Index

_

__init__() (vanguard.base.basecontroller.BaseGPController method) (vanguard.base.metrics.MetricsTracker method) (vanguard.base.posteriors.MonteCarloPosteriorCollection method) (vanguard.base.posteriors.Posterior method) (vanguard.classification.binary.BinaryClassification method) (vanguard.classification.categorical.CategoricalClassification method) (vanguard.classification.dirichlet.DirichletMulticlassClassification method) (vanguard.classification.kernel.DirichletKernelMulticlassClassification method) (vanguard.classification.likelihoods.DirichletKernelClassifierLikelihood method) (vanguard.classification.likelihoods.DirichletKernelDistribution method) (vanguard.classification.likelihoods.GenericExactMarginalLogLikelihood method) (vanguard.classification.likelihoods.MultitaskBernoulliLikelihood method) (vanguard.classification.likelihoods.SoftmaxLikelihood method) (vanguard.classification.mixin.Classification method) (vanguard.classification.models.InertKernelModel method) (vanguard.datasets.air_passengers.AirPassengers method) (vanguard.datasets.basedataset.Dataset method) (vanguard.datasets.bike.BikeDataset method) (vanguard.datasets.classification.BinaryGaussianClassificationDataset method) (vanguard.datasets.classification.BinaryStripeClassificationDataset method) (vanguard.datasets.classification.MulticlassGaussianClassificationDataset method) (vanguard.datasets.synthetic.HeteroskedasticSyntheticDataset method) (vanguard.datasets.synthetic.HigherRankSyntheticDataset method) (vanguard.datasets.synthetic.MultidimensionalSyntheticDataset method) (vanguard.datasets.synthetic.SyntheticDataset method) (vanguard.decoratorutils.basedecorator.Decorator method) (vanguard.distribute.aggregators.BaseAggregator method) (vanguard.distribute.decorator.Distributed method) (vanguard.distribute.partitioners.BasePartitioner method) (vanguard.distribute.partitioners.KMedoidsPartitioner method) (vanguard.features.HigherRankFeatures method) (vanguard.hierarchical.base.BaseHierarchicalHyperparameters method) (vanguard.hierarchical.collection.HyperparameterCollection method) (vanguard.hierarchical.hyperparameter.BayesianHyperparameter method) (vanguard.hierarchical.laplace.LaplaceHierarchicalHyperparameters method) (vanguard.hierarchical.module.BayesianHyperparameters method) (vanguard.hierarchical.variational.VariationalHierarchicalHyperparameters method) (vanguard.kernels.PeriodicRBFKernel method) (vanguard.kernels.ScaledRBFKernel method) (vanguard.kernels.TimeSeriesKernel method) (vanguard.learning.LearnYNoise method) (vanguard.models.ExactGPModel method) (vanguard.models.InducingPointKernelGPModel method) (vanguard.multitask.decorator.Multitask method) (vanguard.multitask.likelihoods.FixedNoiseMultitaskGaussianLikelihood method) (vanguard.normalise.NormaliseY method) (vanguard.optimise.finder.LearningRateFinder method) (vanguard.optimise.optimiser.GreedySmartOptimiser method) (vanguard.optimise.optimiser.MaxLengthHeapQ method) (vanguard.optimise.optimiser.Parameters method) (vanguard.optimise.optimiser.SmartOptimiser method) (vanguard.optimise.schedule.ApplyLearningRateScheduler method) (vanguard.standardise.DisableStandardScaling method) (vanguard.uncertainty.GaussianUncertaintyGPController method) (vanguard.vanilla.GaussianGPController method) (vanguard.variational.models.SVGPModel method) (vanguard.variational.VariationalInference method) (vanguard.warps.basefunction.MultitaskWarpFunction method) (vanguard.warps.distribution.WarpedGaussian method) (vanguard.warps.input.SetInputWarp method) (vanguard.warps.SetWarp method) (vanguard.warps.warpfunctions.AffineWarpFunction method) (vanguard.warps.warpfunctions.BoxCoxWarpFunction method) (vanguard.warps.warpfunctions.PositiveAffineWarpFunction method)

