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution property) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution property) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution property) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample property) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistributionSample property) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution property) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistributionSample property) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution property) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution property) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution property) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution property) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample property) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution property) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution property) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample property) (probly.representation.embedding.torch.TorchEmbedding property) (probly.representation.embedding.torch.TorchEmbeddingSample property) (probly.representation.embedding.torch.TorchEmbeddingSampleSample property) (probly.representation.jax_like.JaxLike property) (probly.representation.jax_like.JaxLikeConvertible property) (probly.representation.jax_like.JaxLikeImplementation property) (probly.representation.sample.jax.JaxSample property) (probly.representation.sample.numpy.NumpySample property) (probly.representation.sample.torch.TorchSample property) (probly.representation.text_generation.torch.TorchTextGeneration property) (probly.representation.text_generation.torch.TorchTextGenerationSample property) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample property) (probly.representation.text_generation.torch.TorchTokenGeneration property) (probly.representation.torch_like.TorchLike property) (probly.representation.torch_like.TorchLikeConvertible property) (probly.representation.torch_like.TorchLikeImplementation property) T_destination (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BatchEnsembleLinear attribute) (probly.layers.torch.BayesConv2d attribute) (probly.layers.torch.BayesLinear attribute) (probly.layers.torch.DropConnectLinear attribute) (probly.layers.torch.GaussianMixtureHead attribute) (probly.layers.torch.GVBLLLayer attribute) (probly.layers.torch.HeteroscedasticLayer attribute) (probly.layers.torch.HetVBLLLayer attribute) (probly.layers.torch.IntBatchNorm1d attribute) (probly.layers.torch.IntBatchNorm2d attribute) (probly.layers.torch.IntConv2d attribute) (probly.layers.torch.IntLinear attribute) (probly.layers.torch.IntSoftmax attribute) (probly.layers.torch.IRDHead attribute) (probly.layers.torch.MahalanobisHead attribute) (probly.layers.torch.Masksembles2D attribute) (probly.layers.torch.MasksemblesLinear attribute) (probly.layers.torch.NatPNClassHead attribute) (probly.layers.torch.NatPNRegHead attribute) (probly.layers.torch.NormalInverseGammaLinear attribute) (probly.layers.torch.RadialNormalizingFlow attribute) (probly.layers.torch.RadialNormalizingFlowStack attribute) (probly.layers.torch.RegressionHead attribute) (probly.layers.torch.SharedMaskDropout attribute) (probly.layers.torch.SNCoeffParametrization attribute) (probly.layers.torch.SNGPLayer attribute) (probly.layers.torch.TVBLLLayer attribute) (probly.layers.torch.VBLLLayer attribute) (probly.method.deup.torch.ErrorPredictionHead attribute) (probly.method.deup.torch.LogDUEVariance attribute) (probly.method.deup.torch.LogGMMDensity attribute) (probly.method.deup.torch.LogMAFDensity attribute) (probly.method.deup.torch.LogMCDropoutVariance attribute) (probly.method.deup.torch.StationarizingFeatureProvider attribute) (probly.method.deup.torch.TorchDEUPPredictor attribute) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor attribute) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor attribute) (probly.transformation.calibration.torch.TorchIdentityLogitModel attribute) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor attribute) (probly.transformation.conformal.torch.TorchConformalSetPredictor attribute) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor attribute) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork attribute) t_vbll_loss() (in module probly.losses.torch) take_along_axis() (probly.representation.conformal_set.jax.JaxIntervalConformalSet method) (probly.representation.conformal_set.jax.JaxOneHotConformalSet method) (probly.representation.credal_set.jax.JaxConvexCredalSet method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution method) tar_md5 (probly.datasets.torch.CIFAR10C attribute) targets (probly.datasets.torch.Benthic attribute) (probly.datasets.torch.CIFAR10C attribute) (probly.datasets.torch.CIFAR10H attribute) (probly.datasets.torch.CIFAR10HDCIC attribute) (probly.datasets.torch.DCICDataset attribute) (probly.datasets.torch.MedMNISTC attribute) (probly.datasets.torch.MiceBone attribute) (probly.datasets.torch.Pig attribute) (probly.datasets.torch.Plankton attribute) (probly.datasets.torch.QualityMRI attribute) (probly.datasets.torch.Synthetic attribute) (probly.datasets.torch.TinyImageNet attribute) (probly.datasets.torch.Treeversity1 