Index

_

__call__() (constraints.const_lib.SingleSimBound method) (constraints.const_lib.SingleSimBoundGradient method) (constraints.const_lib.SumOfSimsBound method) (constraints.const_lib.SumOfSimsBoundGradient method) (constraints.const_lib.SumOfSimSquaresBound method) (constraints.const_lib.SumOfSimSquaresBoundGradient method) (objectives.dtlz.dtlz1_obj method) (objectives.dtlz.dtlz2_obj method) (objectives.dtlz.dtlz3_obj method) (objectives.dtlz.dtlz4_obj method) (objectives.obj_lib.SingleSimGradient method) (objectives.obj_lib.SingleSimObjective method) (objectives.obj_lib.SumOfSimsGradient method) (objectives.obj_lib.SumOfSimsObjective method) (objectives.obj_lib.SumOfSimSquaresGradient method) (objectives.obj_lib.SumOfSimSquaresObjective method) (simulations.dtlz.dtlz1_sim method) (simulations.dtlz.dtlz2_sim method) (simulations.dtlz.dtlz3_sim method) (simulations.dtlz.dtlz4_sim method) (simulations.dtlz.dtlz5_sim method) (simulations.dtlz.dtlz6_sim method) (simulations.dtlz.dtlz7_sim method) (simulations.dtlz.dtlz8_sim method) (simulations.dtlz.dtlz9_sim method) (simulations.dtlz.g1_sim method) (simulations.dtlz.g2_sim method) (simulations.dtlz.g3_sim method) (simulations.dtlz.g4_sim method) (simulations.sim_func.sim_func method) __check_optionals__() (in module simulations.dtlz) __init__() (acquisitions.acquisition_function.AcquisitionFunction method) (acquisitions.epsilon_constraint.EI_RandomConstraint method) (acquisitions.epsilon_constraint.RandomConstraint method) (acquisitions.weighted_sum.FixedWeights method) (acquisitions.weighted_sum.UniformWeights method) (constraints.const_func.ConstraintFunction method) (constraints.const_lib.SingleSimBound method) (constraints.const_lib.SingleSimBoundGradient method) (constraints.const_lib.SumOfSimsBound method) (constraints.const_lib.SumOfSimsBoundGradient method) (constraints.const_lib.SumOfSimSquaresBound method) (constraints.const_lib.SumOfSimSquaresBoundGradient method) (core.moop.MOOP method) (core.moop_base.MOOP_base method) (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method) (embeddings.default_embedders.CategoricalEmbedder method) (embeddings.default_embedders.ContinuousEmbedder method) (embeddings.default_embedders.IdentityEmbedder method) (embeddings.default_embedders.IntegerEmbedder method) (embeddings.embedder.Embedder method) (extras.libe.libE_MOOP method) (objectives.dtlz.dtlz1_obj method) (objectives.dtlz.dtlz2_obj method) (objectives.dtlz.dtlz3_obj method) (objectives.dtlz.dtlz4_obj method) (objectives.obj_func.ObjectiveFunction method) (objectives.obj_lib.SingleSimGradient method) (objectives.obj_lib.SingleSimObjective method) (objectives.obj_lib.SumOfSimsGradient method) (objectives.obj_lib.SumOfSimsObjective method) (objectives.obj_lib.SumOfSimSquaresGradient method) (objectives.obj_lib.SumOfSimSquaresObjective method) (optimizers.lbfgsb.GlobalSurrogate_BFGS method) (optimizers.lbfgsb.LocalSurrogate_BFGS method) (optimizers.pattern_search.GlobalSurrogate_PS method) (optimizers.pattern_search.LocalSurrogate_PS method) (optimizers.random_search.GlobalSurrogate_RS method) (optimizers.surrogate_optimizer.SurrogateOptimizer method) (searches.global_search.GlobalSearch method) (searches.latin_hypercube.LatinHypercube method) (simulations.dtlz.dtlz1_sim method) (simulations.dtlz.dtlz2_sim method) (simulations.dtlz.dtlz3_sim method) (simulations.dtlz.dtlz4_sim method) (simulations.dtlz.dtlz5_sim method) (simulations.dtlz.dtlz6_sim method) (simulations.dtlz.dtlz7_sim method) (simulations.dtlz.dtlz8_sim method) (simulations.dtlz.dtlz9_sim method) (simulations.dtlz.g1_sim method) (simulations.dtlz.g2_sim method) (simulations.dtlz.g3_sim method) (simulations.dtlz.g4_sim method) (simulations.sim_func.sim_func method) (surrogates.gaussian_proc.GaussRBF method) (surrogates.polynomial.Linear method) (surrogates.surrogate_function.SurrogateFunction method) (viz.dashboard.Dash_App method)

