Index

_

_() (in module gpflow.kullback_leiblers) _dense_conditional() (in module gpflow.conditionals.conditionals) _get_posterior_base_case() (in module gpflow.posteriors) _get_posterior_fully_correlated_mo() (in module gpflow.posteriors) _get_posterior_independent_mo() (in module gpflow.posteriors)

_get_posterior_independentlatent_mo_fallback() (in module gpflow.posteriors) _get_posterior_linearcoregionalization_mo_efficient() (in module gpflow.posteriors) _sample_conditional() (in module gpflow.conditionals.multioutput.sample_conditionals) (in module gpflow.conditionals.sample_conditionals) _sparse_conditional() (in module gpflow.conditionals.conditionals)

A

A (gpflow.models.sgpr.SGPR_deprecated.CommonTensors attribute) AAT (gpflow.models.sgpr.SGPR_deprecated.CommonTensors attribute) AbstractPosterior (class in gpflow.posteriors) add_columned_line() (gpflow.experimental.check_shapes.error_contexts.MessageBuilder method) add_context() (gpflow.experimental.check_shapes.ShapeChecker method) add_line() (gpflow.experimental.check_shapes.error_contexts.MessageBuilder method) add_noise_cov() (in module gpflow.utilities) Additive (class in gpflow.mean_functions) AllElementsRef (class in gpflow.experimental.check_shapes.argument_ref) AnisotropicStationary (class in gpflow.kernels) ArcCosine (class in gpflow.kernels)

ard (gpflow.kernels.ArcCosine property) (gpflow.kernels.Linear property) (gpflow.kernels.Stationary property) ArgumentContext (class in gpflow.experimental.check_shapes.error_contexts) ArgumentRef (class in gpflow.experimental.check_shapes.argument_ref) ArgumentReferenceError (class in gpflow.experimental.check_shapes.exceptions) as_context() (in module gpflow.config) assign() (gpflow.Parameter method) AttributeArgumentRef (class in gpflow.experimental.check_shapes.argument_ref) AttributeContext (class in gpflow.experimental.check_shapes.error_contexts) axis_dynamic (gpflow.posteriors.PrecomputedValue attribute)

B

B (gpflow.models.sgpr.SGPR_deprecated.CommonTensors attribute) base_conditional() (in module gpflow.conditionals) base_conditional_with_lm() (in module gpflow.conditionals.util) BasePosterior (class in gpflow.posteriors) BayesianGPLVM (class in gpflow.models) BayesianModel (class in gpflow.models)

Bernoulli (class in gpflow.likelihoods) bernoulli() (in module gpflow.logdensities) Beta (class in gpflow.likelihoods) beta() (in module gpflow.logdensities) Bias (in module gpflow.kernels) broadcasting_elementwise() (in module gpflow.utilities.ops) build() (gpflow.experimental.check_shapes.error_contexts.MessageBuilder method)

C

calc_num_latent_gps() (gpflow.models.GPModel static method) calc_num_latent_gps_from_data() (gpflow.models.GPModel static method) cast() (in module gpflow.utilities.ops) CGLB (class in gpflow.models) cglb_conjugate_gradient() (in module gpflow.models.cglb) ChangePoints (class in gpflow.kernels) check_shape() (gpflow.experimental.check_shapes.ShapeChecker method) (in module gpflow.experimental.check_shapes) check_shapes() (gpflow.experimental.check_shapes.ShapeChecker method) (in module gpflow.experimental.check_shapes) CheckShapesError (class in gpflow.experimental.check_shapes.exceptions) Combination (class in gpflow.kernels) compute_qu() (gpflow.models.sgpr.SGPR_deprecated method)

conditional_mean() (gpflow.likelihoods.Likelihood method) conditional_variance() (gpflow.likelihoods.Likelihood method) ConditionContext (class in gpflow.experimental.check_shapes.error_contexts) Config (class in gpflow.config) config() (in module gpflow.config) Constant (class in gpflow.mean_functions) convert_to_constrained_values() (gpflow.optimizers.SamplingHelper method) Convolutional (class in gpflow.kernels) Coregion (class in gpflow.kernels) coregionalization_conditional() (in module gpflow.conditionals.multioutput.conditionals) Cosine (class in gpflow.kernels) create_posterior() (in module gpflow.posteriors) current_state (gpflow.optimizers.SamplingHelper property)

