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project:
type: website
pre-render: version_config.py
output-dir: _site
render:
- docs/index.qmd
- docs/**/*.qmd
- docs/**/*.md
execute:
enabled: true
freeze: auto
filters:
- docs/interlinks.lua
interlinks:
sources:
python:
url: https://docs.python.org/3/
pandas:
url: https://pandas.pydata.org/docs/
numpy:
url: https://numpy.org/doc/stable/
website:
title: spotoptim
description: Sequential Parameter Optimization Toolbox in Python
site-url: https://sequential-parameter-optimization.github.io/spotoptim/
repo-url: https://github.com/sequential-parameter-optimization/spotoptim
repo-actions:
- edit
- issue
favicon: docs/images/favicon.png
navbar:
background: primary
search: true
logo: docs/images/spotlogo.png
right:
- icon: github
href: https://github.com/sequential-parameter-optimization/spotoptim
aria-label: GitHub repository
sidebar:
style: docked
search: false
collapse-level: 1
contents:
- text: Home
file: docs/index.qmd
- text: Getting Started
file: docs/sequential-parameter-optimization-cookbook.qmd
- text: Examples
file: docs/examples.qmd
- section: User Guide
contents:
- text: Overview
file: docs/user_guide.qmd
- text: The SpotOptim Class
file: docs/user_guide/spotoptim.qmd
- text: Surrogate Models
file: docs/user_guide/surrogate.qmd
- text: Acquisition & Infill
file: docs/user_guide/optimizer.qmd
- text: Test Functions
file: docs/user_guide/function.qmd
- text: Sampling & Designs
file: docs/user_guide/sampling.qmd
- text: Visualization
file: docs/user_guide/plot.qmd
- text: Reporting & Analysis
file: docs/user_guide/reporting.qmd
- text: Utilities
file: docs/user_guide/utils.qmd
- text: Neural Networks
file: docs/user_guide/nn.qmd
- text: Multi-Objective
file: docs/user_guide/mo.qmd
- text: Core Infrastructure
file: docs/user_guide/core.qmd
- text: Hyperparameters
file: docs/user_guide/hyperparameters.qmd
- text: Datasets
file: docs/user_guide/data.qmd
- text: Model Inspection
file: docs/user_guide/inspection.qmd
- text: Factor Analysis
file: docs/user_guide/factor_analyzer.qmd
- text: Exploratory Data Analysis
file: docs/user_guide/eda.qmd
- text: Triangulation Candidates
file: docs/user_guide/tricands.qmd
- text: Initialization
file: docs/spotoptim_init.qmd
- text: Sequential Optimization
file: docs/optimize_seq.qmd
- text: Parallel Optimization
file: docs/optimize_parallel.qmd
- text: Early Stopping
file: docs/early-stopping.qmd
- text: Running on Slurm (GWDG NHR)
file: docs/slurm.qmd
- section: API Reference
contents:
- text: Overview
file: docs/reference/index.qmd
- section: SpotOptim
contents:
- text: SpotOptim.SpotOptim
file: docs/reference/SpotOptim.SpotOptim.qmd
- text: SpotOptim.SpotOptimConfig
file: docs/reference/SpotOptim.SpotOptimConfig.qmd
- text: SpotOptim.SpotOptimState
file: docs/reference/SpotOptim.SpotOptimState.qmd
- section: Core
contents:
- text: core
file: docs/reference/core.qmd
- text: core.data
file: docs/reference/core.data.qmd
- text: SpotDataFromArray
file: docs/reference/core.data.SpotDataFromArray.qmd
- text: SpotDataFromTorchDataset
file: docs/reference/core.data.SpotDataFromTorchDataset.qmd
- text: SpotDataSet
file: docs/reference/core.data.SpotDataSet.qmd
- text: core.experiment
file: docs/reference/core.experiment.qmd
- text: ExperimentControl
file: docs/reference/core.experiment.ExperimentControl.qmd
- section: Surrogate Models
contents:
- text: surrogate
file: docs/reference/surrogate.qmd
- text: surrogate.kriging
file: docs/reference/surrogate.kriging.qmd
- text: Kriging
file: docs/reference/surrogate.kriging.Kriging.qmd
- text: surrogate.simple_kriging
file: docs/reference/surrogate.simple_kriging.qmd
- text: SimpleKriging
file: docs/reference/surrogate.simple_kriging.SimpleKriging.qmd
