Index

A

Adam (class in f3dasm.optimization.gradient_based_algorithms) add() (f3dasm.base.data.Data method) add_input_space() (f3dasm.base.design.DesignSpace method) add_numpy_arrays() (f3dasm.base.data.Data method) add_output() (f3dasm.base.data.Data method) add_output_space() (f3dasm.base.design.DesignSpace method)

algorithm (f3dasm.base.optimization.Optimizer attribute) (f3dasm.optimization.gpyopt_implementations.BayesianOptimization attribute) (f3dasm.optimization.gradient_based_algorithms.Adam attribute) (f3dasm.optimization.gradient_based_algorithms.Momentum attribute) (f3dasm.optimization.gradient_based_algorithms.RandomSearch attribute) (f3dasm.optimization.gradient_based_algorithms.SGD attribute)

B

BayesianOptimization (class in f3dasm.optimization.gpyopt_implementations)

C

CategoricalParameter (class in f3dasm.base.space) categories (f3dasm.base.space.CategoricalParameter attribute)

check_if_within_bounds() (f3dasm.base.function.Function method) ConstraintInterface (class in f3dasm.base.space) ContinuousParameter (class in f3dasm.base.space)

D

Data (class in f3dasm.base.data) data (f3dasm.base.data.Data attribute) (f3dasm.base.optimization.Optimizer attribute) (f3dasm.optimization.gpyopt_implementations.BayesianOptimization attribute) (f3dasm.optimization.gradient_based_algorithms.Adam attribute) (f3dasm.optimization.gradient_based_algorithms.Momentum attribute) (f3dasm.optimization.gradient_based_algorithms.RandomSearch attribute) (f3dasm.optimization.gradient_based_algorithms.SGD attribute) defaults (f3dasm.base.optimization.Optimizer attribute) (f3dasm.optimization.gpyopt_implementations.BayesianOptimization attribute) (f3dasm.optimization.gradient_based_algorithms.Adam attribute) (f3dasm.optimization.gradient_based_algorithms.Momentum attribute) (f3dasm.optimization.gradient_based_algorithms.RandomSearch attribute) (f3dasm.optimization.gradient_based_algorithms.SGD attribute)

DesignSpace (class in f3dasm.base.design) designspace (f3dasm.base.data.Data attribute) dfdx() (f3dasm.base.function.Function method) dimensionality (f3dasm.base.function.Function attribute) DiscreteParameter (class in f3dasm.base.space) doe (f3dasm.base.samplingmethod.SamplingInterface attribute)

E

extract_data() (f3dasm.base.optimization.Optimizer method)

F

f() (f3dasm.base.function.Function method) f3dasm.base module f3dasm.base.data module f3dasm.base.design module f3dasm.base.function module f3dasm.base.optimization module

f3dasm.base.samplingmethod module f3dasm.base.space module f3dasm.base.utils module f3dasm.optimization.gpyopt_implementations module f3dasm.optimization.gradient_based_algorithms module Function (class in f3dasm.base.function)

G

get_categorical_input_names() (f3dasm.base.design.DesignSpace method) get_categorical_input_parameters() (f3dasm.base.design.DesignSpace method) get_continuous_input_names() (f3dasm.base.design.DesignSpace method) get_continuous_input_parameters() (f3dasm.base.design.DesignSpace method) get_discrete_input_names() (f3dasm.base.design.DesignSpace method) get_discrete_input_parameters() (f3dasm.base.design.DesignSpace method) get_empty_dataframe() (f3dasm.base.design.DesignSpace method) get_input_data() (f3dasm.base.data.Data method) get_input_names() (f3dasm.base.design.DesignSpace method)

get_input_space() (f3dasm.base.design.DesignSpace method) get_n_best_input_parameters_numpy() (f3dasm.base.data.Data method) get_n_best_output_samples() (f3dasm.base.data.Data method) get_number_of_datapoints() (f3dasm.base.data.Data method) get_number_of_input_parameters() (f3dasm.base.design.DesignSpace method) get_number_of_output_parameters() (f3dasm.base.design.DesignSpace method) get_output_data() (f3dasm.base.data.Data method) get_output_names() (f3dasm.base.design.DesignSpace method) get_output_space() (f3dasm.base.design.DesignSpace method) get_samples() (f3dasm.base.samplingmethod.SamplingInterface method)