D

data_input_to_tensor() (in module gpflow.models.util) deepcopy() (in module gpflow.utilities) default_float() (in module gpflow) default_int() (in module gpflow) default_jitter() (in module gpflow) default_positive_bijector() (in module gpflow.config) default_positive_minimum() (in module gpflow.config) default_summary_fmt() (in module gpflow.config)

DelegatingArgumentRef (class in gpflow.experimental.check_shapes.argument_ref) DiagonalGaussian (class in gpflow.probability_distributions) difference_matrix() (in module gpflow.utilities.ops) disable_check_shapes() (in module gpflow.experimental.check_shapes) dispatch() (gpflow.utilities.Dispatcher method) dispatch_or_raise() (gpflow.utilities.Dispatcher method) Dispatcher (class in gpflow.utilities) DocstringFormat (class in gpflow.experimental.check_shapes) DocstringParseError (class in gpflow.experimental.check_shapes.exceptions)

E

elbo() (gpflow.models.BayesianGPLVM method) (gpflow.models.sgpr.SGPR_deprecated method) (gpflow.models.svgp.SVGP_deprecated method) (gpflow.models.vgp.VGP_deprecated method) (gpflow.models.VGPOpperArchambeau method) ErrorContext (class in gpflow.experimental.check_shapes) ExecuteCallback (class in gpflow.monitor) expand_independent_outputs() (in module gpflow.conditionals.util)

expectation() (in module gpflow.expectations) expectation_to_meanvarsqrt() (in module gpflow.optimizers.natgrad) expectation_to_natural() (in module gpflow.optimizers.natgrad) experimental() (in module gpflow.experimental.utils) Exponential (class in gpflow.kernels) (class in gpflow.likelihoods) exponential() (in module gpflow.logdensities) ExternalDataTrainingLossMixin (class in gpflow.models) eye() (in module gpflow.utilities.ops)

F

fallback_independent_latent_conditional() (in module gpflow.conditionals.multioutput.conditionals) FallbackIndependentLatentPosterior (class in gpflow.posteriors) FallbackSeparateIndependentInducingVariables (class in gpflow.inducing_variables) FallbackSharedIndependentInducingVariables (class in gpflow.inducing_variables) fitc_log_marginal_likelihood() (gpflow.models.GPRFITC method) float (gpflow.config.Config attribute)

freeze() (in module gpflow.utilities) fully_correlated_conditional() (in module gpflow.conditionals.util) fully_correlated_conditional_repeat() (in module gpflow.conditionals.util) FullyCorrelatedPosterior (class in gpflow.posteriors) FunctionCallContext (class in gpflow.experimental.check_shapes.error_contexts) FunctionDefinitionContext (class in gpflow.experimental.check_shapes.error_contexts) fused_predict_f() (gpflow.posteriors.AbstractPosterior method)

G

Gamma (class in gpflow.likelihoods) gamma() (in module gpflow.logdensities) gauss_kl() (in module gpflow.kullback_leiblers) Gaussian (class in gpflow.likelihoods) (class in gpflow.probability_distributions) gaussian() (in module gpflow.logdensities) GaussianMC (class in gpflow.likelihoods) GaussianQuadrature (class in gpflow.quadrature) get() (gpflow.experimental.check_shapes.argument_ref.ArgumentRef method) (gpflow.experimental.check_shapes.argument_ref.DelegatingArgumentRef method) (gpflow.experimental.check_shapes.argument_ref.RootArgumentRef method) (gpflow.experimental.check_shapes.bool_specs.ParsedAndBoolSpec method) (gpflow.experimental.check_shapes.bool_specs.ParsedArgumentRefBoolSpec method) (gpflow.experimental.check_shapes.bool_specs.ParsedBoolSpec method) (gpflow.experimental.check_shapes.bool_specs.ParsedNotBoolSpec method) (gpflow.experimental.check_shapes.bool_specs.ParsedOrBoolSpec method) get_check_shapes() (in module gpflow.experimental.check_shapes) get_config() (gpflow.optimizers.NaturalGradient method) get_enable_check_shapes() (in module gpflow.experimental.check_shapes) get_eval_func() (in module gpflow.expectations.quadratures) get_first_occurrence() (gpflow.utilities.Dispatcher method) get_ndarray_shape() (in module gpflow.experimental.check_shapes.shapes) get_patches() (gpflow.kernels.Convolutional method) get_rewrite_docstrings() (in module gpflow.experimental.check_shapes) get_scalar_shape() (in module gpflow.experimental.check_shapes.shapes) get_sequence_shape() (in module gpflow.experimental.check_shapes.shapes) get_shape() (in module gpflow.experimental.check_shapes) get_shape_checker() (in module gpflow.experimental.check_shapes) get_tensorflow_shape() (in module gpflow.experimental.check_shapes.shapes) gh_points_and_weights() (in module gpflow.quadrature.gauss_hermite) gpflow module gpflow.base module gpflow.conditionals module gpflow.conditionals.util module gpflow.config module gpflow.covariances module gpflow.expectations module gpflow.expectations.quadratures module gpflow.experimental module gpflow.experimental.check_shapes module gpflow.experimental.check_shapes.accessors module gpflow.experimental.check_shapes.argument_ref module gpflow.experimental.check_shapes.bool_specs module gpflow.experimental.check_shapes.checker_context module gpflow.experimental.check_shapes.decorator module gpflow.experimental.check_shapes.error_contexts module gpflow.experimental.check_shapes.exceptions module gpflow.experimental.check_shapes.parser module

