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 _ __init__() (obsidian.campaign.campaign.Campaign method) (obsidian.campaign.characterization.CharacterizationEvaluator method) (obsidian.campaign.explainer.Explainer method) (obsidian.experiment.advanced_design.AdvExpDesigner method) (obsidian.experiment.design.ExpDesigner method) (obsidian.experiment.simulator.Simulator method) (obsidian.optimizer.base.Optimizer method) (obsidian.optimizer.bayesian.BayesianOptimizer method) (obsidian.parameters.base.IParamSpace method) (obsidian.parameters.base.Parameter method) (obsidian.parameters.continuous.Param_Continuous method) (obsidian.parameters.continuous.Param_Observational method) (obsidian.parameters.discrete.Param_Categorical method) (obsidian.parameters.discrete.Param_Discrete method) (obsidian.parameters.discrete.Param_Discrete_Numeric method) (obsidian.parameters.discrete.Param_Ordinal method) (obsidian.parameters.discrete.Task method) (obsidian.parameters.param_space.ParamSpace method) (obsidian.parameters.targets.Target method) (obsidian.parameters.transforms.Identity_Scaler method) (obsidian.parameters.transforms.Logit_Scaler method) (obsidian.parameters.transforms.Standard_Scaler method) (obsidian.parameters.transforms.Target_Transform method) (obsidian.surrogates.base.SurrogateModel method) (obsidian.surrogates.botorch.SurrogateBoTorch method) (obsidian.surrogates.custom_GP.DKLGP method) (obsidian.surrogates.custom_GP.FlatGP method) (obsidian.surrogates.custom_GP.PriorGP method) (obsidian.surrogates.custom_torch.DNN method) (obsidian.surrogates.custom_torch.DNNPosterior method) _is_mo (obsidian.objectives.base.Objective attribute) A ackley() (in module obsidian.experiment.benchmark.geometric), [1] AcquisitionConfig (class in obsidian.acquisition.utils) AcquisitionRegistry (class in obsidian.acquisition.utils) add_data() (obsidian.campaign.campaign.Campaign method), [1] AdvExpDesigner (class in obsidian.experiment.advanced_design), [1] apply_noise (obsidian.experiment.simulator.Simulator attribute), [1] aq_class_dict (obsidian.acquisition.utils.AcquisitionRegistry property) aq_hp_defaults (obsidian.acquisition.utils.AcquisitionRegistry property) assign_conditional_subparameter() (in module obsidian.experiment.advanced_design) B BatchVariance_Constraint (class in obsidian.constraints.input) BayesianOptimizer (class in obsidian.optimizer.bayesian), [1] best_sample() (in module obsidian.experiment.sampling), [1] Blank_Constraint (class in obsidian.constraints.output) Bounded_Target (class in obsidian.objectives.custom) branin_currin() (in module obsidian.experiment.benchmark.geometric), [1] C calc_ofat_ranges() (in module obsidian.campaign.analysis), [1] calculate_a_optimality() (in module obsidian.experiment.advanced_design) calculate_condition_number() (in module obsidian.experiment.advanced_design) calculate_d_optimality() (in module obsidian.experiment.advanced_design) calculate_max_categorical_correlation() (in module obsidian.experiment.advanced_design) calculate_max_continuous_correlation() (in module obsidian.experiment.advanced_design) calculate_max_mixed_correlation() (in module obsidian.experiment.advanced_design) calculate_mixed_correlation_matrix() (in module obsidian.experiment.advanced_design) calculate_pairwise_distance_uniformity() (in module obsidian.experiment.advanced_design) Campaign (class in obsidian.campaign.campaign), [1] cat_dims (obsidian.surrogates.base.SurrogateModel attribute), [1] categories (obsidian.parameters.discrete.Param_Discrete attribute), [1] central_composite_DOE() (in module obsidian.experiment.utils), [1] CharacterizationEvaluator (class in obsidian.campaign.characterization), [1] check_parameter_change() (in module obsidian.surrogates.utils), [1] chi2_sampler() (in module obsidian.acquisition.characterization) classify_confidence_levels() (obsidian.campaign.characterization.CharacterizationEvaluator method), [1] classify_points() (obsidian.campaign.characterization.CharacterizationEvaluator method), [1] clear_constraints() (obsidian.parameters.param_space.ParamSpace method), [1] clear_data() (obsidian.campaign.campaign.Campaign