H

hyperparameters (f3dasm.base.optimization.Optimizer attribute) (f3dasm.optimization.gpyopt_implementations.BayesianOptimization attribute) (f3dasm.optimization.gradient_based_algorithms.Adam attribute) (f3dasm.optimization.gradient_based_algorithms.Momentum attribute) (f3dasm.optimization.gradient_based_algorithms.RandomSearch attribute) (f3dasm.optimization.gradient_based_algorithms.SGD attribute)

I

init_parameters() (f3dasm.base.optimization.Optimizer method) (f3dasm.optimization.gpyopt_implementations.BayesianOptimization method) (f3dasm.optimization.gradient_based_algorithms.Adam method) (f3dasm.optimization.gradient_based_algorithms.Momentum method) (f3dasm.optimization.gradient_based_algorithms.SGD method)

input_domain (f3dasm.base.function.Function attribute) input_space (f3dasm.base.design.DesignSpace attribute) is_single_objective_continuous() (f3dasm.base.design.DesignSpace method) iterate() (f3dasm.base.optimization.Optimizer method)

L

lower_bound (f3dasm.base.space.ContinuousParameter attribute) (f3dasm.base.space.DiscreteParameter attribute)

M

make_nd_continuous_design() (in module f3dasm.base.utils) module f3dasm.base f3dasm.base.data f3dasm.base.design f3dasm.base.function f3dasm.base.optimization f3dasm.base.samplingmethod f3dasm.base.space f3dasm.base.utils f3dasm.optimization.gpyopt_implementations f3dasm.optimization.gradient_based_algorithms

Momentum (class in f3dasm.optimization.gradient_based_algorithms)

N

name (f3dasm.base.space.ParameterInterface attribute)

noise (f3dasm.base.function.Function attribute)

O

Optimizer (class in f3dasm.base.optimization)

output_space (f3dasm.base.design.DesignSpace attribute)

P

ParameterInterface (class in f3dasm.base.space) plot() (f3dasm.base.data.Data method) (f3dasm.base.function.Function method)

plot_data() (f3dasm.base.function.Function method) plot_pairs() (f3dasm.base.data.Data method)

R

RandomSearch (class in f3dasm.optimization.gradient_based_algorithms)

reset_data() (f3dasm.base.data.Data method)

S

sample_continuous() (f3dasm.base.samplingmethod.SamplingInterface method) SamplingInterface (class in f3dasm.base.samplingmethod) scale_bounds (f3dasm.base.function.Function attribute) seed (f3dasm.base.function.Function attribute) (f3dasm.base.optimization.Optimizer attribute) (f3dasm.base.samplingmethod.SamplingInterface attribute) set_algorithm() (f3dasm.base.optimization.Optimizer method) (f3dasm.optimization.gpyopt_implementations.BayesianOptimization method)

set_data() (f3dasm.base.optimization.Optimizer method) set_seed() (f3dasm.base.function.Function static method) (f3dasm.base.optimization.Optimizer static method) (f3dasm.base.samplingmethod.SamplingInterface method) SGD (class in f3dasm.optimization.gradient_based_algorithms) show() (f3dasm.base.data.Data method)

T

type (f3dasm.base.space.CategoricalParameter attribute) (f3dasm.base.space.ContinuousParameter attribute) (f3dasm.base.space.DiscreteParameter attribute)

U

update_step() (f3dasm.base.optimization.Optimizer method) (f3dasm.optimization.gpyopt_implementations.BayesianOptimization method) (f3dasm.optimization.gradient_based_algorithms.Adam method) (f3dasm.optimization.gradient_based_algorithms.Momentum method) (f3dasm.optimization.gradient_based_algorithms.RandomSearch method) (f3dasm.optimization.gradient_based_algorithms.SGD method)

upper_bound (f3dasm.base.space.ContinuousParameter attribute) (f3dasm.base.space.DiscreteParameter attribute)