attribute) (probly.datasets.torch.Treeversity6 attribute) (probly.datasets.torch.Turkey attribute) temperature (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) (probly.transformation.calibration.flax.FlaxAffineLogitCalibrationPredictor property) (probly.transformation.calibration.sklearn.SklearnVectorScalingPredictor property) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor property) tensor (probly.representation.conformal_set.torch.TorchIntervalConformalSet attribute) (probly.representation.conformal_set.torch.TorchOneHotConformalSet attribute) (probly.representation.credal_set.jax.JaxConvexCredalSet attribute) (probly.representation.credal_set.torch.TorchConvexCredalSet attribute) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample attribute) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution attribute) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution attribute) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample attribute) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution attribute) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution attribute) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample attribute) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample attribute) (probly.representation.embedding.torch.TorchEmbeddingSample attribute) (probly.representation.embedding.torch.TorchEmbeddingSampleSample attribute) (probly.representation.sample.torch.TorchSample attribute) (probly.representation.sample.torch_functions.TorchSampleInternals attribute) (probly.representation.text_generation.torch.TorchTextGenerationSample attribute) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample attribute) test_list (probly.datasets.torch.CIFAR10H attribute) text (probly.representation.text_generation.torch.TorchTextGeneration attribute) tgz_md5 (probly.datasets.torch.CIFAR10H attribute) threshold (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet attribute) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet attribute) TinyImageNet (class in probly.datasets.torch) title_fontsize (probly.plot.config.PlotConfig attribute) to() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) 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(probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLike method) (probly.representation.torch_like.TorchLikeImplementation method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) to_categorical() (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) to_dense() (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) to_device() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.array_like.ArrayLike method) (probly.representation.array_like.NumpyArrayLike method) (probly.representation.array_like.NumpyArrayLikeConvertible method) (probly.representation.array_like.NumpyArrayLikeImplementation method) (probly.representation.conformal_set.jax.JaxIntervalConformalSet method) (probly.representation.conformal_set.jax.JaxOneHotConformalSet method) (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet method) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.jax.JaxConvexCredalSet method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet method) (probly.representation.credal_set.numpy.NumpyConvexCredalSet method) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet method) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet method) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet method) (probly.representation.credal_set.numpy.NumpySingletonCredalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample method) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample method) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistributionSample method) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution method) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution method) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistributionSample method) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution method) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution method) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution method) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution method) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.jax_like.JaxLike method) (probly.representation.jax_like.JaxLikeConvertible method) (probly.representation.jax_like.JaxLikeImplementation method) (probly.representation.sample.jax.JaxSample method) (probly.representation.sample.numpy.NumpySample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLike method) (probly.representation.torch_like.TorchLikeConvertible method) (probly.representation.torch_like.TorchLikeImplementation method) to_empty() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) to_text() (probly.representation.text_generation.torch.TorchTokenGeneration method) tokenizer (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) (probly.representer.semantic_clustering.huggingface.HFGreedySemanticClusterer attribute) (probly.representer.semantic_clustering.huggingface.HFSemanticClusterer attribute) tolist() (probly.representation.conformal_set.jax.JaxIntervalConformalSet method) (probly.representation.conformal_set.jax.JaxOneHotConformalSet method) (probly.representation.credal_set.jax.JaxConvexCredalSet