diff --git a/development/.doctrees/environment.pickle b/development/.doctrees/environment.pickle
index 9e1ef1583..ea20b6045 100644
Binary files a/development/.doctrees/environment.pickle and b/development/.doctrees/environment.pickle differ
diff --git a/development/.doctrees/pages/details/arguments.doctree b/development/.doctrees/pages/details/arguments.doctree
index a2ad4b96e..3b6f50619 100644
Binary files a/development/.doctrees/pages/details/arguments.doctree and b/development/.doctrees/pages/details/arguments.doctree differ
diff --git a/development/_downloads/081fcc3624ce03ae6a2ed4b246b8d31e/examples_jupyter.zip b/development/_downloads/081fcc3624ce03ae6a2ed4b246b8d31e/examples_jupyter.zip
index 1274756df..87503dc57 100644
Binary files a/development/_downloads/081fcc3624ce03ae6a2ed4b246b8d31e/examples_jupyter.zip and b/development/_downloads/081fcc3624ce03ae6a2ed4b246b8d31e/examples_jupyter.zip differ
diff --git a/development/_downloads/239bc4ea1798a3486c50a2453adf6bb1/examples_python.zip b/development/_downloads/239bc4ea1798a3486c50a2453adf6bb1/examples_python.zip
index 27edf57fc..df744d585 100644
Binary files a/development/_downloads/239bc4ea1798a3486c50a2453adf6bb1/examples_python.zip and b/development/_downloads/239bc4ea1798a3486c50a2453adf6bb1/examples_python.zip differ
diff --git a/development/_sources/smac_options.rst.txt b/development/_sources/smac_options.rst.txt
index 6a82e5b53..17cc03558 100644
--- a/development/_sources/smac_options.rst.txt
+++ b/development/_sources/smac_options.rst.txt
@@ -9,7 +9,7 @@
 :limit_resources: If true, *SMAC* will use pynisher to limit time and memory for the target algorithm. Allows SMAC to use all resources available. Applicable only to func TAEs. Set to 'True' by default. (Use with caution!) Default: True.
 :maxR: Maximum number of calls per configuration. Default: 2000.
 :minR: Minimum number of calls per configuration. Default: 1.
-:output_dir: Specifies the output-directory for all emerging files, such as logging and results. Default: smac3-output_2021-10-20_14:47:00_660032.
+:output_dir: Specifies the output-directory for all emerging files, such as logging and results. Default: smac3-output_2021-10-20_17:56:12_298668.
 :rand_prob: probablity to run a random configuration instead of configuration optimized on the acquisition function Default: 0.5.
 :random_configuration_chooser: path to a python module containing a class`RandomConfigurationChooserImpl` implementingthe interface of `RandomConfigurationChooser`
 :rf_do_bootstrapping: Use bootstraping in random forest. Default: True.
diff --git a/development/pages/details/arguments.html b/development/pages/details/arguments.html
index 2697a99bd..a7f26eff3 100644
--- a/development/pages/details/arguments.html
+++ b/development/pages/details/arguments.html
@@ -486,7 +486,7 @@ <h2>SMAC Options<a class="headerlink" href="#smac-options" title="Permalink to t
 <dd class="field-odd"><p>Minimum number of calls per configuration. Default: 1.</p>
 </dd>
 <dt class="field-even">output_dir</dt>
-<dd class="field-even"><p>Specifies the output-directory for all emerging files, such as logging and results. Default: smac3-output_2021-10-20_14:47:00_660032.</p>
+<dd class="field-even"><p>Specifies the output-directory for all emerging files, such as logging and results. Default: smac3-output_2021-10-20_17:56:12_298668.</p>
 </dd>
 <dt class="field-odd">rand_prob</dt>
 <dd class="field-odd"><p>probablity to run a random configuration instead of configuration optimized on the acquisition function Default: 0.5.</p>
diff --git a/development/searchindex.js b/development/searchindex.js
index b2b988bfe..eac35f649 100644
--- a/development/searchindex.js
+++ b/development/searchindex.js
@@ -1 +1 @@
