BoTorch
0.10.0
Docs
Tutorials
API Reference
Papers
GitHub
Index
_
|
A
|
B
|
C
|
D
|
E
|
F
|
G
|
H
|
I
|
K
|
L
|
M
|
N
|
O
|
P
|
Q
|
R
|
S
|
T
|
U
|
V
|
W
|
X
|
Y
|
Z
_
_default_sample_shape (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)
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)
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.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.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.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)
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.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.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.deterministic
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.deterministic
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
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)
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)
CachedCholeskyMCAcquisitionFunction (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)
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_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.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.fully_bayesian_multitask.SaasFullyBayesianMultiTaskGP 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_constrained_ei() (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_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_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)
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.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)
DeterministicPosterior (class in botorch.posteriors.deterministic)
DeterministicSampler (class in botorch.sampling.deterministic)
device (botorch.optim.utils.model_utils.TorchAttr attribute)
(botorch.posteriors.deterministic.DeterministicPosterior property)
(botorch.posteriors.ensemble.EnsemblePosterior property)
(botorch.posteriors.posterior_list.PosteriorList property)
(botorch.posteriors.torch.TorchPosterior property)
(botorch.posteriors.transformed.TransformedPosterior 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_fidelity.AugmentedRosenbrock attribute)
(botorch.test_functions.multi_objective.BNH attribute)
(botorch.test_functions.multi_objective.BraninCurrin attribute)
(botorch.test_functions.multi_objective.C2DTLZ2 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.DH1 attribute)
(botorch.test_functions.multi_objective.DH2 attribute)
(botorch.test_functions.multi_objective.DH3 attribute)
(botorch.test_functions.multi_objective.DH4 attribute)
(botorch.test_functions.multi_objective.DiscBrake attribute)
(botorch.test_functions.multi_objective.DTLZ attribute)
(botorch.test_functions.multi_objective.DTLZ1 attribute)
(botorch.test_functions.multi_objective.DTLZ2 attribute)
(botorch.test_functions.multi_objective.DTLZ3 attribute)
(botorch.test_functions.multi_objective.DTLZ4 attribute)
(botorch.test_functions.multi_objective.DTLZ5 attribute)
(botorch.test_functions.multi_objective.DTLZ7 attribute)
(botorch.test_functions.multi_objective.GMM 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.ZDT attribute)
(botorch.test_functions.multi_objective.ZDT1 attribute)
(botorch.test_functions.multi_objective.ZDT2 attribute)
(botorch.test_functions.multi_objective.ZDT3 attribute)
(botorch.test_functions.multi_objective_multi_fidelity.MOMFBraninCurrin attribute)
(botorch.test_functions.multi_objective_multi_fidelity.MOMFPark attribute)
(botorch.test_functions.sensitivity_analysis.Gsobol attribute)
(botorch.test_functions.sensitivity_analysis.Ishigami attribute)
(botorch.test_functions.sensitivity_analysis.Morris 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.ConstrainedHartmann attribute)
(botorch.test_functions.synthetic.ConstrainedHartmannSmooth attribute)
(botorch.test_functions.synthetic.ConstrainedSyntheticTestFunction attribute)
(botorch.test_functions.synthetic.Cosine8 attribute)
(botorch.test_functions.synthetic.DixonPrice attribute)
(botorch.test_functions.synthetic.DropWave attribute)
(botorch.test_functions.synthetic.EggHolder attribute)
(botorch.test_functions.synthetic.Griewank attribute)
(botorch.test_functions.synthetic.Hartmann attribute)
(botorch.test_functions.synthetic.HolderTable attribute)
(botorch.test_functions.synthetic.Levy attribute)
(botorch.test_functions.synthetic.Michalewicz attribute)
(botorch.test_functions.synthetic.Powell attribute)
(botorch.test_functions.synthetic.PressureVessel attribute)
(botorch.test_functions.synthetic.Rastrigin attribute)