_con_bwd() (core.moop_base.MOOP_base method) _con_fwd() (core.moop_base.MOOP_base method) _embed() (core.moop_base.MOOP_base method) _embed_grads() (core.moop_base.MOOP_base method) _evaluate_constraints() (core.moop_base.MOOP_base method) _evaluate_objectives() (core.moop_base.MOOP_base method) _evaluate_penalty() (core.moop_base.MOOP_base method) _evaluate_surrogates() (core.moop_base.MOOP_base method) _extract() (core.moop_base.MOOP_base method) _fit_surrogates() (core.moop_base.MOOP_base method) _obj_bwd() (core.moop_base.MOOP_base method) _obj_fwd() (core.moop_base.MOOP_base method) _pack_sim() (core.moop_base.MOOP_base method) _pen_bwd() (core.moop_base.MOOP_base method) _pen_fwd() (core.moop_base.MOOP_base method) _set_surrogate_tr() (core.moop_base.MOOP_base method) _surrogate_uncertainty() (core.moop_base.MOOP_base method) _unpack_sim() (core.moop_base.MOOP_base method) _update_surrogates() (core.moop_base.MOOP_base method) _vcon_funcs() (core.moop_base.MOOP_base method) _vobj_funcs() (core.moop_base.MOOP_base method) _vpen_funcs() (core.moop_base.MOOP_base method)

A

AcquisitionFunction (class in acquisitions.acquisition_function) acquisitions.acquisition_function module acquisitions.epsilon_constraint module acquisitions.weighted_sum module addAcquisition() (core.moop.MOOP method) (core.moop_base.MOOP_base method) (extras.libe.libE_MOOP method) (optimizers.surrogate_optimizer.SurrogateOptimizer method) addConstraint() (core.moop.MOOP method) (core.moop_base.MOOP_base method) (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method) (extras.libe.libE_MOOP method) addDesign() (core.moop.MOOP method) (core.moop_base.MOOP_base method) (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method) (extras.libe.libE_MOOP method)

addObjData() (core.moop_base.MOOP_base method) (extras.libe.libE_MOOP method) addObjective() (core.moop.MOOP method) (core.moop_base.MOOP_base method) (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method) (extras.libe.libE_MOOP method) addSimulation() (core.moop.MOOP method) (core.moop_base.MOOP_base method) (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method) (extras.libe.libE_MOOP method) approx_equal() (in module utilities.moop_utils)

B

browseCompleteSimulations() (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method)

C

CategoricalEmbedder (class in embeddings.default_embedders) check_inputs() (in module viz.utilities) check_names() (in module utilities.error_checks) check_sims() (in module core.moop_checks) checkObjDb() (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method) checkpointObjData() (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method) checkpointSimData() (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method) checkSimDb() (core.moop_base.MOOP_base method) (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method) (extras.libe.libE_MOOP method)

compile() (core.moop_base.MOOP_base method) (extras.libe.libE_MOOP method) configure() (viz.dashboard.Dash_App method), [1] ConstraintFunction (class in constraints.const_func) constraints.const_func module constraints.const_lib module ContinuousEmbedder (class in embeddings.default_embedders) core.moop module core.moop_base module core.moop_checks module