-Search.setIndex({docnames:["apidoc/smac.callbacks","apidoc/smac.configspace.util","apidoc/smac.epm","apidoc/smac.epm.base_epm","apidoc/smac.epm.base_gp","apidoc/smac.epm.base_imputor","apidoc/smac.epm.base_rf","apidoc/smac.epm.gaussian_process","apidoc/smac.epm.gaussian_process_mcmc","apidoc/smac.epm.gp_base_prior","apidoc/smac.epm.gp_kernels","apidoc/smac.epm.random_epm","apidoc/smac.epm.rf_with_instances","apidoc/smac.epm.rfr_imputator","apidoc/smac.epm.uncorrelated_mo_rf_with_instances","apidoc/smac.epm.util_funcs","apidoc/smac.facade","apidoc/smac.facade.experimental","apidoc/smac.facade.experimental.hydra_facade","apidoc/smac.facade.experimental.psmac_facade","apidoc/smac.facade.func_facade","apidoc/smac.facade.hyperband_facade","apidoc/smac.facade.roar_facade","apidoc/smac.facade.smac_ac_facade","apidoc/smac.facade.smac_bb_facade","apidoc/smac.facade.smac_hpo_facade","apidoc/smac.facade.smac_mf_facade","apidoc/smac.initial_design","apidoc/smac.initial_design.default_configuration_design","apidoc/smac.initial_design.factorial_design","apidoc/smac.initial_design.initial_design","apidoc/smac.initial_design.latin_hypercube_design","apidoc/smac.initial_design.random_configuration_design","apidoc/smac.initial_design.sobol_design","apidoc/smac.intensification","apidoc/smac.intensification.abstract_racer","apidoc/smac.intensification.hyperband","apidoc/smac.intensification.intensification","apidoc/smac.intensification.parallel_scheduling","apidoc/smac.intensification.simple_intensifier","apidoc/smac.intensification.successive_halving","apidoc/smac.optimizer","apidoc/smac.optimizer.acquisition","apidoc/smac.optimizer.ei_optimization","apidoc/smac.optimizer.epm_configuration_chooser","apidoc/smac.optimizer.pSMAC","apidoc/smac.optimizer.random_configuration_chooser","apidoc/smac.optimizer.smbo","apidoc/smac.runhistory","apidoc/smac.runhistory.runhistory","apidoc/smac.runhistory.runhistory2epm","apidoc/smac.scenario","apidoc/smac.scenario.scenario","apidoc/smac.smac_cli","apidoc/smac.stats","apidoc/smac.stats.stats","apidoc/smac.tae","apidoc/smac.tae.base","apidoc/smac.tae.dask_runner","apidoc/smac.tae.execute_func","apidoc/smac.tae.execute_ta_run_aclib","apidoc/smac.tae.execute_ta_run_hydra","apidoc/smac.tae.execute_ta_run_old","apidoc/smac.tae.serial_runner","apidoc/smac.utils","apidoc/smac.utils.constants","apidoc/smac.utils.dependencies","apidoc/smac.utils.io","apidoc/smac.utils.io.cmd_reader","apidoc/smac.utils.io.input_reader","apidoc/smac.utils.io.output_directory","apidoc/smac.utils.io.output_writer","apidoc/smac.utils.io.traj_logging","apidoc/smac.utils.logging","apidoc/smac.utils.merge_foreign_data","apidoc/smac.utils.test_helpers","apidoc/smac.utils.validate","index","main_options","pages/api/index","pages/details/arguments","pages/details/cuda","pages/details/facades","pages/details/index","pages/details/instances","pages/details/parallelism","pages/details/restoring","pages/details/scenario","pages/details/target_algorithm_evaluator","pages/details/validation","pages/examples/commandline/branin","pages/examples/commandline/restore_branin","pages/examples/index","pages/examples/python/gb_non_deterministic","pages/examples/python/mlp_mf","pages/examples/python/sgd_instances","pages/examples/python/spear_mf_instances","pages/examples/python/svm_cv","pages/examples/python/synthetic_function","pages/faq","pages/getting_started/basic_usage","pages/getting_started/comparison","pages/getting_started/index","pages/getting_started/installation","pages/getting_started/minimal_example","pages/getting_started/package_overview","pages/glossary","pages/license","scenario_options","smac_options"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":4,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":3,"sphinx.domains.rst":2,"sphinx.domains.std":2,sphinx:56},filenames:["apidoc/smac.callbacks.rst","apidoc/smac.configspace.util.rst","apidoc/smac.epm.rst","apidoc/smac.epm.base_epm.rst","apidoc/smac.epm.base_gp.rst","apidoc/smac.epm.base_imputor.rst","apidoc/smac.epm.base_rf.rst","apidoc/smac.epm.gaussian_process.rst","apidoc/smac.epm.gaussian_process_mcmc.rst","apidoc/smac.epm.gp_base_prior.rst","apidoc/smac.epm.gp_kernels.rst","apidoc/smac.epm.random_epm.rst","apidoc/smac.epm.rf_with_instances.rst","apidoc/smac.epm.rfr_imputator.rst","apidoc/smac.epm.uncorrelated_mo_rf_with_instances.rst","apidoc/smac.epm.util_funcs.rst","apidoc/smac.facade.rst","apidoc/smac.facade.experimental.rst","apidoc/smac.facade.experimental.hydra_facade.rst","apidoc/smac.facade.experimental.psmac_facade.rst","apidoc/smac.facade.func_facade.rst","apidoc/smac.facade.hyperband_facade.rst","apidoc/smac.facade.roar_facade.rst","apidoc/smac.facade.smac_ac_facade.rst","apidoc/smac.facade.smac_bb_facade.rst","apidoc/smac.facade.smac_hpo_facade.rst","apidoc/smac.facade.smac_mf_facade.rst","apidoc/smac.initial_design.rst","apidoc/smac.initial_design.default_configuration_design.rst","apidoc/smac.initial_design.factorial_design.rst","apidoc/smac.initial_design.initial_design.rst","apidoc/smac.initial_design.latin_hypercube_design.rst","apidoc/smac.initial_design.random_configuration_design.rst","apidoc/smac.initial_design.sobol_design.rst","apidoc/smac.intensification.rst","apidoc/smac.intensification.abstract_racer.rst","apidoc/smac.intensification.hyperband.rst","apidoc/smac.intensification.intensification.rst","apidoc/smac.intensification.parallel_scheduling.rst","apidoc/smac.intensification.simple_intensifier.rst","apidoc/smac.intensification.successive_halving.rst","apidoc/smac.optimizer.rst","apidoc/smac.optimizer.acquisition.rst","apidoc/smac.optimizer.ei_optimization.rst","apidoc/smac.optimizer.epm_configuration_chooser.rst","apidoc/smac.optimizer.pSMAC.rst","apidoc/smac.optimizer.random_configuration_chooser.rst","apidoc/smac.optimizer.smbo.rst","apidoc/smac.runhistory.rst","apidoc/smac.runhistory.runhistory.rst","apidoc/smac.runhistory.runhistory2epm.rst","apidoc/smac.scenario.rst","apidoc/smac.scenario.scenario.rst","apidoc/smac.smac_cli.rst","apidoc/smac.stats.rst","apidoc/smac.stats.stats.rst","apidoc/smac.tae.rst","apidoc/smac.tae.base.rst","apidoc/smac.tae.dask_runner.rst","apidoc/smac.tae.execute_func.rst","apidoc/smac.tae.execute_ta_run_aclib.rst","apidoc/smac.tae.execute_ta_run_hydra.rst","apidoc/smac.tae.execute_ta_run_old.rst","apidoc/smac.tae.serial_runner.rst","apidoc/smac.utils.rst","apidoc/smac.utils.constants.rst","apidoc/smac.utils.dependencies.rst","apidoc/smac.utils.io.rst","apidoc/smac.utils.io.cmd_reader.rst","apidoc/smac.utils.io.input_reader.rst","apidoc/smac.utils.io.output_directory.rst","apidoc/smac.utils.io.output_writer.rst","apidoc/smac.utils.io.traj_logging.rst","apidoc/smac.utils.logging.rst","apidoc/smac.utils.merge_foreign_data.rst","apidoc/smac.utils.test_helpers.rst","apidoc/smac.utils.validate.rst","index.rst","main_options.rst","pages/api/index.rst","pages/details/arguments.rst","pages/details/cuda.rst","pages/details/facades.rst","pages/details/index.rst","pages/details/instances.rst","pages/details/parallelism.rst","pages/details/restoring.rst","pages/details/scenario.rst","pages/details/target_algorithm_evaluator.rst","pages/details/validation.rst","pages/examples/commandline/branin.rst","pages/examples/commandline/restore_branin.rst","pages/examples/index.rst","pages/examples/python/gb_non_deterministic.rst","pages/examples/python/mlp_mf.rst","pages/examples/python/sgd_instances.rst","pages/examples/python/spear_mf_instances.rst","pages/examples/python/svm_cv.rst","pages/examples/python/synthetic_function.rst","pages/faq.rst","pages/getting_started/basic_usage.rst","pages/getting_started/comparison.rst","pages/getting_started/index.rst","pages/getting_started/installation.rst","pages/getting_started/minimal_example.rst","pages/getting_started/package_overview