BoTorch
0.3.0
Docs
Tutorials
API Reference
GitHub
Index
A
|
B
|
C
|
D
|
E
|
F
|
G
|
H
|
I
|
K
|
L
|
M
|
N
|
O
|
P
|
Q
|
R
|
S
|
T
|
U
|
V
|
Z
A
Ackley (class in botorch.test_functions.synthetic)
AcquisitionFunction (class in botorch.acquisition.acquisition)
AcquisitionObjective (class in botorch.acquisition.objective)
add_output_dim() (in module botorch.models.utils)
AffineDeterministicModel (class in botorch.models.deterministic)
AffineFidelityCostModel (class in botorch.models.cost)
AnalyticAcquisitionFunction (class in botorch.acquisition.analytic)
AnalyticMultiOutputObjective (class in botorch.acquisition.multi_objective.objective)
append() (botorch.utils.multi_objective.hypervolume.MultiList method)
apply_constraints() (in module botorch.utils.objective)
apply_constraints_nonnegative_soft() (in module botorch.utils.objective)
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
BadInitialCandidatesWarning
BaseTestProblem (class in botorch.test_functions.base)
BaseTestProblemBaseTestCase (class in botorch.utils.testing)
batch_cross_validation() (in module botorch.cross_validation)
batch_range() (botorch.sampling.samplers.MCSampler property)
batched_multinomial() (in module botorch.utils.sampling)
batched_to_model_list() (in module botorch.models.converter)
BatchedMultiOutputGPyTorchModel (class in botorch.models.gpytorch)
Beale (class in botorch.test_functions.synthetic)
binary_partition_non_dominated_space() (botorch.utils.multi_objective.box_decomposition.NondominatedPartitioning method)
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.cost_aware (module)
botorch.acquisition.fixed_feature (module)
botorch.acquisition.knowledge_gradient (module)
botorch.acquisition.max_value_entropy_search (module)
botorch.acquisition.monte_carlo (module)
botorch.acquisition.multi_objective.analytic (module)
botorch.acquisition.multi_objective.monte_carlo (module)
botorch.acquisition.multi_objective.objective (module)
botorch.acquisition.objective (module)
botorch.acquisition.utils (module)
botorch.cross_validation (module)
botorch.exceptions (module)
botorch.exceptions.errors (module)
botorch.exceptions.warnings (module)
botorch.fit (module)
botorch.gen (module)
botorch.generation (module)
botorch.generation.gen (module)
botorch.generation.sampling (module)
botorch.generation.utils (module)
botorch.logging (module)
botorch.models (module)
botorch.models.converter (module)
botorch.models.cost (module)
botorch.models.deterministic (module)
botorch.models.gp_regression (module)
botorch.models.gp_regression_fidelity (module)
botorch.models.gpytorch (module)
botorch.models.kernels.downsampling (module)
botorch.models.kernels.exponential_decay (module)
botorch.models.kernels.linear_truncated_fidelity (module)
botorch.models.model (module)
botorch.models.model_list_gp_regression (module)
botorch.models.multitask (module)
botorch.models.pairwise_gp (module)
botorch.models.transforms.input (module)
botorch.models.transforms.outcome (module)
botorch.models.transforms.utils (module)
botorch.models.utils (module)
botorch.optim (module)
botorch.optim.fit (module)
botorch.optim.initializers (module)
botorch.optim.numpy_converter (module)
botorch.optim.optimize (module)
botorch.optim.parameter_constraints (module)
botorch.optim.stopping (module)
botorch.optim.utils (module)
botorch.posteriors (module)
botorch.posteriors.deterministic (module)
botorch.posteriors.gpytorch (module)
botorch.posteriors.posterior (module)
botorch.posteriors.transformed (module)
botorch.sampling (module)
botorch.sampling.pairwise_samplers (module)
botorch.sampling.qmc (module)
botorch.sampling.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.synthetic (module)
botorch.utils (module)
botorch.utils.constraints (module)
botorch.utils.feasible_volume (module)