D

Dash_App (class in viz.dashboard) databases.numpy_database module databases.simulation_database module dtlz1_obj (class in objectives.dtlz) dtlz1_sim (class in simulations.dtlz) dtlz2_obj (class in objectives.dtlz) dtlz2_sim (class in simulations.dtlz)

dtlz3_obj (class in objectives.dtlz) dtlz3_sim (class in simulations.dtlz) dtlz4_obj (class in objectives.dtlz) dtlz4_sim (class in simulations.dtlz) dtlz5_sim (class in simulations.dtlz) dtlz6_sim (class in simulations.dtlz) dtlz7_sim (class in simulations.dtlz) dtlz8_sim (class in simulations.dtlz) dtlz9_sim (class in simulations.dtlz)

E

EI_RandomConstraint (class in acquisitions.epsilon_constraint) embed() (embeddings.default_embedders.CategoricalEmbedder method) (embeddings.default_embedders.ContinuousEmbedder method) (embeddings.default_embedders.IdentityEmbedder method) (embeddings.default_embedders.IntegerEmbedder method) (embeddings.embedder.Embedder method) embed_grad() (embeddings.default_embedders.CategoricalEmbedder method) (embeddings.default_embedders.ContinuousEmbedder method) (embeddings.default_embedders.IdentityEmbedder method) (embeddings.default_embedders.IntegerEmbedder method) (embeddings.embedder.Embedder method) Embedder (class in embeddings.embedder) embeddings.default_embedders module embeddings.embedder module evaluate() (surrogates.gaussian_proc.GaussRBF method) (surrogates.polynomial.Linear method) (surrogates.surrogate_function.SurrogateFunction method) evaluate_background_color() (viz.dashboard.Dash_App method), [1] evaluate_constraint_showr() (viz.dashboard.Dash_App method), [1] evaluate_customization_options() (viz.dashboard.Dash_App method), [1] evaluate_data_export_format() (viz.dashboard.Dash_App method), [1]

evaluate_database() (viz.dashboard.Dash_App method), [1] evaluate_dataset_download() (viz.dashboard.Dash_App method), [1] evaluate_export_options() (viz.dashboard.Dash_App method), [1] evaluate_font() (viz.dashboard.Dash_App method), [1] evaluate_font_size() (viz.dashboard.Dash_App method), [1] evaluate_height() (viz.dashboard.Dash_App method), [1] evaluate_image_download() (viz.dashboard.Dash_App method), [1] evaluate_image_export_format() (viz.dashboard.Dash_App method), [1] evaluate_plot_name() (viz.dashboard.Dash_App method), [1] evaluate_plot_type() (viz.dashboard.Dash_App method), [1] evaluate_selected_data() (viz.dashboard.Dash_App method), [1] evaluate_selection_download() (viz.dashboard.Dash_App method), [1] evaluate_width() (viz.dashboard.Dash_App method), [1] evaluateSimulation() (core.moop_base.MOOP_base method) (extras.libe.libE_MOOP method) export_file() (in module viz.utilities) extract() (embeddings.default_embedders.CategoricalEmbedder method) (embeddings.default_embedders.ContinuousEmbedder method) (embeddings.default_embedders.IdentityEmbedder method) (embeddings.default_embedders.IntegerEmbedder method) (embeddings.embedder.Embedder method) extras.libe module

F

filterBatch() (core.moop.MOOP method) (core.moop_base.MOOP_base method) (extras.libe.libE_MOOP method) fit() (surrogates.gaussian_proc.GaussRBF method) (surrogates.polynomial.Linear method) (surrogates.surrogate_function.SurrogateFunction method)

FixedWeights (class in acquisitions.weighted_sum) from_array() (in module utilities.moop_utils)

