BoTorch
0.11.3
Docs
Tutorials
API Reference
Papers
GitHub
Index
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B
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C
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D
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E
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F
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G
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H
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I
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K
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L
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M
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N
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O
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W
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X
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Z
_
_default_sample_shape (botorch.acquisition.acquisition.MCSamplerMixin attribute)
(botorch.acquisition.multi_objective.max_value_entropy_search.qMultiObjectiveMaxValueEntropy attribute)
_has_transformed_inputs (botorch.models.model.Model attribute)
_is_ensemble (botorch.models.model.Model attribute)
_is_fully_bayesian (botorch.models.model.Model attribute)
_original_train_inputs (botorch.models.model.Model attribute)
_pivoted_cholesky_init() (in module botorch.models.utils.inducing_point_allocators)
A
Ackley (class in botorch.test_functions.synthetic)
acq_function (botorch.optim.optimize.OptimizeAcqfInputs attribute)
acqf_input_constructor() (in module botorch.acquisition.input_constructors)
AcquisitionFunction (class in botorch.acquisition.acquisition)
add() (in module botorch.utils.safe_math)
add_output_dim() (in module botorch.models.utils.assorted)
AffineDeterministicModel (class in botorch.models.deterministic)
AffineFidelityCostModel (class in botorch.models.cost)
AffineInputTransform (class in botorch.models.transforms.input)
allocate_inducing_points() (botorch.models.utils.inducing_point_allocators.InducingPointAllocator method)
allow_only_specific_variable_kwargs() (in module botorch.acquisition.input_constructors)
alpha (botorch.test_functions.multi_objective.DH1 attribute)
alpha_1 (botorch.test_functions.multi_objective.Penicillin attribute)
alpha_2 (botorch.test_functions.multi_objective.Penicillin attribute)
alpha_3 (botorch.test_functions.multi_objective.Penicillin attribute)
AnalyticAcquisitionFunction (class in botorch.acquisition.analytic)
AnalyticExpectedUtilityOfBestOption (class in botorch.acquisition.preference)
append() (botorch.utils.multi_objective.hypervolume.MultiList method)
AppendFeatures (class in botorch.models.transforms.input)
apply_constraints() (in module botorch.utils.objective)
apply_constraints_nonnegative_soft() (in module botorch.utils.objective)
approximate_round() (in module botorch.utils.rounding)
ApproximateGPyTorchModel (class in botorch.models.approximate_gp)
arg_constraints (botorch.utils.probability.unified_skew_normal.UnifiedSkewNormal attribute)
as_ndarray() (in module botorch.optim.utils.numpy_utils)
asdict() (botorch.utils.probability.mvnxpb.MVNXPB method)
assertAllClose() (botorch.utils.testing.BotorchTestCase method)
augment() (botorch.utils.probability.mvnxpb.MVNXPB method)
augment_cholesky() (in module botorch.utils.probability.linalg)
AugmentedBranin (class in botorch.test_functions.multi_fidelity)
AugmentedHartmann (class in botorch.test_functions.multi_fidelity)
AugmentedRosenbrock (class in botorch.test_functions.multi_fidelity)
B
backward() (botorch.utils.rounding.IdentitySTEFunction static method)
BadInitialCandidatesWarning
base_sample_shape (botorch.posteriors.gpytorch.GPyTorchPosterior property)
(botorch.posteriors.higher_order.HigherOrderGPPosterior property)
(botorch.posteriors.multitask.MultitaskGPPosterior property)
(botorch.posteriors.posterior.Posterior property)
(botorch.posteriors.transformed.TransformedPosterior property)
(botorch.utils.testing.MockPosterior property)
baseline_Y (botorch.acquisition.multi_objective.multi_output_risk_measures.MARS property)
BaseTestProblem (class in botorch.test_functions.base)
BaseTestProblemTestCaseMixIn (class in botorch.utils.testing)
batch_cross_validation() (in module botorch.cross_validation)
batch_initial_conditions (botorch.optim.optimize.OptimizeAcqfInputs attribute)
batch_range (botorch.posteriors.fully_bayesian.GaussianMixturePosterior property)
(botorch.posteriors.gpytorch.GPyTorchPosterior property)
(botorch.posteriors.higher_order.HigherOrderGPPosterior property)
(botorch.posteriors.multitask.MultitaskGPPosterior property)
(botorch.posteriors.posterior.Posterior property)
(botorch.posteriors.transformed.TransformedPosterior property)
(botorch.utils.testing.MockPosterior property)
batch_shape (botorch.models.approximate_gp.SingleTaskVariationalGP property)
(botorch.models.fully_bayesian.SaasFullyBayesianSingleTaskGP property)
(botorch.models.fully_bayesian_multitask.SaasFullyBayesianMultiTaskGP property)
(botorch.models.gpytorch.BatchedMultiOutputGPyTorchModel property)
(botorch.models.gpytorch.GPyTorchModel property)
(botorch.models.gpytorch.ModelListGPyTorchModel property)
(botorch.models.model.Model property)
(botorch.models.model.ModelList property)
(botorch.models.pairwise_gp.PairwiseGP property)
(botorch.models.transforms.input.InputPerturbation property)
(botorch.sampling.pathwise.features.maps.FeatureMap attribute)
(botorch.sampling.pathwise.features.maps.KernelEvaluationMap property)
(botorch.sampling.pathwise.features.maps.KernelFeatureMap property)
(botorch.utils.testing.MockModel property)
(botorch.utils.testing.MockPosterior property)
batched_bisect() (in module botorch.posteriors.fully_bayesian)
batched_multi_output_to_single_output() (in module botorch.models.converter)
batched_multinomial() (in module botorch.utils.sampling)
batched_to_model_list() (in module botorch.models.converter)
BatchedMultiOutputGPyTorchModel (class in botorch.models.gpytorch)
Beale (class in botorch.test_functions.synthetic)
beta (botorch.test_functions.multi_objective.DH1 attribute)
(botorch.test_functions.multi_objective.DH2 attribute)
Bilog (class in botorch.models.transforms.outcome)
block_matrix_concat() (in module botorch.utils.probability.linalg)
BNH (class in botorch.test_functions.multi_objective)
BoltzmannSampling (class in botorch.generation.sampling)
botorch.acquisition
module
botorch.acquisition.acquisition
module
botorch.acquisition.active_learning
module
botorch.acquisition.analytic
module
botorch.acquisition.cached_cholesky
module
botorch.acquisition.cost_aware
module
botorch.acquisition.decoupled
module
botorch.acquisition.factory
module
botorch.acquisition.fixed_feature
module
botorch.acquisition.input_constructors
module
botorch.acquisition.joint_entropy_search
module
botorch.acquisition.knowledge_gradient
module
botorch.acquisition.logei
module
botorch.acquisition.max_value_entropy_search
module
botorch.acquisition.monte_carlo
module
botorch.acquisition.multi_objective.analytic
module
botorch.acquisition.multi_objective.hypervolume_knowledge_gradient
module
botorch.acquisition.multi_objective.joint_entropy_search
module
botorch.acquisition.multi_objective.logei
module
botorch.acquisition.multi_objective.max_value_entropy_search
module
botorch.acquisition.multi_objective.monte_carlo
module
botorch.acquisition.multi_objective.multi_fidelity
module
botorch.acquisition.multi_objective.multi_output_risk_measures
module
botorch.acquisition.multi_objective.objective
module
botorch.acquisition.multi_objective.parego
module
botorch.acquisition.multi_objective.predictive_entropy_search
module
botorch.acquisition.multi_objective.utils
module
botorch.acquisition.multi_step_lookahead
module
botorch.acquisition.objective
module
botorch.acquisition.penalized
module
botorch.acquisition.predictive_entropy_search
module
botorch.acquisition.preference
module
botorch.acquisition.prior_guided
module
botorch.acquisition.proximal
module
botorch.acquisition.risk_measures
module
botorch.acquisition.utils
module
botorch.cross_validation
module
botorch.exceptions
module
botorch.exceptions.errors
module
botorch.exceptions.warnings
module
botorch.fit
module
botorch.generation
module
botorch.generation.gen
module
botorch.generation.sampling
module
botorch.generation.utils
module
botorch.logging
module
botorch.models
module
botorch.models.approximate_gp
module
botorch.models.contextual
module
botorch.models.contextual_multioutput
module
botorch.models.converter
module
botorch.models.cost
module
botorch.models.deterministic
module
botorch.models.ensemble
module
botorch.models.fully_bayesian
module
botorch.models.fully_bayesian_multitask
module
botorch.models.gp_regression
module
botorch.models.gp_regression_fidelity
module
botorch.models.gp_regression_mixed
module
botorch.models.gpytorch
module
botorch.models.higher_order_gp
module
botorch.models.kernels.categorical
module
botorch.models.kernels.contextual_lcea
module
botorch.models.kernels.contextual_sac
module
botorch.models.kernels.downsampling
module
botorch.models.kernels.exponential_decay
module
botorch.models.kernels.infinite_width_bnn
module
botorch.models.kernels.linear_truncated_fidelity
module
botorch.models.kernels.orthogonal_additive_kernel
module
botorch.models.likelihoods.pairwise
module
botorch.models.model
module
botorch.models.model_list_gp_regression
module
botorch.models.multitask
module
botorch.models.pairwise_gp
module
botorch.models.transforms.factory
module
botorch.models.transforms.input
module
botorch.models.transforms.outcome
module
botorch.models.transforms.utils
module
botorch.models.utils.assorted
module
botorch.models.utils.gpytorch_modules
module
botorch.models.utils.inducing_point_allocators
module
botorch.optim
module
botorch.optim.closures.core
module
botorch.optim.closures.model_closures
module
botorch.optim.core
module
botorch.optim.fit
module
botorch.optim.homotopy
module
botorch.optim.initializers
module
botorch.optim.optimize
module
botorch.optim.optimize_homotopy
module
botorch.optim.parameter_constraints
module
botorch.optim.stopping
module
botorch.optim.utils.acquisition_utils
module
botorch.optim.utils.common
module
botorch.optim.utils.model_utils
module
botorch.optim.utils.numpy_utils
module
botorch.optim.utils.timeout
module
botorch.posteriors
module
botorch.posteriors.base_samples
module
botorch.posteriors.ensemble
module
botorch.posteriors.fully_bayesian
module
botorch.posteriors.gpytorch
module
botorch.posteriors.higher_order
module
botorch.posteriors.multitask
module
botorch.posteriors.posterior
module
botorch.posteriors.posterior_list
module
botorch.posteriors.torch
module
botorch.posteriors.transformed
module
botorch.sampling
module
botorch.sampling.base
module
botorch.sampling.get_sampler
module
botorch.sampling.index_sampler
module
botorch.sampling.list_sampler
module
botorch.sampling.normal
module
botorch.sampling.pairwise_samplers
module
botorch.sampling.pathwise.features.generators
module
botorch.sampling.pathwise.features.maps
module
botorch.sampling.pathwise.paths
module
botorch.sampling.pathwise.posterior_samplers
module
botorch.sampling.pathwise.prior_samplers
module
botorch.sampling.pathwise.update_strategies
module
botorch.sampling.pathwise.utils
module
botorch.sampling.qmc
module
botorch.sampling.stochastic_samplers
module
botorch.settings
module
botorch.test_functions
module
botorch.test_functions.base
module
botorch.test_functions.multi_fidelity
module
botorch.test_functions.multi_objective
module
botorch.test_functions.multi_objective_multi_fidelity
module
botorch.test_functions.sensitivity_analysis
module
botorch.test_functions.synthetic
module
botorch.test_functions.utils
module
botorch.utils
module
botorch.utils.constants
module
botorch.utils.constraints
module
botorch.utils.containers
module
botorch.utils.context_managers
module
botorch.utils.datasets
module
botorch.utils.dispatcher
module
botorch.utils.feasible_volume
module
botorch.utils.gp_sampling
module
botorch.utils.low_rank
module
botorch.utils.multi_objective.box_decompositions.box_decomposition
module
botorch.utils.multi_objective.box_decompositions.box_decomposition_list
module
botorch.utils.multi_objective.box_decompositions.dominated
module
botorch.utils.multi_objective.box_decompositions.non_dominated
module
botorch.utils.multi_objective.box_decompositions.utils
module
botorch.utils.multi_objective.hypervolume
module
botorch.utils.multi_objective.pareto
module
botorch.utils.multi_objective.scalarization
module
botorch.utils.multitask
module
botorch.utils.objective
module
botorch.utils.probability.bvn
module
botorch.utils.probability.lin_ess
module
botorch.utils.probability.linalg
module
botorch.utils.probability.mvnxpb
module
botorch.utils.probability.truncated_multivariate_normal
module
botorch.utils.probability.unified_skew_normal
module
botorch.utils.probability.utils
module
botorch.utils.rounding
module
botorch.utils.safe_math
module
botorch.utils.sampling
module
botorch.utils.test_helpers
module
botorch.utils.testing
module
botorch.utils.torch
module
botorch.utils.transforms
module
botorch.utils.types
module
BotorchContainer (class in botorch.utils.containers)
BotorchError
BotorchTensorDimensionError
BotorchTensorDimensionWarning
BotorchTestCase (class in botorch.utils.testing)
BotorchWarning
bounds (botorch.models.transforms.input.Normalize property)
(botorch.optim.optimize.OptimizeAcqfInputs attribute)
(botorch.utils.probability.mvnxpb.mvnxpbState attribute)
BoxDecomposition (class in botorch.utils.multi_objective.box_decompositions.box_decomposition)