(botorch.test_functions.synthetic.Rosenbrock attribute)
(botorch.test_functions.synthetic.Shekel attribute)
(botorch.test_functions.synthetic.SixHumpCamel attribute)
(botorch.test_functions.synthetic.SpeedReducer attribute)
(botorch.test_functions.synthetic.StyblinskiTang 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.fully_bayesian.FullyBayesianPosterior attribute)
(botorch.posteriors.fully_bayesian.GaussianMixturePosterior attribute)
(botorch.posteriors.gpytorch.GPyTorchPosterior attribute)
(botorch.posteriors.higher_order.HigherOrderGPPosterior attribute)
(botorch.posteriors.multitask.MultitaskGPPosterior 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)
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.deterministic.DeterministicPosterior property)
(botorch.posteriors.ensemble.EnsemblePosterior property)
(botorch.posteriors.posterior_list.PosteriorList property)
(botorch.posteriors.torch.TorchPosterior property)
(botorch.posteriors.transformed.TransformedPosterior 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)
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)
EnsemblePosterior (class in botorch.posteriors.ensemble)
equality_constraints (botorch.optim.optimize.OptimizeAcqfInputs attribute)
equals() (botorch.models.transforms.input.ChainedInputTransform method)
(botorch.models.transforms.input.FilterFeatures method)
(botorch.models.transforms.input.OneHotToNumeric 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.ScalarizedPosteriorTransform method)
(botorch.acquisition.objective.UnstandardizePosteriorTransform method)
(botorch.optim.stopping.ExpMAStoppingCriterion 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.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.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)
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)
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() (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)
fit_gpytorch_model() (in module botorch.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)
FixedNoiseMultiTaskGP (class in botorch.models.multitask)
FixedSingleSampleModel (class in botorch.models.deterministic)
FlattenedStandardize (class in botorch.models.higher_order_gp)
ForkedRNGSampler (class in botorch.sampling.stochastic_samplers)
forward() (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.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.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.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.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.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.UnstandardizeMCMultiOutputObjective 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.ScalarizedPosteriorTransform method)
(botorch.acquisition.objective.UnstandardizePosteriorTransform 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.VaR method)
(botorch.acquisition.risk_measures.WorstCase method)
(botorch.generation.sampling.BoltzmannSampling method)
(botorch.generation.sampling.ConstrainedMaxPosteriorSampling method)
(botorch.generation.sampling.MaxPosteriorSampling method)
(botorch.models.approximate_gp.ApproximateGPyTorchModel method)
(botorch.models.contextual_multioutput.LCEMGP method)
(botorch.models.cost.AffineFidelityCostModel method)
(botorch.models.cost.FixedCostModel method)
(botorch.models.deterministic.AffineDeterministicModel method)
(botorch.models.deterministic.FixedSingleSampleModel method)
(botorch.models.deterministic.GenericDeterministicModel method)
(botorch.models.deterministic.PosteriorMeanModel 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.multitask.KroneckerMultiTaskGP method)
(botorch.models.multitask.MultiTaskGP method)
(botorch.models.pairwise_gp.PairwiseGP method)
(botorch.models.pairwise_gp.PairwiseLaplaceMarginalLogLikelihood method)
(botorch.models.transforms.outcome.Bilog method)
(botorch.models.transforms.outcome.ChainedOutcomeTransform method)
(botorch.models.transforms.outcome.Log method)
(botorch.models.transforms.outcome.Power method)
(botorch.models.transforms.outcome.Standardize method)
(botorch.sampling.index_sampler.IndexSampler 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)
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.knowledge_gradient.qKnowledgeGradient method)
(botorch.acquisition.multi_objective.hypervolume_knowledge_gradient.qHypervolumeKnowledgeGradient method)