botorch.utils.multi_objective.box_decomposition (module)
botorch.utils.multi_objective.hypervolume (module)
botorch.utils.multi_objective.pareto (module)
botorch.utils.multi_objective.scalarization (module)
botorch.utils.objective (module)
botorch.utils.sampling (module)
botorch.utils.testing (module)
botorch.utils.torch (module)
botorch.utils.transforms (module)
BotorchError
BotorchTensorDimensionError
BotorchTensorDimensionWarning
BotorchTestCase (class in botorch.utils.testing)
BotorchWarning
bounds() (botorch.models.transforms.input.Normalize property)
Branin (class in botorch.test_functions.synthetic)
BraninCurrin (class in botorch.test_functions.multi_objective)
BufferDict (class in botorch.utils.torch)
Bukin (class in botorch.test_functions.synthetic)
C
C2DTLZ2 (class in botorch.test_functions.multi_objective)
CandidateGenerationError
ChainedInputTransform (class in botorch.models.transforms.input)
ChainedOutcomeTransform (class in botorch.models.transforms.outcome)
check_min_max_scaling() (in module botorch.models.utils)
check_no_nans() (in module botorch.models.utils)
check_standardization() (in module botorch.models.utils)
clear() (botorch.utils.torch.BufferDict method)
collapse_batch_dims (botorch.sampling.samplers.MCSampler attribute)
columnwise_clamp() (in module botorch.optim.utils)
compute() (botorch.utils.multi_objective.hypervolume.Hypervolume method)
compute_hypervolume() (botorch.utils.multi_objective.box_decomposition.NondominatedPartitioning method)
concatenate_pending_points() (in module botorch.utils.transforms)
condition_on_observations() (botorch.models.gp_regression.HeteroskedasticSingleTaskGP method)
(botorch.models.gpytorch.BatchedMultiOutputGPyTorchModel method)
(botorch.models.gpytorch.GPyTorchModel method)
(botorch.models.gpytorch.ModelListGPyTorchModel method)
(botorch.models.model.Model method)
(botorch.models.model_list_gp_regression.ModelListGP method)
(botorch.models.pairwise_gp.PairwiseGP method)
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)
ConstrainedMCObjective (class in botorch.acquisition.objective)
ConstrainedMultiObjectiveTestProblemBaseTestCase (class in botorch.utils.testing)
construct_base_samples() (in module botorch.utils.sampling)
construct_base_samples_from_posterior() (in module botorch.utils.sampling)
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)
CostAwareUtility (class in botorch.acquisition.cost_aware)
CostAwareWarning
CVFolds (class in botorch.cross_validation)
CVResults (class in botorch.cross_validation)
D
debug (class in botorch.settings)
DeterministicModel (class in botorch.models.deterministic)
DeterministicPosterior (class in botorch.posteriors.deterministic)
device (botorch.optim.numpy_converter.TorchAttr attribute)
(botorch.utils.testing.BotorchTestCase attribute)
device() (botorch.posteriors.deterministic.DeterministicPosterior property)
(botorch.posteriors.gpytorch.GPyTorchPosterior property)
(botorch.posteriors.posterior.Posterior property)
(botorch.posteriors.transformed.TransformedPosterior property)
(botorch.utils.testing.MockPosterior property)
dim (botorch.test_functions.base.BaseTestProblem attribute)
(botorch.test_functions.multi_fidelity.AugmentedBranin attribute)
(botorch.test_functions.multi_fidelity.AugmentedHartmann attribute)
(botorch.test_functions.multi_objective.BNH attribute)
(botorch.test_functions.multi_objective.BraninCurrin attribute)
(botorch.test_functions.multi_objective.CONSTR attribute)
(botorch.test_functions.multi_objective.ConstrainedBraninCurrin attribute)
(botorch.test_functions.multi_objective.SRN attribute)
(botorch.test_functions.multi_objective.VehicleSafety attribute)
(botorch.test_functions.synthetic.Beale attribute)
(botorch.test_functions.synthetic.Branin attribute)
(botorch.test_functions.synthetic.Bukin attribute)
(botorch.test_functions.synthetic.Cosine8 attribute)