- text: surrogate.mlp_surrogate
file: docs/reference/surrogate.mlp_surrogate.qmd
- text: MLPSurrogate
file: docs/reference/surrogate.mlp_surrogate.MLPSurrogate.qmd
- text: surrogate.nystroem
file: docs/reference/surrogate.nystroem.qmd
- text: Nystroem
file: docs/reference/surrogate.nystroem.Nystroem.qmd
- text: surrogate.kernels
file: docs/reference/surrogate.kernels.qmd
- text: ConstantKernel
file: docs/reference/surrogate.kernels.ConstantKernel.qmd
- text: Kernel
file: docs/reference/surrogate.kernels.Kernel.qmd
- text: Product
file: docs/reference/surrogate.kernels.Product.qmd
- text: RBF
file: docs/reference/surrogate.kernels.RBF.qmd
- text: SpotOptimKernel
file: docs/reference/surrogate.kernels.SpotOptimKernel.qmd
- text: Sum
file: docs/reference/surrogate.kernels.Sum.qmd
- text: WhiteKernel
file: docs/reference/surrogate.kernels.WhiteKernel.qmd
- text: surrogate.pipeline
file: docs/reference/surrogate.pipeline.qmd
- text: Pipeline
file: docs/reference/surrogate.pipeline.Pipeline.qmd
- section: Sampling
contents:
- text: sampling
file: docs/reference/sampling.qmd
- text: sampling.design
file: docs/reference/sampling.design.qmd
- text: fullfactorial
file: docs/reference/sampling.design.fullfactorial.qmd
- text: generate_clustered_design
file:
docs/reference/sampling.design.generate_clustered_design.qmd
- text: generate_collinear_design
file:
docs/reference/sampling.design.generate_collinear_design.qmd
- text: generate_grid_design
file: docs/reference/sampling.design.generate_grid_design.qmd
- text: generate_qmc_lhs_design
file: docs/reference/sampling.design.generate_qmc_lhs_design.qmd
- text: generate_sobol_design
file: docs/reference/sampling.design.generate_sobol_design.qmd
- text: generate_uniform_design
file: docs/reference/sampling.design.generate_uniform_design.qmd
- text: sampling.effects
file: docs/reference/sampling.effects.qmd
- text: plot_all_partial_dependence
file:
docs/reference/sampling.effects.plot_all_partial_dependence.qmd
- text: randorient
file: docs/reference/sampling.effects.randorient.qmd
- text: screening_plot
file: docs/reference/sampling.effects.screening_plot.qmd
- text: screening_print
file: docs/reference/sampling.effects.screening_print.qmd
- text: screeningplan
file: docs/reference/sampling.effects.screeningplan.qmd
- text: sampling.lhs
file: docs/reference/sampling.lhs.qmd
- text: rlh
file: docs/reference/sampling.lhs.rlh.qmd
- text: sampling.mm
file: docs/reference/sampling.mm.qmd
- text: bestlh
file: docs/reference/sampling.mm.bestlh.qmd
- text: jd
file: docs/reference/sampling.mm.jd.qmd
- text: mm
file: docs/reference/sampling.mm.mm.qmd
- text: mm_improvement
file: docs/reference/sampling.mm.mm_improvement.qmd
- text: mm_corrected_improvement
file: docs/reference/sampling.mm.mm_corrected_improvement.qmd
- text: mm_improvement_contour
file: docs/reference/sampling.mm.mm_improvement_contour.qmd
- text: mmlhs
file: docs/reference/sampling.mm.mmlhs.qmd
- text: mmphi
file: docs/reference/sampling.mm.mmphi.qmd
- text: mmphi_intensive
file: docs/reference/sampling.mm.mmphi_intensive.qmd
- text: mmphi_intensive_update
file: docs/reference/sampling.mm.mmphi_intensive_update.qmd
- text: mmphi_corrected
file: docs/reference/sampling.mm.mmphi_corrected.qmd
- text: mmphi_corrected_update
file: docs/reference/sampling.mm.mmphi_corrected_update.qmd
- text: mmsort
file: docs/reference/sampling.mm.mmsort.qmd
- text: perturb
file: docs/reference/sampling.mm.perturb.qmd
- text: phisort
file: docs/reference/sampling.mm.phisort.qmd
- text: plot_mmphi_vs_n_lhs
file: docs/reference/sampling.mm.plot_mmphi_vs_n_lhs.qmd
- text: plot_mmphi_corrected_vs_n_lhs
file: docs/reference/sampling.mm.plot_mmphi_corrected_vs_n_lhs.qmd
- text: plot_mmphi_vs_points
file: docs/reference/sampling.mm.plot_mmphi_vs_points.qmd