.rst","pages/glossary.rst","pages/license.rst","scenario_options.rst","smac_options.rst"],objects:{"smac.callbacks":{IncorporateRunResultCallback:[0,1,1,""]},"smac.configspace":{util:[1,0,0,"-"]},"smac.configspace.util":{convert_configurations_to_array:[1,2,1,""]},"smac.epm":{base_epm:[3,0,0,"-"],base_gp:[4,0,0,"-"],base_imputor:[5,0,0,"-"],base_rf:[6,0,0,"-"],gaussian_process:[7,0,0,"-"],gaussian_process_mcmc:[8,0,0,"-"],gp_base_prior:[9,0,0,"-"],gp_kernels:[10,0,0,"-"],random_epm:[11,0,0,"-"],rf_with_instances:[12,0,0,"-"],rfr_imputator:[13,0,0,"-"],uncorrelated_mo_rf_with_instances:[14,0,0,"-"],util_funcs:[15,0,0,"-"]},"smac.epm.base_epm":{AbstractEPM:[3,1,1,""]},"smac.epm.base_epm.AbstractEPM":{_predict:[3,3,1,""],_train:[3,3,1,""],instance_features:[3,4,1,""],n_feats:[3,4,1,""],n_params:[3,4,1,""],pca:[3,4,1,""],pca_components:[3,4,1,""],predict:[3,3,1,""],predict_marginalized_over_instances:[3,3,1,""],scaler:[3,4,1,""],train:[3,3,1,""],types:[3,4,1,""],var_threshold:[3,4,1,""]},"smac.epm.base_gp":{BaseModel:[4,1,1,""]},"smac.epm.base_gp.BaseModel":{_get_all_priors:[4,3,1,""],_get_gp:[4,3,1,""],_impute_inactive:[4,3,1,""],_normalize_y:[4,3,1,""],_set_has_conditions:[4,3,1,""],_untransform_y:[4,3,1,""]},"smac.epm.base_imputor":{BaseImputor:[5,1,1,""]},"smac.epm.base_imputor.BaseImputor":{impute:[5,3,1,""]},"smac.epm.base_rf":{BaseModel:[6,1,1,""]},"smac.epm.base_rf.BaseModel":{_impute_inactive:[6,3,1,""]},"smac.epm.gaussian_process":{GaussianProcess:[7,1,1,""]},"smac.epm.gaussian_process.GaussianProcess":{_get_gp:[7,3,1,""],_nll:[7,3,1,""],_optimize:[7,3,1,""],_predict:[7,3,1,""],_train:[7,3,1,""],sample_functions:[7,3,1,""]},"smac.epm.gaussian_process_mcmc":{GaussianProcessMCMC:[8,1,1,""]},"smac.epm.gaussian_process_mcmc.GaussianProcessMCMC":{_get_gp:[8,3,1,""],_ll:[8,3,1,""],_ll_w_grad:[8,3,1,""],_predict:[8,3,1,""],_train:[8,3,1,""]},"smac.epm.gp_base_prior":{GammaPrior:[9,1,1,""],HorseshoePrior:[9,1,1,""],LognormalPrior:[9,1,1,""],Prior:[9,1,1,""],SoftTopHatPrior:[9,1,1,""],TophatPrior:[9,1,1,""]},"smac.epm.gp_base_prior.GammaPrior":{_gradient:[9,3,1,""],_lnprob:[9,3,1,""],_sample_from_prior:[9,3,1,""]},"smac.epm.gp_base_prior.HorseshoePrior":{_gradient:[9,3,1,""],_lnprob:[9,3,1,""],_sample_from_prior:[9,3,1,""]},"smac.epm.gp_base_prior.LognormalPrior":{_gradient:[9,3,1,""],_lnprob:[9,3,1,""],_sample_from_prior:[9,3,1,""]},"smac.epm.gp_base_prior.Prior":{_gradient:[9,3,1,""],_lnprob:[9,3,1,""],_sample_from_prior:[9,3,1,""],gradient:[9,3,1,""],lnprob:[9,3,1,""],sample_from_prior:[9,3,1,""]},"smac.epm.gp_base_prior.SoftTopHatPrior":{_sample_from_prior:[9,3,1,""],gradient:[9,3,1,""],lnprob:[9,3,1,""]},"smac.epm.gp_base_prior.TophatPrior":{_lnprob:[9,3,1,""],_sample_from_prior:[9,3,1,""],gradient:[9,3,1,""]},"smac.epm.gp_kernels":{ConstantKernel:[10,1,1,""],HammingKernel:[10,1,1,""],MagicMixin:[10,1,1,""],Matern:[10,1,1,""],Product:[10,1,1,""],RBF:[10,1,1,""],Sum:[10,1,1,""],WhiteKernel:[10,1,1,""],get_conditional_hyperparameters:[10,2,1,""]},"smac.epm.gp_kernels.ConstantKernel":{_abc_impl:[10,4,1,""],_call:[10,3,1,""]},"smac.epm.gp_kernels.HammingKernel":{_abc_impl:[10,4,1,""],_call:[10,3,1,""],hyperparameter_length_scale:[10,5,1,""]},"smac.epm.gp_kernels.MagicMixin":{_signature:[10,3,1,""],clone_with_theta:[10,3,1,""],get_params:[10,3,1,""],hyperparameters:[10,5,1,""],n_dims:[10,5,1,""],prior:[10,4,1,""],set_active_dims:[10,3,1,""]},"smac.epm.gp_kernels.Matern":{_abc_impl:[10,4,1,""],_call:[10,3,1,""]},"smac.epm.gp_kernels.Product":{_abc_impl:[10,4,1,""],_call:[10,3,1,""]},"smac.epm.gp_kernels.RBF":{_abc_impl:[10,4,1,""],_call:[10,3,1,""]},"smac.epm.gp_kernels.Sum":{_abc_impl:[10,4,1,""],_call:[10,3,1,""]},"smac.epm.gp_kernels.WhiteKernel":{_abc_impl:[10,4,1,""],_call:[10,3,1,""]},"smac.epm.random_epm":{RandomEPM:[11,1,1,""]},"smac.epm.random_epm.RandomEPM":{_predict:[11,3