method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample method) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample method) (probly.representation.jax_like.JaxLike method) (probly.representation.jax_like.JaxLikeImplementation method) (probly.representation.sample.jax.JaxSample method) top_k (probly.representer.clarifier.huggingface.HFQuestionClarifier attribute) (probly.representer.sampler.huggingface.HFTextGenerationSampler attribute) torch_accuracy() (in module probly.metrics.torch) torch_adjoint_function() (in module probly.representation.sample.torch_functions) torch_auc() (in module probly.metrics.torch) torch_average() (in module probly.representation.torch_functions) torch_average_precision_score() (in module probly.metrics.torch) torch_brier_loss_vector() (in module probly.quantification.scoring_rule.torch) torch_calibration_generator() (in module probly.transformation.calibration.torch) torch_cat_function() (in module probly.representation.sample.torch_functions) torch_classwise_ece() (in module probly.metrics.torch) torch_collect_outputs() (in module probly.utils.torch) torch_compute_absolute_error_score() (in module probly.conformal_scores.absolute_error.torch) torch_compute_absolute_error_score_sample() (in module probly.conformal_scores.absolute_error.torch) torch_compute_aps_score() (in module probly.conformal_scores.aps.torch) torch_compute_cqr_r_score() (in module probly.conformal_scores.cqr_r.torch) torch_compute_cqr_score() (in module probly.conformal_scores.cqr.torch) torch_compute_dirichlet_rl_score() (in module probly.conformal_scores.dirichlet_relative_likelihood.torch) torch_compute_dirichlet_rl_score_dirichlet() (in module probly.conformal_scores.dirichlet_relative_likelihood.torch) torch_compute_inner_product_score() (in module probly.conformal_scores.inner_product.torch) torch_compute_kl_divergence_score() (in module probly.conformal_scores.kullback_leibler.torch) torch_compute_lac_score() (in module probly.conformal_scores.lac.torch) torch_compute_lac_score_categorical() (in module probly.conformal_scores.lac.torch) torch_compute_lac_score_sample() (in module probly.conformal_scores.lac.torch) torch_compute_raps_score() (in module probly.conformal_scores.raps.torch) torch_compute_representative_sample() (in module probly.representer.torch_credal_set) torch_compute_saps_score() (in module probly.conformal_scores.saps.torch) torch_compute_tv_score() (in module probly.conformal_scores.total_variation.torch) torch_compute_uacqr_score_func() (in module probly.conformal_scores.uacqr.torch) torch_compute_wasserstein_distance_score() (in module probly.conformal_scores.wasserstein_distance.torch) torch_entropy() (in module probly.utils.torch) torch_expected_calibration_error() (in module probly.metrics.torch) torch_false_negative_rate() (in module probly.metrics.torch) torch_false_positive_rate() (in module probly.metrics.torch) torch_function_override() (in module probly.representation.sample.torch_functions) torch_head_dimension() (in module probly.utils.torch) torch_identity_logit_model() (in module probly.transformation.calibration) torch_internals_override() (in module probly.representation.sample.torch_functions) torch_intersection_probability() (in module probly.utils.torch) torch_log_loss_vector() (in module probly.quantification.scoring_rule.torch) torch_movedim_function() (in module probly.representation.sample.torch_functions) torch_permute_function() (in module probly.representation.sample.torch_functions) torch_precision_recall_curve() (in module probly.metrics.torch) torch_reduction_function() (in module probly.representation.sample.torch_functions) torch_reset_all_parameters() (in module probly.utils.torch) torch_roc_auc_score() (in module probly.metrics.torch) torch_roc_curve() (in module probly.metrics.torch) torch_sample_internals() (in module probly.representation.sample.torch_functions) torch_selective_prediction() (in module probly.evaluation.selective_prediction.torch) torch_spherical_loss_vector() (in module probly.quantification.scoring_rule.torch) torch_stack_function() (in module probly.representation.sample.torch_functions) torch_temperature_softmax() (in module probly.utils.torch) torch_transpose_function() (in module probly.representation.sample.torch_functions) torch_zero_one_loss_vector() (in module probly.quantification.scoring_rule.torch) TorchActiveLearningPool (class in probly.evaluation.active_learning.pool.torch) TorchAffineLogitCalibrationPredictor (class in probly.transformation.calibration.torch) TorchBernoulliDistribution (class in probly.representation.distribution.torch_bernoulli) TorchBernoulliDistributionSample (class in probly.representation.distribution.torch_bernoulli) TorchCategoricalCredalSet (class in probly.representation.credal_set.torch) TorchCategoricalDistribution (class in probly.representation.distribution.torch_categorical) TorchCategoricalDistributionSample (class in probly.representation.distribution.torch_categorical) TorchConformalCredalSetPredictor (class in probly.transformation.conformal_credal_set.torch) TorchConformalSetPredictor (class in probly.transformation.conformal.torch) TorchConvexCredalSet (class in probly.representation.credal_set.torch) TorchDEUPPredictor (class in