method), [1] clear_objective() (obsidian.campaign.campaign.Campaign method), [1] clear_output_constraints() (obsidian.campaign.campaign.Campaign method), [1] coeff (obsidian.constraints.input.BatchVariance_Constraint attribute) ColorMaps (class in obsidian.plotting.branding) ColorScheme (class in obsidian.plotting.branding) compare_frequencies() (obsidian.experiment.advanced_design.AdvExpDesigner method), [1] compute_best_f() (obsidian.acquisition.botorch.qLogNoisyExpectedImprovement method) compute_largest_hypercube() (obsidian.campaign.characterization.CharacterizationEvaluator method), [1] condition_on_observations() (obsidian.surrogates.custom_torch.DNN method), [1] constrain_inputs() (obsidian.parameters.param_space.ParamSpace method), [1] constrain_outputs() (obsidian.campaign.campaign.Campaign method), [1] Constraint (class in obsidian.constraints.base) copy() (obsidian.campaign.campaign.Campaign method), [1] cornered_parab() (in module obsidian.experiment.benchmark.geometric), [1] cramers_v_np() (in module obsidian.experiment.advanced_design) D data (obsidian.campaign.campaign.Campaign attribute), [1] DataWarning decode() (obsidian.parameters.base.Parameter method), [1] (obsidian.parameters.continuous.Param_Continuous method), [1] (obsidian.parameters.discrete.Param_Categorical method), [1] (obsidian.parameters.discrete.Param_Discrete_Numeric method), [1] (obsidian.parameters.discrete.Param_Ordinal method), [1] (obsidian.parameters.discrete.Task method), [1] (obsidian.parameters.param_space.ParamSpace method), [1] default_hyperparameter_parser() (in module obsidian.acquisition.utils) design_point (obsidian.parameters.continuous.Param_Observational attribute), [1] designer (obsidian.campaign.campaign.Campaign attribute), [1] (obsidian.campaign.campaign.Campaign property), [1] Divide_Objective (class in obsidian.objectives.custom) DKLGP (class in obsidian.surrogates.custom_GP), [1] DNN (class in obsidian.surrogates.custom_torch), [1] DNNPosterior (class in obsidian.surrogates.custom_torch), [1] E encode() (obsidian.parameters.base.Parameter method), [1] (obsidian.parameters.continuous.Param_Continuous method), [1] (obsidian.parameters.discrete.Param_Categorical method), [1] (obsidian.parameters.discrete.Param_Discrete_Numeric method), [1] (obsidian.parameters.discrete.Param_Ordinal method), [1] (obsidian.parameters.discrete.Task method), [1] (obsidian.parameters.param_space.ParamSpace method), [1] eps (obsidian.experiment.simulator.Simulator attribute), [1] equality (obsidian.constraints.input.Linear_Constraint attribute) eta_squared_np() (in module obsidian.experiment.advanced_design) evaluate() (obsidian.campaign.campaign.Campaign method), [1] (obsidian.optimizer.bayesian.BayesianOptimizer method), [1] evaluate_candidate() (in module obsidian.experiment.advanced_design) evaluate_characterization() (obsidian.campaign.campaign.Campaign method), [1] evaluate_design() (in module obsidian.experiment.advanced_design) (obsidian.experiment.advanced_design.AdvExpDesigner method), [1] evaluate_with_ground_truth() (obsidian.campaign.characterization.CharacterizationEvaluator method), [1] ExpDesigner (class in obsidian.experiment.design), [1] Explainer (class in obsidian.campaign.explainer), [1] extend_design() (in module obsidian.experiment.advanced_design) (obsidian.experiment.advanced_design.AdvExpDesigner method), [1] F f (obsidian.campaign.campaign.Campaign property), [1] f_t (obsidian.acquisition.utils.ParserContext attribute) factor_plot() (in module obsidian.plotting.plotly) factorial_DOE() (in module obsidian.experiment.utils), [1] factorial_DOE_n_level() (in module obsidian.experiment.utils), [1] fantasize() (obsidian.surrogates.custom_torch.DNN method), [1] Feature_Objective (class in obsidian.objectives.custom) find_best_design_parallel() (in module obsidian.experiment.advanced_design) fit() (obsidian.campaign.campaign.Campaign method), [1] (obsidian.optimizer.base.Optimizer method), [1] (obsidian.surrogates.base.SurrogateModel method), [1] (obsidian.surrogates.botorch.SurrogateBoTorch method), [1] fit_pytorch() (in module obsidian.surrogates.utils), [1] FlatGP (class in