,1,""],_train:[11,3,1,""]},"smac.epm.rf_with_instances":{RandomForestWithInstances:[12,1,1,""]},"smac.epm.rf_with_instances.RandomForestWithInstances":{_init_data_container:[12,3,1,""],_predict:[12,3,1,""],_train:[12,3,1,""],bounds:[12,4,1,""],hypers:[12,4,1,""],logger:[12,4,1,""],n_points_per_tree:[12,4,1,""],predict_marginalized_over_instances:[12,3,1,""],rf:[12,4,1,""],rf_opts:[12,4,1,""],rng:[12,4,1,""],seed:[12,4,1,""],types:[12,4,1,""],unlog_y:[12,4,1,""]},"smac.epm.rfr_imputator":{RFRImputator:[13,1,1,""]},"smac.epm.rfr_imputator.RFRImputator":{change_threshold:[13,4,1,""],cutoff:[13,4,1,""],impute:[13,3,1,""],logger:[13,4,1,""],max_iter:[13,4,1,""],model:[13,4,1,""],seed:[13,4,1,""],threshold:[13,4,1,""],var_threshold:[13,4,1,""]},"smac.epm.uncorrelated_mo_rf_with_instances":{UncorrelatedMultiObjectiveRandomForestWithInstances:[14,1,1,""]},"smac.epm.uncorrelated_mo_rf_with_instances.UncorrelatedMultiObjectiveRandomForestWithInstances":{_predict:[14,3,1,""],_train:[14,3,1,""],estimators:[14,4,1,""],num_targets:[14,4,1,""],predict_marginalized_over_instances:[14,3,1,""],target_names:[14,4,1,""]},"smac.epm.util_funcs":{get_rng:[15,2,1,""],get_types:[15,2,1,""]},"smac.facade":{experimental:[17,0,0,"-"],func_facade:[20,0,0,"-"],hyperband_facade:[21,0,0,"-"],roar_facade:[22,0,0,"-"],smac_ac_facade:[23,0,0,"-"],smac_bb_facade:[24,0,0,"-"],smac_hpo_facade:[25,0,0,"-"],smac_mf_facade:[26,0,0,"-"]},"smac.facade.experimental":{hydra_facade:[18,0,0,"-"],psmac_facade:[19,0,0,"-"]},"smac.facade.experimental.hydra_facade":{Hydra:[18,1,1,""]},"smac.facade.experimental.hydra_facade.Hydra":{_get_validation_set:[18,3,1,""],_update_portfolio:[18,3,1,""],logger:[18,4,1,""],optimize:[18,3,1,""],portfolio:[18,4,1,""],rh:[18,4,1,""],solver:[18,4,1,""],stats:[18,4,1,""]},"smac.facade.experimental.psmac_facade":{PSMAC:[19,1,1,""],optimize:[19,2,1,""]},"smac.facade.experimental.psmac_facade.PSMAC":{_get_mean_costs:[19,3,1,""],get_best_incumbents_ids:[19,3,1,""],logger:[19,4,1,""],optimize:[19,3,1,""],portfolio:[19,4,1,""],rh:[19,4,1,""],solver:[19,4,1,""],stats:[19,4,1,""],validate_incs:[19,3,1,""]},"smac.facade.func_facade":{fmin_smac:[20,2,1,""]},"smac.facade.hyperband_facade":{HB4AC:[21,1,1,""]},"smac.facade.hyperband_facade.HB4AC":{logger:[21,4,1,""],runhistory:[21,4,1,""],solver:[21,4,1,""],stats:[21,4,1,""],trajectory:[21,4,1,""]},"smac.facade.roar_facade":{ROAR:[22,1,1,""]},"smac.facade.roar_facade.ROAR":{logger:[22,4,1,""]},"smac.facade.smac_ac_facade":{SMAC4AC:[23,1,1,""]},"smac.facade.smac_ac_facade.SMAC4AC":{get_runhistory:[23,3,1,""],get_tae_runner:[23,3,1,""],get_trajectory:[23,3,1,""],logger:[23,4,1,""],optimize:[23,3,1,""],register_callback:[23,3,1,""],runhistory:[23,4,1,""],solver:[23,4,1,""],stats:[23,4,1,""],trajectory:[23,4,1,""],validate:[23,3,1,""]},"smac.facade.smac_bb_facade":{SMAC4BB:[24,1,1,""]},"smac.facade.smac_bb_facade.SMAC4BB":{logger:[24,4,1,""],runhistory:[24,4,1,""],solver:[24,4,1,""],stats:[24,4,1,""],trajectory:[24,4,1,""]},"smac.facade.smac_hpo_facade":{SMAC4HPO:[25,1,1,""]},"smac.facade.smac_hpo_facade.SMAC4HPO":{logger:[25,4,1,""],runhistory:[25,4,1,""],solver:[25,4,1,""],stats:[25,4,1,""],trajectory:[25,4,1,""]},"smac.facade.smac_mf_facade":{SMAC4MF:[26,1,1,""]},"smac.facade.smac_mf_facade.SMAC4MF":{logger:[26,4,1,""],runhistory:[26,4,1,""],solver:[26,4,1,""],stats:[26,4,1,""],trajectory:[26,4,1,""]},"smac.initial_design":{default_configuration_design:[28,0,0,"-"],factorial_design:[29,0,0,"-"],initial_design:[30,0,0,"-"],latin_hypercube_design:[31,0,0,"-"],random_configuration_design:[32,0,0,"-"],sobol_design:[33,0,0,"-"]},"smac.initial_design.default_configuration_design":{DefaultConfiguration:[28,1,1,""]},"smac.initial_design.default_configuration_design.DefaultConfiguration":{_select_configurations:[28,3,1,""]},"smac.initial_design.factorial_design":{FactorialInitialDesign:[29,1,1,""]},"smac.initial_design.factorial_design.FactorialInitialDesign":{_select_configurations:[29,3,1,""],configs:[29,4,1,""]},"smac.initial_design.initial_design":{InitialDesign:[30,1,1,""]},"smac.initial_design.initial_design.InitialDesign":{_select_configurations:[30,3,1,""],_transform_continuous_designs:[30,3,1,""],configs:[30,4,1,""],cs:[30,4,1,""],select_configurations:[30,3,1,""]},"smac.initial_design.latin_hypercube_design":{LHDesign:[31,1,1,""]},"smac.initial_design.latin_hypercube_design.LHDesign":{_select_configurations:[31,3,1,""],configs:[31,4,1,""]},"smac.initial_design.random_configuration_design":{RandomConfigurations:[32,1,1,""]},"smac.initial_design.random_configuration_design.RandomConfigurations":{_select_configurations:[32,3,1,""]},"smac.initial_design.sobol_design":{SobolDesign:[33,1,1,""]},"smac.initial_design.sobol_design.SobolDesign":{_select_configurations:[33,3,1,""],configs:[33,4,1,""]},"smac.intensification":{abstract_racer:[35,0,0,"-"],hyperband:[36,0,0,"-"],intensification:[37,0,0,"-"],parallel_scheduling:[38,0,0,"-"],simple_intensifier:[39,0,0,"-"],successive_halving:[40,0,0,"-"]},"smac.intensification.abstract_racer":{AbstractRacer:[35,1,1,""],RunInfoIntent:[35,1,1,""]},"smac.intensification.abstract_racer.AbstractRacer":{_adapt_cutoff:[35,3,1,""],_compare_configs:[35,3,1,""],_log_incumbent_changes:[35,3,1,""],_next_challenger:[35,3,1,""],get_next_run:[35,3,1,""],process_results:[35,3,1,""]},"smac.intensification.abstract_racer.RunInfoIntent":{RUN:[35,4,1,""],SKIP:[35,4,1,""],WAIT:[35,4,1,""]},"smac.intensification.hyperband":{Hyperband:[36,1,1,""],_Hyperband:[36,1,1,""]},"smac.intensification.hyperband.Hyperband":{_add_new_instance:[36,3,1,""],_get_intensifier_ranking:[36,3,1,""]},"smac.intensification.hyperband._Hyperband":{_update_stage:[36,3,1,""],get_next_run:[36,3,1,""],process_results:[36,3,1,""]},"smac.intensification.intensification":{Intensifier:[37,1,1,""],IntensifierStage:[37,1,1,""],NoMoreChallengers:[37,6,1,""]},"smac.intensification.intensification.Intensifier":{_generate_challengers:[37,3,1,""],_get_inc_available_inst:[37,3,1,""],_get_instances_to_run:[37,3,1,""],_get_next_inc_run:[37,3,1,""],_get_next_racer:[37,3,1,""],_is_there_time_due_to_adaptive_cap:[37,3,1,""],_next_iteration:[37,3,1,""],_process_inc_run:[37,3,1,""],_process_racer_results:[37,3,1,""],get_next_challenger:[37,3,1,""],get_next_run:[37,3,1,""],process_results:[37,3,1,""]},"smac.intensification.intensification.IntensifierStage":{PROCESS_FIRST_CONFIG_RUN:[37,4,1,""],PROCESS_INCUMBENT_RUN:[37,4,1,""],RUN_BASIS:[37,4,1,""],RUN_CHALLENGER:[37,4,1,""],RUN_FIRST_CONFIG:[37,4,1,""],RUN_INCUMBENT:[37,4,1,""]},"smac.intensification.parallel_scheduling":{ParallelScheduler:[38,1,1,""]},"smac.intensification.parallel_scheduling.ParallelScheduler":{_add_new_instance:[38,3,1,""],_get_intensifier_ranking:[38,3,1,""],_sort_instances_by_stage:[38,3,1,""],get_next_run:[38,3,1,""],process_results:[38,3,1,""]},"smac.intensification.simple_intensifier":{SimpleIntensifier:[39,1,1,""]},"smac.intensification.simple_intensifier.SimpleIntensifier":{get_next_run:[39,3,1,""],process_results:[39,3,1,""]},"smac.intensification.successive_halving":{SuccessiveHalving:[40,1,1,""],_SuccessiveHalving:[40,1,1,""]},"smac.intensification.successive_halving.SuccessiveHalving":{_add_new_instance:[40,3,1,""],_get_intensifier_ranking:[40,3,1,""]},"smac.intensification.successive_halving._SuccessiveHalving":{_all_config_inst_seed_pairs_launched:[40,3,1,""],_compare_configs:[40,3,1,""],_compare_configs_across_budgets:[40,3,1,""],_init_sh_params:[40,3,1,""],_top_k:[40,3,1,""],_update_stage:[40,3,1,""],get_next_run:[40,3,1,""],process_results:[40,3,1,""]},"smac.optimizer":{acquisition:[42,0,0,"-"],ei_optimization:[43,0,0,"-"],epm_configuration_chooser:[44,0,0,"-"],pSMAC:[45,0,0,"-"],random