(botorch.acquisition.multi_step_lookahead.qMultiStepLookahead 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_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_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_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_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)
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)
HomotopySchedule (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)
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.features.maps.KernelEvaluationMap attribute)
(botorch.sampling.pathwise.features.maps.KernelFeatureMap attribute)
(botorch.sampling.pathwise.paths.GeneralizedLinearPath attribute)
(botorch.sampling.pathwise.paths.PathDict attribute)
(botorch.sampling.pathwise.paths.PathList attribute)
(botorch.sampling.pathwise.paths.SamplePath attribute)
(botorch.sampling.pathwise.posterior_samplers.MatheronPath attribute)
(botorch.sampling.pathwise.utils.TransformedModuleMixin attribute)
InputDataError
InputDataWarning
InputPerturbation (class in botorch.models.transforms.input)
InputStandardize (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)
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)
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)
LearnedObjective (class in botorch.acquisition.objective)
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.approximate_gp.ApproximateGPyTorchModel attribute)
(botorch.models.approximate_gp.SingleTaskVariationalGP attribute)
(botorch.models.contextual_multioutput.FixedNoiseLCEMGP attribute)
(botorch.models.contextual_multioutput.LCEMGP attribute)
(botorch.models.fully_bayesian_multitask.SaasFullyBayesianMultiTaskGP attribute)
(botorch.models.model_list_gp_regression.ModelListGP attribute)
(botorch.models.multitask.FixedNoiseMultiTaskGP attribute)
(botorch.models.multitask.KroneckerMultiTaskGP attribute)
(botorch.models.multitask.MultiTaskGP 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)
load_mcmc_samples() (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.models.transforms.outcome.Standardize 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.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)
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)
MCAcquisitionFunction (class in botorch.acquisition.monte_carlo)
MCMultiOutputObjective (class in botorch.acquisition.multi_objective.objective)
mean (botorch.posteriors.deterministic.DeterministicPosterior property)
(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() (in module botorch.generation.gen)
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_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)
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.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.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.deterministic
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.deterministic
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)
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)
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)
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.PairwiseLogitLikelihood method)
(botorch.models.likelihoods.pairwise.PairwiseProbitLikelihood method)
negative_log_hessian_sum() (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)
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_indices() (in module botorch.utils.transforms)
normalize_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.ConstrainedSyntheticTestFunction 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.C2DTLZ2 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.DTLZ attribute)
(botorch.test_functions.multi_objective.DTLZ1 attribute)
(botorch.test_functions.multi_objective.DTLZ2 attribute)
(botorch.test_functions.multi_objective.DTLZ3 attribute)
(botorch.test_functions.multi_objective.DTLZ4 attribute)
(botorch.test_functions.multi_objective.DTLZ5 attribute)
(botorch.test_functions.multi_objective.DTLZ7 attribute)
(botorch.test_functions.multi_objective.GMM 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.ZDT attribute)
(botorch.test_functions.multi_objective.ZDT1 attribute)
(botorch.test_functions.multi_objective.ZDT2 attribute)
(botorch.test_functions.multi_objective.ZDT3 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.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)
(botorch.optim.homotopy.HomotopySchedule property)
O
observed_Y (botorch.cross_validation.CVResults attribute)
observed_Yvar (botorch.cross_validation.CVResults attribute)
OneHotArgmaxSTE (class in botorch.utils.rounding)
OneHotToNumeric (class in botorch.models.transforms.input)