_beta_correction() (vanguard.distribute.aggregators.BaseAggregator method) _catch_and_check_module_errors() (in module vanguard.base.basecontroller) _decide_mc_num_samples() (vanguard.base.posteriors.MonteCarloPosteriorCollection static method) _decide_noise_shape() (vanguard.base.basecontroller.BaseGPController static method) _decorate_class() (vanguard.decoratorutils.basedecorator.Decorator method) _fuzzy_predictive_likelihood() (vanguard.base.basecontroller.BaseGPController method) _get_posterior_over_fuzzy_point_in_eval_mode() (vanguard.base.basecontroller.BaseGPController method) _get_posterior_over_point() (vanguard.base.basecontroller.BaseGPController method) _get_posterior_over_point_in_eval_mode() (vanguard.base.basecontroller.BaseGPController method) _gp_forward() (vanguard.base.basecontroller.BaseGPController method) _input_standardise_modules() (vanguard.base.basecontroller.BaseGPController method) _likelihood (vanguard.base.basecontroller.BaseGPController property) _loss() (vanguard.base.basecontroller.BaseGPController method) _predictive_likelihood() (vanguard.base.basecontroller.BaseGPController method) _process_x_std() (vanguard.base.basecontroller.BaseGPController method) _set_requires_grad() (vanguard.base.basecontroller.BaseGPController method) _sgd_round() (vanguard.base.basecontroller.BaseGPController method) (vanguard.uncertainty.GaussianUncertaintyGPController method) _single_optimisation_step() (vanguard.base.basecontroller.BaseGPController method)

A

a (vanguard.warps.warpfunctions.AffineWarpFunction property) add_metrics() (vanguard.base.metrics.MetricsTracker method) AffineWarpFunction (class in vanguard.warps.warpfunctions) aggregate() (vanguard.distribute.aggregators.BaseAggregator method) (vanguard.distribute.aggregators.BCMAggregator method) (vanguard.distribute.aggregators.EKPOEAggregator method) (vanguard.distribute.aggregators.GPOEAggregator method) (vanguard.distribute.aggregators.GRBCMAggregator method) (vanguard.distribute.aggregators.POEAggregator method) (vanguard.distribute.aggregators.RBCMAggregator method) (vanguard.distribute.aggregators.XBCMAggregator method) (vanguard.distribute.aggregators.XGRBCMAggregator method)

AirPassengers (class in vanguard.datasets.air_passengers) alpha (vanguard.classification.likelihoods.DirichletKernelClassifierLikelihood property) ApplyLearningRateScheduler (class in vanguard.optimise.schedule) ArcSinhWarpFunction (class in vanguard.warps.warpfunctions)

B

b (vanguard.warps.warpfunctions.AffineWarpFunction property) BadCombinationWarning BadPriorVarShapeError BaseAggregator (class in vanguard.distribute.aggregators) BaseGPController (class in vanguard.base.basecontroller) BaseHierarchicalHyperparameters (class in vanguard.hierarchical.base) BasePartitioner (class in vanguard.distribute.partitioners) BayesianHyperparameter (class in vanguard.hierarchical.hyperparameter)

BayesianHyperparameters (class in vanguard.hierarchical.module) BCMAggregator (class in vanguard.distribute.aggregators) best() (vanguard.optimise.optimiser.MaxLengthHeapQ method) best_learning_rate (vanguard.optimise.finder.LearningRateFinder property) BikeDataset (class in vanguard.datasets.bike) BinaryClassification (class in vanguard.classification.binary) BinaryGaussianClassificationDataset (class in vanguard.datasets.classification) BinaryStripeClassificationDataset (class in vanguard.datasets.classification) BoxCoxWarpFunction (class in vanguard.warps.warpfunctions)

