Index

_

__init__() (axtreme.acquisition.qoi_look_ahead.QoILookAhead method) (axtreme.data.batch_invariant_sampler.BatchInvariantSampler2d method) (axtreme.data.dataset.MinimalDataset method) (axtreme.data.fixed_random_sample.FixedRandomSampler method) (axtreme.data.importance_dataset.ImportanceAddedWrapper method) (axtreme.data.importance_dataset.ImportanceIndexWrapper method) (axtreme.data.multi_dim_batch_sampler.MultiBatchSampler method) (axtreme.data.numpy_file_dataset.NumpyFileDataset method) (axtreme.data.sizable_sequential_sample.SizableSequentialSampler method) (axtreme.distributions.mixture.ApproximateMixture method) (axtreme.eval.qoi_job.QoIJob method) (axtreme.eval.qoi_job.QoIJobResult method) (axtreme.evaluation.EvaluationFunction method) (axtreme.evaluation.SimulationPointResults method) (axtreme.metrics.LocalMetadataMetric method) (axtreme.qoi.gp_bruteforce.GPBruteForce method) (axtreme.qoi.marginal_cdf_extrapolation.MarginalCDFExtrapolation method) (axtreme.qoi.qoi_estimator.QoIEstimator method) (axtreme.runner.LocalMetadataRunner method) (axtreme.sampling.base.MeanVarPosteriorSampledEstimates method) (axtreme.sampling.base.PosteriorSampler method) (axtreme.sampling.independent_sampler.IndependentMCSampler method) (axtreme.sampling.mean_sampler.MeanSampler method) (axtreme.sampling.normal_independent_sampler.NormalIndependentSampler method) (axtreme.sampling.ut_sampler.UTSampler method) (axtreme.simulator.base.Simulator method)

A

acceptable_timestep_error() (in module axtreme.qoi.marginal_cdf_extrapolation) add_json_data_to_experiment() (in module axtreme.experiment) add_metric_data_to_experiment() (in module axtreme.experiment) add_simulation_data_to_experiment() (in module axtreme.experiment) add_sobol_points_to_experiment() (in module axtreme.experiment) alpha (axtreme.sampling.ut_sampler.UTSampler property) append_to_json() (in module axtreme.eval.utils) approx_mixture_cdf_resolution() (in module axtreme.distributions.helpers) ApproximateMixture (class in axtreme.distributions.mixture) average_observational_noise() (in module axtreme.acquisition.qoi_look_ahead) ax_to_botorch_transform_input_output() (in module axtreme.utils.transforms) axtreme.acquisition module axtreme.acquisition.qoi_look_ahead module axtreme.data module axtreme.data.batch_invariant_sampler module axtreme.data.dataset module axtreme.data.fixed_random_sample module axtreme.data.importance_dataset module axtreme.data.multi_dim_batch_sampler module axtreme.data.numpy_file_dataset module axtreme.data.sizable_sequential_sample module axtreme.distributions module axtreme.distributions.helpers module axtreme.distributions.icdf module axtreme.distributions.mixture module axtreme.distributions.utils module axtreme.eval module axtreme.eval.object_logging module axtreme.eval.qoi_helpers module axtreme.eval.qoi_job module axtreme.eval.utils module axtreme.evaluation module axtreme.experiment module axtreme.metrics module

axtreme.plotting module axtreme.plotting.doe module axtreme.plotting.gp_fit module axtreme.plotting.histogram3d module axtreme.qoi module axtreme.qoi.gp_bruteforce module axtreme.qoi.marginal_cdf_extrapolation module axtreme.qoi.qoi_estimator module axtreme.runner module axtreme.sampling module axtreme.sampling.base module axtreme.sampling.independent_sampler module axtreme.sampling.mean_sampler module axtreme.sampling.normal_independent_sampler module axtreme.sampling.ut_sampler module axtreme.simulator module axtreme.simulator.base module axtreme.simulator.utils module axtreme.utils module axtreme.utils.distibution_helpers module axtreme.utils.experiment_utils module axtreme.utils.gradient module axtreme.utils.logging module axtreme.utils.model_helpers module axtreme.utils.modelbridge_utils module axtreme.utils.numerical_precision module axtreme.utils.population_estimators module axtreme.utils.transforms module

B

BatchInvariantSampler2d (class in axtreme.data.batch_invariant_sampler)

beta (axtreme.sampling.ut_sampler.UTSampler property)

C

calculate_sigmas() (in module axtreme.sampling.ut_sampler) cdf() (axtreme.distributions.mixture.ApproximateMixture method) check_transform_not_applied() (in module axtreme.utils.transforms) closest_observational_noise() (in module axtreme.acquisition.qoi_look_ahead)

collect_np_file() (in module axtreme.data.numpy_file_dataset) conditional_update() (in module axtreme.acquisition.qoi_look_ahead) configure_logging() (in module axtreme.utils.logging) construct_inputs_qoi_look_ahead() (in module axtreme.acquisition.qoi_look_ahead) cov (axtreme.evaluation.SimulationPointResults attribute)