optimal_sobol_indicies() (botorch.test_functions.sensitivity_analysis.Gsobol method)
optimal_value (botorch.test_functions.synthetic.Hartmann property)
(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)
OutcomeUntransformer (class in botorch.sampling.pathwise.utils)
output_transform (botorch.sampling.pathwise.features.maps.FeatureMap attribute)
(botorch.sampling.pathwise.features.maps.KernelEvaluationMap attribute)
(botorch.sampling.pathwise.features.maps.KernelFeatureMap attribute)
(botorch.sampling.pathwise.paths.GeneralizedLinearPath attribute)
(botorch.sampling.pathwise.paths.PathDict attribute)
(botorch.sampling.pathwise.paths.PathList attribute)
(botorch.sampling.pathwise.paths.SamplePath attribute)
(botorch.sampling.pathwise.posterior_samplers.MatheronPath attribute)
(botorch.sampling.pathwise.utils.TransformedModuleMixin attribute)
OutputscaleTransform (class in botorch.sampling.pathwise.utils)
P
p() (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)
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_list.BoxDecompositionList property)
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)
pop() (botorch.utils.torch.BufferDict method)
post_processing_func (botorch.optim.optimize.OptimizeAcqfInputs attribute)
posterior (botorch.cross_validation.CVResults attribute)
posterior() (botorch.models.approximate_gp.ApproximateGPyTorchModel method)
(botorch.models.fully_bayesian.SaasFullyBayesianSingleTaskGP method)
(botorch.models.fully_bayesian_multitask.SaasFullyBayesianMultiTaskGP 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)
postprocess_mcmc_samples() (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)
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)
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)
qLogNoisyExpectedImprovement (class in botorch.acquisition.logei)
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)
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.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_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)
requires_grad_ctx() (in module botorch.utils.context_managers)
reset() (botorch.optim.homotopy.Homotopy method)
reshape_and_detach() (in module botorch.models.fully_bayesian)
restart() (botorch.optim.homotopy.FixedHomotopySchedule method)
(botorch.optim.homotopy.Homotopy method)
(botorch.optim.homotopy.HomotopySchedule 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.InputStandardize attribute)
(botorch.models.transforms.input.Log10 attribute)
(botorch.models.transforms.input.Normalize attribute)
(botorch.models.transforms.input.Warp attribute)
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.deterministic.DeterministicPosterior method)
(botorch.posteriors.ensemble.EnsemblePosterior method)
(botorch.posteriors.gpytorch.GPyTorchPosterior method)
(botorch.posteriors.higher_order.HigherOrderGPPosterior method)
(botorch.posteriors.multitask.MultitaskGPPosterior 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.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.SaasPyroModel method)
(botorch.models.fully_bayesian_multitask.MultitaskSaasPyroModel 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_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)
SamplingWarning
scalarize (botorch.acquisition.objective.ScalarizedPosteriorTransform 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.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.analytic.AnalyticAcquisitionFunction method)
(botorch.acquisition.decoupled.DecoupledAcquisitionFunction 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.testing.MockAcquisitionFunction method)
setUp() (botorch.utils.testing.BotorchTestCase method)
shape (botorch.optim.utils.model_utils.TorchAttr attribute)
(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)
(botorch.optim.homotopy.HomotopySchedule property)
sigmoid() (in module botorch.utils.safe_math)
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.optim.homotopy.HomotopySchedule method)
(botorch.utils.probability.lin_ess.LinearEllipticalSliceSampler method)
StochasticSampler (class in botorch.sampling.stochastic_samplers)
STOPPED (botorch.optim.core.OptimizationStatus attribute)
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.model.Model method)
(botorch.models.model.ModelList method)
(botorch.models.model_list_gp_regression.ModelListGP method)
(botorch.models.transforms.outcome.Bilog method)
(botorch.models.transforms.outcome.ChainedOutcomeTransform method)