BoxDecompositionList (class in botorch.utils.multi_objective.box_decompositions.box_decomposition_list)
Branin (class in botorch.test_functions.synthetic)
BraninCurrin (class in botorch.test_functions.multi_objective)
BufferDict (class in botorch.utils.torch)
build() (botorch.utils.probability.mvnxpb.MVNXPB class method)
build_positional_indices() (in module botorch.utils.probability.utils)
Bukin (class in botorch.test_functions.synthetic)
bvn() (in module botorch.utils.probability.bvn)
bvnmom() (in module botorch.utils.probability.bvn)
bvnu() (in module botorch.utils.probability.bvn)
C
C2DTLZ2 (class in botorch.test_functions.multi_objective)
CachedCholeskyMCSamplerMixin (class in botorch.acquisition.cached_cholesky)
CandidateGenerationError
CarSideImpact (class in botorch.test_functions.multi_objective)
case_dispatcher() (in module botorch.utils.probability.utils)
CategoricalKernel (class in botorch.models.kernels.categorical)
cauchy() (in module botorch.utils.safe_math)
ChainedInputTransform (class in botorch.models.transforms.input)
ChainedOutcomeTransform (class in botorch.models.transforms.outcome)
ChainedTransform (class in botorch.sampling.pathwise.utils)
chebyshev_objective (botorch.acquisition.multi_objective.multi_output_risk_measures.MARS property)
chebyshev_weights (botorch.acquisition.multi_objective.multi_output_risk_measures.MARS property)
check_dtype_float32_or_float64() (in module botorch.utils.safe_math)
check_min_max_scaling() (in module botorch.models.utils.assorted)
check_no_nans() (in module botorch.models.utils.assorted)
check_standardization() (in module botorch.models.utils.assorted)
check_tau() (in module botorch.acquisition.logei)
clear() (botorch.utils.torch.BufferDict method)
clone() (botorch.utils.probability.linalg.PivotedCholesky method)
(botorch.utils.probability.mvnxpb.MVNXPB method)
coefficient (botorch.models.transforms.input.AffineInputTransform property)
columnwise_clamp() (in module botorch.optim.utils.acquisition_utils)
comparisons (botorch.models.pairwise_gp.PairwiseGP property)
compute() (botorch.utils.multi_objective.hypervolume.Hypervolume method)
compute_best_f() (botorch.acquisition.logei.qLogNoisyExpectedImprovement method)
(botorch.acquisition.monte_carlo.qNoisyExpectedImprovement method)
compute_best_feasible_objective() (in module botorch.acquisition.utils)
compute_dgsm() (botorch.test_functions.sensitivity_analysis.Ishigami method)
compute_dists() (in module botorch.models.fully_bayesian)
compute_dominated_hypercell_bounds_2d() (in module botorch.utils.multi_objective.box_decompositions.utils)
compute_feasibility_indicator() (in module botorch.utils.objective)
compute_hypervolume() (botorch.utils.multi_objective.box_decompositions.box_decomposition.BoxDecomposition method)
(botorch.utils.multi_objective.box_decompositions.box_decomposition_list.BoxDecompositionList method)
compute_local_upper_bounds() (in module botorch.utils.multi_objective.box_decompositions.utils)
compute_non_dominated_hypercell_bounds_2d() (in module botorch.utils.multi_objective.box_decompositions.utils)
compute_q_subset_indices() (botorch.utils.multi_objective.hypervolume.SubsetIndexCachingMixin method)
compute_sample_box_decomposition() (in module botorch.acquisition.multi_objective.utils)
compute_smoothed_feasibility_indicator() (in module botorch.utils.objective)
compute_subset_indices() (in module botorch.utils.multi_objective.hypervolume)
concat() (botorch.utils.probability.linalg.PivotedCholesky method)
(botorch.utils.probability.mvnxpb.MVNXPB method)
concatenate_pending_points() (in module botorch.utils.transforms)
condition_on_observations() (botorch.models.fully_bayesian.SaasFullyBayesianSingleTaskGP method)
(botorch.models.gp_regression.HeteroskedasticSingleTaskGP method)
(botorch.models.gpytorch.BatchedMultiOutputGPyTorchModel method)
(botorch.models.gpytorch.GPyTorchModel method)
(botorch.models.gpytorch.ModelListGPyTorchModel method)
(botorch.models.higher_order_gp.HigherOrderGP method)
(botorch.models.model.FantasizeMixin method)
(botorch.models.model.Model method)
(botorch.models.model_list_gp_regression.ModelListGP method)
(botorch.models.pairwise_gp.PairwiseGP method)
consolidate_duplicates() (in module botorch.models.utils.assorted)
CONSTR (class in botorch.test_functions.multi_objective)
ConstrainedBaseTestProblem (class in botorch.test_functions.base)
ConstrainedBraninCurrin (class in botorch.test_functions.multi_objective)
ConstrainedExpectedImprovement (class in botorch.acquisition.analytic)
ConstrainedGramacy (class in botorch.test_functions.synthetic)
ConstrainedHartmann (class in botorch.test_functions.synthetic)
ConstrainedHartmannSmooth (class in botorch.test_functions.synthetic)
ConstrainedMaxPosteriorSampling (class in botorch.generation.sampling)
ConstrainedMCObjective (class in botorch.acquisition.objective)
ConstrainedSyntheticTestFunction (class in botorch.test_functions.synthetic)
ConstrainedTestProblemTestCaseMixin (class in botorch.utils.testing)
constraint_noise_std (botorch.test_functions.base.ConstrainedBaseTestProblem attribute)
construct_evaluation_mask() (botorch.acquisition.decoupled.DecoupledAcquisitionFunction method)
construct_inputs() (botorch.models.contextual.LCEAGP class method)
(botorch.models.contextual.SACGP class method)
(botorch.models.contextual_multioutput.LCEMGP class method)
(botorch.models.gp_regression.SingleTaskGP class method)
(botorch.models.gp_regression_fidelity.SingleTaskMultiFidelityGP class method)
(botorch.models.gp_regression_mixed.MixedSingleTaskGP class method)
(botorch.models.model.Model class method)
(botorch.models.multitask.MultiTaskGP class method)
(botorch.models.pairwise_gp.PairwiseGP class method)
construct_inputs_analytic_eubo() (in module botorch.acquisition.input_constructors)
construct_inputs_best_f() (in module botorch.acquisition.input_constructors)
construct_inputs_EHVI() (in module botorch.acquisition.input_constructors)
construct_inputs_mf_base() (in module botorch.acquisition.input_constructors)
construct_inputs_noisy_ei() (in module botorch.acquisition.input_constructors)
construct_inputs_posterior_mean() (in module botorch.acquisition.input_constructors)
construct_inputs_qEHVI() (in module botorch.acquisition.input_constructors)
construct_inputs_qEI() (in module botorch.acquisition.input_constructors)
construct_inputs_qeubo() (in module botorch.acquisition.input_constructors)
construct_inputs_qJES() (in module botorch.acquisition.input_constructors)
construct_inputs_qKG() (in module botorch.acquisition.input_constructors)
construct_inputs_qLogEI() (in module botorch.acquisition.input_constructors)
construct_inputs_qLogNEHVI() (in module botorch.acquisition.input_constructors)
construct_inputs_qLogNEI() (in module botorch.acquisition.input_constructors)
construct_inputs_qLogNParEGO() (in module botorch.acquisition.input_constructors)
construct_inputs_qMES() (in module botorch.acquisition.input_constructors)
construct_inputs_qMFKG() (in module botorch.acquisition.input_constructors)
construct_inputs_qMFMES() (in module botorch.acquisition.input_constructors)
construct_inputs_qNEHVI() (in module botorch.acquisition.input_constructors)
construct_inputs_qNEI() (in module botorch.acquisition.input_constructors)
construct_inputs_qPI() (in module botorch.acquisition.input_constructors)
construct_inputs_qSimpleRegret() (in module botorch.acquisition.input_constructors)
construct_inputs_qUCB() (in module botorch.acquisition.input_constructors)
construct_inputs_ucb() (in module botorch.acquisition.input_constructors)
ContextualDataset (class in botorch.utils.datasets)
convert_to_target_pre_hook() (in module botorch.utils.transforms)
Cosine8 (class in botorch.test_functions.synthetic)
cost_sampler (botorch.acquisition.knowledge_gradient.qMultiFidelityKnowledgeGradient property)
(botorch.acquisition.max_value_entropy_search.qMultiFidelityMaxValueEntropy property)
(botorch.acquisition.multi_objective.hypervolume_knowledge_gradient.qHypervolumeKnowledgeGradient property)
CostAwareUtility (class in botorch.acquisition.cost_aware)
CostAwareWarning
covariance_matrix (botorch.utils.probability.unified_skew_normal.UnifiedSkewNormal property)
CVaR (class in botorch.acquisition.risk_measures)
CVFolds (class in botorch.cross_validation)
CVResults (class in botorch.cross_validation)
D
datapoints (botorch.models.pairwise_gp.PairwiseGP property)
debug (class in botorch.settings)
DecoupledAcquisitionFunction (class in botorch.acquisition.decoupled)
DEFAULT (class in botorch.utils.types)
delattr_ctx() (in module botorch.utils.context_managers)
DelaunayPolytopeSampler (class in botorch.utils.sampling)
DenseContainer (class in botorch.utils.containers)
density() (botorch.posteriors.gpytorch.GPyTorchPosterior method)
(botorch.posteriors.posterior.Posterior method)
(botorch.posteriors.torch.TorchPosterior method)
DeprecationError
detach() (botorch.utils.probability.linalg.PivotedCholesky method)
(botorch.utils.probability.mvnxpb.MVNXPB method)
detect_duplicates() (in module botorch.models.utils.assorted)
DeterministicModel (class in botorch.models.deterministic)
device (botorch.optim.utils.model_utils.TorchAttr attribute)
(botorch.posteriors.ensemble.EnsemblePosterior property)
(botorch.posteriors.posterior.Posterior property)
(botorch.posteriors.posterior_list.PosteriorList property)
(botorch.posteriors.torch.TorchPosterior property)
(botorch.posteriors.transformed.TransformedPosterior property)
(botorch.utils.containers.BotorchContainer property)
(botorch.utils.containers.DenseContainer property)
(botorch.utils.containers.SliceContainer property)
(botorch.utils.context_managers.TensorCheckpoint attribute)
(botorch.utils.testing.BotorchTestCase attribute)
(botorch.utils.testing.MockPosterior property)
DH (class in botorch.test_functions.multi_objective)
DH1 (class in botorch.test_functions.multi_objective)
DH2 (class in botorch.test_functions.multi_objective)
DH3 (class in botorch.test_functions.multi_objective)
DH4 (class in botorch.test_functions.multi_objective)
diag (botorch.utils.probability.linalg.PivotedCholesky attribute)
dim (botorch.test_functions.base.BaseTestProblem attribute)
(botorch.test_functions.multi_fidelity.AugmentedBranin attribute)
(botorch.test_functions.multi_fidelity.AugmentedHartmann attribute)
(botorch.test_functions.multi_objective.BNH attribute)
(botorch.test_functions.multi_objective.BraninCurrin attribute)
(botorch.test_functions.multi_objective.CarSideImpact attribute)
(botorch.test_functions.multi_objective.CONSTR attribute)
(botorch.test_functions.multi_objective.ConstrainedBraninCurrin attribute)
(botorch.test_functions.multi_objective.DiscBrake attribute)
(botorch.test_functions.multi_objective.GMM attribute)
(botorch.test_functions.multi_objective.OSY attribute)
(botorch.test_functions.multi_objective.Penicillin attribute)
(botorch.test_functions.multi_objective.SRN attribute)
(botorch.test_functions.multi_objective.ToyRobust attribute)
(botorch.test_functions.multi_objective.VehicleSafety attribute)
(botorch.test_functions.multi_objective.WeldedBeam attribute)
(botorch.test_functions.multi_objective_multi_fidelity.MOMFBraninCurrin attribute)
(botorch.test_functions.multi_objective_multi_fidelity.MOMFPark attribute)
(botorch.test_functions.synthetic.Beale attribute)
(botorch.test_functions.synthetic.Branin attribute)
(botorch.test_functions.synthetic.Bukin attribute)
(botorch.test_functions.synthetic.ConstrainedGramacy attribute)
(botorch.test_functions.synthetic.Cosine8 attribute)
(botorch.test_functions.synthetic.DropWave attribute)
(botorch.test_functions.synthetic.EggHolder attribute)
(botorch.test_functions.synthetic.HolderTable attribute)
(botorch.test_functions.synthetic.PressureVessel attribute)
(botorch.test_functions.synthetic.Shekel attribute)
(botorch.test_functions.synthetic.SixHumpCamel attribute)
(botorch.test_functions.synthetic.SpeedReducer attribute)
(botorch.test_functions.synthetic.TensionCompressionString attribute)
(botorch.test_functions.synthetic.ThreeHumpCamel attribute)
(botorch.test_functions.synthetic.WeldedBeamSO attribute)
DiscBrake (class in botorch.test_functions.multi_objective)
DiscreteMaxValueBase (class in botorch.acquisition.max_value_entropy_search)
dispatch() (botorch.utils.dispatcher.Dispatcher method)
Dispatcher (class in botorch.utils.dispatcher)
distribution (botorch.posteriors.gpytorch.GPyTorchPosterior attribute)
div() (in module botorch.utils.safe_math)
DixonPrice (class in botorch.test_functions.synthetic)
doc (botorch.utils.dispatcher.Dispatcher attribute)
DominatedPartitioning (class in botorch.utils.multi_objective.box_decompositions.dominated)
DownsamplingKernel (class in botorch.models.kernels.downsampling)
draw() (botorch.sampling.qmc.MultivariateNormalQMCEngine method)
(botorch.sampling.qmc.NormalQMCEngine method)
(botorch.utils.probability.lin_ess.LinearEllipticalSliceSampler method)
(botorch.utils.sampling.DelaunayPolytopeSampler method)
(botorch.utils.sampling.HitAndRunPolytopeSampler method)
(botorch.utils.sampling.PolytopeSampler method)
draw_kernel_feature_paths() (in module botorch.sampling.pathwise.prior_samplers)
draw_matheron_paths() (in module botorch.sampling.pathwise.posterior_samplers)
draw_sobol_normal_samples() (in module botorch.utils.sampling)
draw_sobol_samples() (in module botorch.utils.sampling)
DropWave (class in botorch.test_functions.synthetic)
DTLZ (class in botorch.test_functions.multi_objective)
DTLZ1 (class in botorch.test_functions.multi_objective)
DTLZ2 (class in botorch.test_functions.multi_objective)
DTLZ3 (class in botorch.test_functions.multi_objective)
DTLZ4 (class in botorch.test_functions.multi_objective)
