spotoptim
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function
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User Guide
Overview
The SpotOptim Class
Surrogate Models
Acquisition & Infill
Test Functions
Sampling & Designs
Visualization
Reporting & Analysis
Utilities
Neural Networks
Multi-Objective
Core Infrastructure
Hyperparameters
Datasets
Model Inspection
Factor Analysis
Exploratory Data Analysis
Triangulation Candidates
Initialization
Sequential Optimization
Parallel Optimization
Early Stopping
Running on Slurm (GWDG NHR)
API Reference
Overview
SpotOptim
SpotOptim.SpotOptim
SpotOptim.SpotOptimConfig
SpotOptim.SpotOptimState
Core
core
core.data
SpotDataFromArray
SpotDataFromTorchDataset
SpotDataSet
core.experiment
ExperimentControl
Surrogate Models
surrogate
surrogate.kriging
Kriging
surrogate.simple_kriging
SimpleKriging
surrogate.mlp_surrogate
MLPSurrogate
surrogate.nystroem
Nystroem
surrogate.kernels
ConstantKernel
Kernel
Product
RBF
SpotOptimKernel
Sum
WhiteKernel
surrogate.pipeline
Pipeline
Sampling
sampling
sampling.design
fullfactorial
generate_clustered_design
generate_collinear_design
generate_grid_design
generate_qmc_lhs_design
generate_sobol_design
generate_uniform_design
sampling.effects
plot_all_partial_dependence
randorient
screening_plot
screening_print
screeningplan
sampling.lhs
rlh
sampling.mm
bestlh
jd
mm
mm_improvement
mm_corrected_improvement
mm_improvement_contour
mmlhs
mmphi
mmphi_intensive
mmphi_intensive_update
mmphi_corrected
mmphi_corrected_update
mmsort
perturb
phisort
plot_mmphi_vs_n_lhs
plot_mmphi_corrected_vs_n_lhs
plot_mmphi_vs_points
plot_mmphi_corrected_vs_points
propose_mmphi_intensive_minimizing_point
propose_mmphi_corrected_minimizing_point
subset
Optimization
optimizer
optimizer.schedule_free
AdamWScheduleFree
Hyperparameters
hyperparameters
hyperparameters.parameters
ParameterSet
hyperparameters.repr_helpers
Bounds
Parameter
Neural Networks
nn
nn.linear_regressor
LinearRegressor
nn.mlp
MLP
Plotting & Visualization
plot
plot.contour
contourf_plot
mo_generate_plot_grid
plotModel
simple_contour
plot.mo
plot_mo
plot.visualization
plot_important_hyperparameter_contour
plot_progress
plot_surrogate
plot_design_points
Utilities
utils
utils.boundaries
get_boundaries
map_to_original_scale
utils.eval
mo_cv_models
mo_eval_models
utils.file
get_experiment_filename
utils.mapping
map_lr
utils.pca
get_loading_scores
get_pca
get_pca_topk
plot_loading_scores
plot_pca1vs2
plot_pca_scree
utils.scaler
TorchStandardScaler
utils.stats
calculate_outliers
compute_coefficients_table
compute_standardized_betas
condition_index
cov_to_cor
fit_all_lm
get_all_vars_from_formula
get_combinations
get_sample_size
normalize_X
pairwise_semi_partial_correlation
partial_correlation
partial_correlation_test
plot_coeff_vs_pvals
plot_coeff_vs_pvals_by_included
preprocess_df_for_ols
semi_partial_correlation
vif
Data
data
data.base
Config
FileConfig
data.diabetes
DiabetesDataset
get_diabetes_dataloaders
Exploratory Data Analysis
eda
eda.plots
plot_ip_boxplots
plot_ip_histograms
Multi-Objective
mo
mo.mo_mm
mo_mm_desirability_function
mo_mm_desirability_optimizer
mo_xy_desirability_plot
mo.pareto
is_pareto_efficient
mo_pareto_optx_plot
mo_xy_contour
mo_xy_surface
Inspection
inspection
inspection.importance
generate_imp
generate_mdi
plot_feature_importances
plot_feature_scatter_matrix
plot_importances
inspection.predictions
plot_actual_vs_predicted
Factor Analyzer
factor_analyzer
factor_analyzer.confirmatory_factor_analyzer
ConfirmatoryFactorAnalyzer
ModelSpecification
ModelSpecificationParser
factor_analyzer.factor_analyzer
FactorAnalyzer
calculate_bartlett_sphericity
calculate_kmo
factor_analyzer.factor_analyzer_rotator
Rotator
factor_analyzer.factor_analyzer_utils
apply_impute_nan
commutation_matrix
corr
cov
covariance_to_correlation
duplication_matrix
duplication_matrix_pre_post
fill_lower_diag
get_first_idxs_from_values
get_free_parameter_idxs
get_symmetric_lower_idxs
get_symmetric_upper_idxs
impute_values
inv_chol
merge_variance_covariance
partial_correlations
smc
unique_elements
Functions
function
function.forr08a
aerofoilcd
branin
onevar
function.mo
activity_pred
conversion_pred
dtlz1
dtlz2
fonseca_fleming
fun_myer16a
kursawe
mo_conv2_max
mo_conv2_min
schaffer_n1
zdt1
zdt2
zdt3
zdt4
zdt6
function.remote
objective_remote
function.so
ackley
lennard_jones
michalewicz
noisy_sphere
robot_arm_hard
robot_arm_obstacle
rosenbrock
sphere
wingwt
function.torch_objective
TorchObjective
Tricands
tricands
tricands.tricands
tricands
tricands_fringe
tricands_interior
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API Reference
Functions
function
function
function
Analytical test functions for optimization.