C

CategoricalClassification (class in vanguard.classification.categorical) Classification (class in vanguard.classification.mixin) ClassificationMixin (class in vanguard.classification.mixin) classify_fuzzy_points() (vanguard.classification.mixin.ClassificationMixin method) classify_points() (vanguard.classification.mixin.ClassificationMixin method) complicated_f() (in module vanguard.datasets.synthetic) components (vanguard.warps.basefunction.WarpFunction property) compose() (vanguard.warps.basefunction.MultitaskWarpFunction method) (vanguard.warps.basefunction.WarpFunction method)

compose_with_self() (vanguard.warps.basefunction.MultitaskWarpFunction method) (vanguard.warps.basefunction.WarpFunction method) condensed_distribution (vanguard.base.posteriors.MonteCarloPosteriorCollection property) (vanguard.base.posteriors.Posterior property) confidence_interval() (vanguard.base.posteriors.Posterior method) copy() (vanguard.warps.basefunction.WarpFunction method) create_partition() (vanguard.distribute.partitioners.BasePartitioner method)

D

Dataset (class in vanguard.datasets.basedataset) Decorator (class in vanguard.decoratorutils.basedecorator) DecoratorError DecoratorWarning deriv() (vanguard.warps.basefunction.MultitaskWarpFunction method) (vanguard.warps.basefunction.WarpFunction method) device (vanguard.base.basecontroller.BaseGPController property)

DirichletKernelClassifierLikelihood (class in vanguard.classification.likelihoods) DirichletKernelDistribution (class in vanguard.classification.likelihoods) DirichletKernelMulticlassClassification (class in vanguard.classification.kernel) DirichletMulticlassClassification (class in vanguard.classification.dirichlet) DisableStandardScaling (class in vanguard.standardise) Distributed (class in vanguard.distribute.decorator) dtype (vanguard.base.basecontroller.BaseGPController property)

E

EKPOEAggregator (class in vanguard.distribute.aggregators) enumerate_support() (vanguard.warps.distribution.WarpedGaussian method) even_split() (vanguard.datasets.classification.BinaryStripeClassificationDataset static method)

ExactGPModel (class in vanguard.models) expected_log_prob() (vanguard.classification.likelihoods.MultitaskBernoulliLikelihood method) extract_bayesian_hyperparameters() (in module vanguard.hierarchical.base)

F

find() (vanguard.optimise.finder.LearningRateFinder method) fit() (vanguard.base.gpcontroller.GPController method) fixed_noise (vanguard.multitask.likelihoods.FixedNoiseMultitaskGaussianLikelihood property) FixedNoiseMultitaskGaussianLikelihood (class in vanguard.multitask.likelihoods) forward() (vanguard.classification.likelihoods.GenericExactMarginalLogLikelihood method) (vanguard.models.ExactGPModel method) (vanguard.variational.models.SVGPModel method) (vanguard.warps.basefunction.MultitaskWarpFunction method) (vanguard.warps.basefunction.WarpFunction method)

freeze() (vanguard.warps.basefunction.WarpFunction method) from_data() (vanguard.warps.distribution.WarpedGaussian class method) from_mean_and_covariance() (vanguard.base.posteriors.MonteCarloPosteriorCollection class method) (vanguard.base.posteriors.Posterior class method) fuzzy_predictive_likelihood() (vanguard.base.gpcontroller.GPController method)

G

GaussianGPController (class in vanguard.vanilla) GaussianUncertaintyGPController (class in vanguard.uncertainty) GenericExactMarginalLogLikelihood (class in vanguard.classification.likelihoods) get_default_tensor_device() (vanguard.base.basecontroller.BaseGPController class method) get_default_tensor_dtype() (vanguard.base.basecontroller.BaseGPController class method)

gp_model_class (vanguard.base.basecontroller.BaseGPController attribute) GPController (class in vanguard.base.gpcontroller) GPOEAggregator (class in vanguard.distribute.aggregators) gradient_variance (vanguard.uncertainty.GaussianUncertaintyGPController property) GRBCMAggregator (class in vanguard.distribute.aggregators) GreedySmartOptimiser (class in vanguard.optimise.optimiser)