DTLZ5 (class in botorch.test_functions.multi_objective)
DTLZ7 (class in botorch.test_functions.multi_objective)
dtype (botorch.optim.utils.model_utils.TorchAttr attribute)
(botorch.posteriors.ensemble.EnsemblePosterior property)
(botorch.posteriors.posterior.Posterior property)
(botorch.posteriors.posterior_list.PosteriorList property)
(botorch.posteriors.torch.TorchPosterior property)
(botorch.posteriors.transformed.TransformedPosterior property)
(botorch.utils.containers.BotorchContainer property)
(botorch.utils.containers.DenseContainer property)
(botorch.utils.containers.SliceContainer property)
(botorch.utils.context_managers.TensorCheckpoint attribute)
(botorch.utils.testing.MockPosterior property)
dtypes_of_buffers (botorch.models.model.Model property)
DummyNonScalarizingPosteriorTransform (class in botorch.utils.test_helpers)
E
E_d (botorch.test_functions.multi_objective.Penicillin attribute)
E_g (botorch.test_functions.multi_objective.Penicillin attribute)
EggHolder (class in botorch.test_functions.synthetic)
encode_args() (botorch.utils.dispatcher.Dispatcher method)
encoder (botorch.utils.dispatcher.Dispatcher property)
ensemble_size (botorch.posteriors.ensemble.EnsemblePosterior property)
EnsembleModel (class in botorch.models.ensemble)
EnsemblePosterior (class in botorch.posteriors.ensemble)
equality_constraints (botorch.optim.optimize.OptimizeAcqfInputs attribute)
equals() (botorch.models.transforms.input.AffineInputTransform method)
(botorch.models.transforms.input.ChainedInputTransform method)
(botorch.models.transforms.input.FilterFeatures method)
(botorch.models.transforms.input.InputTransform method)
(botorch.models.transforms.input.OneHotToNumeric method)
(botorch.models.transforms.input.ReversibleInputTransform method)
(botorch.models.transforms.input.Round method)
estimate_feasible_volume() (in module botorch.utils.feasible_volume)
eval() (botorch.models.approximate_gp.ApproximateGPyTorchModel method)
(botorch.models.model.Model method)
eval_lin_constraint() (in module botorch.optim.parameter_constraints)
evaluate() (botorch.acquisition.knowledge_gradient.qKnowledgeGradient method)
(botorch.acquisition.objective.ExpectationPosteriorTransform method)
(botorch.acquisition.objective.PosteriorTransform method)
(botorch.acquisition.objective.ScalarizedPosteriorTransform method)
(botorch.optim.stopping.ExpMAStoppingCriterion method)
(botorch.optim.stopping.StoppingCriterion method)
(botorch.utils.test_helpers.DummyNonScalarizingPosteriorTransform method)
evaluate_slack() (botorch.test_functions.base.ConstrainedBaseTestProblem method)
evaluate_slack_true() (botorch.test_functions.base.ConstrainedBaseTestProblem method)
(botorch.test_functions.multi_objective.BNH method)
(botorch.test_functions.multi_objective.C2DTLZ2 method)
(botorch.test_functions.multi_objective.CONSTR method)
(botorch.test_functions.multi_objective.ConstrainedBraninCurrin method)
(botorch.test_functions.multi_objective.DiscBrake method)
(botorch.test_functions.multi_objective.MW7 method)
(botorch.test_functions.multi_objective.OSY method)
(botorch.test_functions.multi_objective.SRN method)
(botorch.test_functions.multi_objective.WeldedBeam method)
(botorch.test_functions.synthetic.ConstrainedGramacy method)
(botorch.test_functions.synthetic.ConstrainedHartmann method)
(botorch.test_functions.synthetic.ConstrainedHartmannSmooth method)
(botorch.test_functions.synthetic.PressureVessel method)
(botorch.test_functions.synthetic.SpeedReducer method)
(botorch.test_functions.synthetic.TensionCompressionString method)
(botorch.test_functions.synthetic.WeldedBeamSO method)
evaluate_true() (botorch.test_functions.base.BaseTestProblem method)
(botorch.test_functions.multi_fidelity.AugmentedBranin method)
(botorch.test_functions.multi_fidelity.AugmentedHartmann method)
(botorch.test_functions.multi_fidelity.AugmentedRosenbrock method)
(botorch.test_functions.multi_objective.BNH method)
(botorch.test_functions.multi_objective.BraninCurrin method)
(botorch.test_functions.multi_objective.CarSideImpact method)
(botorch.test_functions.multi_objective.CONSTR method)
(botorch.test_functions.multi_objective.DH1 method)
(botorch.test_functions.multi_objective.DH3 method)
(botorch.test_functions.multi_objective.DiscBrake method)
(botorch.test_functions.multi_objective.DTLZ1 method)
(botorch.test_functions.multi_objective.DTLZ2 method)
(botorch.test_functions.multi_objective.DTLZ3 method)
(botorch.test_functions.multi_objective.DTLZ5 method)
(botorch.test_functions.multi_objective.DTLZ7 method)
(botorch.test_functions.multi_objective.GMM method)
(botorch.test_functions.multi_objective.MW7 method)
(botorch.test_functions.multi_objective.OSY method)
(botorch.test_functions.multi_objective.Penicillin method)
(botorch.test_functions.multi_objective.SRN method)
(botorch.test_functions.multi_objective.ToyRobust method)
(botorch.test_functions.multi_objective.VehicleSafety method)
(botorch.test_functions.multi_objective.WeldedBeam method)
(botorch.test_functions.multi_objective.ZDT1 method)
(botorch.test_functions.multi_objective.ZDT2 method)
(botorch.test_functions.multi_objective.ZDT3 method)
(botorch.test_functions.multi_objective_multi_fidelity.MOMFBraninCurrin method)
(botorch.test_functions.multi_objective_multi_fidelity.MOMFPark method)
(botorch.test_functions.sensitivity_analysis.Gsobol method)
(botorch.test_functions.sensitivity_analysis.Ishigami method)
(botorch.test_functions.sensitivity_analysis.Morris method)
(botorch.test_functions.synthetic.Ackley method)
(botorch.test_functions.synthetic.Beale method)
(botorch.test_functions.synthetic.Branin method)
(botorch.test_functions.synthetic.Bukin method)
(botorch.test_functions.synthetic.ConstrainedGramacy method)
(botorch.test_functions.synthetic.Cosine8 method)
(botorch.test_functions.synthetic.DixonPrice method)
(botorch.test_functions.synthetic.DropWave method)
(botorch.test_functions.synthetic.EggHolder method)
(botorch.test_functions.synthetic.Griewank method)
(botorch.test_functions.synthetic.Hartmann method)
(botorch.test_functions.synthetic.HolderTable method)
(botorch.test_functions.synthetic.Levy method)
(botorch.test_functions.synthetic.Michalewicz method)
(botorch.test_functions.synthetic.Powell method)
(botorch.test_functions.synthetic.PressureVessel method)
(botorch.test_functions.synthetic.Rastrigin method)
(botorch.test_functions.synthetic.Rosenbrock method)
(botorch.test_functions.synthetic.Shekel method)
(botorch.test_functions.synthetic.SixHumpCamel method)
(botorch.test_functions.synthetic.SpeedReducer method)
(botorch.test_functions.synthetic.StyblinskiTang method)
(botorch.test_functions.synthetic.TensionCompressionString method)
(botorch.test_functions.synthetic.ThreeHumpCamel method)
(botorch.test_functions.synthetic.WeldedBeamSO method)
event_shape (botorch.utils.containers.BotorchContainer attribute)
(botorch.utils.containers.DenseContainer attribute)
(botorch.utils.containers.SliceContainer attribute)
exp() (in module botorch.utils.safe_math)
expand() (botorch.utils.probability.linalg.PivotedCholesky method)
(botorch.utils.probability.mvnxpb.MVNXPB method)
(botorch.utils.probability.truncated_multivariate_normal.TruncatedMultivariateNormal method)
(botorch.utils.probability.unified_skew_normal.UnifiedSkewNormal method)
expand_and_copy_tensor() (in module botorch.models.transforms.utils)
expand_trace_observations() (in module botorch.acquisition.utils)
Expectation (class in botorch.acquisition.risk_measures)
ExpectationPosteriorTransform (class in botorch.acquisition.objective)
ExpectedHypervolumeImprovement (class in botorch.acquisition.multi_objective.analytic)
ExpectedImprovement (class in botorch.acquisition.analytic)
ExpectedImprovementQualityFunction (class in botorch.models.utils.inducing_point_allocators)
ExpMAStoppingCriterion (class in botorch.optim.stopping)
ExponentialDecayKernel (class in botorch.models.kernels.exponential_decay)
extend() (botorch.utils.multi_objective.hypervolume.MultiList method)
extra_repr() (botorch.utils.torch.BufferDict method)
extract_batch_covar() (in module botorch.utils.low_rank)
extract_candidates() (botorch.acquisition.acquisition.OneShotAcquisitionFunction method)
(botorch.acquisition.knowledge_gradient.qKnowledgeGradient method)
(botorch.acquisition.multi_objective.hypervolume_knowledge_gradient.qHypervolumeKnowledgeGradient method)
(botorch.acquisition.multi_step_lookahead.qMultiStepLookahead method)
F
f_1() (botorch.test_functions.multi_objective.ToyRobust method)
f_2() (botorch.test_functions.multi_objective.ToyRobust method)
FAILURE (botorch.optim.core.OptimizationStatus attribute)
fantasize (class in botorch.models.utils.assorted)
fantasize() (botorch.models.fully_bayesian_multitask.SaasFullyBayesianMultiTaskGP method)
(botorch.models.model.FantasizeMixin method)
(botorch.models.model.ModelList method)
FantasizeMixin (class in botorch.models.model)
FastNondominatedPartitioning (class in botorch.utils.multi_objective.box_decompositions.non_dominated)
FastPartitioning (class in botorch.utils.multi_objective.box_decompositions.box_decomposition)
fatmax() (in module botorch.utils.safe_math)
fatmaximum() (in module botorch.utils.safe_math)
fatmin() (in module botorch.utils.safe_math)
fatminimum() (in module botorch.utils.safe_math)
fatmoid() (in module botorch.utils.safe_math)
fatplus() (in module botorch.utils.safe_math)
FeasibilityWeightedMCMultiOutputObjective (class in botorch.acquisition.multi_objective.objective)
feasible() (botorch.utils.sampling.PolytopeSampler method)
FeatureMap (class in botorch.sampling.pathwise.features.maps)
FeatureSelector (class in botorch.sampling.pathwise.utils)
FilterFeatures (class in botorch.models.transforms.input)
find_interior_point() (botorch.utils.sampling.PolytopeSampler method)
(in module botorch.utils.sampling)
fit_fully_bayesian_model_nuts() (in module botorch.fit)
fit_gpytorch_mll() (in module botorch.fit)
fit_gpytorch_mll_scipy() (in module botorch.optim.fit)
fit_gpytorch_mll_torch() (in module botorch.optim.fit)
fix_features() (in module botorch.optim.utils.acquisition_utils)
fixed_features (botorch.optim.optimize.OptimizeAcqfInputs attribute)
FixedCostModel (class in botorch.models.cost)
FixedFeatureAcquisitionFunction (class in botorch.acquisition.fixed_feature)
FixedHomotopySchedule (class in botorch.optim.homotopy)
FixedNoiseDataset (class in botorch.utils.datasets)
FixedNoiseGP (class in botorch.models.gp_regression)
FixedNoiseLCEMGP (class in botorch.models.contextual_multioutput)
FixedNoiseMultiFidelityGP (class in botorch.models.gp_regression_fidelity)
FixedSingleSampleModel (class in botorch.models.deterministic)
FlattenedStandardize (class in botorch.models.higher_order_gp)
ForkedRNGSampler (class in botorch.sampling.stochastic_samplers)
forward() (botorch.acquisition.acquisition.AcquisitionFunction method)
(botorch.acquisition.active_learning.PairwiseMCPosteriorVariance method)
(botorch.acquisition.active_learning.qNegIntegratedPosteriorVariance method)
(botorch.acquisition.analytic.ConstrainedExpectedImprovement method)
(botorch.acquisition.analytic.ExpectedImprovement method)
(botorch.acquisition.analytic.LogConstrainedExpectedImprovement method)
(botorch.acquisition.analytic.LogExpectedImprovement method)
(botorch.acquisition.analytic.LogNoisyExpectedImprovement method)
(botorch.acquisition.analytic.LogProbabilityOfImprovement method)
(botorch.acquisition.analytic.NoisyExpectedImprovement method)
(botorch.acquisition.analytic.PosteriorMean method)
(botorch.acquisition.analytic.PosteriorStandardDeviation method)
(botorch.acquisition.analytic.ProbabilityOfImprovement method)
(botorch.acquisition.analytic.qAnalyticProbabilityOfImprovement method)
(botorch.acquisition.analytic.ScalarizedPosteriorMean method)
(botorch.acquisition.analytic.UpperConfidenceBound method)
(botorch.acquisition.cost_aware.CostAwareUtility method)
(botorch.acquisition.cost_aware.GenericCostAwareUtility method)
(botorch.acquisition.cost_aware.InverseCostWeightedUtility method)
(botorch.acquisition.fixed_feature.FixedFeatureAcquisitionFunction method)
(botorch.acquisition.joint_entropy_search.qJointEntropySearch method)
(botorch.acquisition.knowledge_gradient.ProjectedAcquisitionFunction method)
(botorch.acquisition.knowledge_gradient.qKnowledgeGradient method)
(botorch.acquisition.knowledge_gradient.qMultiFidelityKnowledgeGradient method)
(botorch.acquisition.max_value_entropy_search.MaxValueBase method)
(botorch.acquisition.max_value_entropy_search.qMultiFidelityMaxValueEntropy method)
(botorch.acquisition.monte_carlo.MCAcquisitionFunction method)
(botorch.acquisition.monte_carlo.SampleReducingMCAcquisitionFunction method)
(botorch.acquisition.multi_objective.analytic.ExpectedHypervolumeImprovement method)
(botorch.acquisition.multi_objective.analytic.MultiObjectiveAnalyticAcquisitionFunction method)
(botorch.acquisition.multi_objective.hypervolume_knowledge_gradient.qHypervolumeKnowledgeGradient method)
(botorch.acquisition.multi_objective.hypervolume_knowledge_gradient.qMultiFidelityHypervolumeKnowledgeGradient method)
(botorch.acquisition.multi_objective.joint_entropy_search.LowerBoundMultiObjectiveEntropySearch method)
(botorch.acquisition.multi_objective.joint_entropy_search.qLowerBoundMultiObjectiveJointEntropySearch method)
(botorch.acquisition.multi_objective.logei.qLogExpectedHypervolumeImprovement method)
(botorch.acquisition.multi_objective.logei.qLogNoisyExpectedHypervolumeImprovement method)
(botorch.acquisition.multi_objective.max_value_entropy_search.qLowerBoundMultiObjectiveMaxValueEntropySearch method)