gpflow.experimental.check_shapes.shapes module gpflow.experimental.check_shapes.specs module gpflow.experimental.utils module gpflow.inducing_variables module gpflow.inducing_variables.inducing_variables module gpflow.kernels module gpflow.kernels.base module gpflow.kullback_leiblers module gpflow.likelihoods module gpflow.likelihoods.utils module gpflow.logdensities module gpflow.mean_functions module gpflow.models module gpflow.models.cglb module gpflow.models.gpr module gpflow.models.sgpr module gpflow.models.svgp module gpflow.models.util module gpflow.models.vgp module gpflow.monitor module gpflow.optimizers module gpflow.optimizers.natgrad module gpflow.posteriors module gpflow.probability_distributions module gpflow.quadrature module gpflow.quadrature.gauss_hermite module gpflow.utilities module gpflow.utilities.ops module gpflow.utilities.traversal module GPLVM (class in gpflow.models) GPMC (class in gpflow.models) GPModel (class in gpflow.models) GPR (class in gpflow.models) GPR_deprecated (class in gpflow.models.gpr) GPR_with_posterior (class in gpflow.models.gpr) GPRFITC (class in gpflow.models) GPRPosterior (class in gpflow.posteriors)

H

hermgauss() (in module gpflow.quadrature)

HeteroskedasticTFPConditional (class in gpflow.likelihoods)

I

Identity (class in gpflow.mean_functions) ImageToTensorBoard (class in gpflow.monitor) indent() (gpflow.experimental.check_shapes.error_contexts.MessageBuilder method) independent_interdomain_conditional() (in module gpflow.conditionals.util) IndependentLatent (class in gpflow.kernels) IndependentPosterior (class in gpflow.posteriors) IndependentPosteriorMultiOutput (class in gpflow.posteriors) IndependentPosteriorSingleOutput (class in gpflow.posteriors) IndexArgumentRef (class in gpflow.experimental.check_shapes.argument_ref) IndexContext (class in gpflow.experimental.check_shapes.error_contexts) inducing_point_conditional() (in module gpflow.conditionals.multioutput.conditionals) InducingPatches (class in gpflow.inducing_variables)

inducingpoint_wrapper() (in module gpflow.models.util) InducingPoints (class in gpflow.inducing_variables) InducingPointsBase (class in gpflow.inducing_variables.inducing_variables) InducingVariables (class in gpflow.inducing_variables) inherit_check_shapes() (in module gpflow.experimental.check_shapes) int (gpflow.config.Config attribute) InternalDataTrainingLossMixin (class in gpflow.models) inv_probit() (in module gpflow.likelihoods.utils) is_result (gpflow.experimental.check_shapes.argument_ref.ArgumentRef property) (gpflow.experimental.check_shapes.argument_ref.DelegatingArgumentRef property) (gpflow.experimental.check_shapes.argument_ref.RootArgumentRef property) is_variable() (in module gpflow.utilities) IsotropicStationary (class in gpflow.kernels)

J

jitter (gpflow.config.Config attribute)