(botorch.test_functions.synthetic.DropWave attribute)
(botorch.test_functions.synthetic.EggHolder attribute)
(botorch.test_functions.synthetic.HolderTable attribute)
(botorch.test_functions.synthetic.Shekel attribute)
(botorch.test_functions.synthetic.SixHumpCamel attribute)
(botorch.test_functions.synthetic.ThreeHumpCamel attribute)
DixonPrice (class in botorch.test_functions.synthetic)
DownsamplingKernel (class in botorch.models.kernels.downsampling)
draw() (botorch.sampling.qmc.MultivariateNormalQMCEngine method)
(botorch.sampling.qmc.NormalQMCEngine method)
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)
dtype (botorch.optim.numpy_converter.TorchAttr attribute)
dtype() (botorch.posteriors.deterministic.DeterministicPosterior property)
(botorch.posteriors.gpytorch.GPyTorchPosterior property)
(botorch.posteriors.posterior.Posterior property)
(botorch.posteriors.transformed.TransformedPosterior property)
(botorch.utils.testing.MockPosterior property)
E
EggHolder (class in botorch.test_functions.synthetic)
eps() (botorch.utils.multi_objective.box_decomposition.NondominatedPartitioning property)
estimate_feasible_volume() (in module botorch.utils.feasible_volume)
eval_lin_constraint() (in module botorch.optim.parameter_constraints)
evaluate() (botorch.optim.stopping.ExpMAStoppingCriterion method)
(botorch.optim.stopping.StoppingCriterion 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.SRN 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.CONSTR method)
(botorch.test_functions.multi_objective.DTLZ1 method)
(botorch.test_functions.multi_objective.DTLZ2 method)
(botorch.test_functions.multi_objective.SRN method)
(botorch.test_functions.multi_objective.VehicleSafety 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.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.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.Rastrigin method)
(botorch.test_functions.synthetic.Rosenbrock method)
(botorch.test_functions.synthetic.Shekel method)
(botorch.test_functions.synthetic.SixHumpCamel method)
(botorch.test_functions.synthetic.StyblinskiTang method)
(botorch.test_functions.synthetic.ThreeHumpCamel method)
event_shape() (botorch.posteriors.deterministic.DeterministicPosterior property)
(botorch.posteriors.gpytorch.GPyTorchPosterior property)
(botorch.posteriors.posterior.Posterior property)
(botorch.posteriors.transformed.TransformedPosterior property)
(botorch.utils.testing.MockPosterior property)
expand_trace_observations() (in module botorch.acquisition.utils)
ExpectedHypervolumeImprovement (class in botorch.acquisition.multi_objective.analytic)
ExpectedImprovement (class in botorch.acquisition.analytic)
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_candidates() (botorch.acquisition.acquisition.OneShotAcquisitionFunction method)
(botorch.acquisition.knowledge_gradient.qKnowledgeGradient method)
F
fantasize() (botorch.models.gp_regression.FixedNoiseGP method)
(botorch.models.model.Model method)
fit_gpytorch_model() (in module botorch.fit)
fit_gpytorch_scipy() (in module botorch.optim.fit)
fit_gpytorch_torch() (in module botorch.optim.fit)
fix_features() (in module botorch.optim.utils)
FixedFeatureAcquisitionFunction (class in botorch.acquisition.fixed_feature)
FixedNoiseGP (class in botorch.models.gp_regression)
FixedNoiseMultiFidelityGP (class in botorch.models.gp_regression_fidelity)
FixedNoiseMultiTaskGP (class in botorch.models.multitask)
forward() (botorch.acquisition.acquisition.AcquisitionFunction method)
(botorch.acquisition.active_learning.qNegIntegratedPosteriorVariance method)
(botorch.acquisition.analytic.ConstrainedExpectedImprovement method)
(botorch.acquisition.analytic.ExpectedImprovement method)
(botorch.acquisition.analytic.NoisyExpectedImprovement method)
(botorch.acquisition.analytic.PosteriorMean method)