obsidian.surrogates.custom_GP), [1] forward() (obsidian.acquisition.botorch.qLogExpectedHypervolumeImprovement method) (obsidian.acquisition.botorch.qLogNoisyExpectedHypervolumeImprovement method) (obsidian.acquisition.botorch.qNegIntegratedPosteriorVariance method) (obsidian.acquisition.characterization.qMultiStraddle method) (obsidian.acquisition.characterization.qStraddle method) (obsidian.acquisition.custom.qMean method) (obsidian.acquisition.custom.qSpaceFill method) (obsidian.acquisition.custom.RandomSampling method) (obsidian.constraints.base.Constraint method) (obsidian.constraints.input.BatchVariance_Constraint method) (obsidian.constraints.input.Linear_Constraint method) (obsidian.constraints.input.Nonlinear_Constraint method) (obsidian.constraints.output.Blank_Constraint method) (obsidian.constraints.output.L1_Constraint method) (obsidian.objectives.base.Objective method) (obsidian.objectives.custom.Bounded_Target method) (obsidian.objectives.custom.Divide_Objective method) (obsidian.objectives.custom.Feature_Objective method) (obsidian.objectives.custom.Identity_Objective method) (obsidian.objectives.custom.Index_Objective method) (obsidian.objectives.custom.Product_Objective method) (obsidian.objectives.custom.Utopian_Distance method) (obsidian.objectives.scalarize.Scalar_Chebyshev method) (obsidian.objectives.scalarize.Scalar_WeightedNorm method) (obsidian.objectives.scalarize.Scalar_WeightedSum method) (obsidian.objectives.sequence.Objective_Sequence method) (obsidian.parameters.transforms.Identity_Scaler method), [1] (obsidian.parameters.transforms.Logit_Scaler method), [1] (obsidian.parameters.transforms.Standard_Scaler method), [1] (obsidian.parameters.transforms.Target_Transform method), [1] (obsidian.surrogates.custom_GP.DKLGP method), [1] (obsidian.surrogates.custom_GP.FlatGP method), [1] (obsidian.surrogates.custom_GP.PriorGP method), [1] (obsidian.surrogates.custom_torch.DNN method), [1] G generate_and_evaluate() (in module obsidian.experiment.advanced_design) generate_design() (obsidian.experiment.advanced_design.AdvExpDesigner method), [1] generate_weights() (in module obsidian.experiment.sampling), [1] get_config() (obsidian.acquisition.utils.AcquisitionRegistry method) get_default_hyperparameters() (obsidian.acquisition.utils.AcquisitionConfig method) (obsidian.acquisition.utils.AcquisitionRegistry method) get_threshold() (obsidian.parameters.targets.Target method), [1] get_valid_hyperparameters() (obsidian.acquisition.utils.AcquisitionRegistry method) H hex_to_rgb() (in module obsidian.plotting.branding) hps (obsidian.surrogates.botorch.SurrogateBoTorch attribute), [1] hyperparameter_parser() (obsidian.acquisition.utils.AcquisitionConfig method) hypervolume() (obsidian.optimizer.base.Optimizer method), [1] I Identity_Objective (class in obsidian.objectives.custom) Identity_Scaler (class in obsidian.parameters.transforms), [1] IncompatibleObjectiveError ind (obsidian.constraints.input.Linear_Constraint attribute) (obsidian.objectives.custom.Bounded_Target attribute) Index_Objective (class in obsidian.objectives.custom) indices (obsidian.constraints.input.BatchVariance_Constraint attribute) infer_column_types() (in module obsidian.experiment.advanced_design) infer_subparam_mapping() (in module obsidian.experiment.advanced_design) init_model() (obsidian.surrogates.botorch.SurrogateBoTorch method), [1] initialize() (obsidian.campaign.campaign.Campaign method), [1] (obsidian.experiment.advanced_design.AdvExpDesigner method), [1] (obsidian.experiment.design.ExpDesigner method), [1] Input_Constraint (class in obsidian.constraints.input) instantiate() (obsidian.acquisition.utils.AcquisitionConfig method) instantiate_acquisition() (obsidian.acquisition.utils.AcquisitionRegistry method) inverse() (obsidian.parameters.transforms.Identity_Scaler method), [1] (obsidian.parameters.transforms.Logit_Scaler method), [1] (obsidian.parameters.transforms.Standard_Scaler method), [1] (obsidian.parameters.transforms.Target_Transform method), [1] IParamSpace (class in obsidian.parameters.base), [1] is_fit (obsidian.optimizer.bayesian.BayesianOptimizer