K

K() (gpflow.kernels.LinearCoregionalization method) (gpflow.kernels.MultioutputKernel method) (gpflow.kernels.SeparateIndependent method) (gpflow.kernels.SharedIndependent method) K_diag() (gpflow.kernels.LinearCoregionalization method) (gpflow.kernels.MultioutputKernel method) (gpflow.kernels.SeparateIndependent method) (gpflow.kernels.SharedIndependent method) Kernel (class in gpflow.kernels) KeysRef (class in gpflow.experimental.check_shapes.argument_ref) Kuf_conv_patch() (in module gpflow.covariances.kufs) Kuf_fallback_separate_linear_coregionalization() (in module gpflow.covariances.multioutput.kufs) Kuf_fallback_shared_linear_coregionalization() (in module gpflow.covariances.multioutput.kufs) Kuf_generic() (in module gpflow.covariances.multioutput.kufs) Kuf_kernel_inducingpoints() (in module gpflow.covariances.kufs)

Kuf_separate_linear_coregionalization() (in module gpflow.covariances.multioutput.kufs) Kuf_separate_separate() (in module gpflow.covariances.multioutput.kufs) Kuf_separate_shared() (in module gpflow.covariances.multioutput.kufs) Kuf_shared_linear_coregionalization() (in module gpflow.covariances.multioutput.kufs) Kuf_shared_separate() (in module gpflow.covariances.multioutput.kufs) Kuf_shared_shared() (in module gpflow.covariances.multioutput.kufs) Kuf_sqexp_multiscale() (in module gpflow.covariances.kufs) Kuu_conv_patch() (in module gpflow.covariances.kuus) Kuu_fallbace_separate() (in module gpflow.covariances.multioutput.kuus) Kuu_fallback_separate_shared() (in module gpflow.covariances.multioutput.kuus) Kuu_fallback_shared() (in module gpflow.covariances.multioutput.kuus) Kuu_generic() (in module gpflow.covariances.multioutput.kuus) Kuu_kernel_inducingpoints() (in module gpflow.covariances.kuus) Kuu_shared_shared() (in module gpflow.covariances.multioutput.kuus) Kuu_sqexp_multiscale() (in module gpflow.covariances.kuus)

L

L (gpflow.models.sgpr.SGPR_deprecated.CommonTensors attribute) laplace() (in module gpflow.logdensities) LarkUnexpectedInputContext (class in gpflow.experimental.check_shapes.error_contexts) latent_kernels (gpflow.kernels.LinearCoregionalization property) (gpflow.kernels.MultioutputKernel property) (gpflow.kernels.SeparateIndependent property) (gpflow.kernels.SharedIndependent property) LB (gpflow.models.sgpr.SGPR_deprecated.CommonTensors attribute) leading_transpose() (in module gpflow.utilities.ops) leaf_components() (in module gpflow.utilities) Likelihood (class in gpflow.likelihoods) Linear (class in gpflow.kernels) (class in gpflow.mean_functions) LinearCoregionalization (class in gpflow.kernels)

LinearCoregionalizationPosterior (class in gpflow.posteriors) list_to_flat_grid() (in module gpflow.quadrature.gauss_hermite) log_likelihood() (gpflow.models.GPMC method) log_likelihood_lower_bound() (gpflow.models.SGPMC method) log_marginal_likelihood() (gpflow.models.gpr.GPR_deprecated method) log_posterior_density() (gpflow.models.BayesianModel method) (gpflow.models.GPMC method) (gpflow.models.SGPMC method) log_prior_density() (gpflow.models.BayesianModel method) (gpflow.Parameter method) log_prob() (gpflow.likelihoods.Likelihood method) logdet_term() (gpflow.models.CGLB method) (gpflow.models.sgpr.SGPR_deprecated method) lognormal() (in module gpflow.logdensities) logspace() (gpflow.quadrature.GaussianQuadrature method)