G

g1_sim (class in simulations.dtlz) g2_sim (class in simulations.dtlz) g3_sim (class in simulations.dtlz) g4_sim (class in simulations.dtlz) GaussRBF (class in surrogates.gaussian_proc) generate_graph() (viz.dashboard.Dash_App method), [1] generate_parallel() (in module viz.graph) generate_radar() (in module viz.graph) generate_scatter() (in module viz.graph) getConstraintType() (core.moop_base.MOOP_base method) (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method) (extras.libe.libE_MOOP method) getDesignType() (core.moop_base.MOOP_base method) (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method) (extras.libe.libE_MOOP method) getEmbeddingSize() (embeddings.default_embedders.CategoricalEmbedder method) (embeddings.default_embedders.ContinuousEmbedder method) (embeddings.default_embedders.IdentityEmbedder method) (embeddings.default_embedders.IntegerEmbedder method) (embeddings.embedder.Embedder method) getFeatureDesTols() (embeddings.default_embedders.CategoricalEmbedder method) (embeddings.default_embedders.ContinuousEmbedder method) (embeddings.default_embedders.IdentityEmbedder method) (embeddings.default_embedders.IntegerEmbedder method) (embeddings.embedder.Embedder method) getInputType() (embeddings.default_embedders.CategoricalEmbedder method) (embeddings.default_embedders.ContinuousEmbedder method) (embeddings.default_embedders.IdentityEmbedder method) (embeddings.default_embedders.IntegerEmbedder method) (embeddings.embedder.Embedder method) getLatentDesTols() (embeddings.default_embedders.CategoricalEmbedder method) (embeddings.default_embedders.ContinuousEmbedder method) (embeddings.default_embedders.IdentityEmbedder method) (embeddings.default_embedders.IntegerEmbedder method) (embeddings.embedder.Embedder method)

getLowerBounds() (embeddings.default_embedders.CategoricalEmbedder method) (embeddings.default_embedders.ContinuousEmbedder method) (embeddings.default_embedders.IdentityEmbedder method) (embeddings.default_embedders.IntegerEmbedder method) (embeddings.embedder.Embedder method) getNewSimulationData() (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method) getObjectiveData() (core.moop_base.MOOP_base method) (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method) (extras.libe.libE_MOOP method) getObjectiveType() (core.moop_base.MOOP_base method) (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method) (extras.libe.libE_MOOP method) getPF() (core.moop_base.MOOP_base method) (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method) (extras.libe.libE_MOOP method) getSimulationData() (core.moop_base.MOOP_base method) (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method) (extras.libe.libE_MOOP method) getSimulationType() (core.moop_base.MOOP_base method) (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method) (extras.libe.libE_MOOP method) getUpperBounds() (embeddings.default_embedders.CategoricalEmbedder method) (embeddings.default_embedders.ContinuousEmbedder method) (embeddings.default_embedders.IdentityEmbedder method) (embeddings.default_embedders.IntegerEmbedder method) (embeddings.embedder.Embedder method) GlobalSearch (class in searches.global_search) GlobalSurrogate_BFGS (class in optimizers.lbfgsb) GlobalSurrogate_PS (class in optimizers.pattern_search) GlobalSurrogate_RS (class in optimizers.random_search) gradient_error() (in module utilities.error_checks)

I

IdentityEmbedder (class in embeddings.default_embedders) improve() (surrogates.surrogate_function.SurrogateFunction method) IntegerEmbedder (class in embeddings.default_embedders) isEmpty() (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method)

iterate() (core.moop.MOOP method) (core.moop_base.MOOP_base method) (extras.libe.libE_MOOP method)