attribute), [1] (obsidian.optimizer.bayesian.BayesianOptimizer property), [1] (obsidian.surrogates.base.SurrogateModel attribute), [1] iter (obsidian.campaign.campaign.Campaign attribute), [1] K kI_func() (in module obsidian.experiment.benchmark.optithon) Km_func() (in module obsidian.experiment.benchmark.optithon) kwargs (obsidian.experiment.simulator.Simulator attribute), [1] L L1_Constraint (class in obsidian.constraints.output) lb (obsidian.objectives.custom.Bounded_Target attribute) Linear_Constraint (class in obsidian.constraints.input) load_state() (obsidian.campaign.campaign.Campaign class method), [1] (obsidian.experiment.advanced_design.AdvExpDesigner class method), [1] (obsidian.experiment.design.ExpDesigner class method), [1] (obsidian.objectives.base.Objective class method) (obsidian.objectives.custom.Bounded_Target class method) (obsidian.objectives.custom.Feature_Objective class method) (obsidian.objectives.custom.Utopian_Distance class method) (obsidian.objectives.sequence.Objective_Sequence class method) (obsidian.optimizer.base.Optimizer class method), [1] (obsidian.optimizer.bayesian.BayesianOptimizer class method), [1] (obsidian.parameters.base.Parameter class method), [1] (obsidian.parameters.param_space.ParamSpace class method), [1] (obsidian.parameters.targets.Target class method), [1] (obsidian.surrogates.base.SurrogateModel class method), [1] (obsidian.surrogates.botorch.SurrogateBoTorch class method), [1] Logit_Scaler (class in obsidian.parameters.transforms), [1] loss (obsidian.surrogates.botorch.SurrogateBoTorch attribute), [1] M m_batch (obsidian.acquisition.utils.ParserContext attribute) m_exp (obsidian.campaign.campaign.Campaign property), [1] map_inv_transform() (obsidian.parameters.param_space.ParamSpace method), [1] map_transform() (obsidian.parameters.param_space.ParamSpace method), [1] max (obsidian.parameters.continuous.Param_Continuous attribute), [1] (obsidian.parameters.continuous.Param_Observational attribute), [1] (obsidian.parameters.discrete.Param_Discrete property), [1] (obsidian.parameters.discrete.Param_Discrete_Numeric property), [1] maximize() (obsidian.optimizer.base.Optimizer method), [1] (obsidian.optimizer.bayesian.BayesianOptimizer method), [1] MDS_plot() (in module obsidian.plotting.plotly) mean() (obsidian.parameters.param_space.ParamSpace method), [1] merge_with_defaults() (obsidian.acquisition.utils.AcquisitionConfig method) min (obsidian.parameters.continuous.Param_Continuous attribute), [1] (obsidian.parameters.continuous.Param_Observational attribute), [1] (obsidian.parameters.discrete.Param_Discrete property), [1] (obsidian.parameters.discrete.Param_Discrete_Numeric property), [1] mll (obsidian.surrogates.botorch.SurrogateBoTorch attribute), [1] model_type (obsidian.surrogates.base.SurrogateModel attribute), [1] (obsidian.surrogates.botorch.SurrogateBoTorch attribute), [1] module obsidian obsidian.acquisition obsidian.acquisition.botorch obsidian.acquisition.characterization obsidian.acquisition.custom obsidian.acquisition.utils obsidian.campaign obsidian.campaign.analysis obsidian.campaign.campaign obsidian.campaign.characterization obsidian.campaign.explainer obsidian.constraints obsidian.constraints.base obsidian.constraints.input obsidian.constraints.output obsidian.exceptions obsidian.experiment obsidian.experiment.advanced_design obsidian.experiment.benchmark obsidian.experiment.benchmark.geometric obsidian.experiment.benchmark.optithon obsidian.experiment.design obsidian.experiment.sampling obsidian.experiment.simulator obsidian.experiment.utils obsidian.objectives obsidian.objectives.base obsidian.objectives.custom obsidian.objectives.scalarize obsidian.objectives.sequence obsidian.optimizer obsidian.optimizer.base obsidian.optimizer.bayesian obsidian.parameters obsidian.parameters.base obsidian.parameters.continuous obsidian.parameters.discrete obsidian.parameters.param_space obsidian.parameters.targets obsidian.parameters.transforms obsidian.parameters.utils obsidian.plotting obsidian.plotting.branding obsidian.plotting.mpl obsidian.plotting.plotly obsidian.plotting.shap obsidian.surrogates obsidian.surrogates.base obsidian.surrogates.botorch