H

HeteroskedasticSyntheticDataset (class in vanguard.datasets.synthetic) HigherRankFeatures (class in vanguard.features)

HigherRankSyntheticDataset (class in vanguard.datasets.synthetic) HyperparameterCollection (class in vanguard.hierarchical.collection)

I

InducingPointKernelGPModel (class in vanguard.models) InertKernelModel (class in vanguard.classification.models)

inverse() (vanguard.warps.basefunction.MultitaskWarpFunction method) (vanguard.warps.basefunction.WarpFunction method) is_intermediate_warp_function() (in module vanguard.warps.intermediate)

K

kl_term() (vanguard.hierarchical.collection.HyperparameterCollection method)

KMeansPartitioner (class in vanguard.distribute.partitioners) KMedoidsPartitioner (class in vanguard.distribute.partitioners)

L

LaplaceHierarchicalHyperparameters (class in vanguard.hierarchical.laplace) learning_rate (vanguard.base.gpcontroller.GPController property) (vanguard.optimise.optimiser.SmartOptimiser property) LearningRateFinder (class in vanguard.optimise.finder) LearnYNoise (class in vanguard.learning) likelihood_noise (vanguard.base.gpcontroller.GPController property)

log_marginal() (vanguard.classification.likelihoods.MultitaskBernoulliLikelihood method) log_prob() (vanguard.classification.likelihoods.DirichletKernelDistribution method) (vanguard.warps.distribution.WarpedGaussian method) log_probability() (vanguard.base.posteriors.Posterior method) LogitWarpFunction (class in vanguard.warps.warpfunctions) loss() (in module vanguard.base.metrics)

M

make_sample_data() (vanguard.datasets.synthetic.HigherRankSyntheticDataset method) (vanguard.datasets.synthetic.SyntheticDataset method) marginal() (vanguard.multitask.likelihoods.FixedNoiseMultitaskGaussianLikelihood method) MAX_POSTERIOR_ERRORS_BEFORE_RAISE (vanguard.base.posteriors.MonteCarloPosteriorCollection attribute) MaxLengthHeapQ (class in vanguard.optimise.optimiser) metrics_tracker (vanguard.base.gpcontroller.GPController property) MetricsTracker (class in vanguard.base.metrics) MiniBatchKMeansPartitioner (class in vanguard.distribute.partitioners) MissingRequirementsError module vanguard.base.basecontroller vanguard.base.metrics vanguard.base.posteriors vanguard.classification vanguard.classification.mixin vanguard.datasets.air_passengers vanguard.datasets.basedataset vanguard.datasets.bike vanguard.datasets.synthetic vanguard.decoratorutils vanguard.decoratorutils.errors vanguard.decoratorutils.wrapping vanguard.distribute vanguard.distribute.aggregators vanguard.distribute.partitioners vanguard.hierarchical vanguard.hierarchical.base vanguard.hierarchical.laplace vanguard.hierarchical.module vanguard.hierarchical.variational vanguard.kernels vanguard.models vanguard.multitask vanguard.multitask.decorator vanguard.multitask.likelihoods vanguard.normalise vanguard.optimise.finder vanguard.optimise.optimiser vanguard.optimise.schedule vanguard.uncertainty vanguard.vanilla vanguard.variational vanguard.variational.models vanguard.warps vanguard.warps.basefunction vanguard.warps.input vanguard.warps.intermediate vanguard.warps.warpfunctions

MonteCarloPosteriorCollection (class in vanguard.base.posteriors) mse() (vanguard.base.posteriors.Posterior method) MulticlassGaussianClassificationDataset (class in vanguard.datasets.classification) MultidimensionalSyntheticDataset (class in vanguard.datasets.synthetic) Multitask (class in vanguard.multitask.decorator) MultitaskBernoulliLikelihood (class in vanguard.classification.likelihoods) MultitaskWarpFunction (class in vanguard.warps.basefunction)