- text: plot_mmphi_corrected_vs_points
file: docs/reference/sampling.mm.plot_mmphi_corrected_vs_points.qmd
- text: propose_mmphi_intensive_minimizing_point
file:
docs/reference/sampling.mm.propose_mmphi_intensive_minimizing_point.qmd
- text: propose_mmphi_corrected_minimizing_point
file:
docs/reference/sampling.mm.propose_mmphi_corrected_minimizing_point.qmd
- text: subset
file: docs/reference/sampling.mm.subset.qmd
- section: Optimization
contents:
- text: optimizer
file: docs/reference/optimizer.qmd
- text: optimizer.schedule_free
file: docs/reference/optimizer.schedule_free.qmd
- text: AdamWScheduleFree
file:
docs/reference/optimizer.schedule_free.AdamWScheduleFree.qmd
- section: Hyperparameters
contents:
- text: hyperparameters
file: docs/reference/hyperparameters.qmd
- text: hyperparameters.parameters
file: docs/reference/hyperparameters.parameters.qmd
- text: ParameterSet
file: docs/reference/hyperparameters.parameters.ParameterSet.qmd
- text: hyperparameters.repr_helpers
file: docs/reference/hyperparameters.repr_helpers.qmd
- text: Bounds
file: docs/reference/hyperparameters.repr_helpers.Bounds.qmd
- text: Parameter
file: docs/reference/hyperparameters.repr_helpers.Parameter.qmd
- section: Neural Networks
contents:
- text: nn
file: docs/reference/nn.qmd
- text: nn.linear_regressor
file: docs/reference/nn.linear_regressor.qmd
- text: LinearRegressor
file: docs/reference/nn.linear_regressor.LinearRegressor.qmd
- text: nn.mlp
file: docs/reference/nn.mlp.qmd
- text: MLP
file: docs/reference/nn.mlp.MLP.qmd
- section: Plotting & Visualization
contents:
- text: plot
file: docs/reference/plot.qmd
- text: plot.contour
file: docs/reference/plot.contour.qmd
- text: contourf_plot
file: docs/reference/plot.contour.contourf_plot.qmd
- text: mo_generate_plot_grid
file: docs/reference/plot.contour.mo_generate_plot_grid.qmd
- text: plotModel
file: docs/reference/plot.contour.plotModel.qmd
- text: simple_contour
file: docs/reference/plot.contour.simple_contour.qmd
- text: plot.mo
file: docs/reference/plot.mo.qmd
- text: plot_mo
file: docs/reference/plot.mo.plot_mo.qmd
- text: plot.visualization
file: docs/reference/plot.visualization.qmd
- text: plot_important_hyperparameter_contour
file:
docs/reference/plot.visualization.plot_important_hyperparameter_contour.qmd
- text: plot_progress
file: docs/reference/plot.visualization.plot_progress.qmd
- text: plot_surrogate
file: docs/reference/plot.visualization.plot_surrogate.qmd
- text: plot_design_points
file: docs/reference/plot.visualization.plot_design_points.qmd
- section: Utilities
contents:
- text: utils
file: docs/reference/utils.qmd
- text: utils.boundaries
file: docs/reference/utils.boundaries.qmd
- text: get_boundaries
file: docs/reference/utils.boundaries.get_boundaries.qmd
- text: map_to_original_scale
file: docs/reference/utils.boundaries.map_to_original_scale.qmd
- text: utils.eval
file: docs/reference/utils.eval.qmd
- text: mo_cv_models
file: docs/reference/utils.eval.mo_cv_models.qmd
- text: mo_eval_models
file: docs/reference/utils.eval.mo_eval_models.qmd
- text: utils.file
file: docs/reference/utils.file.qmd
- text: get_experiment_filename
file: docs/reference/utils.file.get_experiment_filename.qmd
- text: utils.mapping
file: docs/reference/utils.mapping.qmd
- text: map_lr
file: docs/reference/utils.mapping.map_lr.qmd
- text: utils.pca
file: docs/reference/utils.pca.qmd
- text: get_loading_scores
file: docs/reference/utils.pca.get_loading_scores.qmd
- text: get_pca
file: docs/reference/utils.pca.get_pca.qmd
- text: get_pca_topk
file: docs/reference/utils.pca.get_pca_topk.qmd
- text: plot_loading_scores
file: docs/reference/utils.pca.plot_loading_scores.qmd
- text: plot_pca1vs2
file: docs/reference/utils.pca.plot_pca1vs2.qmd