(botorch.acquisition.multi_objective.max_value_entropy_search.qMultiObjectiveMaxValueEntropy method)
(botorch.acquisition.multi_objective.monte_carlo.MultiObjectiveMCAcquisitionFunction method)
(botorch.acquisition.multi_objective.monte_carlo.qExpectedHypervolumeImprovement method)
(botorch.acquisition.multi_objective.monte_carlo.qNoisyExpectedHypervolumeImprovement method)
(botorch.acquisition.multi_objective.multi_fidelity.MOMF method)
(botorch.acquisition.multi_objective.multi_output_risk_measures.IndependentCVaR method)
(botorch.acquisition.multi_objective.multi_output_risk_measures.IndependentVaR method)
(botorch.acquisition.multi_objective.multi_output_risk_measures.MultiOutputExpectation method)
(botorch.acquisition.multi_objective.multi_output_risk_measures.MultiOutputRiskMeasureMCObjective method)
(botorch.acquisition.multi_objective.multi_output_risk_measures.MultiOutputWorstCase method)
(botorch.acquisition.multi_objective.multi_output_risk_measures.MVaR method)
(botorch.acquisition.multi_objective.objective.FeasibilityWeightedMCMultiOutputObjective method)
(botorch.acquisition.multi_objective.objective.IdentityMCMultiOutputObjective method)
(botorch.acquisition.multi_objective.objective.MCMultiOutputObjective method)
(botorch.acquisition.multi_objective.objective.WeightedMCMultiOutputObjective method)
(botorch.acquisition.multi_objective.predictive_entropy_search.qMultiObjectivePredictiveEntropySearch method)
(botorch.acquisition.multi_step_lookahead.qMultiStepLookahead method)
(botorch.acquisition.objective.ConstrainedMCObjective method)
(botorch.acquisition.objective.ExpectationPosteriorTransform method)
(botorch.acquisition.objective.GenericMCObjective method)
(botorch.acquisition.objective.IdentityMCObjective method)
(botorch.acquisition.objective.LearnedObjective method)
(botorch.acquisition.objective.LinearMCObjective method)
(botorch.acquisition.objective.MCAcquisitionObjective method)
(botorch.acquisition.objective.PosteriorTransform method)
(botorch.acquisition.objective.ScalarizedPosteriorTransform method)
(botorch.acquisition.penalized.GaussianPenalty method)
(botorch.acquisition.penalized.GroupLassoPenalty method)
(botorch.acquisition.penalized.L1Penalty method)
(botorch.acquisition.penalized.L1PenaltyObjective method)
(botorch.acquisition.penalized.L2Penalty method)
(botorch.acquisition.penalized.PenalizedAcquisitionFunction method)
(botorch.acquisition.penalized.PenalizedMCObjective method)
(botorch.acquisition.predictive_entropy_search.qPredictiveEntropySearch method)
(botorch.acquisition.preference.AnalyticExpectedUtilityOfBestOption method)
(botorch.acquisition.preference.PairwiseBayesianActiveLearningByDisagreement method)
(botorch.acquisition.preference.qExpectedUtilityOfBestOption method)
(botorch.acquisition.prior_guided.PriorGuidedAcquisitionFunction method)
(botorch.acquisition.proximal.ProximalAcquisitionFunction method)
(botorch.acquisition.risk_measures.CVaR method)
(botorch.acquisition.risk_measures.Expectation method)
(botorch.acquisition.risk_measures.RiskMeasureMCObjective method)
(botorch.acquisition.risk_measures.VaR method)
(botorch.acquisition.risk_measures.WorstCase method)
(botorch.generation.sampling.BoltzmannSampling method)
(botorch.generation.sampling.ConstrainedMaxPosteriorSampling method)
(botorch.generation.sampling.MaxPosteriorSampling method)
(botorch.generation.sampling.SamplingStrategy method)
(botorch.models.approximate_gp.ApproximateGPyTorchModel method)
(botorch.models.cost.AffineFidelityCostModel method)
(botorch.models.cost.FixedCostModel method)
(botorch.models.deterministic.AffineDeterministicModel method)
(botorch.models.deterministic.DeterministicModel method)
(botorch.models.deterministic.FixedSingleSampleModel method)
(botorch.models.deterministic.GenericDeterministicModel method)
(botorch.models.deterministic.PosteriorMeanModel method)
(botorch.models.ensemble.EnsembleModel method)
(botorch.models.fully_bayesian.SaasFullyBayesianSingleTaskGP method)
(botorch.models.fully_bayesian_multitask.SaasFullyBayesianMultiTaskGP method)
(botorch.models.gp_regression.HeteroskedasticSingleTaskGP method)
(botorch.models.gp_regression.SingleTaskGP method)
(botorch.models.higher_order_gp.FlattenedStandardize method)
(botorch.models.higher_order_gp.HigherOrderGP method)
(botorch.models.likelihoods.pairwise.PairwiseLikelihood method)
(botorch.models.multitask.KroneckerMultiTaskGP method)
(botorch.models.multitask.MultiTaskGP method)
(botorch.models.pairwise_gp.PairwiseGP method)
(botorch.models.pairwise_gp.PairwiseLaplaceMarginalLogLikelihood method)
(botorch.models.transforms.input.InputTransform method)
(botorch.models.transforms.outcome.Bilog method)
(botorch.models.transforms.outcome.ChainedOutcomeTransform method)
(botorch.models.transforms.outcome.Log method)
(botorch.models.transforms.outcome.OutcomeTransform method)
(botorch.models.transforms.outcome.Power method)
(botorch.models.transforms.outcome.Standardize method)
(botorch.sampling.base.MCSampler method)
(botorch.sampling.index_sampler.IndexSampler method)
(botorch.sampling.list_sampler.ListSampler method)
(botorch.sampling.normal.NormalMCSampler method)
(botorch.sampling.pairwise_samplers.PairwiseMCSampler method)
(botorch.sampling.pathwise.features.maps.KernelEvaluationMap method)
(botorch.sampling.pathwise.features.maps.KernelFeatureMap method)
(botorch.sampling.pathwise.paths.GeneralizedLinearPath method)
(botorch.sampling.pathwise.paths.PathDict method)
(botorch.sampling.pathwise.paths.PathList method)
(botorch.sampling.pathwise.utils.ChainedTransform method)
(botorch.sampling.pathwise.utils.FeatureSelector method)
(botorch.sampling.pathwise.utils.InverseLengthscaleTransform method)
(botorch.sampling.pathwise.utils.OutcomeUntransformer method)
(botorch.sampling.pathwise.utils.OutputscaleTransform method)
(botorch.sampling.pathwise.utils.SineCosineTransform method)
(botorch.sampling.pathwise.utils.TensorTransform method)
(botorch.sampling.stochastic_samplers.ForkedRNGSampler method)
(botorch.sampling.stochastic_samplers.StochasticSampler method)
(botorch.test_functions.base.BaseTestProblem method)
(botorch.utils.gp_sampling.GPDraw method)
(botorch.utils.gp_sampling.RandomFourierFeatures method)
(botorch.utils.rounding.OneHotArgmaxSTE static method)
(botorch.utils.rounding.RoundSTE static method)
(botorch.utils.test_helpers.DummyNonScalarizingPosteriorTransform method)
(botorch.utils.test_helpers.SimpleGPyTorchModel method)
ForwardBackwardClosure (class in botorch.optim.closures.core)
from_joint_dataset() (botorch.utils.datasets.MultiTaskDataset class method)
full_tree (botorch.optim.optimize.OptimizeAcqfInputs property)
FullyBayesianPosterior (class in botorch.posteriors.fully_bayesian)
funcs (botorch.utils.dispatcher.Dispatcher attribute)
functions (botorch.utils.testing.BaseTestProblemTestCaseMixIn property)
fval (botorch.optim.core.OptimizationResult attribute)
G
gaussian_update() (in module botorch.sampling.pathwise.update_strategies)
GaussianMixturePosterior (class in botorch.posteriors.fully_bayesian)
GaussianPenalty (class in botorch.acquisition.penalized)
gen_batch_initial_conditions() (in module botorch.optim.initializers)
gen_candidates (botorch.optim.optimize.OptimizeAcqfInputs attribute)
gen_candidates_scipy() (in module botorch.generation.gen)
gen_candidates_torch() (in module botorch.generation.gen)
gen_kernel_features() (in module botorch.sampling.pathwise.features.generators)
gen_loo_cv_folds() (in module botorch.cross_validation)
gen_multi_task_dataset() (in module botorch.utils.test_helpers)
gen_one_shot_hvkg_initial_conditions() (in module botorch.optim.initializers)
gen_one_shot_kg_initial_conditions() (in module botorch.optim.initializers)
gen_pareto_front() (botorch.test_functions.base.MultiObjectiveTestProblem method)
(botorch.test_functions.multi_objective.DTLZ1 method)
(botorch.test_functions.multi_objective.DTLZ2 method)
(botorch.test_functions.multi_objective.ZDT1 method)
(botorch.test_functions.multi_objective.ZDT2 method)
(botorch.test_functions.multi_objective.ZDT3 method)
gen_positional_indices() (in module botorch.utils.probability.utils)
gen_value_function_initial_conditions() (in module botorch.optim.initializers)
GeneralizedLinearPath (class in botorch.sampling.pathwise.paths)
GenericCostAwareUtility (class in botorch.acquisition.cost_aware)
GenericDeterministicModel (class in botorch.models.deterministic)
GenericMCMultiOutputObjective (class in botorch.acquisition.multi_objective.objective)
GenericMCObjective (class in botorch.acquisition.objective)
get_acqf_input_constructor() (in module botorch.acquisition.input_constructors)
get_acquisition_function() (in module botorch.acquisition.factory)
(in module botorch.acquisition.utils)
get_all_tasks() (botorch.models.multitask.MultiTaskGP class method)
get_attribute() (in module botorch.models.converter)
get_augmented_q_batch_size() (botorch.acquisition.acquisition.OneShotAcquisitionFunction method)
(botorch.acquisition.knowledge_gradient.qKnowledgeGradient method)
(botorch.acquisition.multi_objective.hypervolume_knowledge_gradient.qHypervolumeKnowledgeGradient method)
(botorch.acquisition.multi_step_lookahead.qMultiStepLookahead method)
get_batch_dimensions() (botorch.models.gpytorch.BatchedMultiOutputGPyTorchModel static method)
get_best_candidates() (in module botorch.generation.gen)
get_best_f_analytic() (in module botorch.acquisition.input_constructors)
get_best_f_mc() (in module botorch.acquisition.input_constructors)
get_bounds_as_ndarray() (in module botorch.optim.utils.numpy_utils)
get_chebyshev_scalarization() (in module botorch.utils.multi_objective.scalarization)
get_constants() (in module botorch.utils.constants)
(in module botorch.utils.probability.utils)
get_constants_like() (in module botorch.utils.constants)
(in module botorch.utils.probability.utils)
get_data_loader() (in module botorch.optim.utils.model_utils)
get_dataset_without_task_feature() (botorch.utils.datasets.MultiTaskDataset method)
get_default_partitioning_alpha() (in module botorch.acquisition.multi_objective.utils)
get_deterministic_model() (in module botorch.utils.gp_sampling)
get_deterministic_model_list() (in module botorch.utils.gp_sampling)
get_deterministic_model_multi_samples() (in module botorch.utils.gp_sampling)
get_device_of_sequence() (in module botorch.acquisition.fixed_feature)
get_dtype_of_sequence() (in module botorch.acquisition.fixed_feature)
get_eval_gp_sample_callable() (in module botorch.utils.gp_sampling)
get_fantasy_model() (botorch.models.higher_order_gp.HigherOrderGP method)
get_feasible_samples() (in module botorch.utils.feasible_volume)
get_gaussian_likelihood_with_gamma_prior() (in module botorch.models.utils.gpytorch_modules)
get_gp_samples() (in module botorch.utils.gp_sampling)
get_hypercell_bounds() (botorch.utils.multi_objective.box_decompositions.box_decomposition.BoxDecomposition method)
(botorch.utils.multi_objective.box_decompositions.box_decomposition.FastPartitioning method)
(botorch.utils.multi_objective.box_decompositions.box_decomposition_list.BoxDecompositionList method)
(botorch.utils.multi_objective.box_decompositions.non_dominated.NondominatedPartitioning method)
get_ic_generator() (botorch.optim.optimize.OptimizeAcqfInputs method)
get_index_tensors() (in module botorch.utils.probability.lin_ess)
get_induced_fantasy_model() (botorch.acquisition.multi_step_lookahead.qMultiStepLookahead method)
get_infeasible_cost() (in module botorch.acquisition.utils)
get_init_args() (botorch.models.transforms.input.Normalize method)
(botorch.models.transforms.input.Round method)
get_input_transform() (in module botorch.sampling.pathwise.utils)
get_loss_closure() (in module botorch.optim.closures.model_closures)
get_loss_closure_with_grads() (in module botorch.optim.closures.model_closures)
get_matern_kernel_with_gamma_prior() (in module botorch.models.utils.gpytorch_modules)
get_matheron_path_model() (in module botorch.sampling.pathwise.posterior_samplers)
get_monotonicity_constraints() (in module botorch.utils.constraints)
get_multi_step_tree_input_representation() (botorch.acquisition.multi_step_lookahead.qMultiStepLookahead method)
get_mvar_set_vectorized() (botorch.acquisition.multi_objective.multi_output_risk_measures.MVaR method)
get_mvar_set_via_counting() (botorch.acquisition.multi_objective.multi_output_risk_measures.MVaR method)
get_name_filter() (in module botorch.optim.utils.model_utils)
get_objective_weights_transform() (in module botorch.utils.objective)
get_optimal_samples() (in module botorch.acquisition.utils)
get_outcome_constraint_transforms() (in module botorch.utils.constraints)
get_outcome_feasibility_probability() (in module botorch.utils.feasible_volume)
get_output_transform() (in module botorch.sampling.pathwise.utils)
get_parameters() (in module botorch.optim.utils.model_utils)
get_parameters_and_bounds() (in module botorch.optim.utils.model_utils)
get_partition_bounds() (in module botorch.utils.multi_objective.box_decompositions.utils)
get_polytope_samples() (in module botorch.utils.sampling)
get_posterior_samples() (botorch.acquisition.acquisition.MCSamplerMixin method)
get_pvar_expected() (in module botorch.utils.test_helpers)
get_rounding_input_transform() (in module botorch.models.transforms.factory)
get_sample_moments() (in module botorch.utils.test_helpers)
get_sampler() (in module botorch.sampling.get_sampler)
get_split_shapes() (botorch.acquisition.multi_step_lookahead.qMultiStepLookahead method)
get_task_value_remapping() (in module botorch.models.multitask)
get_tensors_as_ndarray_1d() (in module botorch.optim.utils.numpy_utils)