M

map_context() (gpflow.experimental.check_shapes.argument_ref.AttributeArgumentRef method) (gpflow.experimental.check_shapes.argument_ref.DelegatingArgumentRef method) (gpflow.experimental.check_shapes.argument_ref.IndexArgumentRef method) map_value() (gpflow.experimental.check_shapes.argument_ref.AllElementsRef method) (gpflow.experimental.check_shapes.argument_ref.AttributeArgumentRef method) (gpflow.experimental.check_shapes.argument_ref.DelegatingArgumentRef method) (gpflow.experimental.check_shapes.argument_ref.IndexArgumentRef method) (gpflow.experimental.check_shapes.argument_ref.KeysRef method) (gpflow.experimental.check_shapes.argument_ref.ValuesRef method) MappingKeyContext (class in gpflow.experimental.check_shapes.error_contexts) MappingValueContext (class in gpflow.experimental.check_shapes.error_contexts) MarkovGaussian (class in gpflow.probability_distributions) Matern12 (class in gpflow.kernels) Matern32 (class in gpflow.kernels) Matern52 (class in gpflow.kernels) maximum_log_likelihood_objective() (gpflow.models.BayesianGPLVM method) (gpflow.models.BayesianModel method) (gpflow.models.GPMC method) (gpflow.models.gpr.GPR_deprecated method) (gpflow.models.GPRFITC method) (gpflow.models.SGPMC method) (gpflow.models.sgpr.SGPR_deprecated method) (gpflow.models.svgp.SVGP_deprecated method) (gpflow.models.vgp.VGP_deprecated method) (gpflow.models.VGPOpperArchambeau method) (in module gpflow.models) maybe_get_check_shapes() (in module gpflow.experimental.check_shapes.accessors) MeanFunction (class in gpflow.mean_functions) meanvarsqrt_to_expectation() (in module gpflow.optimizers.natgrad) meanvarsqrt_to_natural() (in module gpflow.optimizers.natgrad) meanvarsqrt_to_xi() (gpflow.optimizers.XiNat static method) (gpflow.optimizers.XiSqrtMeanVar static method) (gpflow.optimizers.XiTransform static method) MessageBuilder (class in gpflow.experimental.check_shapes.error_contexts) minimize() (gpflow.optimizers.NaturalGradient method) (gpflow.optimizers.Scipy method) mix_latent_gp() (in module gpflow.conditionals.util) ModelToTensorBoard (class in gpflow.monitor) module gpflow gpflow.base gpflow.conditionals gpflow.conditionals.util gpflow.config gpflow.covariances gpflow.expectations gpflow.expectations.quadratures gpflow.experimental gpflow.experimental.check_shapes gpflow.experimental.check_shapes.accessors gpflow.experimental.check_shapes.argument_ref gpflow.experimental.check_shapes.bool_specs gpflow.experimental.check_shapes.checker_context gpflow.experimental.check_shapes.decorator gpflow.experimental.check_shapes.error_contexts gpflow.experimental.check_shapes.exceptions gpflow.experimental.check_shapes.parser gpflow.experimental.check_shapes.shapes gpflow.experimental.check_shapes.specs gpflow.experimental.utils gpflow.inducing_variables gpflow.inducing_variables.inducing_variables gpflow.kernels gpflow.kernels.base gpflow.kullback_leiblers gpflow.likelihoods gpflow.likelihoods.utils gpflow.logdensities gpflow.mean_functions gpflow.models gpflow.models.cglb gpflow.models.gpr gpflow.models.sgpr gpflow.models.svgp gpflow.models.util gpflow.models.vgp gpflow.monitor gpflow.optimizers gpflow.optimizers.natgrad gpflow.posteriors gpflow.probability_distributions gpflow.quadrature gpflow.quadrature.gauss_hermite gpflow.utilities gpflow.utilities.ops gpflow.utilities.traversal

Module (class in gpflow) Monitor (class in gpflow.monitor) MonitorTask (class in gpflow.monitor) MonitorTaskGroup (class in gpflow.monitor) MonteCarloLikelihood (class in gpflow.likelihoods) MultiClass (class in gpflow.likelihoods) MultiLatentLikelihood (class in gpflow.likelihoods) MultiLatentTFPConditional (class in gpflow.likelihoods) MultioutputInducingVariables (class in gpflow.inducing_variables) MultioutputKernel (class in gpflow.kernels) multiple_assign() (in module gpflow.utilities) MultipleElementBoolContext (class in gpflow.experimental.check_shapes.error_contexts) Multiscale (class in gpflow.inducing_variables) multivariate_normal() (in module gpflow.logdensities) mvhermgauss() (in module gpflow.quadrature) mvnquad() (in module gpflow.quadrature)

N

natural_to_expectation() (in module gpflow.optimizers.natgrad) natural_to_meanvarsqrt() (in module gpflow.optimizers.natgrad) NaturalGradient (class in gpflow.optimizers) naturals_to_xi() (gpflow.optimizers.XiNat static method) (gpflow.optimizers.XiSqrtMeanVar static method) (gpflow.optimizers.XiTransform static method) ndgh_points_and_weights() (in module gpflow.quadrature.gauss_hermite) ndiag_mc() (in module gpflow.quadrature) NDiagGHQuadrature (class in gpflow.quadrature) ndiagquad() (in module gpflow.quadrature) NONE (gpflow.experimental.check_shapes.DocstringFormat attribute)