obsidian.surrogates.custom_GP obsidian.surrogates.custom_torch obsidian.surrogates.utils N n_dim (obsidian.acquisition.utils.ParserContext attribute) (obsidian.parameters.param_space.ParamSpace attribute), [1] n_obs (obsidian.acquisition.utils.ParserContext attribute) n_tdim (obsidian.parameters.param_space.ParamSpace attribute), [1] name (obsidian.experiment.simulator.Simulator attribute), [1] (obsidian.parameters.continuous.Param_Continuous attribute), [1] (obsidian.parameters.continuous.Param_Observational attribute), [1] (obsidian.parameters.discrete.Param_Discrete attribute), [1] nc (obsidian.parameters.discrete.Param_Discrete property), [1] non_tracking_targets (obsidian.optimizer.bayesian.BayesianOptimizer property), [1] non_uniform_lhs_categorical() (in module obsidian.experiment.advanced_design) Nonlinear_Constraint (class in obsidian.constraints.input) num_outputs (obsidian.surrogates.custom_torch.DNN property), [1] O o (obsidian.campaign.campaign.Campaign property), [1] obj_list (obsidian.objectives.sequence.Objective_Sequence attribute) Objective (class in obsidian.objectives.base) objective (obsidian.acquisition.utils.ParserContext attribute) (obsidian.campaign.campaign.Campaign property), [1] Objective_Sequence (class in obsidian.objectives.sequence) obsidian module obsidian.acquisition module obsidian.acquisition.botorch module obsidian.acquisition.characterization module obsidian.acquisition.custom module obsidian.acquisition.utils module obsidian.campaign module obsidian.campaign.analysis module obsidian.campaign.campaign module obsidian.campaign.characterization module obsidian.campaign.explainer module obsidian.constraints module obsidian.constraints.base module obsidian.constraints.input module obsidian.constraints.output module obsidian.exceptions module obsidian.experiment module obsidian.experiment.advanced_design module obsidian.experiment.benchmark module obsidian.experiment.benchmark.geometric module obsidian.experiment.benchmark.optithon module obsidian.experiment.design module obsidian.experiment.sampling module obsidian.experiment.simulator module obsidian.experiment.utils module obsidian.objectives module obsidian.objectives.base module obsidian.objectives.custom module obsidian.objectives.scalarize module obsidian.objectives.sequence module obsidian.optimizer module obsidian.optimizer.base module obsidian.optimizer.bayesian module obsidian.parameters module obsidian.parameters.base module obsidian.parameters.continuous module obsidian.parameters.discrete module obsidian.parameters.param_space module obsidian.parameters.targets module obsidian.parameters.transforms module obsidian.parameters.utils module obsidian.plotting module obsidian.plotting.branding module obsidian.plotting.mpl module obsidian.plotting.plotly module obsidian.plotting.shap module obsidian.surrogates module obsidian.surrogates.base module obsidian.surrogates.botorch module obsidian.surrogates.custom_GP module obsidian.surrogates.custom_torch module obsidian.surrogates.utils module one_shap_value() (in module obsidian.plotting.shap) open_search() (obsidian.parameters.continuous.Param_Continuous method), [1] (obsidian.parameters.discrete.Param_Discrete method), [1] (obsidian.parameters.param_space.ParamSpace method), [1] optim_progress() (in module obsidian.plotting.plotly) optimize_category_assignment_parallel() (in module obsidian.experiment.advanced_design) optimize_design() (obsidian.experiment.advanced_design.AdvExpDesigner method), [1] Optimizer (class in obsidian.optimizer.base), [1] optimizer (obsidian.campaign.campaign.Campaign attribute), [1] (obsidian.campaign.campaign.Campaign property), [1] (obsidian.campaign.explainer.Explainer property), [1] OptimizerWarning OT_simulator() (in module obsidian.experiment.benchmark.optithon) out (obsidian.campaign.campaign.Campaign property), [1] Output_Constraint (class in obsidian.constraints.output) output_shape() (obsidian.objectives.base.Objective method) P Palette (class in obsidian.plotting.branding) paraboloid() (in module obsidian.experiment.benchmark.geometric), [1] Param_Categorical (class in