get_train_inputs() (in module botorch.sampling.pathwise.utils)
get_train_targets() (in module botorch.sampling.pathwise.utils)
get_weights_posterior() (in module botorch.utils.gp_sampling)
get_X_baseline() (in module botorch.optim.utils.acquisition_utils)
GMM (class in botorch.test_functions.multi_objective)
GPDraw (class in botorch.utils.gp_sampling)
gpt_posterior_settings() (in module botorch.models.utils.assorted)
GPyTorchModel (class in botorch.models.gpytorch)
GPyTorchPosterior (class in botorch.posteriors.gpytorch)
GreedyImprovementReduction (class in botorch.models.utils.inducing_point_allocators)
GreedyVarianceReduction (class in botorch.models.utils.inducing_point_allocators)
Griewank (class in botorch.test_functions.synthetic)
group_lasso_regularizer() (in module botorch.acquisition.penalized)
GroupLassoPenalty (class in botorch.acquisition.penalized)
Gsobol (class in botorch.test_functions.sensitivity_analysis)
H
Hartmann (class in botorch.test_functions.synthetic)
help() (botorch.utils.dispatcher.Dispatcher method)
HeteroskedasticSingleTaskGP (class in botorch.models.gp_regression)
HigherOrderGP (class in botorch.models.higher_order_gp)
HigherOrderGPPosterior (class in botorch.posteriors.higher_order)
HitAndRunPolytopeSampler (class in botorch.utils.sampling)
HolderTable (class in botorch.test_functions.synthetic)
Homotopy (class in botorch.optim.homotopy)
HomotopyParameter (class in botorch.optim.homotopy)
Hypervolume (class in botorch.utils.multi_objective.hypervolume)
I
ic_gen_kwargs (botorch.optim.optimize.OptimizeAcqfInputs attribute)
ic_generator (botorch.optim.optimize.OptimizeAcqfInputs attribute)
IdentityMCMultiOutputObjective (class in botorch.acquisition.multi_objective.objective)
IdentityMCObjective (class in botorch.acquisition.objective)
IdentitySTEFunction (class in botorch.utils.rounding)
IIDNormalSampler (class in botorch.sampling.normal)
IndependentCVaR (class in botorch.acquisition.multi_objective.multi_output_risk_measures)
IndependentVaR (class in botorch.acquisition.multi_objective.multi_output_risk_measures)
IndexSampler (class in botorch.sampling.index_sampler)
indices (botorch.utils.containers.SliceContainer attribute)
InducingPointAllocator (class in botorch.models.utils.inducing_point_allocators)
inequality_constraints (botorch.optim.optimize.OptimizeAcqfInputs attribute)
infer_reference_point() (in module botorch.utils.multi_objective.hypervolume)
InfiniteWidthBNNKernel (class in botorch.models.kernels.infinite_width_bnn)
init_inducing_points() (botorch.models.approximate_gp.SingleTaskVariationalGP method)
initialize_q_batch() (in module botorch.optim.initializers)
initialize_q_batch_nonneg() (in module botorch.optim.initializers)
input_transform (botorch.sampling.pathwise.features.maps.FeatureMap attribute)
(botorch.sampling.pathwise.utils.TransformedModuleMixin attribute)
InputDataError
InputDataWarning
InputPerturbation (class in botorch.models.transforms.input)
InputStandardize (class in botorch.models.transforms.input)
InputTransform (class in botorch.models.transforms.input)
InverseCostWeightedUtility (class in botorch.acquisition.cost_aware)
InverseLengthscaleTransform (class in botorch.sampling.pathwise.utils)
is_ensemble() (in module botorch.utils.transforms)
is_feasible() (botorch.test_functions.base.ConstrainedBaseTestProblem method)
is_fully_bayesian() (in module botorch.utils.transforms)
is_non_dominated() (in module botorch.utils.multi_objective.pareto)
is_nonnegative() (in module botorch.optim.initializers)
is_one_to_many (botorch.models.transforms.input.AppendFeatures attribute)
(botorch.models.transforms.input.InputPerturbation attribute)
(botorch.models.transforms.input.InputTransform attribute)
Ishigami (class in botorch.test_functions.sensitivity_analysis)
items() (botorch.sampling.pathwise.paths.PathDict method)
(botorch.utils.torch.BufferDict method)
K
K (botorch.test_functions.multi_objective.Penicillin attribute)
K_1 (botorch.test_functions.multi_objective.Penicillin attribute)
K_2 (botorch.test_functions.multi_objective.Penicillin attribute)
k_d (botorch.test_functions.multi_objective.Penicillin attribute)
k_g (botorch.test_functions.multi_objective.Penicillin attribute)
K_I (botorch.test_functions.multi_objective.Penicillin attribute)
K_p (botorch.test_functions.multi_objective.Penicillin attribute)
K_X (botorch.test_functions.multi_objective.Penicillin attribute)
KernelEvaluationMap (class in botorch.sampling.pathwise.features.maps)
KernelFeatureMap (class in botorch.sampling.pathwise.features.maps)
keys() (botorch.sampling.pathwise.paths.PathDict method)
(botorch.utils.torch.BufferDict method)
KroneckerMultiTaskGP (class in botorch.models.multitask)
L
L0Approximation (class in botorch.acquisition.penalized)
L0PenaltyApprox (class in botorch.acquisition.penalized)
L0PenaltyApproxObjective (class in botorch.acquisition.penalized)
L1Penalty (class in botorch.acquisition.penalized)
L1PenaltyObjective (class in botorch.acquisition.penalized)
L2Penalty (class in botorch.acquisition.penalized)
LA2() (botorch.test_functions.multi_objective.MW7 method)
lambd (botorch.test_functions.multi_objective.Penicillin attribute)
last_fantasize_flag (botorch.utils.test_helpers.SimpleGPyTorchModel attribute)
LCEAGP (class in botorch.models.contextual)
LCEAKernel (class in botorch.models.kernels.contextual_lcea)
LCEMGP (class in botorch.models.contextual_multioutput)
learn_bounds (botorch.models.transforms.input.Normalize property)
learn_coefficients (botorch.models.transforms.input.AffineInputTransform property)
LearnedObjective (class in botorch.acquisition.objective)
legacy_ei_numerics_warning() (in module botorch.exceptions.warnings)
leggauss() (in module botorch.utils.probability.utils)
level (botorch.settings.log_level attribute)
levy (botorch.test_functions.multi_objective.ToyRobust attribute)
Levy (class in botorch.test_functions.synthetic)
lifetime_samples (botorch.utils.probability.lin_ess.LinearEllipticalSliceSampler property)
likelihood (botorch.models.gpytorch.GPyTorchModel attribute)
lin_constraint_jac() (in module botorch.optim.parameter_constraints)
LinearEllipticalSliceSampler (class in botorch.utils.probability.lin_ess)
LinearHomotopySchedule (class in botorch.optim.homotopy)
LinearMCObjective (class in botorch.acquisition.objective)
LinearTruncatedFidelityKernel (class in botorch.models.kernels.linear_truncated_fidelity)
ListSampler (class in botorch.sampling.list_sampler)
load_mcmc_samples() (botorch.models.fully_bayesian.PyroModel method)
(botorch.models.fully_bayesian.SaasFullyBayesianSingleTaskGP method)
(botorch.models.fully_bayesian.SaasPyroModel method)
(botorch.models.fully_bayesian_multitask.MultitaskSaasPyroModel method)
(botorch.models.fully_bayesian_multitask.SaasFullyBayesianMultiTaskGP method)
load_state_dict() (botorch.models.fully_bayesian.SaasFullyBayesianSingleTaskGP method)
(botorch.models.fully_bayesian_multitask.SaasFullyBayesianMultiTaskGP method)
(botorch.models.model.ModelList method)
(botorch.models.pairwise_gp.PairwiseGP method)
(botorch.utils.testing.MockModel method)
Log (class in botorch.models.transforms.outcome)
log() (in module botorch.utils.safe_math)
Log10 (class in botorch.models.transforms.input)
log1mexp() (in module botorch.utils.safe_math)
log1pexp() (in module botorch.utils.safe_math)
log_cdf_robust() (in module botorch.acquisition.multi_objective.predictive_entropy_search)
log_erfc() (in module botorch.utils.probability.utils)
log_erfcx() (in module botorch.utils.probability.utils)
log_fatmoid() (in module botorch.utils.safe_math)
log_fatplus() (in module botorch.utils.safe_math)
log_level (class in botorch.settings)
log_ndtr() (in module botorch.utils.probability.utils)
log_p() (botorch.models.likelihoods.pairwise.PairwiseLikelihood method)
(botorch.models.likelihoods.pairwise.PairwiseLogitLikelihood method)
log_partition (botorch.utils.probability.truncated_multivariate_normal.TruncatedMultivariateNormal property)
log_phi() (in module botorch.utils.probability.utils)
log_prob (botorch.utils.probability.mvnxpb.mvnxpbState attribute)
log_prob() (botorch.utils.probability.truncated_multivariate_normal.TruncatedMultivariateNormal method)
(botorch.utils.probability.unified_skew_normal.UnifiedSkewNormal method)
log_prob_extra (botorch.utils.probability.mvnxpb.mvnxpbState attribute)
log_prob_normal_in() (in module botorch.utils.probability.utils)
log_softplus() (in module botorch.utils.safe_math)
LogConstrainedExpectedImprovement (class in botorch.acquisition.analytic)
logdiffexp() (in module botorch.utils.safe_math)
LogExpectedImprovement (class in botorch.acquisition.analytic)
logexpit() (in module botorch.utils.safe_math)
LogImprovementMCAcquisitionFunction (class in botorch.acquisition.logei)
LogLinearHomotopySchedule (class in botorch.optim.homotopy)
logmeanexp() (in module botorch.utils.safe_math)
LogNoisyExpectedImprovement (class in botorch.acquisition.analytic)
lognorm_to_norm() (in module botorch.models.transforms.utils)
logplusexp() (in module botorch.utils.safe_math)
LogProbabilityOfImprovement (class in botorch.acquisition.analytic)
logsumexp() (in module botorch.utils.safe_math)
LowerBoundMultiObjectiveEntropySearch (class in botorch.acquisition.multi_objective.joint_entropy_search)
M
m_X (botorch.test_functions.multi_objective.Penicillin attribute)
make_best_f() (in module botorch.acquisition.multi_step_lookahead)
make_differentiable() (botorch.acquisition.multi_objective.multi_output_risk_measures.MVaR method)
make_posterior_variances() (botorch.models.higher_order_gp.HigherOrderGP method)
make_scipy_bounds() (in module botorch.optim.parameter_constraints)
make_scipy_linear_constraints() (in module botorch.optim.parameter_constraints)
make_scipy_nonlinear_inequality_constraints() (in module botorch.optim.parameter_constraints)
manual_seed() (in module botorch.utils.sampling)
MARS (class in botorch.acquisition.multi_objective.multi_output_risk_measures)
match_batch_shape() (in module botorch.utils.transforms)
matern52_kernel() (in module botorch.models.fully_bayesian)
MatheronPath (class in botorch.sampling.pathwise.posterior_samplers)
max_hv (botorch.test_functions.base.MultiObjectiveTestProblem property)
maximize_samples() (botorch.generation.sampling.MaxPosteriorSampling method)
MaxPosteriorSampling (class in botorch.generation.sampling)
MaxValueBase (class in botorch.acquisition.max_value_entropy_search)
MCAcquisitionFunction (class in botorch.acquisition.monte_carlo)
MCAcquisitionObjective (class in botorch.acquisition.objective)
MCMultiOutputObjective (class in botorch.acquisition.multi_objective.objective)
MCSampler (class in botorch.sampling.base)
MCSamplerMixin (class in botorch.acquisition.acquisition)
mean (botorch.posteriors.ensemble.EnsemblePosterior property)
(botorch.posteriors.gpytorch.GPyTorchPosterior property)
(botorch.posteriors.posterior_list.PosteriorList property)
(botorch.posteriors.transformed.TransformedPosterior property)
(botorch.utils.testing.MockPosterior property)
means (botorch.models.transforms.input.InputStandardize property)
median_lengthscale (botorch.models.fully_bayesian.SaasFullyBayesianSingleTaskGP property)
(botorch.models.fully_bayesian_multitask.SaasFullyBayesianMultiTaskGP property)
message (botorch.optim.core.OptimizationResult attribute)
Michalewicz (class in botorch.test_functions.synthetic)
minimize_with_timeout() (in module botorch.optim.utils.timeout)
mins (botorch.models.transforms.input.Normalize property)
MixedSingleTaskGP (class in botorch.models.gp_regression_mixed)
mixture_covariance_matrix (botorch.posteriors.fully_bayesian.GaussianMixturePosterior property)
mixture_mean (botorch.posteriors.fully_bayesian.GaussianMixturePosterior property)
mixture_variance (botorch.posteriors.fully_bayesian.GaussianMixturePosterior property)
MockAcquisitionFunction (class in botorch.utils.testing)
MockModel (class in botorch.utils.testing)
MockPosterior (class in botorch.utils.testing)
mod_batch_shape() (in module botorch.models.utils.assorted)
model (botorch.cross_validation.CVResults attribute)
Model (class in botorch.models.model)
model_list_to_batched() (in module botorch.models.converter)
ModelDict (class in botorch.models.model)
ModelFittingError
ModelList (class in botorch.models.model)
ModelListGP (class in botorch.models.model_list_gp_regression)
ModelListGPyTorchModel (class in botorch.models.gpytorch)
module
botorch.acquisition
botorch.acquisition.acquisition
botorch.acquisition.active_learning
botorch.acquisition.analytic
botorch.acquisition.cached_cholesky
botorch.acquisition.cost_aware
botorch.acquisition.decoupled
botorch.acquisition.factory
botorch.acquisition.fixed_feature
botorch.acquisition.input_constructors
botorch.acquisition.joint_entropy_search
botorch.acquisition.knowledge_gradient
botorch.acquisition.logei
botorch.acquisition.max_value_entropy_search
botorch.acquisition.monte_carlo
botorch.acquisition.multi_objective.analytic
botorch.acquisition.multi_objective.hypervolume_knowledge_gradient
botorch.acquisition.multi_objective.joint_entropy_search
botorch.acquisition.multi_objective.logei
botorch.acquisition.multi_objective.max_value_entropy_search
botorch.acquisition.multi_objective.monte_carlo
botorch.acquisition.multi_objective.multi_fidelity
botorch.acquisition.multi_objective.multi_output_risk_measures
botorch.acquisition.multi_objective.objective
botorch.acquisition.multi_objective.parego
botorch.acquisition.multi_objective.predictive_entropy_search
botorch.acquisition.multi_objective.utils
botorch.acquisition.multi_step_lookahead
botorch.acquisition.objective
botorch.acquisition.penalized
botorch.acquisition.predictive_entropy_search