(botorch.models.transforms.outcome.Log 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_matrix() (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)
training (botorch.acquisition.cost_aware.GenericCostAwareUtility attribute)
(botorch.acquisition.cost_aware.InverseCostWeightedUtility attribute)
(botorch.acquisition.objective.ExpectationPosteriorTransform attribute)
(botorch.acquisition.objective.UnstandardizePosteriorTransform attribute)
(botorch.acquisition.penalized.GaussianPenalty attribute)
(botorch.acquisition.penalized.GroupLassoPenalty attribute)
(botorch.acquisition.penalized.L0Approximation attribute)
(botorch.acquisition.penalized.L0PenaltyApprox attribute)
(botorch.acquisition.penalized.L0PenaltyApproxObjective attribute)
(botorch.acquisition.penalized.L1Penalty attribute)
(botorch.acquisition.penalized.L1PenaltyObjective attribute)
(botorch.acquisition.penalized.L2Penalty attribute)
(botorch.generation.sampling.BoltzmannSampling attribute)
(botorch.generation.sampling.ConstrainedMaxPosteriorSampling attribute)
(botorch.generation.sampling.MaxPosteriorSampling attribute)
(botorch.models.approximate_gp.SingleTaskVariationalGP attribute)
(botorch.models.contextual_multioutput.FixedNoiseLCEMGP attribute)
(botorch.models.contextual_multioutput.LCEMGP attribute)
(botorch.models.fully_bayesian_multitask.SaasFullyBayesianMultiTaskGP attribute)
(botorch.models.higher_order_gp.FlattenedStandardize attribute)
(botorch.models.multitask.FixedNoiseMultiTaskGP attribute)
(botorch.models.pairwise_gp.PairwiseLaplaceMarginalLogLikelihood attribute)
(botorch.models.transforms.outcome.Bilog attribute)
(botorch.models.transforms.outcome.Log attribute)
(botorch.models.transforms.outcome.Power attribute)
(botorch.models.transforms.outcome.Standardize attribute)
(botorch.sampling.deterministic.DeterministicSampler attribute)
(botorch.sampling.index_sampler.IndexSampler attribute)
(botorch.sampling.normal.IIDNormalSampler attribute)
(botorch.sampling.normal.NormalMCSampler attribute)
(botorch.sampling.normal.SobolQMCNormalSampler attribute)
(botorch.sampling.pairwise_samplers.PairwiseIIDNormalSampler attribute)
(botorch.sampling.pairwise_samplers.PairwiseMCSampler attribute)
(botorch.sampling.pairwise_samplers.PairwiseSobolQMCNormalSampler attribute)
(botorch.sampling.pathwise.features.maps.KernelEvaluationMap attribute)
(botorch.sampling.pathwise.features.maps.KernelFeatureMap attribute)
(botorch.sampling.pathwise.paths.GeneralizedLinearPath attribute)
(botorch.sampling.pathwise.paths.PathDict attribute)
(botorch.sampling.pathwise.paths.PathList attribute)
(botorch.sampling.pathwise.posterior_samplers.MatheronPath attribute)
(botorch.sampling.pathwise.utils.ChainedTransform attribute)
(botorch.sampling.pathwise.utils.FeatureSelector attribute)
(botorch.sampling.pathwise.utils.InverseLengthscaleTransform attribute)
(botorch.sampling.pathwise.utils.OutcomeUntransformer attribute)
(botorch.sampling.pathwise.utils.OutputscaleTransform attribute)
(botorch.sampling.pathwise.utils.SineCosineTransform attribute)
(botorch.sampling.pathwise.utils.TensorTransform attribute)
(botorch.sampling.stochastic_samplers.ForkedRNGSampler attribute)
(botorch.sampling.stochastic_samplers.StochasticSampler attribute)
(botorch.test_functions.multi_fidelity.AugmentedBranin attribute)
(botorch.test_functions.multi_fidelity.AugmentedHartmann attribute)
(botorch.test_functions.multi_fidelity.AugmentedRosenbrock attribute)
(botorch.test_functions.multi_objective.BNH attribute)
(botorch.test_functions.multi_objective.BraninCurrin 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.DH1 attribute)
(botorch.test_functions.multi_objective.DH2 attribute)
(botorch.test_functions.multi_objective.DH3 attribute)
(botorch.test_functions.multi_objective.DH4 attribute)
(botorch.test_functions.multi_objective.DiscBrake attribute)
(botorch.test_functions.multi_objective.DTLZ attribute)
(botorch.test_functions.multi_objective.DTLZ1 attribute)
(botorch.test_functions.multi_objective.DTLZ2 attribute)
(botorch.test_functions.multi_objective.DTLZ3 attribute)
(botorch.test_functions.multi_objective.DTLZ4 attribute)
(botorch.test_functions.multi_objective.DTLZ5 attribute)
(botorch.test_functions.multi_objective.DTLZ7 attribute)
(botorch.test_functions.multi_objective.GMM 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.ZDT attribute)
(botorch.test_functions.multi_objective.ZDT1 attribute)
(botorch.test_functions.multi_objective.ZDT2 attribute)
(botorch.test_functions.multi_objective.ZDT3 attribute)