_configuration_chooser:[46,0,0,"-"],smbo:[47,0,0,"-"]},"smac.optimizer.acquisition":{AbstractAcquisitionFunction:[42,1,1,""],EI:[42,1,1,""],EIPS:[42,1,1,""],IntegratedAcquisitionFunction:[42,1,1,""],LCB:[42,1,1,""],LogEI:[42,1,1,""],PI:[42,1,1,""],TS:[42,1,1,""]},"smac.optimizer.acquisition.AbstractAcquisitionFunction":{_abc_impl:[42,4,1,""],_compute:[42,3,1,""],logger:[42,4,1,""],model:[42,4,1,""],update:[42,3,1,""]},"smac.optimizer.acquisition.EI":{_abc_impl:[42,4,1,""],_compute:[42,3,1,""],_required_updates:[42,4,1,""]},"smac.optimizer.acquisition.EIPS":{_abc_impl:[42,4,1,""],_compute:[42,3,1,""],_required_updates:[42,4,1,""]},"smac.optimizer.acquisition.IntegratedAcquisitionFunction":{_abc_impl:[42,4,1,""],_compute:[42,3,1,""],_required_updates:[42,4,1,""],update:[42,3,1,""]},"smac.optimizer.acquisition.LCB":{_abc_impl:[42,4,1,""],_compute:[42,3,1,""],_required_updates:[42,4,1,""]},"smac.optimizer.acquisition.LogEI":{_abc_impl:[42,4,1,""],_compute:[42,3,1,""],_required_updates:[42,4,1,""]},"smac.optimizer.acquisition.PI":{_abc_impl:[42,4,1,""],_compute:[42,3,1,""],_required_updates:[42,4,1,""]},"smac.optimizer.acquisition.TS":{_abc_impl:[42,4,1,""],_compute:[42,3,1,""],_required_updates:[42,4,1,""]},"smac.optimizer.ei_optimization":{AcquisitionFunctionMaximizer:[43,1,1,""],ChallengerList:[43,1,1,""],DiffOpt:[43,1,1,""],FixedSet:[43,1,1,""],LocalAndSortedRandomSearch:[43,1,1,""],LocalSearch:[43,1,1,""],RandomSearch:[43,1,1,""]},"smac.optimizer.ei_optimization.AcquisitionFunctionMaximizer":{_abc_impl:[43,4,1,""],_maximize:[43,3,1,""],_sort_configs_by_acq_value:[43,3,1,""],maximize:[43,3,1,""]},"smac.optimizer.ei_optimization.ChallengerList":{_abc_impl:[43,4,1,""]},"smac.optimizer.ei_optimization.DiffOpt":{_abc_impl:[43,4,1,""],_maximize:[43,3,1,""]},"smac.optimizer.ei_optimization.FixedSet":{_abc_impl:[43,4,1,""],_maximize:[43,3,1,""]},"smac.optimizer.ei_optimization.LocalAndSortedRandomSearch":{_abc_impl:[43,4,1,""],_maximize:[43,3,1,""]},"smac.optimizer.ei_optimization.LocalSearch":{_abc_impl:[43,4,1,""],_do_search:[43,3,1,""],_get_initial_points:[43,3,1,""],_maximize:[43,3,1,""]},"smac.optimizer.ei_optimization.RandomSearch":{_abc_impl:[43,4,1,""],_maximize:[43,3,1,""]},"smac.optimizer.epm_configuration_chooser":{EPMChooser:[44,1,1,""]},"smac.optimizer.epm_configuration_chooser.EPMChooser":{_collect_data_to_train_model:[44,3,1,""],_get_evaluated_configs:[44,3,1,""],_get_x_best:[44,3,1,""],choose_next:[44,3,1,""]},"smac.optimizer.pSMAC":{read:[45,2,1,""],write:[45,2,1,""]},"smac.optimizer.random_configuration_chooser":{ChooserCosineAnnealing:[46,1,1,""],ChooserLinearCoolDown:[46,1,1,""],ChooserNoCoolDown:[46,1,1,""],ChooserProb:[46,1,1,""],ChooserProbCoolDown:[46,1,1,""],RandomConfigurationChooser:[46,1,1,""]},"smac.optimizer.random_configuration_chooser.ChooserCosineAnnealing":{_abc_impl:[46,4,1,""],check:[46,3,1,""],next_smbo_iteration:[46,3,1,""]},"smac.optimizer.random_configuration_chooser.ChooserLinearCoolDown":{_abc_impl:[46,4,1,""],check:[46,3,1,""],next_smbo_iteration:[46,3,1,""]},"smac.optimizer.random_configuration_chooser.ChooserNoCoolDown":{_abc_impl:[46,4,1,""],check:[46,3,1,""],next_smbo_iteration:[46,3,1,""]},"smac.optimizer.random_configuration_chooser.ChooserProb":{_abc_impl:[46,4,1,""],check:[46,3,1,""],next_smbo_iteration:[46,3,1,""]},"smac.optimizer.random_configuration_chooser.ChooserProbCoolDown":{_abc_impl:[46,4,1,""],check:[46,3,1,""],next_smbo_iteration:[46,3,1,""]},"smac.optimizer.random_configuration_chooser.RandomConfigurationChooser":{_abc_impl:[46,4,1,""],check:[46,3,1,""],next_smbo_iteration:[46,3,1,""]},"smac.optimizer.smbo":{SMBO:[47,1,1,""]},"smac.optimizer.smbo.SMBO":{_get_timebound_for_intensification:[47,3,1,""],_incorporate_run_results:[47,3,1,""],config_space:[47,4,1,""],epm_chooser:[47,4,1,""],incumbent:[47,4,1,""],initial_design:[47,4