L

LatinHypercube (class in searches.latin_hypercube) lex_leq() (in module utilities.moop_utils) libE_MOOP (class in extras.libe) Linear (class in surrogates.polynomial) load() (acquisitions.acquisition_function.AcquisitionFunction method) (core.moop_base.MOOP_base method) (extras.libe.libE_MOOP method) (optimizers.lbfgsb.LocalSurrogate_BFGS method) (optimizers.pattern_search.LocalSurrogate_PS method) (optimizers.surrogate_optimizer.SurrogateOptimizer method) (searches.global_search.GlobalSearch method) (surrogates.gaussian_proc.GaussRBF method) (surrogates.polynomial.Linear method) (surrogates.surrogate_function.SurrogateFunction method)

loadCheckpoint() (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method) LocalSurrogate_BFGS (class in optimizers.lbfgsb) LocalSurrogate_PS (class in optimizers.pattern_search)

M

module acquisitions.acquisition_function acquisitions.epsilon_constraint acquisitions.weighted_sum constraints.const_func constraints.const_lib core.moop core.moop_base core.moop_checks databases.numpy_database databases.simulation_database embeddings.default_embedders embeddings.embedder extras.libe objectives.dtlz objectives.obj_func objectives.obj_lib optimizers.lbfgsb optimizers.pattern_search optimizers.random_search optimizers.surrogate_optimizer searches.global_search searches.latin_hypercube simulations.dtlz simulations.sim_func surrogates.gaussian_proc surrogates.polynomial surrogates.surrogate_function utilities.error_checks utilities.moop_utils viz.dashboard viz.graph viz.plot viz.utilities

MOOP (class in core.moop) MOOP_base (class in core.moop_base)

N

NumpyDatabase (class in databases.numpy_database)

O

ObjectiveFunction (class in objectives.obj_func) objectives.dtlz module objectives.obj_func module objectives.obj_lib module

optimizers.lbfgsb module optimizers.pattern_search module optimizers.random_search module optimizers.surrogate_optimizer module

P

parallel_coordinates() (in module viz.plot)

R

radar() (in module viz.plot) RandomConstraint (class in acquisitions.epsilon_constraint) resumeSearch() (searches.global_search.GlobalSearch method) (searches.latin_hypercube.LatinHypercube method)

returnResults() (optimizers.lbfgsb.LocalSurrogate_BFGS method) (optimizers.pattern_search.LocalSurrogate_PS method) (optimizers.surrogate_optimizer.SurrogateOptimizer method)

S

save() (acquisitions.acquisition_function.AcquisitionFunction method) (core.moop_base.MOOP_base method) (extras.libe.libE_MOOP method) (optimizers.lbfgsb.LocalSurrogate_BFGS method) (optimizers.pattern_search.LocalSurrogate_PS method) (optimizers.surrogate_optimizer.SurrogateOptimizer method) (searches.global_search.GlobalSearch method) (surrogates.gaussian_proc.GaussRBF method) (surrogates.polynomial.Linear method) (surrogates.surrogate_function.SurrogateFunction method) savedata() (extras.libe.libE_MOOP method) scalarize() (acquisitions.acquisition_function.AcquisitionFunction method) (acquisitions.epsilon_constraint.EI_RandomConstraint method) (acquisitions.epsilon_constraint.RandomConstraint method) (acquisitions.weighted_sum.FixedWeights method) (acquisitions.weighted_sum.UniformWeights method) scatter() (in module viz.plot) searches.global_search module searches.latin_hypercube module set_constraint_range() (viz.dashboard.Dash_App method), [1] set_database() (in module viz.utilities) set_hover_info() (in module viz.utilities) set_plot_name() (in module viz.utilities) setCheckpoint() (core.moop_base.MOOP_base method) (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method) (extras.libe.libE_MOOP method) setConstraints() (optimizers.surrogate_optimizer.SurrogateOptimizer method) setObjective() (optimizers.surrogate_optimizer.SurrogateOptimizer method) setPenalty() (optimizers.surrogate_optimizer.SurrogateOptimizer method) setSimulation() (optimizers.surrogate_optimizer.SurrogateOptimizer method) setTarget() (acquisitions.acquisition_function.AcquisitionFunction method) (acquisitions.epsilon_constraint.EI_RandomConstraint method) (acquisitions.epsilon_constraint.RandomConstraint method) (acquisitions.weighted_sum.FixedWeights method) (acquisitions.weighted_sum.UniformWeights method) setTrFunc() (optimizers.surrogate_optimizer.SurrogateOptimizer method) setTrustRegion() (surrogates.gaussian_proc.GaussRBF method) (surrogates.polynomial.Linear method) (surrogates.surrogate_function.SurrogateFunction method)