probly.method.deup.torch) TorchDEUPRepresentation (class in probly.method.deup.torch) TorchDirichletCalibrationPredictor (class in probly.transformation.calibration.torch) TorchDirichletDistribution (class in probly.representation.distribution.torch_dirichlet) TorchDirichletLevelSetCredalSet (class in probly.representation.credal_set.torch) TorchDirichletMixtureDistribution (class in probly.representation.distribution.torch_mixture) TorchDistanceBasedCredalSet (class in probly.representation.credal_set.torch) TorchEmbedding (class in probly.representation.embedding.torch) TorchEmbeddingSample (class in probly.representation.embedding.torch) TorchEmbeddingSampleSample (class in probly.representation.embedding.torch) TorchGaussianDistribution (class in probly.representation.distribution.torch_gaussian) TorchGaussianDistributionSample (class in probly.representation.distribution.torch_gaussian) TorchIdentityLogitModel (class in probly.transformation.calibration.torch) TorchIntervalConformalSet (class in probly.representation.conformal_set.torch) TorchIsotonicCalibrationPredictor (class in probly.transformation.calibration.torch) TorchLike (class in probly.representation.torch_like) TorchLikeConvertible (class in probly.representation.torch_like) TorchLikeImplementation (class in probly.representation.torch_like) TorchLogitBernoulliDistribution (class in probly.representation.distribution.torch_bernoulli) TorchLogitCategoricalDistribution (class in probly.representation.distribution.torch_categorical) TorchMixtureDistribution (class in probly.representation.distribution.torch_mixture) TorchNaturalPosteriorNetwork (class in probly.transformation.natural_posterior_network.torch) TorchOneHotConformalSet (class in probly.representation.conformal_set.torch) TorchProbabilityBernoulliDistribution (class in probly.representation.distribution.torch_bernoulli) TorchProbabilityCategoricalDistribution (class in probly.representation.distribution.torch_categorical) TorchProbabilityIntervalsCredalSet (class in probly.representation.credal_set.torch) TorchSample (class in probly.representation.sample.torch) TorchSampleCreator (class in probly.representation.sample.torch_functions) TorchSampleInternals (class in probly.representation.sample.torch_functions) TorchSparseLogCategoricalDistribution (class in probly.representation.distribution.torch_sparse_log_categorical) TorchSparseLogCategoricalDistributionSample (class in probly.representation.distribution.torch_sparse_log_categorical) TorchTextGeneration (class in probly.representation.text_generation.torch) TorchTextGenerationSample (class in probly.representation.text_generation.torch) TorchTextGenerationSampleSample (class in probly.representation.text_generation.torch) TorchTokenGeneration (class in probly.representation.text_generation.torch) TorchUncertaintyCalibratedLogitRepresenter (class in probly.integrations.torch_uncertainty) TorchUncertaintyConformalRepresenter (class in probly.integrations.torch_uncertainty) TorchUncertaintySampleRepresenter (class in probly.integrations.torch_uncertainty) total (probly.quantification.decomposition.decomposition.AdditiveDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricEpistemicTotalDecomposition property) (probly.quantification.decomposition.decomposition.AleatoricTotalDecomposition property) (probly.quantification.decomposition.decomposition.ConstantTotalDecomposition property) (probly.quantification.decomposition.decomposition.EpistemicTotalDecomposition property) (probly.quantification.decomposition.decomposition.TotalDecomposition property) TotalDecomposition (class in probly.quantification.decomposition.decomposition) TotalUncertainty (class in probly.quantification.notion) track_axis() (in module probly.representation.sample.axis_tracking) track_sample_axis_after_reduction() (in module probly.representation.sample.numpy_functions) track_sample_dim_after_reduction() (in module probly.representation.sample.torch_functions) train() (probly.layers.flax.BatchEnsembleConv method) (probly.layers.flax.BatchEnsembleLinear method) (probly.layers.flax.DropConnectLinear method) (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.flax.FlaxAffineLogitCalibrationPredictor method) (probly.transformation.calibration.flax.FlaxDirichletCalibrationPredictor method) (probly.transformation.calibration.flax.FlaxIdentityLogitModel method) (probly.transformation.calibration.flax.FlaxIsotonicCalibrationPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.flax.FlaxConformalSetPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) train_list (probly.datasets.torch.CIFAR10H attribute) training (probly.layers.torch.BatchEnsembleConv2d attribute) (probly.layers.torch.BatchEnsembleLinear attribute) (probly.layers.torch.BayesConv2d attribute) (probly.layers.torch.BayesLinear attribute) (probly.layers.torch.DropConnectLinear attribute) (probly.layers.torch.GaussianMixtureHead attribute) (probly.layers.torch.GVBLLLayer attribute) (probly.layers.torch.HeteroscedasticLayer attribute) (probly.layers.torch.HetVBLLLayer attribute) (probly.layers.torch.IntBatchNorm1d attribute) (probly.layers.torch.IntBatchNorm2d attribute) (probly.layers.torch.IntConv2d attribute) (probly.layers.torch.IntLinear attribute) (probly.layers.torch.IntSoftmax