(botorch.acquisition.analytic.ProbabilityOfImprovement method)
(botorch.acquisition.analytic.UpperConfidenceBound method)
(botorch.acquisition.cost_aware.CostAwareUtility method)
(botorch.acquisition.cost_aware.GenericCostAwareUtility method)
(botorch.acquisition.cost_aware.InverseCostWeightedUtility method)
(botorch.acquisition.fixed_feature.FixedFeatureAcquisitionFunction method)
(botorch.acquisition.knowledge_gradient.qKnowledgeGradient method)
(botorch.acquisition.knowledge_gradient.qMultiFidelityKnowledgeGradient method)
(botorch.acquisition.max_value_entropy_search.qMaxValueEntropy method)
(botorch.acquisition.max_value_entropy_search.qMultiFidelityMaxValueEntropy method)
(botorch.acquisition.monte_carlo.MCAcquisitionFunction method)
(botorch.acquisition.monte_carlo.qExpectedImprovement method)
(botorch.acquisition.monte_carlo.qNoisyExpectedImprovement method)
(botorch.acquisition.monte_carlo.qProbabilityOfImprovement method)
(botorch.acquisition.monte_carlo.qSimpleRegret method)
(botorch.acquisition.monte_carlo.qUpperConfidenceBound method)
(botorch.acquisition.multi_objective.analytic.ExpectedHypervolumeImprovement method)
(botorch.acquisition.multi_objective.analytic.MultiObjectiveAnalyticAcquisitionFunction method)
(botorch.acquisition.multi_objective.monte_carlo.MultiObjectiveMCAcquisitionFunction method)
(botorch.acquisition.multi_objective.monte_carlo.qExpectedHypervolumeImprovement method)
(botorch.acquisition.multi_objective.objective.AnalyticMultiOutputObjective method)
(botorch.acquisition.multi_objective.objective.IdentityAnalyticMultiOutputObjective method)
(botorch.acquisition.multi_objective.objective.IdentityMCMultiOutputObjective method)
(botorch.acquisition.multi_objective.objective.MCMultiOutputObjective method)
(botorch.acquisition.multi_objective.objective.UnstandardizeAnalyticMultiOutputObjective method)
(botorch.acquisition.multi_objective.objective.UnstandardizeMCMultiOutputObjective method)
(botorch.acquisition.objective.ConstrainedMCObjective method)
(botorch.acquisition.objective.GenericMCObjective method)
(botorch.acquisition.objective.IdentityMCObjective method)
(botorch.acquisition.objective.LinearMCObjective method)
(botorch.acquisition.objective.MCAcquisitionObjective method)
(botorch.acquisition.objective.ScalarizedObjective method)
(botorch.generation.sampling.BoltzmannSampling method)
(botorch.generation.sampling.MaxPosteriorSampling method)
(botorch.generation.sampling.SamplingStrategy method)
(botorch.models.cost.AffineFidelityCostModel method)
(botorch.models.deterministic.AffineDeterministicModel method)
(botorch.models.deterministic.DeterministicModel method)
(botorch.models.deterministic.GenericDeterministicModel method)
(botorch.models.gp_regression.FixedNoiseGP method)
(botorch.models.gp_regression.SingleTaskGP method)
(botorch.models.multitask.MultiTaskGP method)
(botorch.models.pairwise_gp.PairwiseGP method)
(botorch.models.pairwise_gp.PairwiseLaplaceMarginalLogLikelihood method)
(botorch.models.transforms.input.ChainedInputTransform method)
(botorch.models.transforms.input.InputTransform method)
(botorch.models.transforms.input.Normalize method)
(botorch.models.transforms.outcome.ChainedOutcomeTransform method)
(botorch.models.transforms.outcome.Log method)
(botorch.models.transforms.outcome.OutcomeTransform method)
(botorch.models.transforms.outcome.Standardize method)
(botorch.sampling.pairwise_samplers.PairwiseMCSampler method)
(botorch.sampling.samplers.MCSampler method)
(botorch.test_functions.base.BaseTestProblem method)
functions (botorch.utils.testing.BaseTestProblemBaseTestCase attribute)
(botorch.utils.testing.ConstrainedMultiObjectiveTestProblemBaseTestCase attribute)
(botorch.utils.testing.MultiObjectiveTestProblemBaseTestCase attribute)