sim_func (class in simulations.sim_func) SimulationDatabase (class in databases.simulation_database) simulations.dtlz module simulations.sim_func module SingleSimBound (class in constraints.const_lib) SingleSimBoundGradient (class in constraints.const_lib) SingleSimGradient (class in objectives.obj_lib) SingleSimObjective (class in objectives.obj_lib) solve() (core.moop.MOOP method) (core.moop_base.MOOP_base method) (extras.libe.libE_MOOP method) (optimizers.lbfgsb.GlobalSurrogate_BFGS method) (optimizers.lbfgsb.LocalSurrogate_BFGS method) (optimizers.pattern_search.GlobalSurrogate_PS method) (optimizers.pattern_search.LocalSurrogate_PS method) (optimizers.random_search.GlobalSurrogate_RS method) (optimizers.surrogate_optimizer.SurrogateOptimizer method) startDatabase() (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method) startSearch() (searches.global_search.GlobalSearch method) (searches.latin_hypercube.LatinHypercube method) stdDev() (surrogates.gaussian_proc.GaussRBF method) (surrogates.surrogate_function.SurrogateFunction method) SumOfSimsBound (class in constraints.const_lib) SumOfSimsBoundGradient (class in constraints.const_lib) SumOfSimsGradient (class in objectives.obj_lib) SumOfSimsObjective (class in objectives.obj_lib) SumOfSimSquaresBound (class in constraints.const_lib) SumOfSimSquaresBoundGradient (class in constraints.const_lib) SumOfSimSquaresGradient (class in objectives.obj_lib) SumOfSimSquaresObjective (class in objectives.obj_lib) SurrogateFunction (class in surrogates.surrogate_function) SurrogateOptimizer (class in optimizers.surrogate_optimizer) surrogates.gaussian_proc module surrogates.polynomial module surrogates.surrogate_function module

T

to_array() (in module utilities.moop_utils)

U

UniformWeights (class in acquisitions.weighted_sum) update() (surrogates.gaussian_proc.GaussRBF method) (surrogates.polynomial.Linear method) (surrogates.surrogate_function.SurrogateFunction method) update_background_color() (viz.dashboard.Dash_App method), [1] update_constraint_range() (viz.dashboard.Dash_App method), [1] update_database() (viz.dashboard.Dash_App method), [1] update_font() (viz.dashboard.Dash_App method), [1] update_font_size() (viz.dashboard.Dash_App method), [1] update_height() (viz.dashboard.Dash_App method), [1] update_plot_name() (viz.dashboard.Dash_App method), [1] update_plot_type() (viz.dashboard.Dash_App method), [1] update_width() (viz.dashboard.Dash_App method), [1] updateAll() (core.moop.MOOP method) (core.moop_base.MOOP_base method) (extras.libe.libE_MOOP method)

updateObjDb() (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method) updatePF() (in module utilities.moop_utils) updateSimDb() (core.moop_base.MOOP_base method) (databases.numpy_database.NumpyDatabase method) (databases.simulation_database.SimulationDatabase method) (extras.libe.libE_MOOP method) useSD() (acquisitions.acquisition_function.AcquisitionFunction method) (acquisitions.epsilon_constraint.EI_RandomConstraint method) (acquisitions.epsilon_constraint.RandomConstraint method) (acquisitions.weighted_sum.FixedWeights method) (acquisitions.weighted_sum.UniformWeights method) utilities.error_checks module utilities.moop_utils module

V

viz.dashboard module viz.graph module

viz.plot module viz.utilities module

X

xerror() (in module utilities.error_checks)