attribute) (probly.layers.torch.IRDHead attribute) (probly.layers.torch.MahalanobisHead attribute) (probly.layers.torch.Masksembles2D attribute) (probly.layers.torch.MasksemblesLinear attribute) (probly.layers.torch.NatPNClassHead attribute) (probly.layers.torch.NatPNRegHead attribute) (probly.layers.torch.NormalInverseGammaLinear attribute) (probly.layers.torch.RadialNormalizingFlow attribute) (probly.layers.torch.RadialNormalizingFlowStack attribute) (probly.layers.torch.RegressionHead attribute) (probly.layers.torch.SharedMaskDropout attribute) (probly.layers.torch.SNCoeffParametrization attribute) (probly.layers.torch.SNGPLayer attribute) (probly.layers.torch.TVBLLLayer attribute) (probly.layers.torch.VBLLLayer attribute) (probly.method.deup.torch.ErrorPredictionHead attribute) (probly.method.deup.torch.LogDUEVariance attribute) (probly.method.deup.torch.LogGMMDensity attribute) (probly.method.deup.torch.LogMAFDensity attribute) (probly.method.deup.torch.LogMCDropoutVariance attribute) (probly.method.deup.torch.StationarizingFeatureProvider attribute) (probly.method.deup.torch.TorchDEUPPredictor attribute) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor attribute) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor attribute) (probly.transformation.calibration.torch.TorchIdentityLogitModel attribute) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor attribute) (probly.transformation.conformal.torch.TorchConformalSetPredictor attribute) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor attribute) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork attribute) training_samples (probly.layers.torch.HeteroscedasticLayer attribute) transform (probly.datasets.torch.Benthic attribute) (probly.datasets.torch.CIFAR10HDCIC attribute) (probly.datasets.torch.DCICDataset attribute) (probly.datasets.torch.MiceBone attribute) (probly.datasets.torch.Pig attribute) (probly.datasets.torch.Plankton attribute) (probly.datasets.torch.QualityMRI attribute) (probly.datasets.torch.Synthetic attribute) (probly.datasets.torch.Treeversity1 attribute) (probly.datasets.torch.Treeversity6 attribute) (probly.datasets.torch.Turkey attribute) transition_scores (probly.representation.text_generation.torch.TorchTokenGeneration attribute) transpose() (probly.method.deup.torch.TorchDEUPRepresentation method) (probly.representation.array_like.NumpyArrayLike method) (probly.representation.array_like.NumpyArrayLikeImplementation method) (probly.representation.conformal_set.jax.JaxIntervalConformalSet method) (probly.representation.conformal_set.jax.JaxOneHotConformalSet method) (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet method) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet method) (probly.representation.conformal_set.torch.TorchIntervalConformalSet method) (probly.representation.conformal_set.torch.TorchOneHotConformalSet method) (probly.representation.credal_set.jax.JaxConvexCredalSet method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet method) (probly.representation.credal_set.numpy.NumpyConvexCredalSet method) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet method) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet method) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet method) (probly.representation.credal_set.numpy.NumpySingletonCredalSet method) (probly.representation.credal_set.torch.TorchConvexCredalSet method) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet method) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet method) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample method) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample method) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistributionSample method) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution method) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution method) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution method) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistributionSample method) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution method) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution method) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution method) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution method) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistributionSample method) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution method) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchCategoricalDistributionSample method) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution method) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution method) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution method) (probly.representation.distribution.torch_gaussian.TorchGaussianDistributionSample method) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution method) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistributionSample method) (probly.representation.embedding.torch.TorchEmbedding method) (probly.representation.embedding.torch.TorchEmbeddingSample method) (probly.representation.embedding.torch.TorchEmbeddingSampleSample method) (probly.representation.jax_like.JaxLike method) (probly.representation.jax_like.JaxLikeImplementation method) (probly.representation.sample.jax.JaxSample