obsidian.parameters.discrete), [1] Param_Continuous (class in obsidian.parameters.continuous), [1] Param_Discrete (class in obsidian.parameters.discrete), [1] Param_Discrete_Numeric (class in obsidian.parameters.discrete), [1] Param_Observational (class in obsidian.parameters.continuous), [1] Param_Ordinal (class in obsidian.parameters.discrete), [1] Parameter (class in obsidian.parameters.base), [1] params (obsidian.parameters.param_space.ParamSpace attribute), [1] ParamSpace (class in obsidian.parameters.param_space), [1] pareto() (obsidian.optimizer.base.Optimizer method), [1] parity_plot() (in module obsidian.plotting.plotly) parse_hyperparameters() (obsidian.acquisition.utils.AcquisitionConfig method) (obsidian.acquisition.utils.AcquisitionRegistry method) parser() (obsidian.acquisition.custom.qSpaceFill static method) ParserContext (class in obsidian.acquisition.utils) partial_dependence() (in module obsidian.plotting.shap) perm() (in module obsidian.experiment.benchmark.geometric), [1] pf_distance() (obsidian.optimizer.base.Optimizer method), [1] plan_sample_size() (obsidian.campaign.characterization.CharacterizationEvaluator method), [1] plot_2d_response_map() (in module obsidian.plotting.mpl) plot_correlation() (obsidian.experiment.advanced_design.AdvExpDesigner method), [1] plot_correlation_matrix() (in module obsidian.experiment.advanced_design) plot_design_histograms() (in module obsidian.experiment.advanced_design) plot_design_quality_evolution() (in module obsidian.experiment.advanced_design) plot_histograms() (obsidian.experiment.advanced_design.AdvExpDesigner method), [1] plot_interactions() (in module obsidian.plotting.mpl) plot_mds() (in module obsidian.experiment.advanced_design) (obsidian.experiment.advanced_design.AdvExpDesigner method), [1] plot_ofat_ranges() (in module obsidian.plotting.mpl) plot_pca() (in module obsidian.experiment.advanced_design) (obsidian.experiment.advanced_design.AdvExpDesigner method), [1] plot_quality_evolution() (obsidian.experiment.advanced_design.AdvExpDesigner method), [1] plot_umap() (in module obsidian.experiment.advanced_design) (obsidian.experiment.advanced_design.AdvExpDesigner method), [1] posterior() (obsidian.surrogates.custom_torch.DNN method), [1] predict() (obsidian.optimizer.base.Optimizer method), [1] (obsidian.optimizer.bayesian.BayesianOptimizer method), [1] (obsidian.surrogates.base.SurrogateModel method), [1] (obsidian.surrogates.botorch.SurrogateBoTorch method), [1] PriorGP (class in obsidian.surrogates.custom_GP), [1] Product_Objective (class in obsidian.objectives.custom) Q qLogExpectedHypervolumeImprovement (class in obsidian.acquisition.botorch) qLogExpectedImprovement (class in obsidian.acquisition.botorch) qLogNoisyExpectedHypervolumeImprovement (class in obsidian.acquisition.botorch) qLogNoisyExpectedImprovement (class in obsidian.acquisition.botorch) qLogNParEGO (class in obsidian.acquisition.botorch) qMean (class in obsidian.acquisition.custom) qMultiRandomizedStraddle (class in obsidian.acquisition.characterization) qMultiStraddle (class in obsidian.acquisition.characterization) qNegIntegratedPosteriorVariance (class in obsidian.acquisition.botorch) qProbabilityOfImprovement (class in obsidian.acquisition.botorch) qRandomizedStraddle (class in obsidian.acquisition.characterization) qSimpleRegret (class in obsidian.acquisition.botorch) qSpaceFill (class in obsidian.acquisition.custom) qStraddle (class in obsidian.acquisition.characterization) quantile() (obsidian.surrogates.custom_torch.DNNPosterior method), [1] qUpperConfidenceBound (class in obsidian.acquisition.botorch) R r2_score (obsidian.surrogates.botorch.SurrogateBoTorch attribute), [1] RandomSampling (class in obsidian.acquisition.custom) range (obsidian.parameters.continuous.Param_Continuous property), [1] (obsidian.parameters.discrete.Param_Discrete_Numeric property), [1] register_acquisition_function() (obsidian.acquisition.utils.AcquisitionRegistry method) reset() (obsidian.acquisition.utils.AcquisitionRegistry method) resolve_target_names() (in module obsidian.parameters.targets), [1] response_1() (in module obsidian.experiment.benchmark.optithon) response_2() (in