- text: plot_pca_scree
file: docs/reference/utils.pca.plot_pca_scree.qmd
- text: utils.scaler
file: docs/reference/utils.scaler.qmd
- text: TorchStandardScaler
file: docs/reference/utils.scaler.TorchStandardScaler.qmd
- text: utils.stats
file: docs/reference/utils.stats.qmd
- text: calculate_outliers
file: docs/reference/utils.stats.calculate_outliers.qmd
- text: compute_coefficients_table
file: docs/reference/utils.stats.compute_coefficients_table.qmd
- text: compute_standardized_betas
file: docs/reference/utils.stats.compute_standardized_betas.qmd
- text: condition_index
file: docs/reference/utils.stats.condition_index.qmd
- text: cov_to_cor
file: docs/reference/utils.stats.cov_to_cor.qmd
- text: fit_all_lm
file: docs/reference/utils.stats.fit_all_lm.qmd
- text: get_all_vars_from_formula
file: docs/reference/utils.stats.get_all_vars_from_formula.qmd
- text: get_combinations
file: docs/reference/utils.stats.get_combinations.qmd
- text: get_sample_size
file: docs/reference/utils.stats.get_sample_size.qmd
- text: normalize_X
file: docs/reference/utils.stats.normalize_X.qmd
- text: pairwise_semi_partial_correlation
file:
docs/reference/utils.stats.pairwise_semi_partial_correlation.qmd
- text: partial_correlation
file: docs/reference/utils.stats.partial_correlation.qmd
- text: partial_correlation_test
file: docs/reference/utils.stats.partial_correlation_test.qmd
- text: plot_coeff_vs_pvals
file: docs/reference/utils.stats.plot_coeff_vs_pvals.qmd
- text: plot_coeff_vs_pvals_by_included
file:
docs/reference/utils.stats.plot_coeff_vs_pvals_by_included.qmd
- text: preprocess_df_for_ols
file: docs/reference/utils.stats.preprocess_df_for_ols.qmd
- text: semi_partial_correlation
file: docs/reference/utils.stats.semi_partial_correlation.qmd
- text: vif
file: docs/reference/utils.stats.vif.qmd
- section: Data
contents:
- text: data
file: docs/reference/data.qmd
- text: data.base
file: docs/reference/data.base.qmd
- text: Config
file: docs/reference/data.base.Config.qmd
- text: FileConfig
file: docs/reference/data.base.FileConfig.qmd
- text: data.diabetes
file: docs/reference/data.diabetes.qmd
- text: DiabetesDataset
file: docs/reference/data.diabetes.DiabetesDataset.qmd
- text: get_diabetes_dataloaders
file: docs/reference/data.diabetes.get_diabetes_dataloaders.qmd
- section: Exploratory Data Analysis
contents:
- text: eda
file: docs/reference/eda.qmd
- text: eda.plots
file: docs/reference/eda.plots.qmd
- text: plot_ip_boxplots
file: docs/reference/eda.plots.plot_ip_boxplots.qmd
- text: plot_ip_histograms
file: docs/reference/eda.plots.plot_ip_histograms.qmd
- section: Multi-Objective
contents:
- text: mo
file: docs/reference/mo.qmd
- text: mo.mo_mm
file: docs/reference/mo.mo_mm.qmd
- text: mo_mm_desirability_function
file: docs/reference/mo.mo_mm.mo_mm_desirability_function.qmd
- text: mo_mm_desirability_optimizer
file: docs/reference/mo.mo_mm.mo_mm_desirability_optimizer.qmd
- text: mo_xy_desirability_plot
file: docs/reference/mo.mo_mm.mo_xy_desirability_plot.qmd
- text: mo.pareto
file: docs/reference/mo.pareto.qmd
- text: is_pareto_efficient
file: docs/reference/mo.pareto.is_pareto_efficient.qmd
- text: mo_pareto_optx_plot
file: docs/reference/mo.pareto.mo_pareto_optx_plot.qmd
- text: mo_xy_contour
file: docs/reference/mo.pareto.mo_xy_contour.qmd
- text: mo_xy_surface
file: docs/reference/mo.pareto.mo_xy_surface.qmd
- section: Inspection
contents:
- text: inspection
file: docs/reference/inspection.qmd
- text: inspection.importance
file: docs/reference/inspection.importance.qmd
- text: generate_imp
file: docs/reference/inspection.importance.generate_imp.qmd
- text: generate_mdi
file: docs/reference/inspection.importance.generate_mdi.qmd
- text: plot_feature_importances
file:
docs/reference/inspection.importance.plot_feature_importances.qmd
- text: plot_feature_scatter_matrix
file:
docs/reference/inspection.importance.plot_feature_scatter_matrix.qmd
- text: plot_importances
file: docs/reference/inspection.importance.plot_importances.qmd
- text: inspection.predictions
file: docs/reference/inspection.predictions.qmd
- text: plot_actual_vs_predicted
file:
docs/reference/inspection.predictions.plot_actual_vs_predicted.qmd
- section: Factor Analyzer
contents:
- text: factor_analyzer
file: docs/reference/factor_analyzer.qmd
- text: factor_analyzer.confirmatory_factor_analyzer
file:
docs/reference/factor_analyzer.confirmatory_factor_analyzer.qmd
- text: ConfirmatoryFactorAnalyzer
file:
docs/reference/factor_analyzer.confirmatory_factor_analyzer.ConfirmatoryFactorAnalyzer.qmd
- text: ModelSpecification
file:
docs/reference/factor_analyzer.confirmatory_factor_analyzer.ModelSpecification.qmd
- text: ModelSpecificationParser
file:
docs/reference/factor_analyzer.confirmatory_factor_analyzer.ModelSpecificationParser.qmd
- text: factor_analyzer.factor_analyzer
file: docs/reference/factor_analyzer.factor_analyzer.qmd
- text: FactorAnalyzer
file:
docs/reference/factor_analyzer.factor_analyzer.FactorAnalyzer.qmd
- text: calculate_bartlett_sphericity
file:
docs/reference/factor_analyzer.factor_analyzer.calculate_bartlett_sphericity.qmd
- text: calculate_kmo
file:
docs/reference/factor_analyzer.factor_analyzer.calculate_kmo.qmd
- text: factor_analyzer.factor_analyzer_rotator
file: docs/reference/factor_analyzer.factor_analyzer_rotator.qmd
- text: Rotator
file:
docs/reference/factor_analyzer.factor_analyzer_rotator.Rotator.qmd
- text: factor_analyzer.factor_analyzer_utils
file: docs/reference/factor_analyzer.factor_analyzer_utils.qmd
- text: apply_impute_nan
file:
docs/reference/factor_analyzer.factor_analyzer_utils.apply_impute_nan.qmd
- text: commutation_matrix
file:
docs/reference/factor_analyzer.factor_analyzer_utils.commutation_matrix.qmd
- text: corr
file:
docs/reference/factor_analyzer.factor_analyzer_utils.corr.qmd
- text: cov
file:
docs/reference/factor_analyzer.factor_analyzer_utils.cov.qmd
- text: covariance_to_correlation
file:
docs/reference/factor_analyzer.factor_analyzer_utils.covariance_to_correlation.qmd
- text: duplication_matrix
file:
docs/reference/factor_analyzer.factor_analyzer_utils.duplication_matrix.qmd
- text: duplication_matrix_pre_post
file:
docs/reference/factor_analyzer.factor_analyzer_utils.duplication_matrix_pre_post.qmd
- text: fill_lower_diag
file:
docs/reference/factor_analyzer.factor_analyzer_utils.fill_lower_diag.qmd
- text: get_first_idxs_from_values
file:
docs/reference/factor_analyzer.factor_analyzer_utils.get_first_idxs_from_values.qmd
- text: get_free_parameter_idxs
file:
docs/reference/factor_analyzer.factor_analyzer_utils.get_free_parameter_idxs.qmd
- text: get_symmetric_lower_idxs
file:
docs/reference/factor_analyzer.factor_analyzer_utils.get_symmetric_lower_idxs.qmd
- text: get_symmetric_upper_idxs
file:
docs/reference/factor_analyzer.factor_analyzer_utils.get_symmetric_upper_idxs.qmd
- text: impute_values
file:
docs/reference/factor_analyzer.factor_analyzer_utils.impute_values.qmd
- text: inv_chol
file:
docs/reference/factor_analyzer.factor_analyzer_utils.inv_chol.qmd
- text: merge_variance_covariance
file:
docs/reference/factor_analyzer.factor_analyzer_utils.merge_variance_covariance.qmd
- text: partial_correlations
file:
docs/reference/factor_analyzer.factor_analyzer_utils.partial_correlations.qmd
- text: smc
file:
docs/reference/factor_analyzer.factor_analyzer_utils.smc.qmd
- text: unique_elements
file:
docs/reference/factor_analyzer.factor_analyzer_utils.unique_elements.qmd
- section: Functions
contents:
- text: function
file: docs/reference/function.qmd