(botorch.utils.testing.SyntheticTestFunctionBaseTestCase attribute)
G
gen_batch_initial_conditions() (in module botorch.optim.initializers)
gen_candidates_scipy() (in module botorch.generation.gen)
gen_candidates_torch() (in module botorch.generation.gen)
gen_loo_cv_folds() (in module botorch.cross_validation)
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)
GenericCostAwareUtility (class in botorch.acquisition.cost_aware)
GenericDeterministicModel (class in botorch.models.deterministic)
GenericMCObjective (class in botorch.acquisition.objective)
get_acquisition_function() (in module botorch.acquisition.utils)
get_augmented_q_batch_size() (botorch.acquisition.acquisition.OneShotAcquisitionFunction method)
(botorch.acquisition.knowledge_gradient.qKnowledgeGradient method)
get_batch_dimensions() (botorch.models.gpytorch.BatchedMultiOutputGPyTorchModel static method)
get_best_candidates() (in module botorch.generation.gen)
get_chebyshev_scalarization() (in module botorch.utils.multi_objective.scalarization)
get_feasible_samples() (in module botorch.utils.feasible_volume)
get_hypercell_bounds() (botorch.utils.multi_objective.box_decomposition.NondominatedPartitioning method)
get_infeasible_cost() (in module botorch.acquisition.utils)
get_objective_weights_transform() (in module botorch.utils.objective)
get_outcome_constraint_transforms() (in module botorch.utils.constraints)
get_outcome_feasibility_probability() (in module botorch.utils.feasible_volume)
gpt_posterior_settings() (in module botorch.models.utils)
GPyTorchModel (class in botorch.models.gpytorch)
GPyTorchPosterior (class in botorch.posteriors.gpytorch)
Griewank (class in botorch.test_functions.synthetic)
H
Hartmann (class in botorch.test_functions.synthetic)
HeteroskedasticSingleTaskGP (class in botorch.models.gp_regression)
HolderTable (class in botorch.test_functions.synthetic)
Hypervolume (class in botorch.utils.multi_objective.hypervolume)
I
IdentityAnalyticMultiOutputObjective (class in botorch.acquisition.multi_objective.objective)
IdentityMCMultiOutputObjective (class in botorch.acquisition.multi_objective.objective)
IdentityMCObjective (class in botorch.acquisition.objective)
IIDNormalSampler (class in botorch.sampling.samplers)
initialize_q_batch() (in module botorch.optim.initializers)
initialize_q_batch_nonneg() (in module botorch.optim.initializers)
InputDataError
InputDataWarning
InputTransform (class in botorch.models.transforms.input)
InverseCostWeightedUtility (class in botorch.acquisition.cost_aware)
is_feasible() (botorch.test_functions.base.ConstrainedBaseTestProblem method)
is_non_dominated() (in module botorch.utils.multi_objective.pareto)
is_nonnegative() (in module botorch.acquisition.utils)
items() (botorch.utils.torch.BufferDict method)
K
keys() (botorch.utils.torch.BufferDict method)
L
level (botorch.settings.log_level attribute)
Levy (class in botorch.test_functions.synthetic)
lin_constraint_jac() (in module botorch.optim.parameter_constraints)
LinearMCObjective (class in botorch.acquisition.objective)
LinearTruncatedFidelityKernel (class in botorch.models.kernels.linear_truncated_fidelity)
load_state_dict() (botorch.utils.testing.MockModel method)
Log (class in botorch.models.transforms.outcome)
log_level (class in botorch.settings)
lognorm_to_norm() (in module botorch.models.transforms.utils)
M
make_scipy_bounds() (in module botorch.optim.parameter_constraints)
make_scipy_linear_constraints() (in module botorch.optim.parameter_constraints)
manual_seed() (in module botorch.utils.sampling)
match_batch_shape() (in module botorch.utils.transforms)
max_hv() (botorch.test_functions.base.MultiObjectiveTestProblem property)
MaxPosteriorSampling (class in botorch.generation.sampling)
MCAcquisitionFunction (class in botorch.acquisition.monte_carlo)
MCAcquisitionObjective (class in botorch.acquisition.objective)