NoShapeError (class in gpflow.experimental.check_shapes.exceptions) NoteContext (class in gpflow.experimental.check_shapes.error_contexts) null_check_shapes() (in module gpflow.experimental.check_shapes.decorator) num_inducing (gpflow.inducing_variables.FallbackSeparateIndependentInducingVariables property) (gpflow.inducing_variables.FallbackSharedIndependentInducingVariables property) (gpflow.inducing_variables.inducing_variables.InducingPointsBase property) (gpflow.inducing_variables.InducingVariables property) num_latent_gps (gpflow.kernels.LinearCoregionalization property) (gpflow.kernels.MultioutputKernel property) (gpflow.kernels.SeparateIndependent property) (gpflow.kernels.SharedIndependent property) NystromPreconditioner (class in gpflow.models.cglb)

O

ObjectTypeContext (class in gpflow.experimental.check_shapes.error_contexts) ObjectValueContext (class in gpflow.experimental.check_shapes.error_contexts)

on_separate_dimensions (gpflow.kernels.Combination property) on_separate_dims() (gpflow.kernels.Kernel method) Ordinal (class in gpflow.likelihoods)

P

ParallelContext (class in gpflow.experimental.check_shapes.error_contexts) Parameter (class in gpflow) parameter_dict() (in module gpflow.utilities) parse_and_rewrite_docstring() (in module gpflow.experimental.check_shapes.parser) parse_function_spec() (in module gpflow.experimental.check_shapes.parser) parse_tensor_spec() (in module gpflow.experimental.check_shapes.parser) ParsedAndBoolSpec (class in gpflow.experimental.check_shapes.bool_specs) ParsedArgumentRefBoolSpec (class in gpflow.experimental.check_shapes.bool_specs) ParsedArgumentSpec (class in gpflow.experimental.check_shapes.specs) ParsedBoolSpec (class in gpflow.experimental.check_shapes.bool_specs) ParsedDimensionSpec (class in gpflow.experimental.check_shapes.specs) ParsedFunctionSpec (class in gpflow.experimental.check_shapes.specs) ParsedNotBoolSpec (class in gpflow.experimental.check_shapes.bool_specs) ParsedNoteSpec (class in gpflow.experimental.check_shapes.specs) ParsedOrBoolSpec (class in gpflow.experimental.check_shapes.bool_specs) ParsedShapeSpec (class in gpflow.experimental.check_shapes.specs) ParsedTensorSpec (class in gpflow.experimental.check_shapes.specs) ParserInputContext (class in gpflow.experimental.check_shapes.error_contexts) pca_reduce() (in module gpflow.utilities.ops) Periodic (class in gpflow.kernels) Poisson (class in gpflow.likelihoods) poisson() (in module gpflow.logdensities) Polynomial (class in gpflow.kernels) positive() (in module gpflow.utilities) positive_bijector (gpflow.config.Config attribute) positive_bijector_type_map() (in module gpflow.config) positive_minimum (gpflow.config.Config attribute) posterior() (gpflow.models.gpr.GPR_with_posterior method) (gpflow.models.sgpr.SGPR_with_posterior method) (gpflow.models.svgp.SVGP_with_posterior method) (gpflow.models.vgp.VGP_with_posterior method) precompute() (gpflow.experimental.check_shapes.error_contexts.FunctionCallContext method) PrecomputeCacheType (class in gpflow.posteriors) PrecomputedValue (class in gpflow.posteriors) predict_f() (gpflow.models.BayesianGPLVM method) (gpflow.models.CGLB method) (gpflow.models.GPMC method) (gpflow.models.gpr.GPR_deprecated method) (gpflow.models.gpr.GPR_with_posterior method) (gpflow.models.GPRFITC method) (gpflow.models.SGPMC method) (gpflow.models.sgpr.SGPR_deprecated method) (gpflow.models.sgpr.SGPR_with_posterior method) (gpflow.models.svgp.SVGP_with_posterior method) (gpflow.models.vgp.VGP_with_posterior method) (gpflow.models.VGPOpperArchambeau method) (gpflow.posteriors.AbstractPosterior method)