- text: function.forr08a
file: docs/reference/function.forr08a.qmd
- text: aerofoilcd
file: docs/reference/function.forr08a.aerofoilcd.qmd
- text: branin
file: docs/reference/function.forr08a.branin.qmd
- text: onevar
file: docs/reference/function.forr08a.onevar.qmd
- text: function.mo
file: docs/reference/function.mo.qmd
- text: activity_pred
file: docs/reference/function.mo.activity_pred.qmd
- text: conversion_pred
file: docs/reference/function.mo.conversion_pred.qmd
- text: dtlz1
file: docs/reference/function.mo.dtlz1.qmd
- text: dtlz2
file: docs/reference/function.mo.dtlz2.qmd
- text: fonseca_fleming
file: docs/reference/function.mo.fonseca_fleming.qmd
- text: fun_myer16a
file: docs/reference/function.mo.fun_myer16a.qmd
- text: kursawe
file: docs/reference/function.mo.kursawe.qmd
- text: mo_conv2_max
file: docs/reference/function.mo.mo_conv2_max.qmd
- text: mo_conv2_min
file: docs/reference/function.mo.mo_conv2_min.qmd
- text: schaffer_n1
file: docs/reference/function.mo.schaffer_n1.qmd
- text: zdt1
file: docs/reference/function.mo.zdt1.qmd
- text: zdt2
file: docs/reference/function.mo.zdt2.qmd
- text: zdt3
file: docs/reference/function.mo.zdt3.qmd
- text: zdt4
file: docs/reference/function.mo.zdt4.qmd
- text: zdt6
file: docs/reference/function.mo.zdt6.qmd
- text: function.remote
file: docs/reference/function.remote.qmd
- text: objective_remote
file: docs/reference/function.remote.objective_remote.qmd
- text: function.so
file: docs/reference/function.so.qmd
- text: ackley
file: docs/reference/function.so.ackley.qmd
- text: lennard_jones
file: docs/reference/function.so.lennard_jones.qmd
- text: michalewicz
file: docs/reference/function.so.michalewicz.qmd
- text: noisy_sphere
file: docs/reference/function.so.noisy_sphere.qmd
- text: robot_arm_hard
file: docs/reference/function.so.robot_arm_hard.qmd
- text: robot_arm_obstacle
file: docs/reference/function.so.robot_arm_obstacle.qmd
- text: rosenbrock
file: docs/reference/function.so.rosenbrock.qmd
- text: sphere
file: docs/reference/function.so.sphere.qmd
- text: wingwt
file: docs/reference/function.so.wingwt.qmd
- text: function.torch_objective
file: docs/reference/function.torch_objective.qmd
- text: TorchObjective
file: docs/reference/function.torch_objective.TorchObjective.qmd
- section: Tricands
contents:
- text: tricands
file: docs/reference/tricands.qmd
- text: tricands.tricands
file: docs/reference/tricands.tricands.qmd
- text: tricands
file: docs/reference/tricands.tricands.tricands.qmd
- text: tricands_fringe
file: docs/reference/tricands.tricands.tricands_fringe.qmd
- text: tricands_interior
file: docs/reference/tricands.tricands.tricands_interior.qmd
page-footer:
center: "Copyright © 2004-2026 Thomas Bartz-Beielstein |\n[AGPL-3.0-or-later](https://www.gnu.org/licenses/agpl-3.0.html)\n"
search:
location: navbar
type: overlay
format:
html:
theme:
light: cosmo
dark: darkly
include-in-header:
text: |
<script>
// Default to dark mode on first visit (no stored preference)
if (!localStorage.getItem('quarto-color-scheme')) {
localStorage.setItem('quarto-color-scheme', 'dark');
}
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toc: true
toc-depth: 3
toc-location: right
code-copy: true
code-fold: false
highlight-style: github
html-math-method: mathjax
smooth-scroll: true
link-external-icon: true
link-external-newwindow: true
quartodoc:
package: spotoptim
source_dir: src
dir: docs/reference
parser: google
render_interlinks: true
options:
children: embedded
sections:
- title: SpotOptim
contents:
- SpotOptim.SpotOptim
- SpotOptim.SpotOptimConfig
- SpotOptim.SpotOptimState
- title: Core
contents:
- core
- core.data
- core.data.SpotDataFromArray
- core.data.SpotDataFromTorchDataset
- core.data.SpotDataSet
- core.experiment
- core.experiment.ExperimentControl