module obsidian.experiment.benchmark.optithon) response_function (obsidian.experiment.simulator.Simulator attribute), [1] response_max (obsidian.campaign.campaign.Campaign property), [1] responseid (obsidian.campaign.explainer.Explainer attribute), [1] rhs (obsidian.constraints.input.BatchVariance_Constraint attribute) (obsidian.constraints.input.Linear_Constraint attribute) rng (obsidian.campaign.campaign.Campaign attribute), [1] rosenbrock() (in module obsidian.experiment.benchmark.geometric), [1] S sample_continuous_lhs() (in module obsidian.experiment.advanced_design) sample_design() (in module obsidian.experiment.advanced_design) sample_initial_parameters (obsidian.surrogates.botorch.SurrogateBoTorch attribute), [1] sample_with_bias() (in module obsidian.experiment.sampling), [1] save_state() (obsidian.campaign.campaign.Campaign method), [1] (obsidian.experiment.advanced_design.AdvExpDesigner method), [1] (obsidian.experiment.design.ExpDesigner method), [1] (obsidian.objectives.base.Objective method) (obsidian.objectives.custom.Bounded_Target method) (obsidian.objectives.custom.Feature_Objective method) (obsidian.objectives.custom.Utopian_Distance method) (obsidian.objectives.sequence.Objective_Sequence method) (obsidian.optimizer.base.Optimizer method), [1] (obsidian.optimizer.bayesian.BayesianOptimizer method), [1] (obsidian.parameters.base.Parameter method), [1] (obsidian.parameters.param_space.ParamSpace method), [1] (obsidian.parameters.targets.Target method), [1] (obsidian.surrogates.base.SurrogateModel method), [1] (obsidian.surrogates.botorch.SurrogateBoTorch method), [1] Scalar_Chebyshev (class in obsidian.objectives.scalarize) Scalar_WeightedNorm (class in obsidian.objectives.scalarize) Scalar_WeightedSum (class in obsidian.objectives.scalarize) Scalarization (class in obsidian.objectives.scalarize) score() (obsidian.surrogates.base.SurrogateModel method), [1] (obsidian.surrogates.botorch.SurrogateBoTorch method), [1] score_against_ground_truth() (obsidian.campaign.campaign.Campaign method), [1] search_space (obsidian.parameters.param_space.ParamSpace attribute), [1] (obsidian.parameters.param_space.ParamSpace property), [1] seed (obsidian.campaign.campaign.Campaign attribute), [1] (obsidian.experiment.design.ExpDesigner attribute), [1] (obsidian.optimizer.base.Optimizer attribute), [1] (obsidian.surrogates.base.SurrogateModel attribute), [1] sensitivity() (obsidian.campaign.explainer.Explainer method), [1] set_designer() (obsidian.campaign.campaign.Campaign method), [1] set_objective() (obsidian.campaign.campaign.Campaign method), [1] set_optimizer() (obsidian.campaign.campaign.Campaign method), [1] (obsidian.campaign.explainer.Explainer method), [1] set_search() (obsidian.parameters.base.Parameter method), [1] (obsidian.parameters.continuous.Param_Continuous method), [1] (obsidian.parameters.discrete.Param_Discrete method), [1] set_target() (obsidian.campaign.campaign.Campaign method), [1] set_X_space() (obsidian.campaign.campaign.Campaign method), [1] shap (obsidian.campaign.explainer.Explainer attribute), [1] shap_explain() (obsidian.campaign.explainer.Explainer method), [1] shap_pdp_ice() (obsidian.campaign.explainer.Explainer method), [1] shap_single_point() (obsidian.campaign.explainer.Explainer method), [1] shap_summary() (obsidian.campaign.explainer.Explainer method), [1] shap_summary_bar() (obsidian.campaign.explainer.Explainer method), [1] shifted_parab() (in module obsidian.experiment.benchmark.geometric), [1] simulate() (obsidian.experiment.simulator.Simulator method), [1] Simulator (class in obsidian.experiment.simulator), [1] sixhump_camel() (in module obsidian.experiment.benchmark.geometric), [1] Standard_Scaler (class in obsidian.parameters.transforms), [1] suggest() (obsidian.campaign.campaign.Campaign method), [1] (obsidian.optimizer.base.Optimizer method), [1] (obsidian.optimizer.bayesian.BayesianOptimizer method), [1] summarize_confidence() (obsidian.campaign.characterization.CharacterizationEvaluator method), [1] surface_plot() (in module obsidian.plotting.plotly) surrogate_hps (obsidian.optimizer.bayesian.BayesianOptimizer attribute), [1] surrogate_type (obsidian.optimizer.bayesian.BayesianOptimizer attribute), [1] SurrogateBoTorch (class in obsidian.surrogates.botorch), [1] SurrogateFitError SurrogateModel (class in obsidian.surrogates.base), [1] T t_map (obsidian.parameters.param_space.ParamSpace attribute), [1] Target (class in obsidian.parameters.targets), [1] target (obsidian.acquisition.utils.ParserContext attribute) (obsidian.campaign.campaign.Campaign property), [1] Target_Transform (class in obsidian.parameters.transforms), [1] targets (obsidian.campaign.characterization.CharacterizationEvaluator property), [1] Task (class in obsidian.parameters.discrete), [1] task_feature (obsidian.surrogates.base.SurrogateModel attribute), [1] tau (obsidian.objectives.custom.Bounded_Target attribute) threehump_camel() (in module obsidian.experiment.benchmark.geometric), [1] tinv_map (obsidian.parameters.param_space.ParamSpace attribute), [1] to_tensor() (in module obsidian.parameters.targets), [1] torch_model (obsidian.surrogates.botorch.SurrogateBoTorch attribute), [1] train_X (obsidian.surrogates.base.SurrogateModel attribute), [1] train_Y (obsidian.surrogates.base.SurrogateModel attribute), [1] transform_f() (obsidian.parameters.targets.Target method), [1] transform_inputs() (obsidian.surrogates.custom_torch.DNN method), [1] transform_with_type() (in module obsidian.parameters.utils), [1] two_leaves() (in module obsidian.experiment.benchmark.geometric), [1] U u_t (obsidian.objectives.custom.Utopian_Distance attribute) ub (obsidian.objectives.custom.Bounded_Target attribute) UnfitError unit_demap() (obsidian.parameters.param_space.ParamSpace method), [1] unit_map() (obsidian.parameters.param_space.ParamSpace method), [1] UnsupportedError Utopian_Distance (class in obsidian.objectives.custom) V valid_charact_aqs (obsidian.acquisition.utils.AcquisitionRegistry property) valid_opt_aqs (obsidian.acquisition.utils.AcquisitionRegistry property) validate_hyperparameters() (obsidian.acquisition.utils.AcquisitionRegistry method) verbose (obsidian.optimizer.base.Optimizer attribute), [1] (obsidian.surrogates.base.SurrogateModel attribute), [1] visualize_inputs() (in module obsidian.plotting.plotly) Vm_func() (in module obsidian.experiment.benchmark.optithon) W weights (obsidian.constraints.input.Linear_Constraint attribute) X X (obsidian.campaign.campaign.Campaign property), [1] X_baseline (obsidian.acquisition.utils.ParserContext attribute) X_best (obsidian.campaign.campaign.Campaign property), [1] X_cont (obsidian.parameters.param_space.ParamSpace attribute), [1] X_discrete (obsidian.parameters.param_space.ParamSpace attribute), [1] X_discrete_idx (obsidian.parameters.param_space.ParamSpace attribute), [1] X_max (obsidian.parameters.param_space.ParamSpace attribute), [1] X_min (obsidian.parameters.param_space.ParamSpace attribute), [1] X_names (obsidian.parameters.param_space.ParamSpace attribute), [1] X_obs (obsidian.parameters.param_space.ParamSpace attribute), [1] X_order (obsidian.surrogates.base.SurrogateModel attribute), [1] X_range (obsidian.parameters.param_space.ParamSpace attribute), [1] X_space (obsidian.campaign.campaign.Campaign attribute), [1] (obsidian.campaign.campaign.Campaign property), [1] (obsidian.campaign.explainer.Explainer attribute), [1] (obsidian.constraints.input.BatchVariance_Constraint attribute) (obsidian.constraints.input.Linear_Constraint attribute) (obsidian.experiment.design.ExpDesigner attribute), [1] (obsidian.experiment.simulator.Simulator attribute), [1] (obsidian.optimizer.base.Optimizer attribute), [1] (obsidian.optimizer.base.Optimizer property), [1] X_static (obsidian.parameters.param_space.ParamSpace attribute), [1] X_t_cat_idx (obsidian.parameters.param_space.ParamSpace attribute), [1] X_t_discrete_idx (obsidian.parameters.param_space.ParamSpace attribute), [1] X_t_task_idx (obsidian.parameters.param_space.ParamSpace attribute), [1] X_task (obsidian.parameters.param_space.ParamSpace attribute), [1] X_vary (obsidian.parameters.param_space.ParamSpace attribute), [1] Y y (obsidian.campaign.campaign.Campaign property), [1] y_name (obsidian.surrogates.base.SurrogateModel attribute), [1]