MCMultiOutputObjective (class in botorch.acquisition.multi_objective.objective)
MCSampler (class in botorch.sampling.samplers)
mean() (botorch.posteriors.deterministic.DeterministicPosterior property)
(botorch.posteriors.gpytorch.GPyTorchPosterior property)
(botorch.posteriors.posterior.Posterior property)
(botorch.posteriors.transformed.TransformedPosterior property)
(botorch.utils.testing.MockPosterior property)
Michalewicz (class in botorch.test_functions.synthetic)
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)
model (botorch.cross_validation.CVResults attribute)
Model (class in botorch.models.model)
model_list_to_batched() (in module botorch.models.converter)
ModelListGP (class in botorch.models.model_list_gp_regression)
ModelListGPyTorchModel (class in botorch.models.gpytorch)
module_to_array() (in module botorch.optim.numpy_converter)
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)
MultiObjectiveTestProblemBaseTestCase (class in botorch.utils.testing)
multioutput_to_batch_mode_transform() (in module botorch.models.utils)
MultiTaskGP (class in botorch.models.multitask)
MultiTaskGPyTorchModel (class in botorch.models.gpytorch)
MultivariateNormalQMCEngine (class in botorch.sampling.qmc)
N
Node (class in botorch.utils.multi_objective.hypervolume)
NoisyExpectedImprovement (class in botorch.acquisition.analytic)
NondominatedPartitioning (class in botorch.utils.multi_objective.box_decomposition)
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)
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.SRN attribute)
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.CONSTR attribute)
(botorch.test_functions.multi_objective.ConstrainedBraninCurrin 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.SRN attribute)
(botorch.test_functions.multi_objective.VehicleSafety 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.synthetic.SyntheticTestFunction attribute)
num_outputs() (botorch.models.deterministic.DeterministicModel property)
(botorch.models.gpytorch.GPyTorchModel property)
(botorch.models.model.Model property)
(botorch.models.pairwise_gp.PairwiseGP property)
(botorch.utils.testing.MockModel property)
O
observed_Y (botorch.cross_validation.CVResults attribute)
observed_Yvar (botorch.cross_validation.CVResults attribute)
OneShotAcquisitionFunction (class in botorch.acquisition.acquisition)
optimal_value() (botorch.test_functions.synthetic.Hartmann property)
(botorch.test_functions.synthetic.SyntheticTestFunction property)
OptimizationWarning
optimize_acqf() (in module botorch.optim.optimize)
optimize_acqf_cyclic() (in module botorch.optim.optimize)
optimize_acqf_list() (in module botorch.optim.optimize)
optimizers() (botorch.test_functions.synthetic.Hartmann property)
(botorch.test_functions.synthetic.Michalewicz property)
OutcomeTransform (class in botorch.models.transforms.outcome)
P
PairwiseGP (class in botorch.models.pairwise_gp)
PairwiseIIDNormalSampler (class in botorch.sampling.pairwise_samplers)
PairwiseLaplaceMarginalLogLikelihood (class in botorch.models.pairwise_gp)
PairwiseMCSampler (class in botorch.sampling.pairwise_samplers)
PairwiseSobolQMCNormalSampler (class in botorch.sampling.pairwise_samplers)
pareto_Y() (botorch.utils.multi_objective.box_decomposition.NondominatedPartitioning property)
partition_non_dominated_space_2d() (botorch.utils.multi_objective.box_decomposition.NondominatedPartitioning method)
pop() (botorch.utils.torch.BufferDict method)
posterior (botorch.cross_validation.CVResults attribute)
Posterior (class in botorch.posteriors.posterior)
posterior() (botorch.models.deterministic.DeterministicModel method)
(botorch.models.gpytorch.BatchedMultiOutputGPyTorchModel method)
(botorch.models.gpytorch.GPyTorchModel method)
(botorch.models.gpytorch.ModelListGPyTorchModel method)