- title: Surrogate Models
contents:
- surrogate
- surrogate.kriging
- surrogate.kriging.Kriging
- surrogate.simple_kriging
- surrogate.simple_kriging.SimpleKriging
- surrogate.mlp_surrogate
- surrogate.mlp_surrogate.MLPSurrogate
- surrogate.nystroem
- surrogate.nystroem.Nystroem
- surrogate.kernels
- surrogate.kernels.ConstantKernel
- surrogate.kernels.Kernel
- surrogate.kernels.Product
- surrogate.kernels.RBF
- surrogate.kernels.SpotOptimKernel
- surrogate.kernels.Sum
- surrogate.kernels.WhiteKernel
- surrogate.pipeline
- surrogate.pipeline.Pipeline
- title: Sampling
contents:
- sampling
- sampling.design
- sampling.design.fullfactorial
- sampling.design.generate_clustered_design
- sampling.design.generate_collinear_design
- sampling.design.generate_grid_design
- sampling.design.generate_qmc_lhs_design
- sampling.design.generate_sobol_design
- sampling.design.generate_uniform_design
- sampling.effects
- sampling.effects.plot_all_partial_dependence
- sampling.effects.randorient
- sampling.effects.screening_plot
- sampling.effects.screening_print
- sampling.effects.screeningplan
- sampling.lhs
- sampling.lhs.rlh
- sampling.mm
- sampling.mm.bestlh
- sampling.mm.jd
- sampling.mm.mm
- sampling.mm.mm_improvement
- sampling.mm.mm_corrected_improvement
- sampling.mm.mm_improvement_contour
- sampling.mm.mmlhs
- sampling.mm.mmphi
- sampling.mm.mmphi_intensive
- sampling.mm.mmphi_intensive_update
- sampling.mm.mmphi_corrected
- sampling.mm.mmphi_corrected_update
- sampling.mm.mmsort
- sampling.mm.perturb
- sampling.mm.phisort
- sampling.mm.plot_mmphi_vs_n_lhs
- sampling.mm.plot_mmphi_corrected_vs_n_lhs
- sampling.mm.plot_mmphi_vs_points
- sampling.mm.plot_mmphi_corrected_vs_points
- sampling.mm.propose_mmphi_intensive_minimizing_point
- sampling.mm.propose_mmphi_corrected_minimizing_point
- sampling.mm.subset
- title: Optimization
contents:
- optimizer
- optimizer.schedule_free
- optimizer.schedule_free.AdamWScheduleFree
- title: Hyperparameters
contents:
- hyperparameters
- hyperparameters.parameters
- hyperparameters.parameters.ParameterSet
- hyperparameters.repr_helpers
- hyperparameters.repr_helpers.Bounds
- hyperparameters.repr_helpers.Parameter
- title: Neural Networks
contents:
- nn
- nn.linear_regressor
- nn.linear_regressor.LinearRegressor
- nn.mlp
- nn.mlp.MLP
- title: Plotting & Visualization
contents:
- plot
- plot.contour
- plot.contour.contourf_plot
- plot.contour.mo_generate_plot_grid
- plot.contour.plotModel
- plot.contour.simple_contour
- plot.mo
- plot.mo.plot_mo
- plot.visualization
- plot.visualization.plot_important_hyperparameter_contour
- plot.visualization.plot_progress
- plot.visualization.plot_surrogate
- plot.visualization.plot_design_points
- title: Utilities
contents:
- utils
- utils.boundaries
- utils.boundaries.get_boundaries
- utils.boundaries.map_to_original_scale
- utils.eval
- utils.eval.mo_cv_models
- utils.eval.mo_eval_models
- utils.file
- utils.file.get_experiment_filename
- utils.mapping
- utils.mapping.map_lr
- utils.pca
- utils.pca.get_loading_scores
- utils.pca.get_pca
- utils.pca.get_pca_topk
- utils.pca.plot_loading_scores
- utils.pca.plot_pca1vs2
- utils.pca.plot_pca_scree
- utils.scaler
- utils.scaler.TorchStandardScaler
- utils.stats
- utils.stats.calculate_outliers
- utils.stats.compute_coefficients_table
- utils.stats.compute_standardized_betas
- utils.stats.condition_index
- utils.stats.cov_to_cor
- utils.stats.fit_all_lm
- utils.stats.get_all_vars_from_formula
- utils.stats.get_combinations
- utils.stats.get_sample_size
- utils.stats.normalize_X
- utils.stats.pairwise_semi_partial_correlation
- utils.stats.partial_correlation
- utils.stats.partial_correlation_test
- utils.stats.plot_coeff_vs_pvals
- utils.stats.plot_coeff_vs_pvals_by_included