predict_f_samples() (gpflow.models.GPModel method) predict_log_density() (gpflow.likelihoods.Likelihood method) (gpflow.models.BayesianGPLVM method) (gpflow.models.CGLB method) (gpflow.models.GPModel method) predict_mean_and_var() (gpflow.likelihoods.Likelihood method) predict_y() (gpflow.models.CGLB method) (gpflow.models.GPModel method) print() (gpflow.experimental.check_shapes.error_contexts.ArgumentContext method) (gpflow.experimental.check_shapes.error_contexts.AttributeContext method) (gpflow.experimental.check_shapes.error_contexts.ConditionContext method) (gpflow.experimental.check_shapes.error_contexts.FunctionCallContext method) (gpflow.experimental.check_shapes.error_contexts.FunctionDefinitionContext method) (gpflow.experimental.check_shapes.error_contexts.IndexContext method) (gpflow.experimental.check_shapes.error_contexts.LarkUnexpectedInputContext method) (gpflow.experimental.check_shapes.error_contexts.MappingKeyContext method) (gpflow.experimental.check_shapes.error_contexts.MappingValueContext method) (gpflow.experimental.check_shapes.error_contexts.MultipleElementBoolContext method) (gpflow.experimental.check_shapes.error_contexts.NoteContext method) (gpflow.experimental.check_shapes.error_contexts.ObjectTypeContext method) (gpflow.experimental.check_shapes.error_contexts.ObjectValueContext method) (gpflow.experimental.check_shapes.error_contexts.ParallelContext method) (gpflow.experimental.check_shapes.error_contexts.ShapeContext method) (gpflow.experimental.check_shapes.error_contexts.StackContext method) (gpflow.experimental.check_shapes.error_contexts.TensorSpecContext method) (gpflow.experimental.check_shapes.error_contexts.TrailingBroadcastVarrankContext method) (gpflow.experimental.check_shapes.error_contexts.VariableContext method) (gpflow.experimental.check_shapes.ErrorContext method) print_summary() (in module gpflow.utilities) PriorOn (class in gpflow.base) ProbabilityDistribution (class in gpflow.probability_distributions) Product (class in gpflow.kernels) (class in gpflow.mean_functions)

Q

quad_term() (gpflow.models.CGLB method) (gpflow.models.sgpr.SGPR_deprecated method)

quadrature_expectation() (in module gpflow.expectations) QuadratureLikelihood (class in gpflow.likelihoods)

R

RationalQuadratic (class in gpflow.kernels) RBF (in module gpflow.kernels) read_values() (in module gpflow.utilities) ReducingCombination (class in gpflow.kernels.base) register() (gpflow.utilities.Dispatcher method) repeat_as_list() (in module gpflow.quadrature.gauss_hermite) reset_cache_bijectors() (in module gpflow.utilities) reshape_Z_dZ() (in module gpflow.quadrature.gauss_hermite) RobustMax (class in gpflow.likelihoods) rollaxis_left() (in module gpflow.conditionals.util)

rollaxis_right() (in module gpflow.conditionals.util) root_argument_name (gpflow.experimental.check_shapes.argument_ref.ArgumentRef property) (gpflow.experimental.check_shapes.argument_ref.DelegatingArgumentRef property) (gpflow.experimental.check_shapes.argument_ref.RootArgumentRef property) RootArgumentRef (class in gpflow.experimental.check_shapes.argument_ref) run() (gpflow.monitor.ExecuteCallback method) (gpflow.monitor.ImageToTensorBoard method) (gpflow.monitor.ModelToTensorBoard method) (gpflow.monitor.MonitorTask method) (gpflow.monitor.ScalarToTensorBoard method)

S

sample_mvn() (in module gpflow.conditionals.util) SamplingHelper (class in gpflow.optimizers) ScalarLikelihood (class in gpflow.likelihoods) ScalarToTensorBoard (class in gpflow.monitor) scaled_difference_matrix() (gpflow.kernels.AnisotropicStationary method) scaled_squared_euclid_dist() (gpflow.kernels.IsotropicStationary method) Scipy (class in gpflow.optimizers) select_dict_parameters_with_prior() (in module gpflow.utilities) separate_independent_conditional() (in module gpflow.conditionals.multioutput.conditionals) separate_independent_conditional_implementation() (in module gpflow.conditionals.util) SeparateIndependent (class in gpflow.kernels) SeparateIndependentInducingVariables (class in gpflow.inducing_variables) set_check_shapes() (in module gpflow.experimental.check_shapes.accessors) set_config() (in module gpflow.config) set_default_float() (in module gpflow.config) set_default_int() (in module gpflow.config) set_default_jitter() (in module gpflow.config) set_default_positive_bijector() (in module gpflow.config) set_default_positive_minimum() (in module gpflow.config) set_default_summary_fmt() (in module gpflow.config) set_enable_check_shapes() (in module gpflow.experimental.check_shapes) set_rewrite_docstrings() (in module gpflow.experimental.check_shapes) set_shape_checker() (in module gpflow.experimental.check_shapes.checker_context) set_trainable() (in module gpflow) SGPMC (class in gpflow.models) SGPR (class in gpflow.models) SGPR_deprecated (class in gpflow.models.sgpr) SGPR_deprecated.CommonTensors (class in gpflow.models.sgpr)