botorch.acquisition.preference
botorch.acquisition.prior_guided
botorch.acquisition.proximal
botorch.acquisition.risk_measures
botorch.acquisition.utils
botorch.cross_validation
botorch.exceptions
botorch.exceptions.errors
botorch.exceptions.warnings
botorch.fit
botorch.generation
botorch.generation.gen
botorch.generation.sampling
botorch.generation.utils
botorch.logging
botorch.models
botorch.models.approximate_gp
botorch.models.contextual
botorch.models.contextual_multioutput
botorch.models.converter
botorch.models.cost
botorch.models.deterministic
botorch.models.ensemble
botorch.models.fully_bayesian
botorch.models.fully_bayesian_multitask
botorch.models.gp_regression
botorch.models.gp_regression_fidelity
botorch.models.gp_regression_mixed
botorch.models.gpytorch
botorch.models.higher_order_gp
botorch.models.kernels.categorical
botorch.models.kernels.contextual_lcea
botorch.models.kernels.contextual_sac
botorch.models.kernels.downsampling
botorch.models.kernels.exponential_decay
botorch.models.kernels.infinite_width_bnn
botorch.models.kernels.linear_truncated_fidelity
botorch.models.kernels.orthogonal_additive_kernel
botorch.models.likelihoods.pairwise
botorch.models.model
botorch.models.model_list_gp_regression
botorch.models.multitask
botorch.models.pairwise_gp
botorch.models.transforms.factory
botorch.models.transforms.input
botorch.models.transforms.outcome
botorch.models.transforms.utils
botorch.models.utils.assorted
botorch.models.utils.gpytorch_modules
botorch.models.utils.inducing_point_allocators
botorch.optim
botorch.optim.closures.core
botorch.optim.closures.model_closures
botorch.optim.core
botorch.optim.fit
botorch.optim.homotopy
botorch.optim.initializers
botorch.optim.optimize
botorch.optim.optimize_homotopy
botorch.optim.parameter_constraints
botorch.optim.stopping
botorch.optim.utils.acquisition_utils
botorch.optim.utils.common
botorch.optim.utils.model_utils
botorch.optim.utils.numpy_utils
botorch.optim.utils.timeout
botorch.posteriors
botorch.posteriors.base_samples
botorch.posteriors.ensemble
botorch.posteriors.fully_bayesian
botorch.posteriors.gpytorch
botorch.posteriors.higher_order
botorch.posteriors.multitask
botorch.posteriors.posterior
botorch.posteriors.posterior_list
botorch.posteriors.torch
botorch.posteriors.transformed
botorch.sampling
botorch.sampling.base
botorch.sampling.get_sampler
botorch.sampling.index_sampler
botorch.sampling.list_sampler
botorch.sampling.normal
botorch.sampling.pairwise_samplers
botorch.sampling.pathwise.features.generators
botorch.sampling.pathwise.features.maps
botorch.sampling.pathwise.paths
botorch.sampling.pathwise.posterior_samplers
botorch.sampling.pathwise.prior_samplers
botorch.sampling.pathwise.update_strategies
botorch.sampling.pathwise.utils
botorch.sampling.qmc
botorch.sampling.stochastic_samplers
botorch.settings
botorch.test_functions
botorch.test_functions.base
botorch.test_functions.multi_fidelity
botorch.test_functions.multi_objective
botorch.test_functions.multi_objective_multi_fidelity
botorch.test_functions.sensitivity_analysis
botorch.test_functions.synthetic
botorch.test_functions.utils
botorch.utils
botorch.utils.constants
botorch.utils.constraints
botorch.utils.containers
botorch.utils.context_managers
botorch.utils.datasets
botorch.utils.dispatcher
botorch.utils.feasible_volume
botorch.utils.gp_sampling
botorch.utils.low_rank
botorch.utils.multi_objective.box_decompositions.box_decomposition
botorch.utils.multi_objective.box_decompositions.box_decomposition_list
botorch.utils.multi_objective.box_decompositions.dominated
botorch.utils.multi_objective.box_decompositions.non_dominated
botorch.utils.multi_objective.box_decompositions.utils
botorch.utils.multi_objective.hypervolume
botorch.utils.multi_objective.pareto
botorch.utils.multi_objective.scalarization
botorch.utils.multitask
botorch.utils.objective
botorch.utils.probability.bvn
botorch.utils.probability.lin_ess
botorch.utils.probability.linalg
botorch.utils.probability.mvnxpb
botorch.utils.probability.truncated_multivariate_normal
botorch.utils.probability.unified_skew_normal
botorch.utils.probability.utils
botorch.utils.rounding
botorch.utils.safe_math
botorch.utils.sampling
botorch.utils.test_helpers
botorch.utils.testing
botorch.utils.torch
botorch.utils.transforms
botorch.utils.types
module_rollback_ctx() (in module botorch.utils.context_managers)
MOMF (class in botorch.acquisition.multi_objective.multi_fidelity)
MOMFBraninCurrin (class in botorch.test_functions.multi_objective_multi_fidelity)
MOMFPark (class in botorch.test_functions.multi_objective_multi_fidelity)
Morris (class in botorch.test_functions.sensitivity_analysis)
mu_p (botorch.test_functions.multi_objective.Penicillin attribute)
mu_X (botorch.test_functions.multi_objective.Penicillin attribute)
mul() (in module botorch.utils.safe_math)
MultiList (class in botorch.utils.multi_objective.hypervolume)
MultiModelAcquisitionFunction (class in botorch.acquisition.acquisition)
MultiObjectiveAnalyticAcquisitionFunction (class in botorch.acquisition.multi_objective.analytic)
MultiObjectiveMCAcquisitionFunction (class in botorch.acquisition.multi_objective.monte_carlo)
MultiObjectiveTestProblem (class in botorch.test_functions.base)
MultiObjectiveTestProblemTestCaseMixin (class in botorch.utils.testing)
multioutput_to_batch_mode_transform() (in module botorch.models.utils.assorted)
MultiOutputExpectation (class in botorch.acquisition.multi_objective.multi_output_risk_measures)
MultiOutputRiskMeasureMCObjective (class in botorch.acquisition.multi_objective.multi_output_risk_measures)
MultiOutputWorstCase (class in botorch.acquisition.multi_objective.multi_output_risk_measures)
MultiTaskDataset (class in botorch.utils.datasets)
MultiTaskGP (class in botorch.models.multitask)
MultitaskGPPosterior (class in botorch.posteriors.multitask)
MultiTaskGPyTorchModel (class in botorch.models.gpytorch)
MultitaskSaasPyroModel (class in botorch.models.fully_bayesian_multitask)
MultivariateNormalQMCEngine (class in botorch.sampling.qmc)
MVaR (class in botorch.acquisition.multi_objective.multi_output_risk_measures)
mvn (botorch.posteriors.gpytorch.GPyTorchPosterior property)
MVNXPB (class in botorch.utils.probability.mvnxpb)
mvnxpbState (class in botorch.utils.probability.mvnxpb)
MW7 (class in botorch.test_functions.multi_objective)
N
name (botorch.utils.dispatcher.Dispatcher attribute)
narrow_gaussian() (in module botorch.acquisition.penalized)
NdarrayOptimizationClosure (class in botorch.optim.closures.core)
ndtr() (in module botorch.utils.probability.utils)
negative_log_gradient_sum() (botorch.models.likelihoods.pairwise.PairwiseLikelihood method)
(botorch.models.likelihoods.pairwise.PairwiseLogitLikelihood method)
(botorch.models.likelihoods.pairwise.PairwiseProbitLikelihood method)
negative_log_hessian_sum() (botorch.models.likelihoods.pairwise.PairwiseLikelihood method)
(botorch.models.likelihoods.pairwise.PairwiseLogitLikelihood method)
(botorch.models.likelihoods.pairwise.PairwiseProbitLikelihood method)
nnz_approx() (in module botorch.acquisition.penalized)
Node (class in botorch.utils.multi_objective.hypervolume)
NoisyExpectedHypervolumeMixin (class in botorch.utils.multi_objective.hypervolume)
NoisyExpectedImprovement (class in botorch.acquisition.analytic)
NondominatedPartitioning (class in botorch.utils.multi_objective.box_decompositions.non_dominated)
nonlinear_constraint_is_feasible() (in module botorch.optim.parameter_constraints)
nonlinear_inequality_constraints (botorch.optim.optimize.OptimizeAcqfInputs attribute)
norm_to_lognorm() (in module botorch.models.transforms.utils)
norm_to_lognorm_mean() (in module botorch.models.transforms.utils)
norm_to_lognorm_variance() (in module botorch.models.transforms.utils)
Normalize (class in botorch.models.transforms.input)
normalize() (in module botorch.utils.transforms)
normalize_dense_linear_constraints() (in module botorch.utils.sampling)
normalize_indices() (in module botorch.utils.transforms)
normalize_sparse_linear_constraints() (in module botorch.utils.sampling)
NormalMCSampler (class in botorch.sampling.normal)
NormalQMCEngine (class in botorch.sampling.qmc)
nu() (botorch.acquisition.multi_objective.analytic.ExpectedHypervolumeImprovement method)
num_constraints (botorch.test_functions.base.ConstrainedBaseTestProblem attribute)
(botorch.test_functions.multi_objective.BNH attribute)
(botorch.test_functions.multi_objective.C2DTLZ2 attribute)
(botorch.test_functions.multi_objective.CONSTR attribute)
(botorch.test_functions.multi_objective.ConstrainedBraninCurrin attribute)
(botorch.test_functions.multi_objective.DiscBrake attribute)
(botorch.test_functions.multi_objective.MW7 attribute)
(botorch.test_functions.multi_objective.OSY attribute)
(botorch.test_functions.multi_objective.SRN attribute)
(botorch.test_functions.multi_objective.WeldedBeam attribute)
(botorch.test_functions.synthetic.ConstrainedGramacy attribute)
(botorch.test_functions.synthetic.ConstrainedHartmann attribute)
(botorch.test_functions.synthetic.ConstrainedHartmannSmooth attribute)
(botorch.test_functions.synthetic.PressureVessel attribute)
(botorch.test_functions.synthetic.SpeedReducer attribute)
(botorch.test_functions.synthetic.TensionCompressionString attribute)
(botorch.test_functions.synthetic.WeldedBeamSO attribute)
num_mcmc_samples (botorch.models.fully_bayesian.SaasFullyBayesianSingleTaskGP property)
(botorch.models.fully_bayesian_multitask.SaasFullyBayesianMultiTaskGP property)
num_objectives (botorch.test_functions.base.MultiObjectiveTestProblem attribute)
(botorch.test_functions.multi_objective.BNH attribute)
(botorch.test_functions.multi_objective.BraninCurrin attribute)
(botorch.test_functions.multi_objective.CarSideImpact attribute)
(botorch.test_functions.multi_objective.CONSTR attribute)
(botorch.test_functions.multi_objective.ConstrainedBraninCurrin attribute)
(botorch.test_functions.multi_objective.DH attribute)
(botorch.test_functions.multi_objective.DiscBrake attribute)
(botorch.test_functions.multi_objective.MW7 attribute)
(botorch.test_functions.multi_objective.OSY attribute)
(botorch.test_functions.multi_objective.Penicillin attribute)
(botorch.test_functions.multi_objective.SRN attribute)
(botorch.test_functions.multi_objective.ToyRobust attribute)
(botorch.test_functions.multi_objective.VehicleSafety attribute)
(botorch.test_functions.multi_objective.WeldedBeam attribute)
(botorch.test_functions.multi_objective_multi_fidelity.MOMFBraninCurrin attribute)
(botorch.test_functions.multi_objective_multi_fidelity.MOMFPark attribute)
(botorch.test_functions.synthetic.ConstrainedGramacy attribute)
(botorch.test_functions.synthetic.SyntheticTestFunction attribute)
num_outputs (botorch.models.approximate_gp.ApproximateGPyTorchModel property)
(botorch.models.ensemble.EnsembleModel property)
(botorch.models.gpytorch.GPyTorchModel property)
(botorch.models.model.Model property)
(botorch.models.model.ModelList property)
(botorch.models.pairwise_gp.PairwiseGP property)
(botorch.sampling.pathwise.features.maps.FeatureMap attribute)
(botorch.sampling.pathwise.features.maps.KernelEvaluationMap property)
(botorch.sampling.pathwise.features.maps.KernelFeatureMap property)
(botorch.utils.testing.MockModel property)
num_restarts (botorch.optim.optimize.OptimizeAcqfInputs attribute)
num_steps (botorch.optim.homotopy.FixedHomotopySchedule property)
NumericsWarning
O
observed_Y (botorch.cross_validation.CVResults attribute)
observed_Yvar (botorch.cross_validation.CVResults attribute)
offset (botorch.models.transforms.input.AffineInputTransform property)
OneHotArgmaxSTE (class in botorch.utils.rounding)
OneHotToNumeric (class in botorch.models.transforms.input)
OneShotAcquisitionFunction (class in botorch.acquisition.acquisition)
optimal_sobol_indicies() (botorch.test_functions.sensitivity_analysis.Gsobol method)
optimal_value (botorch.test_functions.synthetic.SyntheticTestFunction property)
OptimizationResult (class in botorch.optim.core)
OptimizationStatus (class in botorch.optim.core)
OptimizationTimeoutError
OptimizationWarning
optimize_acqf() (in module botorch.optim.optimize)
optimize_acqf_cyclic() (in module botorch.optim.optimize)
optimize_acqf_discrete() (in module botorch.optim.optimize)
optimize_acqf_discrete_local_search() (in module botorch.optim.optimize)
optimize_acqf_homotopy() (in module botorch.optim.optimize_homotopy)
optimize_acqf_list() (in module botorch.optim.optimize)
optimize_acqf_mixed() (in module botorch.optim.optimize)
optimize_objective() (in module botorch.acquisition.input_constructors)
optimize_posterior_samples() (in module botorch.utils.sampling)
OptimizeAcqfInputs (class in botorch.optim.optimize)
optimizers (botorch.test_functions.synthetic.Hartmann property)
(botorch.test_functions.synthetic.Michalewicz property)
options (botorch.optim.optimize.OptimizeAcqfInputs attribute)
OrthogonalAdditiveKernel (class in botorch.models.kernels.orthogonal_additive_kernel)
OSY (class in botorch.test_functions.multi_objective)
OutcomeTransform (class in botorch.models.transforms.outcome)
OutcomeUntransformer (class in botorch.sampling.pathwise.utils)
output_transform (botorch.sampling.pathwise.features.maps.FeatureMap attribute)
(botorch.sampling.pathwise.utils.TransformedModuleMixin attribute)
OutputscaleTransform (class in botorch.sampling.pathwise.utils)
P
p() (botorch.models.likelihoods.pairwise.PairwiseLikelihood method)
(botorch.models.likelihoods.pairwise.PairwiseLogitLikelihood method)
(botorch.models.likelihoods.pairwise.PairwiseProbitLikelihood method)
PairwiseBayesianActiveLearningByDisagreement (class in botorch.acquisition.preference)