- utils.stats.preprocess_df_for_ols
- utils.stats.semi_partial_correlation
- utils.stats.vif
- title: Data
contents:
- data
- data.base
- data.base.Config
- data.base.FileConfig
- data.diabetes
- data.diabetes.DiabetesDataset
- data.diabetes.get_diabetes_dataloaders
- title: Exploratory Data Analysis
contents:
- eda
- eda.plots
- eda.plots.plot_ip_boxplots
- eda.plots.plot_ip_histograms
- title: Multi-Objective
contents:
- mo
- mo.mo_mm
- mo.mo_mm.mo_mm_desirability_function
- mo.mo_mm.mo_mm_desirability_optimizer
- mo.mo_mm.mo_xy_desirability_plot
- mo.pareto
- mo.pareto.is_pareto_efficient
- mo.pareto.mo_pareto_optx_plot
- mo.pareto.mo_xy_contour
- mo.pareto.mo_xy_surface
- title: Inspection
contents:
- inspection
- inspection.importance
- inspection.importance.generate_imp
- inspection.importance.generate_mdi
- inspection.importance.plot_feature_importances
- inspection.importance.plot_feature_scatter_matrix
- inspection.importance.plot_importances
- inspection.predictions
- inspection.predictions.plot_actual_vs_predicted
- title: Factor Analyzer
contents:
- factor_analyzer
- factor_analyzer.confirmatory_factor_analyzer
- factor_analyzer.confirmatory_factor_analyzer.ConfirmatoryFactorAnalyzer
- factor_analyzer.confirmatory_factor_analyzer.ModelSpecification
- factor_analyzer.confirmatory_factor_analyzer.ModelSpecificationParser
- factor_analyzer.factor_analyzer
- factor_analyzer.factor_analyzer.FactorAnalyzer
- factor_analyzer.factor_analyzer.calculate_bartlett_sphericity
- factor_analyzer.factor_analyzer.calculate_kmo
- factor_analyzer.factor_analyzer_rotator
- factor_analyzer.factor_analyzer_rotator.Rotator
- factor_analyzer.factor_analyzer_utils
- factor_analyzer.factor_analyzer_utils.apply_impute_nan
- factor_analyzer.factor_analyzer_utils.commutation_matrix
- factor_analyzer.factor_analyzer_utils.corr
- factor_analyzer.factor_analyzer_utils.cov
- factor_analyzer.factor_analyzer_utils.covariance_to_correlation
- factor_analyzer.factor_analyzer_utils.duplication_matrix
- factor_analyzer.factor_analyzer_utils.duplication_matrix_pre_post
- factor_analyzer.factor_analyzer_utils.fill_lower_diag
- factor_analyzer.factor_analyzer_utils.get_first_idxs_from_values
- factor_analyzer.factor_analyzer_utils.get_free_parameter_idxs
- factor_analyzer.factor_analyzer_utils.get_symmetric_lower_idxs
- factor_analyzer.factor_analyzer_utils.get_symmetric_upper_idxs
- factor_analyzer.factor_analyzer_utils.impute_values
- factor_analyzer.factor_analyzer_utils.inv_chol
- factor_analyzer.factor_analyzer_utils.merge_variance_covariance
- factor_analyzer.factor_analyzer_utils.partial_correlations
- factor_analyzer.factor_analyzer_utils.smc
- factor_analyzer.factor_analyzer_utils.unique_elements
- title: Functions
contents:
- function
- function.forr08a
- function.forr08a.aerofoilcd
- function.forr08a.branin
- function.forr08a.onevar
- function.mo
- function.mo.activity_pred
- function.mo.conversion_pred
- function.mo.dtlz1
- function.mo.dtlz2
- function.mo.fonseca_fleming
- function.mo.fun_myer16a
- function.mo.kursawe
- function.mo.mo_conv2_max
- function.mo.mo_conv2_min
- function.mo.schaffer_n1
- function.mo.zdt1
- function.mo.zdt2
- function.mo.zdt3
- function.mo.zdt4
- function.mo.zdt6
- function.remote
- function.remote.objective_remote
- function.so
- function.so.ackley
- function.so.lennard_jones
- function.so.michalewicz
- function.so.noisy_sphere
- function.so.robot_arm_hard
- function.so.robot_arm_obstacle
- function.so.rosenbrock
- function.so.sphere
- function.so.wingwt
- function.torch_objective
- function.torch_objective.TorchObjective
- title: Tricands
contents:
- tricands
- tricands.tricands
- tricands.tricands.tricands
- tricands.tricands.tricands_fringe
- tricands.tricands.tricands_interior