D

data_source (axtreme.data.fixed_random_sample.FixedRandomSampler attribute) (axtreme.data.sizable_sequential_sample.SizableSequentialSampler attribute) default_config() (in module axtreme.eval.object_logging)

diagonalize_distribution() (in module axtreme.sampling.independent_sampler) dist_cdf_resolution() (in module axtreme.distributions.helpers) dist_dtype() (in module axtreme.distributions.utils) distribution_parameter_names_from_scipy() (in module axtreme.utils.distibution_helpers)

E

estimate_pdf_value_from_sample() (in module axtreme.utils.population_estimators)

EvaluationFunction (class in axtreme.evaluation) extract_data_from_experiment_as_json() (in module axtreme.experiment)

F

fetch_trial_data() (axtreme.metrics.LocalMetadataMetric method) fit_dist_with_uncertainty() (in module axtreme.utils.distibution_helpers) FixedRandomSampler (class in axtreme.data.fixed_random_sample)

forward() (axtreme.acquisition.qoi_look_ahead.QoILookAhead method) (axtreme.sampling.independent_sampler.IndependentMCSampler method) from_dict() (axtreme.eval.qoi_job.QoIJobResult class method) from_json() (axtreme.eval.qoi_job.QoIJobResult class method)

G

get_closest_class_value() (in module axtreme.eval.object_logging) get_target_noise_singletaskgp() (in module axtreme.utils.model_helpers)

get_training_data_singletaskgp() (in module axtreme.utils.model_helpers) GPBruteForce (class in axtreme.qoi.gp_bruteforce)

H

histogram3d() (in module axtreme.plotting.histogram3d)

histogram_surface3d() (in module axtreme.plotting.histogram3d)

I

icdf() (in module axtreme.distributions.icdf) icdf_1d() (in module axtreme.distributions.icdf) icdf_value_bounds() (in module axtreme.distributions.mixture) ImportanceAddedWrapper (class in axtreme.data.importance_dataset) ImportanceIndexWrapper (class in axtreme.data.importance_dataset)

IndependentMCSampler (class in axtreme.sampling.independent_sampler) index_batch_dist() (in module axtreme.distributions.utils) index_batch_mixture_dist() (in module axtreme.distributions.utils) input_out_df_from_experiment() (in module axtreme.utils.experiment_utils) is_smooth_1d() (in module axtreme.utils.gradient) is_valid_simulator() (in module axtreme.simulator.utils)

K

kappa_base (axtreme.sampling.ut_sampler.UTSampler property)

L

LocalMetadataMetric (class in axtreme.metrics) LocalMetadataRunner (class in axtreme.runner)

log_prob() (axtreme.distributions.mixture.ApproximateMixture method) lookahead() (axtreme.acquisition.qoi_look_ahead.QoILookAhead method)

M

make_experiment() (in module axtreme.experiment) MarginalCDFExtrapolation (class in axtreme.qoi.marginal_cdf_extrapolation) maximal_representation_error_between_0_1() (in module axtreme.utils.numerical_precision) mean (axtreme.eval.qoi_job.QoIJobResult attribute) mean() (axtreme.qoi.qoi_estimator.QoIEstimator method) (axtreme.sampling.base.MeanVarPosteriorSampledEstimates method) (axtreme.sampling.ut_sampler.UTSampler method) means (axtreme.evaluation.SimulationPointResults attribute) MeanSampler (class in axtreme.sampling.mean_sampler) MeanVarPosteriorSampledEstimates (class in axtreme.sampling.base) metadata (axtreme.eval.qoi_job.QoIJob attribute) (axtreme.eval.qoi_job.QoIJobResult attribute) metric_data() (axtreme.evaluation.SimulationPointResults method) metric_names (axtreme.evaluation.SimulationPointResults attribute) MinimalDataset (class in axtreme.data.dataset) mixture_cdf_resolution() (in module axtreme.distributions.helpers) model (axtreme.eval.qoi_job.QoIJob attribute) module axtreme.acquisition axtreme.acquisition.qoi_look_ahead axtreme.data axtreme.data.batch_invariant_sampler axtreme.data.dataset axtreme.data.fixed_random_sample axtreme.data.importance_dataset axtreme.data.multi_dim_batch_sampler axtreme.data.numpy_file_dataset axtreme.data.sizable_sequential_sample axtreme.distributions axtreme.distributions.helpers axtreme.distributions.icdf axtreme.distributions.mixture axtreme.distributions.utils axtreme.eval axtreme.eval.object_logging axtreme.eval.qoi_helpers axtreme.eval.qoi_job axtreme.eval.utils axtreme.evaluation axtreme.experiment axtreme.metrics axtreme.plotting axtreme.plotting.doe axtreme.plotting.gp_fit axtreme.plotting.histogram3d axtreme.qoi axtreme.qoi.gp_bruteforce axtreme.qoi.marginal_cdf_extrapolation axtreme.qoi.qoi_estimator axtreme.runner axtreme.sampling axtreme.sampling.base axtreme.sampling.independent_sampler axtreme.sampling.mean_sampler axtreme.sampling.normal_independent_sampler axtreme.sampling.ut_sampler axtreme.simulator axtreme.simulator.base axtreme.simulator.utils axtreme.utils axtreme.utils.distibution_helpers axtreme.utils.experiment_utils axtreme.utils.gradient axtreme.utils.logging axtreme.utils.model_helpers axtreme.utils.modelbridge_utils axtreme.utils.numerical_precision axtreme.utils.population_estimators axtreme.utils.transforms