PairwiseGP (class in botorch.models.pairwise_gp)
PairwiseIIDNormalSampler (class in botorch.sampling.pairwise_samplers)
PairwiseLaplaceMarginalLogLikelihood (class in botorch.models.pairwise_gp)
PairwiseLikelihood (class in botorch.models.likelihoods.pairwise)
PairwiseLogitLikelihood (class in botorch.models.likelihoods.pairwise)
PairwiseMCPosteriorVariance (class in botorch.acquisition.active_learning)
PairwiseMCSampler (class in botorch.sampling.pairwise_samplers)
PairwiseProbitLikelihood (class in botorch.models.likelihoods.pairwise)
PairwiseSobolQMCNormalSampler (class in botorch.sampling.pairwise_samplers)
parameter (botorch.optim.homotopy.HomotopyParameter attribute)
parameter_rollback_ctx() (in module botorch.utils.context_managers)
pareto_Y (botorch.utils.multi_objective.box_decompositions.box_decomposition.BoxDecomposition property)
(botorch.utils.multi_objective.box_decompositions.box_decomposition_list.BoxDecompositionList property)
partition_space() (botorch.utils.multi_objective.box_decompositions.box_decomposition.BoxDecomposition method)
(botorch.utils.multi_objective.box_decompositions.box_decomposition.FastPartitioning method)
PathDict (class in botorch.sampling.pathwise.paths)
PathList (class in botorch.sampling.pathwise.paths)
PenalizedAcquisitionFunction (class in botorch.acquisition.penalized)
PenalizedMCObjective (class in botorch.acquisition.penalized)
Penicillin (class in botorch.test_functions.multi_objective)
penicillin_vectorized() (botorch.test_functions.multi_objective.Penicillin class method)
perm (botorch.utils.probability.linalg.PivotedCholesky attribute)
(botorch.utils.probability.mvnxpb.mvnxpbState attribute)
phi() (in module botorch.utils.probability.utils)
piv_chol (botorch.utils.probability.mvnxpb.mvnxpbState attribute)
pivot_() (botorch.utils.probability.linalg.PivotedCholesky method)
(botorch.utils.probability.mvnxpb.MVNXPB method)
PivotedCholesky (class in botorch.utils.probability.linalg)
plug_ins (botorch.utils.probability.mvnxpb.mvnxpbState attribute)
PolytopeSampler (class in botorch.utils.sampling)
pop() (botorch.utils.torch.BufferDict method)
post_processing_func (botorch.optim.optimize.OptimizeAcqfInputs attribute)
posterior (botorch.cross_validation.CVResults attribute)
Posterior (class in botorch.posteriors.posterior)
posterior() (botorch.models.approximate_gp.ApproximateGPyTorchModel method)
(botorch.models.ensemble.EnsembleModel method)
(botorch.models.fully_bayesian.SaasFullyBayesianSingleTaskGP method)
(botorch.models.fully_bayesian_multitask.SaasFullyBayesianMultiTaskGP method)
(botorch.models.gpytorch.BatchedMultiOutputGPyTorchModel method)
(botorch.models.gpytorch.GPyTorchModel method)
(botorch.models.gpytorch.ModelListGPyTorchModel method)
(botorch.models.gpytorch.MultiTaskGPyTorchModel method)
(botorch.models.higher_order_gp.HigherOrderGP method)
(botorch.models.model.FantasizeMixin method)
(botorch.models.model.Model method)
(botorch.models.model.ModelList method)
(botorch.models.multitask.KroneckerMultiTaskGP method)
(botorch.models.pairwise_gp.PairwiseGP method)
(botorch.utils.testing.MockModel method)
PosteriorList (class in botorch.posteriors.posterior_list)
PosteriorMean (class in botorch.acquisition.analytic)
PosteriorMeanModel (class in botorch.models.deterministic)
PosteriorStandardDeviation (class in botorch.acquisition.analytic)
PosteriorTransform (class in botorch.acquisition.objective)
postprocess_mcmc_samples() (botorch.models.fully_bayesian.PyroModel method)
(botorch.models.fully_bayesian.SaasPyroModel method)
Powell (class in botorch.test_functions.synthetic)
Power (class in botorch.models.transforms.outcome)
predictive_mean_cache (botorch.models.multitask.KroneckerMultiTaskGP property)
preprocess_transform() (botorch.models.transforms.input.ChainedInputTransform method)
(botorch.models.transforms.input.InputTransform method)
PressureVessel (class in botorch.test_functions.synthetic)
PriorGuidedAcquisitionFunction (class in botorch.acquisition.prior_guided)
ProbabilityOfImprovement (class in botorch.acquisition.analytic)
project_to_sample_points() (in module botorch.acquisition.utils)
project_to_target_fidelity() (in module botorch.acquisition.utils)
ProjectedAcquisitionFunction (class in botorch.acquisition.knowledge_gradient)
propagate_grads (class in botorch.settings)
ProximalAcquisitionFunction (class in botorch.acquisition.proximal)
prune_candidates() (in module botorch.optim.optimize_homotopy)
prune_inferior_points() (in module botorch.acquisition.utils)
prune_inferior_points_multi_objective() (in module botorch.acquisition.multi_objective.utils)
psi() (botorch.acquisition.multi_objective.analytic.ExpectedHypervolumeImprovement method)
PyroModel (class in botorch.models.fully_bayesian)
Q
q (botorch.optim.optimize.OptimizeAcqfInputs attribute)
qAnalyticProbabilityOfImprovement (class in botorch.acquisition.analytic)
qExpectedHypervolumeImprovement (class in botorch.acquisition.multi_objective.monte_carlo)
qExpectedImprovement (class in botorch.acquisition.monte_carlo)
qExpectedUtilityOfBestOption (class in botorch.acquisition.preference)
qHypervolumeKnowledgeGradient (class in botorch.acquisition.multi_objective.hypervolume_knowledge_gradient)
qJointEntropySearch (class in botorch.acquisition.joint_entropy_search)
qKnowledgeGradient (class in botorch.acquisition.knowledge_gradient)
qLogExpectedHypervolumeImprovement (class in botorch.acquisition.multi_objective.logei)
qLogExpectedImprovement (class in botorch.acquisition.logei)
qLogNoisyExpectedHypervolumeImprovement (class in botorch.acquisition.multi_objective.logei)
qLogNoisyExpectedImprovement (class in botorch.acquisition.logei)
qLogNParEGO (class in botorch.acquisition.multi_objective.parego)
qLowerBoundMaxValueEntropy (class in botorch.acquisition.max_value_entropy_search)
qLowerBoundMultiObjectiveJointEntropySearch (class in botorch.acquisition.multi_objective.joint_entropy_search)
qLowerBoundMultiObjectiveMaxValueEntropySearch (class in botorch.acquisition.multi_objective.max_value_entropy_search)
qMaxValueEntropy (class in botorch.acquisition.max_value_entropy_search)
qMultiFidelityHypervolumeKnowledgeGradient (class in botorch.acquisition.multi_objective.hypervolume_knowledge_gradient)
qMultiFidelityKnowledgeGradient (class in botorch.acquisition.knowledge_gradient)
qMultiFidelityLowerBoundMaxValueEntropy (class in botorch.acquisition.max_value_entropy_search)
qMultiFidelityMaxValueEntropy (class in botorch.acquisition.max_value_entropy_search)
qMultiObjectiveMaxValueEntropy (class in botorch.acquisition.multi_objective.max_value_entropy_search)
qMultiObjectivePredictiveEntropySearch (class in botorch.acquisition.multi_objective.predictive_entropy_search)
qMultiStepLookahead (class in botorch.acquisition.multi_step_lookahead)
qNegIntegratedPosteriorVariance (class in botorch.acquisition.active_learning)
qNoisyExpectedHypervolumeImprovement (class in botorch.acquisition.multi_objective.monte_carlo)
qNoisyExpectedImprovement (class in botorch.acquisition.monte_carlo)
qPredictiveEntropySearch (class in botorch.acquisition.predictive_entropy_search)
qProbabilityOfImprovement (class in botorch.acquisition.monte_carlo)
qSimpleRegret (class in botorch.acquisition.monte_carlo)
QualityFunction (class in botorch.models.utils.inducing_point_allocators)
quantile() (botorch.posteriors.fully_bayesian.GaussianMixturePosterior method)
(botorch.posteriors.gpytorch.GPyTorchPosterior method)
(botorch.posteriors.posterior.Posterior method)
(botorch.posteriors.torch.TorchPosterior method)
qUpperConfidenceBound (class in botorch.acquisition.monte_carlo)
R
R (botorch.test_functions.multi_objective.Penicillin attribute)
random_search_optimizer() (in module botorch.acquisition.multi_objective.utils)
RandomFourierFeatures (class in botorch.utils.gp_sampling)
ranges (botorch.models.transforms.input.Normalize property)
RankingDataset (class in botorch.utils.datasets)
Rastrigin (class in botorch.test_functions.synthetic)
raw_samples (botorch.optim.optimize.OptimizeAcqfInputs attribute)
ref_point (botorch.utils.multi_objective.box_decompositions.box_decomposition.BoxDecomposition property)
(botorch.utils.multi_objective.box_decompositions.box_decomposition_list.BoxDecompositionList property)
(botorch.utils.multi_objective.hypervolume.Hypervolume property)
reinsert() (botorch.utils.multi_objective.hypervolume.MultiList method)
remove() (botorch.utils.multi_objective.hypervolume.MultiList method)
repeat_to_match_aug_dim() (in module botorch.acquisition.utils)
reset() (botorch.optim.homotopy.Homotopy method)
(botorch.utils.multi_objective.box_decompositions.box_decomposition.BoxDecomposition method)
reshape_and_detach() (in module botorch.models.fully_bayesian)
restart() (botorch.optim.homotopy.FixedHomotopySchedule method)
(botorch.optim.homotopy.Homotopy method)
retry_on_optimization_warning (botorch.optim.optimize.OptimizeAcqfInputs attribute)
return_best_only (botorch.optim.optimize.OptimizeAcqfInputs attribute)
return_full_tree (botorch.optim.optimize.OptimizeAcqfInputs attribute)
reverse (botorch.models.transforms.input.ReversibleInputTransform attribute)
ReversibleInputTransform (class in botorch.models.transforms.input)
RiskMeasureMCObjective (class in botorch.acquisition.risk_measures)
Rosenbrock (class in botorch.test_functions.synthetic)
Round (class in botorch.models.transforms.input)
round_nearest() (in module botorch.test_functions.utils)
RoundSTE (class in botorch.utils.rounding)
rsample() (botorch.posteriors.ensemble.EnsemblePosterior method)
(botorch.posteriors.gpytorch.GPyTorchPosterior method)
(botorch.posteriors.higher_order.HigherOrderGPPosterior method)
(botorch.posteriors.multitask.MultitaskGPPosterior method)
(botorch.posteriors.posterior.Posterior method)
(botorch.posteriors.posterior_list.PosteriorList method)
(botorch.posteriors.torch.TorchPosterior method)
(botorch.posteriors.transformed.TransformedPosterior method)
(botorch.utils.probability.truncated_multivariate_normal.TruncatedMultivariateNormal method)
(botorch.utils.probability.unified_skew_normal.UnifiedSkewNormal method)
(botorch.utils.testing.MockPosterior method)
rsample_from_base_samples() (botorch.posteriors.ensemble.EnsemblePosterior method)
(botorch.posteriors.gpytorch.GPyTorchPosterior method)
(botorch.posteriors.higher_order.HigherOrderGPPosterior method)
(botorch.posteriors.multitask.MultitaskGPPosterior method)
(botorch.posteriors.posterior.Posterior method)
(botorch.posteriors.transformed.TransformedPosterior method)
(botorch.utils.testing.MockPosterior method)
RUNNING (botorch.optim.core.OptimizationStatus attribute)
runtime (botorch.optim.core.OptimizationResult attribute)
S
SaasFullyBayesianMultiTaskGP (class in botorch.models.fully_bayesian_multitask)
SaasFullyBayesianSingleTaskGP (class in botorch.models.fully_bayesian)
SaasPyroModel (class in botorch.models.fully_bayesian)
SACGP (class in botorch.models.contextual)
SACKernel (class in botorch.models.kernels.contextual_sac)
sample() (botorch.models.fully_bayesian.PyroModel method)
(botorch.models.fully_bayesian.SaasPyroModel method)
(botorch.models.fully_bayesian_multitask.MultitaskSaasPyroModel method)
(botorch.posteriors.posterior.Posterior method)
sample_all_priors() (in module botorch.optim.utils.model_utils)
sample_cached_cholesky() (in module botorch.utils.low_rank)
sample_hypersphere() (in module botorch.utils.sampling)
sample_latent_features() (botorch.models.fully_bayesian_multitask.MultitaskSaasPyroModel method)
sample_lengthscale() (botorch.models.fully_bayesian.SaasPyroModel method)
sample_mean() (botorch.models.fully_bayesian.SaasPyroModel method)
sample_noise() (botorch.models.fully_bayesian.SaasPyroModel method)
sample_optimal_points() (in module botorch.acquisition.multi_objective.utils)
sample_outputscale() (botorch.models.fully_bayesian.SaasPyroModel method)
sample_perturbed_subset_dims() (in module botorch.optim.initializers)
sample_points_around_best() (in module botorch.optim.initializers)
sample_polytope() (in module botorch.utils.sampling)
sample_q_batches_from_polytope() (in module botorch.optim.initializers)
sample_shape (botorch.acquisition.acquisition.MCSamplerMixin property)
(botorch.sampling.list_sampler.ListSampler property)
sample_simplex() (in module botorch.utils.sampling)
sample_task_lengthscale() (botorch.models.fully_bayesian_multitask.MultitaskSaasPyroModel method)
sample_truncated_normal_perturbations() (in module botorch.optim.initializers)
SamplePath (class in botorch.sampling.pathwise.paths)
sampler (botorch.utils.probability.truncated_multivariate_normal.TruncatedMultivariateNormal property)
SampleReducingMCAcquisitionFunction (class in botorch.acquisition.monte_carlo)
SampleReductionProtocol (class in botorch.acquisition.monte_carlo)
SamplingStrategy (class in botorch.generation.sampling)
SamplingWarning
scalarize (botorch.acquisition.objective.ScalarizedPosteriorTransform attribute)
(botorch.utils.test_helpers.DummyNonScalarizingPosteriorTransform attribute)
scalarize_posterior() (in module botorch.posteriors.gpytorch)
scalarize_posterior_gpytorch() (in module botorch.posteriors.gpytorch)
ScalarizedPosteriorMean (class in botorch.acquisition.analytic)
ScalarizedPosteriorTransform (class in botorch.acquisition.objective)
scale_tril (botorch.utils.probability.unified_skew_normal.UnifiedSkewNormal property)
schedule (botorch.optim.homotopy.HomotopyParameter attribute)
scipy_minimize() (in module botorch.optim.core)
select_pivot() (botorch.utils.probability.mvnxpb.MVNXPB method)
separate_mtmvn() (in module botorch.utils.multitask)
sequential (botorch.optim.optimize.OptimizeAcqfInputs attribute)