(botorch.test_functions.multi_objective_multi_fidelity.MOMFBraninCurrin attribute)
(botorch.test_functions.multi_objective_multi_fidelity.MOMFPark attribute)
(botorch.test_functions.sensitivity_analysis.Gsobol attribute)
(botorch.test_functions.sensitivity_analysis.Ishigami attribute)
(botorch.test_functions.sensitivity_analysis.Morris attribute)
(botorch.test_functions.synthetic.Beale attribute)
(botorch.test_functions.synthetic.Branin attribute)
(botorch.test_functions.synthetic.ConstrainedGramacy attribute)
(botorch.test_functions.synthetic.ConstrainedHartmann attribute)
(botorch.test_functions.synthetic.ConstrainedHartmannSmooth attribute)
(botorch.test_functions.synthetic.ConstrainedSyntheticTestFunction attribute)
(botorch.test_functions.synthetic.Cosine8 attribute)
(botorch.test_functions.synthetic.DixonPrice attribute)
(botorch.test_functions.synthetic.DropWave attribute)
(botorch.test_functions.synthetic.Griewank attribute)
(botorch.test_functions.synthetic.Hartmann attribute)
(botorch.test_functions.synthetic.HolderTable attribute)
(botorch.test_functions.synthetic.Levy attribute)
(botorch.test_functions.synthetic.Michalewicz attribute)
(botorch.test_functions.synthetic.Powell attribute)
(botorch.test_functions.synthetic.PressureVessel attribute)
(botorch.test_functions.synthetic.Rastrigin attribute)
(botorch.test_functions.synthetic.Rosenbrock attribute)
(botorch.test_functions.synthetic.Shekel attribute)
(botorch.test_functions.synthetic.SixHumpCamel attribute)
(botorch.test_functions.synthetic.SpeedReducer attribute)
(botorch.test_functions.synthetic.StyblinskiTang attribute)
(botorch.test_functions.synthetic.TensionCompressionString attribute)
(botorch.test_functions.synthetic.ThreeHumpCamel attribute)
(botorch.test_functions.synthetic.WeldedBeamSO attribute)
(botorch.utils.gp_sampling.GPDraw attribute)
(botorch.utils.gp_sampling.RandomFourierFeatures attribute)
(botorch.utils.multi_objective.box_decompositions.box_decomposition_list.BoxDecompositionList attribute)
(botorch.utils.multi_objective.box_decompositions.dominated.DominatedPartitioning attribute)
(botorch.utils.multi_objective.box_decompositions.non_dominated.FastNondominatedPartitioning attribute)
(botorch.utils.multi_objective.box_decompositions.non_dominated.NondominatedPartitioning attribute)
(botorch.utils.torch.BufferDict 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.OneHotToNumeric 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.ChainedInputTransform attribute)
(botorch.models.transforms.input.FilterFeatures attribute)
(botorch.models.transforms.input.OneHotToNumeric attribute)
(botorch.models.transforms.input.Round attribute)
transform_on_fantasize (botorch.models.transforms.input.ChainedInputTransform attribute)
(botorch.models.transforms.input.FilterFeatures attribute)
(botorch.models.transforms.input.OneHotToNumeric attribute)
(botorch.models.transforms.input.Round attribute)
transform_on_train (botorch.models.transforms.input.ChainedInputTransform attribute)
(botorch.models.transforms.input.FilterFeatures attribute)
(botorch.models.transforms.input.OneHotToNumeric attribute)
(botorch.models.transforms.input.Round 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)
UnstandardizeMCMultiOutputObjective (class in botorch.acquisition.multi_objective.objective)
UnstandardizePosteriorTransform (class in botorch.acquisition.objective)
UnsupportedError
untransform() (botorch.models.higher_order_gp.FlattenedStandardize method)
(botorch.models.transforms.input.ChainedInputTransform method)
(botorch.models.transforms.input.OneHotToNumeric method)
(botorch.models.transforms.outcome.Bilog method)
(botorch.models.transforms.outcome.ChainedOutcomeTransform method)
(botorch.models.transforms.outcome.Log 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.Power method)
(botorch.models.transforms.outcome.Standardize method)
update() (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)
(botorch.optim.homotopy.HomotopySchedule 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.deterministic.DeterministicPosterior property)
(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_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)
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
Navigation
API Reference
botorch.acquisition
botorch.models
botorch.generation
botorch.posteriors
botorch.optim
botorch.fit
botorch.sampling
botorch.cross_validation
botorch.settings
botorch.logging
botorch.test_functions
botorch.exceptions
botorch.utils
Related Topics
Documentation overview
Quick search