SGPR_with_posterior (class in gpflow.models.sgpr) SGPRBase_deprecated (class in gpflow.models.sgpr) SGPRPosterior (class in gpflow.posteriors) ShapeChecker (class in gpflow.experimental.check_shapes) ShapeContext (class in gpflow.experimental.check_shapes.error_contexts) ShapeMismatchError (class in gpflow.experimental.check_shapes.exceptions) shared_independent_conditional() (in module gpflow.conditionals.multioutput.conditionals) SharedIndependent (class in gpflow.kernels) SharedIndependentInducingVariables (class in gpflow.inducing_variables) slice() (gpflow.kernels.Kernel method) slice_cov() (gpflow.kernels.Kernel method) Softmax (class in gpflow.likelihoods) SpecificationParseError (class in gpflow.experimental.check_shapes.exceptions) SPHINX (gpflow.experimental.check_shapes.DocstringFormat attribute) square_distance() (in module gpflow.utilities.ops) StackContext (class in gpflow.experimental.check_shapes.error_contexts) Static (class in gpflow.kernels) Stationary (class in gpflow.kernels) student_t() (in module gpflow.logdensities) StudentT (class in gpflow.likelihoods) Sum (class in gpflow.kernels) summary_fmt (gpflow.config.Config attribute) SVGP (class in gpflow.models) SVGP_deprecated (class in gpflow.models.svgp) SVGP_with_posterior (class in gpflow.models.svgp) swap_dimensions() (in module gpflow.optimizers.natgrad) SwitchedLikelihood (class in gpflow.likelihoods) SwitchedMeanFunction (class in gpflow.mean_functions)

T

tabulate_module_summary() (in module gpflow.utilities) target_log_prob_fn (gpflow.optimizers.SamplingHelper property) TensorSpecContext (class in gpflow.experimental.check_shapes.error_contexts) to_default_float() (in module gpflow.utilities) to_default_int() (in module gpflow.utilities) ToTensorBoard (class in gpflow.monitor) TrailingBroadcastVarrankContext (class in gpflow.experimental.check_shapes.error_contexts) trainable (gpflow.Parameter property) training_loop() (in module gpflow.utilities)

training_loss() (gpflow.models.ExternalDataTrainingLossMixin method) (gpflow.models.InternalDataTrainingLossMixin method) (in module gpflow.models) training_loss_closure() (gpflow.models.ExternalDataTrainingLossMixin method) (gpflow.models.InternalDataTrainingLossMixin method) (in module gpflow.models) traverse_module() (in module gpflow.utilities.traversal) triangular() (in module gpflow.utilities) triangular_size() (in module gpflow.utilities)

U

uncertain_conditional() (in module gpflow.conditionals) update_cache() (gpflow.posteriors.AbstractPosterior method)

update_vgp_data() (in module gpflow.models.vgp) upper_bound() (gpflow.models.sgpr.SGPRBase_deprecated method)

V

value (gpflow.posteriors.PrecomputedValue attribute) ValuesRef (class in gpflow.experimental.check_shapes.argument_ref) VariableContext (class in gpflow.experimental.check_shapes.error_contexts) VariableTypeError (class in gpflow.experimental.check_shapes.exceptions) variational_expectations() (gpflow.likelihoods.Likelihood method)

VGP (class in gpflow.models) VGP_deprecated (class in gpflow.models.vgp) VGP_with_posterior (class in gpflow.models.vgp) VGPOpperArchambeau (class in gpflow.models) VGPPosterior (class in gpflow.posteriors)

W

White (class in gpflow.kernels)

wrap_alpha_Qinv() (gpflow.posteriors.PrecomputedValue static method)

X

xi_to_meanvarsqrt() (gpflow.optimizers.XiNat static method) (gpflow.optimizers.XiSqrtMeanVar static method) (gpflow.optimizers.XiTransform static method)

XiNat (class in gpflow.optimizers) XiSqrtMeanVar (class in gpflow.optimizers) XiTransform (class in gpflow.optimizers)

Z

Zero (class in gpflow.mean_functions)