method) (probly.representation.sample.numpy.NumpySample method) (probly.representation.sample.torch.TorchSample method) (probly.representation.text_generation.torch.TorchTextGeneration method) (probly.representation.text_generation.torch.TorchTextGenerationSample method) (probly.representation.text_generation.torch.TorchTextGenerationSampleSample method) (probly.representation.text_generation.torch.TorchTokenGeneration method) (probly.representation.torch_like.TorchLikeImplementation method) tree_flatten() (probly.representation.conformal_set.jax.JaxIntervalConformalSet method) (probly.representation.conformal_set.jax.JaxOneHotConformalSet method) (probly.representation.credal_set.jax.JaxConvexCredalSet method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample method) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution method) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample method) (probly.representation.jax_like.JaxLikeImplementation method) (probly.representation.sample.jax.JaxSample method) tree_unflatten() (probly.representation.conformal_set.jax.JaxIntervalConformalSet class method) (probly.representation.conformal_set.jax.JaxOneHotConformalSet class method) (probly.representation.credal_set.jax.JaxConvexCredalSet class method) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet class method) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet class method) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet class method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution class method) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistributionSample class method) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution class method) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution class method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution class method) (probly.representation.distribution.jax_categorical.JaxCategoricalDistributionSample class method) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution class method) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution class method) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution class method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution class method) (probly.representation.distribution.jax_gaussian.JaxGaussianDistributionSample class method) (probly.representation.jax_like.JaxLikeImplementation class method) (probly.representation.sample.jax.JaxSample class method) Treeversity1 (class in probly.datasets.torch) Treeversity6 (class in probly.datasets.torch) truncation (probly.representer.semantic_clustering.huggingface.HFGreedySemanticClusterer attribute) (probly.representer.semantic_clustering.huggingface.HFSemanticClusterer attribute) try_jax_function() (in module probly.representation.jax_functions) Turkey (class in probly.datasets.torch) TVBLLLayer (class in probly.layers.torch) type (probly.representation.conformal_set.jax.JaxIntervalConformalSet attribute) (probly.representation.conformal_set.jax.JaxOneHotConformalSet attribute) (probly.representation.conformal_set.numpy.NumpyIntervalConformalSet attribute) (probly.representation.conformal_set.numpy.NumpyOneHotConformalSet attribute) (probly.representation.conformal_set.torch.TorchIntervalConformalSet attribute) (probly.representation.conformal_set.torch.TorchOneHotConformalSet attribute) (probly.representation.credal_set.jax.JaxCategoricalCredalSet attribute) (probly.representation.credal_set.jax.JaxConvexCredalSet attribute) (probly.representation.credal_set.jax.JaxDirichletLevelSetCredalSet attribute) (probly.representation.credal_set.jax.JaxDistanceBasedCredalSet attribute) (probly.representation.credal_set.jax.JaxProbabilityIntervalsCredalSet attribute) (probly.representation.credal_set.numpy.NumpyCategoricalCredalSet attribute) (probly.representation.credal_set.numpy.NumpyConvexCredalSet attribute) (probly.representation.credal_set.numpy.NumpyDiscreteCredalSet attribute) (probly.representation.credal_set.numpy.NumpyDistanceBasedCredalSet attribute) (probly.representation.credal_set.numpy.NumpyProbabilityIntervalsCredalSet attribute) (probly.representation.credal_set.numpy.NumpySingletonCredalSet attribute) (probly.representation.credal_set.torch.TorchCategoricalCredalSet attribute) (probly.representation.credal_set.torch.TorchConvexCredalSet attribute) (probly.representation.credal_set.torch.TorchDirichletLevelSetCredalSet attribute) (probly.representation.credal_set.torch.TorchDistanceBasedCredalSet attribute) (probly.representation.credal_set.torch.TorchProbabilityIntervalsCredalSet attribute) (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution attribute) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution attribute) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution attribute) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution attribute) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution attribute) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution attribute) (probly.representation.distribution.jax_dirichlet.JaxDirichletDistribution attribute) (probly.representation.distribution.jax_gaussian.JaxGaussianDistribution attribute) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution attribute) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution attribute) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution attribute) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution attribute) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution attribute) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution attribute) (probly.representation.distribution.numpy_dirichlet.NumpyDirichletDistribution attribute) (probly.representation.distribution.numpy_gaussian.NumpyGaussianDistribution attribute) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution attribute) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution attribute) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution attribute) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution attribute) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution attribute) (probly.representation.distribution.torch_categorical.TorchProbabilityCategoricalDistribution attribute) (probly.representation.distribution.torch_dirichlet.TorchDirichletDistribution attribute) (probly.representation.distribution.torch_gaussian.TorchGaussianDistribution attribute) (probly.representation.distribution.torch_mixture.TorchDirichletMixtureDistribution attribute) (probly.representation.distribution.torch_mixture.TorchMixtureDistribution attribute) (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution attribute) type() (probly.layers.torch.BatchEnsembleConv2d method) (probly.layers.torch.BatchEnsembleLinear method) (probly.layers.torch.BayesConv2d method) (probly.layers.torch.BayesLinear method) (probly.layers.torch.DropConnectLinear method) (probly.layers.torch.GaussianMixtureHead method) (probly.layers.torch.GVBLLLayer method) (probly.layers.torch.HeteroscedasticLayer method) (probly.layers.torch.HetVBLLLayer method) (probly.layers.torch.IntBatchNorm1d method) (probly.layers.torch.IntBatchNorm2d method) (probly.layers.torch.IntConv2d method) (probly.layers.torch.IntLinear method) (probly.layers.torch.IntSoftmax method) (probly.layers.torch.IRDHead method) (probly.layers.torch.MahalanobisHead method) (probly.layers.torch.Masksembles2D method) (probly.layers.torch.MasksemblesLinear method) (probly.layers.torch.NatPNClassHead method) (probly.layers.torch.NatPNRegHead method) (probly.layers.torch.NormalInverseGammaLinear method) (probly.layers.torch.RadialNormalizingFlow method) (probly.layers.torch.RadialNormalizingFlowStack method) (probly.layers.torch.RegressionHead method) (probly.layers.torch.SharedMaskDropout method) (probly.layers.torch.SNCoeffParametrization method) (probly.layers.torch.SNGPLayer method) (probly.layers.torch.TVBLLLayer method) (probly.layers.torch.VBLLLayer method) (probly.method.deup.torch.ErrorPredictionHead method) (probly.method.deup.torch.LogDUEVariance method) (probly.method.deup.torch.LogGMMDensity method) (probly.method.deup.torch.LogMAFDensity method) (probly.method.deup.torch.LogMCDropoutVariance method) (probly.method.deup.torch.StationarizingFeatureProvider method) (probly.method.deup.torch.TorchDEUPPredictor method) (probly.transformation.calibration.torch.TorchAffineLogitCalibrationPredictor method) (probly.transformation.calibration.torch.TorchDirichletCalibrationPredictor method) (probly.transformation.calibration.torch.TorchIdentityLogitModel method) (probly.transformation.calibration.torch.TorchIsotonicCalibrationPredictor method) (probly.transformation.conformal.torch.TorchConformalSetPredictor method) (probly.transformation.conformal_credal_set.torch.TorchConformalCredalSetPredictor method) (probly.transformation.natural_posterior_network.torch.TorchNaturalPosteriorNetwork method) U uncertainty (probly.quantification.decomposition.decomposition.ConstantTotalDecomposition attribute) uniform_logits() (probly.representation.distribution.torch_sparse_log_categorical.TorchSparseLogCategoricalDistribution method) unnormalized_probabilities (probly.representation.distribution.jax_bernoulli.JaxBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxLogitBernoulliDistribution property) (probly.representation.distribution.jax_bernoulli.JaxProbabilityBernoulliDistribution property) (probly.representation.distribution.jax_categorical.JaxCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxLogitCategoricalDistribution property) (probly.representation.distribution.jax_categorical.JaxProbabilityCategoricalDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyLogitBernoulliDistribution property) (probly.representation.distribution.numpy_bernoulli.NumpyProbabilityBernoulliDistribution property) (probly.representation.distribution.numpy_categorical.NumpyCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyLogitCategoricalDistribution property) (probly.representation.distribution.numpy_categorical.NumpyProbabilityCategoricalDistribution property) (probly.representation.distribution.torch_bernoulli.TorchBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchLogitBernoulliDistribution property) (probly.representation.distribution.torch_bernoulli.TorchProbabilityBernoulliDistribution property) (probly.representation.distribution.torch_categorical.TorchCategoricalDistribution property) (probly.representation.distribution.torch_categorical.TorchLogitCategoricalDistribution property) 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