N

new() (vanguard.base.gpcontroller.GPController class method) nlargest() (vanguard.optimise.optimiser.MaxLengthHeapQ method) nll() (vanguard.base.posteriors.Posterior method) NoImprovementError NormaliseY (class in vanguard.normalise)

num_features (vanguard.datasets.basedataset.Dataset property) num_points (vanguard.datasets.basedataset.Dataset property) num_tasks (vanguard.warps.basefunction.MultitaskWarpFunction property) num_testing_points (vanguard.datasets.basedataset.Dataset property) num_training_points (vanguard.datasets.basedataset.Dataset property) numel() (vanguard.hierarchical.hyperparameter.BayesianHyperparameter method)

O

one_hot_train_y (vanguard.datasets.classification.MulticlassGaussianClassificationDataset property)

OverwrittenMethodError OverwrittenMethodWarning

P

Parameters (class in vanguard.optimise.optimiser) parameters() (vanguard.optimise.optimiser.SmartOptimiser method) PeriodicRBFKernel (class in vanguard.kernels) plot() (vanguard.datasets.bike.BikeDataset method) (vanguard.datasets.classification.MulticlassGaussianClassificationDataset method) (vanguard.optimise.finder.LearningRateFinder method) plot_confusion_matrix() (vanguard.datasets.classification.MulticlassGaussianClassificationDataset method) plot_partition() (vanguard.distribute.partitioners.BasePartitioner method) plot_prediction() (vanguard.datasets.bike.BikeDataset method) (vanguard.datasets.classification.MulticlassGaussianClassificationDataset method) plot_y() (vanguard.datasets.bike.BikeDataset method)

POEAggregator (class in vanguard.distribute.aggregators) PositiveAffineWarpFunction (class in vanguard.warps.warpfunctions) Posterior (class in vanguard.base.posteriors) posterior_over_fuzzy_point() (vanguard.base.gpcontroller.GPController method) posterior_over_point() (vanguard.base.gpcontroller.GPController method) predict_at_point() (vanguard.uncertainty.GaussianUncertaintyGPController method) prediction() (vanguard.base.posteriors.Posterior method) predictive_likelihood() (vanguard.base.gpcontroller.GPController method) print_metrics() (vanguard.base.metrics.MetricsTracker method) process_args() (in module vanguard.decoratorutils.wrapping) push() (vanguard.optimise.optimiser.MaxLengthHeapQ method)

R

RandomPartitioner (class in vanguard.distribute.partitioners) RBCMAggregator (class in vanguard.distribute.aggregators) register_module() (vanguard.optimise.optimiser.SmartOptimiser method) require_controller_input() (in module vanguard.warps.intermediate)

reset() (vanguard.base.metrics.MetricsTracker method) (vanguard.optimise.optimiser.GreedySmartOptimiser method) (vanguard.optimise.optimiser.SmartOptimiser method) run_metrics() (vanguard.base.metrics.MetricsTracker method)

S

safe_updates (vanguard.classification.binary.BinaryClassification property) (vanguard.classification.categorical.CategoricalClassification property) (vanguard.classification.dirichlet.DirichletMulticlassClassification property) (vanguard.classification.kernel.DirichletKernelMulticlassClassification property) (vanguard.decoratorutils.basedecorator.Decorator property) (vanguard.distribute.decorator.Distributed property) (vanguard.features.HigherRankFeatures property) (vanguard.hierarchical.laplace.LaplaceHierarchicalHyperparameters property) (vanguard.hierarchical.variational.VariationalHierarchicalHyperparameters property) (vanguard.learning.LearnYNoise property) (vanguard.multitask.decorator.Multitask property) (vanguard.normalise.NormaliseY property) (vanguard.standardise.DisableStandardScaling property) (vanguard.variational.VariationalInference property) (vanguard.warps.input.SetInputWarp property) (vanguard.warps.SetWarp property) sample() (vanguard.base.posteriors.MonteCarloPosteriorCollection method) (vanguard.base.posteriors.Posterior method) (vanguard.warps.distribution.WarpedGaussian method)