MultiBatchSampler (class in axtreme.data.multi_dim_batch_sampler)

N

name (axtreme.eval.qoi_job.QoIJob attribute) nested_content_to_str() (in module axtreme.eval.object_logging) NormalIndependentSampler (class in axtreme.sampling.normal_independent_sampler)

num_samples (axtreme.data.fixed_random_sample.FixedRandomSampler property) (axtreme.data.sizable_sequential_sample.SizableSequentialSampler property) NumpyFileDataset (class in axtreme.data.numpy_file_dataset)

O

observations_to_arrays() (in module axtreme.utils.modelbridge_utils)

P

plot_1d_model() (in module axtreme.plotting.gp_fit) plot_col_histogram() (in module axtreme.eval.qoi_helpers) plot_dist() (in module axtreme.utils.population_estimators) plot_distribution() (in module axtreme.eval.qoi_helpers) plot_gp_fits_2d_surface() (in module axtreme.plotting.gp_fit) plot_groups() (in module axtreme.eval.qoi_helpers) plot_qoi_estimates() (in module axtreme.plotting.doe)

plot_surface_over_2d_search_space() (in module axtreme.plotting.gp_fit) poll_trial_status() (axtreme.runner.LocalMetadataRunner method) post_process_simulation_output() (axtreme.evaluation.EvaluationFunction method) posterior_sampler (axtreme.sampling.base.MeanVarPosteriorSampledEstimates attribute) posterior_samples_erd_samples() (axtreme.qoi.gp_bruteforce.GPBruteForce method) PosteriorSampler (class in axtreme.sampling.base) public_vars() (in module axtreme.eval.object_logging)

Q

q_to_qtimestep() (in module axtreme.qoi.marginal_cdf_extrapolation) qoi (axtreme.eval.qoi_job.QoIJob attribute) qoi_ignoring_gp_uncertainty() (in module axtreme.eval.qoi_helpers)

QoIEstimator (class in axtreme.qoi.qoi_estimator) QoIJob (class in axtreme.eval.qoi_job) QoIJobResult (class in axtreme.eval.qoi_job) QoILookAhead (class in axtreme.acquisition.qoi_look_ahead)

R

reject_if_batched_model() (in module axtreme.acquisition.qoi_look_ahead) replacement (axtreme.data.fixed_random_sample.FixedRandomSampler attribute)

run() (axtreme.runner.LocalMetadataRunner method) run_metadata_report_keys (axtreme.runner.LocalMetadataRunner property) run_simulator() (axtreme.evaluation.EvaluationFunction method)

S

sample_mean_se() (in module axtreme.utils.population_estimators) sample_median_se() (in module axtreme.utils.population_estimators) sample_surrogate() (axtreme.qoi.gp_bruteforce.GPBruteForce static method) samples (axtreme.eval.qoi_job.QoIJobResult attribute) scatter_plot_training() (in module axtreme.plotting.gp_fit)

schema() (axtreme.eval.qoi_job.QoIJobResult class method) SimulationPointResults (class in axtreme.evaluation) Simulator (class in axtreme.simulator.base) simulator_from_func() (in module axtreme.simulator.utils) SizableSequentialSampler (class in axtreme.data.sizable_sequential_sample)

T

tags (axtreme.eval.qoi_job.QoIJob attribute) (axtreme.eval.qoi_job.QoIJobResult attribute) to_dict() (axtreme.eval.qoi_job.QoIJobResult method) to_json() (axtreme.eval.qoi_job.QoIJobResult method)

translate_cast() (in module axtreme.utils.transforms) translate_derelativize() (in module axtreme.utils.transforms) translate_ivw() (in module axtreme.utils.transforms) translate_standardisey() (in module axtreme.utils.transforms) translate_unitx() (in module axtreme.utils.transforms)

U

unpack_object() (in module axtreme.eval.object_logging)

unpack_object_str_content() (in module axtreme.eval.object_logging) UTSampler (class in axtreme.sampling.ut_sampler)

V

var (axtreme.eval.qoi_job.QoIJobResult attribute) var() (axtreme.qoi.qoi_estimator.QoIEstimator method) (axtreme.sampling.base.MeanVarPosteriorSampledEstimates method) (axtreme.sampling.ut_sampler.UTSampler method)