(botorch.models.gpytorch.MultiTaskGPyTorchModel method)
(botorch.models.model.Model method)
(botorch.models.pairwise_gp.PairwiseGP method)
(botorch.utils.testing.MockModel method)
PosteriorMean (class in botorch.acquisition.analytic)
Powell (class in botorch.test_functions.synthetic)
ProbabilityOfImprovement (class in botorch.acquisition.analytic)
project_to_target_fidelity() (in module botorch.acquisition.utils)
propagate_grads (class in botorch.settings)
prune_inferior_points() (in module botorch.acquisition.utils)
psi() (botorch.acquisition.multi_objective.analytic.ExpectedHypervolumeImprovement method)
Q
qExpectedHypervolumeImprovement (class in botorch.acquisition.multi_objective.monte_carlo)
qExpectedImprovement (class in botorch.acquisition.monte_carlo)
qKnowledgeGradient (class in botorch.acquisition.knowledge_gradient)
qMaxValueEntropy (class in botorch.acquisition.max_value_entropy_search)
qMultiFidelityKnowledgeGradient (class in botorch.acquisition.knowledge_gradient)
qMultiFidelityMaxValueEntropy (class in botorch.acquisition.max_value_entropy_search)
qNegIntegratedPosteriorVariance (class in botorch.acquisition.active_learning)
qNoisyExpectedImprovement (class in botorch.acquisition.monte_carlo)
qProbabilityOfImprovement (class in botorch.acquisition.monte_carlo)
qSimpleRegret (class in botorch.acquisition.monte_carlo)
qUpperConfidenceBound (class in botorch.acquisition.monte_carlo)
R
Rastrigin (class in botorch.test_functions.synthetic)
ref_point() (botorch.utils.multi_objective.hypervolume.Hypervolume property)
reinsert() (botorch.utils.multi_objective.hypervolume.MultiList method)
remove() (botorch.utils.multi_objective.hypervolume.MultiList method)
resample (botorch.sampling.samplers.MCSampler attribute)
Rosenbrock (class in botorch.test_functions.synthetic)
rsample() (botorch.posteriors.deterministic.DeterministicPosterior method)
(botorch.posteriors.gpytorch.GPyTorchPosterior method)
(botorch.posteriors.posterior.Posterior method)
(botorch.posteriors.transformed.TransformedPosterior method)
(botorch.utils.testing.MockPosterior method)
S
sample() (botorch.posteriors.posterior.Posterior method)
sample_all_priors() (in module botorch.optim.utils)
sample_hypersphere() (in module botorch.utils.sampling)
sample_shape() (botorch.sampling.samplers.MCSampler property)
sample_simplex() (in module botorch.utils.sampling)
SamplingStrategy (class in botorch.generation.sampling)
SamplingWarning
scalarize_posterior() (in module botorch.posteriors.gpytorch)
ScalarizedObjective (class in botorch.acquisition.objective)
set_params_with_array() (in module botorch.optim.numpy_converter)
set_train_data() (botorch.models.pairwise_gp.PairwiseGP method)
set_X_pending() (botorch.acquisition.acquisition.AcquisitionFunction method)
(botorch.acquisition.analytic.AnalyticAcquisitionFunction method)
(botorch.acquisition.max_value_entropy_search.qMaxValueEntropy method)
(botorch.acquisition.multi_objective.analytic.MultiObjectiveAnalyticAcquisitionFunction method)
(botorch.utils.testing.MockAcquisitionFunction method)
setUp() (botorch.utils.testing.BotorchTestCase method)
shape (botorch.optim.numpy_converter.TorchAttr attribute)
Shekel (class in botorch.test_functions.synthetic)
SingleTaskGP (class in botorch.models.gp_regression)
SingleTaskMultiFidelityGP (class in botorch.models.gp_regression_fidelity)
SixHumpCamel (class in botorch.test_functions.synthetic)
SobolQMCNormalSampler (class in botorch.sampling.samplers)
soft_eval_constraint() (in module botorch.utils.objective)
sort_by_dimension() (in module botorch.utils.multi_objective.hypervolume)
squeeze_last_dim() (in module botorch.utils.transforms)
SRN (class in botorch.test_functions.multi_objective)
Standardize (class in botorch.models.transforms.outcome)
standardize() (in module botorch.utils.transforms)