sample_and_update() (vanguard.hierarchical.collection.HyperparameterCollection method) ScaledRBFKernel (class in vanguard.kernels) set_batch_shape() (in module vanguard.hierarchical.base) set_default_tensor_device() (vanguard.base.basecontroller.BaseGPController class method) set_default_tensor_dtype() (vanguard.base.basecontroller.BaseGPController class method) set_parameters() (vanguard.optimise.optimiser.GreedySmartOptimiser method) (vanguard.optimise.optimiser.SmartOptimiser method) set_to_evaluation_mode() (vanguard.base.basecontroller.BaseGPController method) set_to_training_mode() (vanguard.base.basecontroller.BaseGPController method) SetInputWarp (class in vanguard.warps.input) SetWarp (class in vanguard.warps) simple_f() (in module vanguard.datasets.synthetic) SinhWarpFunction (class in vanguard.warps.warpfunctions) SmartOptimiser (class in vanguard.optimise.optimiser) SoftmaxLikelihood (class in vanguard.classification.likelihoods) SoftPlusWarpFunction (class in vanguard.warps.warpfunctions) step() (vanguard.optimise.optimiser.GreedySmartOptimiser method) (vanguard.optimise.optimiser.SmartOptimiser method) SVGPModel (class in vanguard.variational.models) SyntheticDataset (class in vanguard.datasets.synthetic)

T

TimeSeriesKernel (class in vanguard.kernels) TopMostDecorator (class in vanguard.decoratorutils.basedecorator)

TopmostDecoratorError train() (vanguard.classification.models.InertKernelModel method)

U

UnexpectedMethodError

UnexpectedMethodWarning update_registered_module() (vanguard.optimise.optimiser.SmartOptimiser method)

V

vanguard.base.basecontroller module vanguard.base.metrics module vanguard.base.posteriors module vanguard.classification module vanguard.classification.mixin module vanguard.datasets.air_passengers module vanguard.datasets.basedataset module vanguard.datasets.bike module vanguard.datasets.synthetic module vanguard.decoratorutils module vanguard.decoratorutils.errors module vanguard.decoratorutils.wrapping module vanguard.distribute module vanguard.distribute.aggregators module vanguard.distribute.partitioners module vanguard.hierarchical module vanguard.hierarchical.base module vanguard.hierarchical.laplace module vanguard.hierarchical.module module vanguard.hierarchical.variational module vanguard.kernels module vanguard.models module

vanguard.multitask module vanguard.multitask.decorator module vanguard.multitask.likelihoods module vanguard.normalise module vanguard.optimise.finder module vanguard.optimise.optimiser module vanguard.optimise.schedule module vanguard.uncertainty module vanguard.vanilla module vanguard.variational module vanguard.variational.models module vanguard.warps module vanguard.warps.basefunction module vanguard.warps.input module vanguard.warps.intermediate module vanguard.warps.warpfunctions module VariationalHierarchicalHyperparameters (class in vanguard.hierarchical.variational) VariationalInference (class in vanguard.variational) verify_decorated_class() (vanguard.classification.mixin.Classification method) (vanguard.decoratorutils.basedecorator.Decorator method) (vanguard.distribute.decorator.Distributed method) (vanguard.features.HigherRankFeatures method) (vanguard.hierarchical.base.BaseHierarchicalHyperparameters method) (vanguard.multitask.decorator.Multitask method) (vanguard.variational.VariationalInference method) very_complicated_f() (in module vanguard.datasets.synthetic)

W

warn_normalise_y() (vanguard.base.basecontroller.BaseGPController static method) WarpedGaussian (class in vanguard.warps.distribution)

WarpFunction (class in vanguard.warps.basefunction) wraps_class() (in module vanguard.decoratorutils.wrapping)

X

XBCMAggregator (class in vanguard.distribute.aggregators)

XGRBCMAggregator (class in vanguard.distribute.aggregators)

Z

zero_grad() (vanguard.optimise.optimiser.SmartOptimiser method)