set_attribute() (in module botorch.models.converter)
set_baseline_Y() (botorch.acquisition.multi_objective.multi_output_risk_measures.MARS method)
set_inputs() (botorch.models.fully_bayesian.PyroModel method)
(botorch.models.fully_bayesian.SaasPyroModel method)
(botorch.models.fully_bayesian_multitask.MultitaskSaasPyroModel method)
set_tensors_from_ndarray_1d() (in module botorch.optim.utils.numpy_utils)
set_train_data() (botorch.models.pairwise_gp.PairwiseGP method)
set_X_pending() (botorch.acquisition.acquisition.AcquisitionFunction method)
(botorch.acquisition.analytic.AnalyticAcquisitionFunction method)
(botorch.acquisition.decoupled.DecoupledAcquisitionFunction method)
(botorch.acquisition.max_value_entropy_search.MaxValueBase method)
(botorch.acquisition.max_value_entropy_search.qMaxValueEntropy method)
(botorch.acquisition.multi_objective.analytic.MultiObjectiveAnalyticAcquisitionFunction method)
(botorch.acquisition.multi_objective.max_value_entropy_search.qMultiObjectiveMaxValueEntropy method)
(botorch.acquisition.penalized.PenalizedAcquisitionFunction method)
(botorch.utils.multi_objective.hypervolume.NoisyExpectedHypervolumeMixin method)
(botorch.utils.testing.MockAcquisitionFunction method)
setUp() (botorch.utils.testing.BotorchTestCase method)
shape (botorch.optim.utils.model_utils.TorchAttr attribute)
(botorch.utils.containers.BotorchContainer property)
(botorch.utils.containers.DenseContainer property)
(botorch.utils.containers.SliceContainer property)
shape_to_str() (in module botorch.logging)
Shekel (class in botorch.test_functions.synthetic)
should_stop (botorch.optim.homotopy.FixedHomotopySchedule property)
(botorch.optim.homotopy.Homotopy property)
sigmoid() (in module botorch.utils.safe_math)
SimpleGPyTorchModel (class in botorch.utils.test_helpers)
SineCosineTransform (class in botorch.sampling.pathwise.utils)
SingleTaskGP (class in botorch.models.gp_regression)
SingleTaskMultiFidelityGP (class in botorch.models.gp_regression_fidelity)
SingleTaskVariationalGP (class in botorch.models.approximate_gp)
SixHumpCamel (class in botorch.test_functions.synthetic)
SliceContainer (class in botorch.utils.containers)
smooth_amax() (in module botorch.utils.safe_math)
smooth_amin() (in module botorch.utils.safe_math)
SobolQMCNormalSampler (class in botorch.sampling.normal)
solve() (botorch.utils.probability.mvnxpb.MVNXPB method)
solver (botorch.utils.probability.truncated_multivariate_normal.TruncatedMultivariateNormal property)
sort_by_dimension() (in module botorch.utils.multi_objective.hypervolume)
source() (botorch.utils.dispatcher.Dispatcher method)
sparse_to_dense_constraints() (in module botorch.utils.sampling)
SpeedReducer (class in botorch.test_functions.synthetic)
SRN (class in botorch.test_functions.multi_objective)
standard_normal_log_hazard() (in module botorch.utils.probability.utils)
Standardize (class in botorch.models.transforms.outcome)
standardize() (in module botorch.utils.transforms)
standardize_moments() (in module botorch.utils.test_helpers)
state (botorch.optim.closures.core.NdarrayOptimizationClosure property)
state_dict() (botorch.utils.testing.MockModel method)
status (botorch.optim.core.OptimizationResult attribute)
stds (botorch.models.transforms.input.InputStandardize property)
step (botorch.optim.core.OptimizationResult attribute)
(botorch.utils.probability.linalg.PivotedCholesky attribute)
(botorch.utils.probability.mvnxpb.mvnxpbState attribute)
step() (botorch.optim.homotopy.FixedHomotopySchedule method)
(botorch.optim.homotopy.Homotopy method)
(botorch.utils.probability.lin_ess.LinearEllipticalSliceSampler method)
StochasticSampler (class in botorch.sampling.stochastic_samplers)
STOPPED (botorch.optim.core.OptimizationStatus attribute)
StoppingCriterion (class in botorch.optim.stopping)
StyblinskiTang (class in botorch.test_functions.synthetic)
sub() (in module botorch.utils.safe_math)
subset_output() (botorch.models.deterministic.AffineDeterministicModel method)
(botorch.models.deterministic.GenericDeterministicModel method)
(botorch.models.gp_regression.HeteroskedasticSingleTaskGP method)
(botorch.models.gpytorch.BatchedMultiOutputGPyTorchModel method)
(botorch.models.gpytorch.MultiTaskGPyTorchModel method)
(botorch.models.model.Model method)
(botorch.models.model.ModelList method)
(botorch.models.transforms.outcome.Bilog method)
(botorch.models.transforms.outcome.ChainedOutcomeTransform method)
(botorch.models.transforms.outcome.Log method)
(botorch.models.transforms.outcome.OutcomeTransform method)
(botorch.models.transforms.outcome.Power method)
(botorch.models.transforms.outcome.Standardize method)
subset_transform() (in module botorch.models.transforms.utils)
SubsetIndexCachingMixin (class in botorch.utils.multi_objective.hypervolume)
SUCCESS (botorch.optim.core.OptimizationStatus attribute)
SupervisedDataset (class in botorch.utils.datasets)
supports_cache_root() (in module botorch.acquisition.cached_cholesky)
swap_along_dim_() (in module botorch.utils.probability.utils)
SyntheticTestFunction (class in botorch.test_functions.synthetic)
SyntheticTestFunctionTestCaseMixin (class in botorch.utils.testing)
T
t_batch_mode_transform() (in module botorch.utils.transforms)
T_o (botorch.test_functions.multi_objective.Penicillin attribute)
T_v (botorch.test_functions.multi_objective.Penicillin attribute)
task_covar_module() (botorch.models.contextual_multioutput.LCEMGP method)
TensionCompressionString (class in botorch.test_functions.synthetic)
TensorCheckpoint (class in botorch.utils.context_managers)
TensorTransform (class in botorch.sampling.pathwise.utils)
test_attributes() (botorch.utils.testing.MultiObjectiveTestProblemTestCaseMixin method)
test_evaluate_slack() (botorch.utils.testing.ConstrainedTestProblemTestCaseMixin method)
test_forward() (botorch.utils.testing.BaseTestProblemTestCaseMixIn method)
test_max_hv() (botorch.utils.testing.MultiObjectiveTestProblemTestCaseMixin method)
test_num_constraints() (botorch.utils.testing.ConstrainedTestProblemTestCaseMixin method)
test_optimal_value() (botorch.utils.testing.SyntheticTestFunctionTestCaseMixin method)
test_optimizer() (botorch.utils.testing.SyntheticTestFunctionTestCaseMixin method)
test_ref_point() (botorch.utils.testing.MultiObjectiveTestProblemTestCaseMixin method)
test_X (botorch.cross_validation.CVFolds attribute)
test_Y (botorch.cross_validation.CVFolds attribute)
test_Yvar (botorch.cross_validation.CVFolds attribute)
ThreeHumpCamel (class in botorch.test_functions.synthetic)
timeout_sec (botorch.optim.optimize.OptimizeAcqfInputs attribute)
torch_minimize() (in module botorch.optim.core)
TorchAttr (class in botorch.optim.utils.model_utils)
TorchPosterior (class in botorch.posteriors.torch)
ToyRobust (class in botorch.test_functions.multi_objective)
train() (botorch.models.approximate_gp.ApproximateGPyTorchModel method)
(botorch.models.fully_bayesian.SaasFullyBayesianSingleTaskGP method)
(botorch.models.fully_bayesian_multitask.SaasFullyBayesianMultiTaskGP method)
(botorch.models.model.Model method)
(botorch.models.multitask.KroneckerMultiTaskGP method)
train_full_covar (botorch.models.multitask.KroneckerMultiTaskGP property)
train_X (botorch.cross_validation.CVFolds attribute)
train_Y (botorch.cross_validation.CVFolds attribute)
train_Yvar (botorch.cross_validation.CVFolds attribute)
transform() (botorch.models.transforms.input.AppendFeatures method)
(botorch.models.transforms.input.ChainedInputTransform method)
(botorch.models.transforms.input.FilterFeatures method)
(botorch.models.transforms.input.InputPerturbation method)
(botorch.models.transforms.input.InputTransform method)
(botorch.models.transforms.input.OneHotToNumeric method)
(botorch.models.transforms.input.ReversibleInputTransform method)
(botorch.models.transforms.input.Round method)
transform_constraints() (in module botorch.optim.initializers)
transform_inputs() (botorch.models.model.FantasizeMixin method)
(botorch.models.model.Model method)
(botorch.models.model.ModelList method)
transform_inter_point_constraint() (in module botorch.optim.initializers)
transform_intra_point_constraint() (in module botorch.optim.initializers)
transform_on_eval (botorch.models.transforms.input.InputTransform attribute)
transform_on_fantasize (botorch.models.transforms.input.InputTransform attribute)
transform_on_train (botorch.models.transforms.input.InputTransform attribute)
TransformedModuleMixin (class in botorch.sampling.pathwise.utils)
TransformedPosterior (class in botorch.posteriors.transformed)
tril (botorch.utils.probability.linalg.PivotedCholesky attribute)
TruncatedMultivariateNormal (class in botorch.utils.probability.truncated_multivariate_normal)
type_bypassing_encoder() (in module botorch.utils.dispatcher)
U
unconsolidated_utility (botorch.models.pairwise_gp.PairwiseGP property)
UnifiedSkewNormal (class in botorch.utils.probability.unified_skew_normal)
UnitQualityFunction (class in botorch.models.utils.inducing_point_allocators)
unnormalize() (in module botorch.utils.transforms)
UnsupportedError
untransform() (botorch.models.higher_order_gp.FlattenedStandardize method)
(botorch.models.transforms.input.ChainedInputTransform method)
(botorch.models.transforms.input.InputTransform method)
(botorch.models.transforms.input.OneHotToNumeric method)
(botorch.models.transforms.input.ReversibleInputTransform method)
(botorch.models.transforms.outcome.Bilog method)
(botorch.models.transforms.outcome.ChainedOutcomeTransform method)
(botorch.models.transforms.outcome.Log method)
(botorch.models.transforms.outcome.OutcomeTransform method)
(botorch.models.transforms.outcome.Power method)
(botorch.models.transforms.outcome.Standardize method)
untransform_posterior() (botorch.models.higher_order_gp.FlattenedStandardize method)
(botorch.models.transforms.outcome.Bilog method)
(botorch.models.transforms.outcome.ChainedOutcomeTransform method)
(botorch.models.transforms.outcome.Log method)
(botorch.models.transforms.outcome.OutcomeTransform method)
(botorch.models.transforms.outcome.Power method)
(botorch.models.transforms.outcome.Standardize method)
update() (botorch.utils.multi_objective.box_decompositions.box_decomposition.BoxDecomposition method)
(botorch.utils.multi_objective.box_decompositions.box_decomposition.FastPartitioning method)
(botorch.utils.multi_objective.box_decompositions.box_decomposition_list.BoxDecompositionList method)
(botorch.utils.torch.BufferDict method)
update_() (botorch.utils.probability.linalg.PivotedCholesky method)
update_local_upper_bounds_incremental() (in module botorch.utils.multi_objective.box_decompositions.utils)
UpperConfidenceBound (class in botorch.acquisition.analytic)
UserInputWarning
V
V_max (botorch.test_functions.multi_objective.Penicillin attribute)
validate_init (botorch.utils.probability.linalg.PivotedCholesky attribute)
validate_input_scaling (class in botorch.settings)
validate_input_scaling() (in module botorch.models.utils.assorted)
value (botorch.optim.homotopy.FixedHomotopySchedule property)
values (botorch.utils.containers.DenseContainer attribute)
(botorch.utils.containers.SliceContainer attribute)
(botorch.utils.context_managers.TensorCheckpoint attribute)
values() (botorch.sampling.pathwise.paths.PathDict method)
(botorch.utils.torch.BufferDict method)
VaR (class in botorch.acquisition.risk_measures)
variance (botorch.posteriors.ensemble.EnsemblePosterior property)
(botorch.posteriors.gpytorch.GPyTorchPosterior property)
(botorch.posteriors.posterior_list.PosteriorList property)
(botorch.posteriors.transformed.TransformedPosterior property)
(botorch.utils.testing.MockPosterior property)
VehicleSafety (class in botorch.test_functions.multi_objective)
W
warmstart_multistep() (in module botorch.acquisition.multi_step_lookahead)
Warp (class in botorch.models.transforms.input)
WeightedMCMultiOutputObjective (class in botorch.acquisition.multi_objective.objective)
weights (botorch.posteriors.ensemble.EnsemblePosterior property)
WeldedBeam (class in botorch.test_functions.multi_objective)
WeldedBeamSO (class in botorch.test_functions.synthetic)
WorstCase (class in botorch.acquisition.risk_measures)
X
X (botorch.utils.datasets.ContextualDataset property)
(botorch.utils.datasets.MultiTaskDataset property)
(botorch.utils.datasets.SupervisedDataset property)
X_baseline (botorch.utils.multi_objective.hypervolume.NoisyExpectedHypervolumeMixin property)
X_evaluation_mask (botorch.acquisition.decoupled.DecoupledAcquisitionFunction property)
X_pending (botorch.acquisition.fixed_feature.FixedFeatureAcquisitionFunction property)
(botorch.acquisition.penalized.PenalizedAcquisitionFunction property)
Xs (botorch.utils.gp_sampling.GPDraw property)
Y
Y (botorch.utils.datasets.ContextualDataset property)
(botorch.utils.datasets.MultiTaskDataset property)
(botorch.utils.datasets.SupervisedDataset property)
(botorch.utils.multi_objective.box_decompositions.box_decomposition.BoxDecomposition property)
Y_ps (botorch.test_functions.multi_objective.Penicillin attribute)
Y_xs (botorch.test_functions.multi_objective.Penicillin attribute)
Ys (botorch.utils.gp_sampling.GPDraw property)
Yvar (botorch.utils.datasets.ContextualDataset property)
(botorch.utils.datasets.MultiTaskDataset property)
(botorch.utils.datasets.SupervisedDataset property)
Z
ZDT (class in botorch.test_functions.multi_objective)
ZDT1 (class in botorch.test_functions.multi_objective)
ZDT2 (class in botorch.test_functions.multi_objective)
ZDT3 (class in botorch.test_functions.multi_objective)
zero_grad_ctx() (in module botorch.utils.context_managers)
BoTorch
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