state_dict() (botorch.utils.testing.MockModel method)
std_noise() (botorch.models.pairwise_gp.PairwiseGP property)
StoppingCriterion (class in botorch.optim.stopping)
StyblinskiTang (class in botorch.test_functions.synthetic)
subset_output() (botorch.models.deterministic.AffineDeterministicModel method)
(botorch.models.deterministic.GenericDeterministicModel method)
(botorch.models.gp_regression.FixedNoiseGP method)
(botorch.models.gp_regression.HeteroskedasticSingleTaskGP method)
(botorch.models.gpytorch.BatchedMultiOutputGPyTorchModel method)
(botorch.models.model.Model method)
(botorch.models.model_list_gp_regression.ModelListGP method)
suppress_botorch_warnings() (in module botorch.settings)
SyntheticTestFunction (class in botorch.test_functions.synthetic)
SyntheticTestFunctionBaseTestCase (class in botorch.utils.testing)
T
t_batch_mode_transform() (in module botorch.utils.transforms)
test_attributes() (botorch.utils.testing.MultiObjectiveTestProblemBaseTestCase method)
test_evaluate_slack_true() (botorch.utils.testing.ConstrainedMultiObjectiveTestProblemBaseTestCase method)
test_forward() (botorch.utils.testing.BaseTestProblemBaseTestCase method)
test_max_hv() (botorch.utils.testing.MultiObjectiveTestProblemBaseTestCase method)
test_num_constraints() (botorch.utils.testing.ConstrainedMultiObjectiveTestProblemBaseTestCase method)
test_optimal_value() (botorch.utils.testing.SyntheticTestFunctionBaseTestCase method)
test_optimizer() (botorch.utils.testing.SyntheticTestFunctionBaseTestCase method)
test_ref_point() (botorch.utils.testing.MultiObjectiveTestProblemBaseTestCase 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)
TorchAttr (class in botorch.optim.numpy_converter)
train_X (botorch.cross_validation.CVFolds attribute)
train_Y (botorch.cross_validation.CVFolds attribute)
train_Yvar (botorch.cross_validation.CVFolds attribute)
TransformedPosterior (class in botorch.posteriors.transformed)
U
unnormalize() (in module botorch.utils.transforms)
UnstandardizeAnalyticMultiOutputObjective (class in botorch.acquisition.multi_objective.objective)
UnstandardizeMCMultiOutputObjective (class in botorch.acquisition.multi_objective.objective)
UnsupportedError
untransform() (botorch.models.transforms.input.ChainedInputTransform method)
(botorch.models.transforms.input.InputTransform method)
(botorch.models.transforms.input.Normalize method)
(botorch.models.transforms.outcome.ChainedOutcomeTransform method)
(botorch.models.transforms.outcome.Log method)
(botorch.models.transforms.outcome.OutcomeTransform method)
(botorch.models.transforms.outcome.Standardize method)
untransform_posterior() (botorch.models.transforms.outcome.ChainedOutcomeTransform method)
(botorch.models.transforms.outcome.Log method)
(botorch.models.transforms.outcome.OutcomeTransform method)
(botorch.models.transforms.outcome.Standardize method)
update() (botorch.utils.multi_objective.box_decomposition.NondominatedPartitioning method)
(botorch.utils.torch.BufferDict method)
UpperConfidenceBound (class in botorch.acquisition.analytic)
V
validate_input_scaling (class in botorch.settings)
validate_input_scaling() (in module botorch.models.utils)
values() (botorch.utils.torch.BufferDict method)
variance() (botorch.posteriors.deterministic.DeterministicPosterior property)
(botorch.posteriors.gpytorch.GPyTorchPosterior property)
(botorch.posteriors.posterior.Posterior property)
(botorch.posteriors.transformed.TransformedPosterior property)
(botorch.utils.testing.MockPosterior property)
VehicleSafety (class in botorch.test_functions.multi_objective)
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)
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
Generation utilities [DEPRECATED - use botorch.generation.gen]
Related Topics
Documentation overview
Quick search