,1,""],initial_design_configs:[47,4,1,""],intensifier:[47,4,1,""],logger:[47,4,1,""],num_run:[47,4,1,""],rng:[47,4,1,""],run:[47,3,1,""],runhistory:[47,4,1,""],save:[47,3,1,""],scenario:[47,4,1,""],start:[47,3,1,""],stats:[47,4,1,""],tae_runner:[47,4,1,""],validate:[47,3,1,""]},"smac.runhistory":{runhistory2epm:[50,0,0,"-"],runhistory:[49,0,0,"-"]},"smac.runhistory.runhistory":{DataOrigin:[49,1,1,""],EnumEncoder:[49,1,1,""],InstSeedBudgetKey:[49,1,1,""],InstSeedKey:[49,1,1,""],RunHistory:[49,1,1,""],RunInfo:[49,1,1,""],RunKey:[49,1,1,""],RunValue:[49,1,1,""]},"smac.runhistory.runhistory.DataOrigin":{EXTERNAL_DIFFERENT_INSTANCES:[49,4,1,""],EXTERNAL_SAME_INSTANCES:[49,4,1,""],INTERNAL:[49,4,1,""]},"smac.runhistory.runhistory.EnumEncoder":{"default":[49,3,1,""]},"smac.runhistory.runhistory.InstSeedBudgetKey":{_asdict:[49,3,1,""],_field_defaults:[49,4,1,""],_fields:[49,4,1,""],_make:[49,3,1,""],_replace:[49,3,1,""],budget:[49,4,1,""],instance:[49,4,1,""],seed:[49,4,1,""]},"smac.runhistory.runhistory.InstSeedKey":{_asdict:[49,3,1,""],_field_defaults:[49,4,1,""],_fields:[49,4,1,""],_make:[49,3,1,""],_replace:[49,3,1,""],instance:[49,4,1,""],seed:[49,4,1,""]},"smac.runhistory.runhistory.RunHistory":{_add:[49,3,1,""],_check_json_serializable:[49,3,1,""],_cost:[49,3,1,""],add:[49,3,1,""],average_cost:[49,3,1,""],compute_all_costs:[49,3,1,""],config_ids:[49,4,1,""],data:[49,4,1,""],empty:[49,3,1,""],get_all_configs:[49,3,1,""],get_all_configs_per_budget:[49,3,1,""],get_cost:[49,3,1,""],get_instance_costs_for_config:[49,3,1,""],get_min_cost:[49,3,1,""],get_runs_for_config:[49,3,1,""],ids_config:[49,4,1,""],incremental_update_cost:[49,3,1,""],load_json:[49,3,1,""],min_cost:[49,3,1,""],num_runs_per_config:[49,4,1,""],save_json:[49,3,1,""],sum_cost:[49,3,1,""],update:[49,3,1,""],update_cost:[49,3,1,""],update_from_json:[49,3,1,""]},"smac.runhistory.runhistory.RunValue":{_asdict:[49,3,1,""],_field_defaults:[49,4,1,""],_fields:[49,4,1,""],_make:[49,3,1,""],_replace:[49,3,1,""],additional_info:[49,4,1,""],cost:[49,4,1,""],endtime:[49,4,1,""],starttime:[49,4,1,""],status:[49,4,1,""],time:[49,4,1,""]},"smac.runhistory.runhistory2epm":{AbstractRunHistory2EPM:[50,1,1,""],RunHistory2EPM4Cost:[50,1,1,""],RunHistory2EPM4EIPS:[50,1,1,""],RunHistory2EPM4InvScaledCost:[50,1,1,""],RunHistory2EPM4LogCost:[50,1,1,""],RunHistory2EPM4LogScaledCost:[50,1,1,""],RunHistory2EPM4ScaledCost:[50,1,1,""],RunHistory2EPM4SqrtScaledCost:[50,1,1,""]},"smac.runhistory.runhistory2epm.AbstractRunHistory2EPM":{_build_matrix:[50,3,1,""],_get_s_run_dict:[50,3,1,""],_get_t_run_dict:[50,3,1,""],get_X_y:[50,3,1,""],get_configurations:[50,3,1,""],transform:[50,3,1,""],transform_response_values:[50,3,1,""]},"smac.runhistory.runhistory2epm.RunHistory2EPM4Cost":{_build_matrix:[50,3,1,""],transform_response_values:[50,3,1,""]},"smac.runhistory.runhistory2epm.RunHistory2EPM4EIPS":{_build_matrix:[50,3,1,""],transform_response_values:[50,3,1,""]},"smac.runhistory.runhistory2epm.RunHistory2EPM4InvScaledCost":{transform_response_values:[50,3,1,""]},"smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost":{transform_response_values:[50,3,1,""]},"smac.runhistory.runhistory2epm.RunHistory2EPM4LogScaledCost":{transform_response_values:[50,3,1,""]},"smac.runhistory.runhistory2epm.RunHistory2EPM4ScaledCost":{transform_response_values:[50,3,1,""]},"smac.runhistory.runhistory2epm.RunHistory2EPM4SqrtScaledCost":{transform_response_values:[50,3,1,""]},"smac.scenario":{scenario:[52,0,0,"-"]},"smac.scenario.scenario":{Scenario:[52,1,1,""]},"smac.scenario.scenario.Scenario":{_to_str_and_warn:[52,3,1,""],_transform_arguments:[52,3,1,""],feature_dict:[52,4,1,""],run_obj:[52,4,1,""],use_ta_time:[52,4,1,""],write:[52,3,1,""]},"smac.smac_cli":{SMACCLI:[53,1,1,""],cmd_line_call:[53,2,1,""]},"smac.smac_cli.SMACCLI":{main_cli:[53,3,1,""],restore_state:[53,3,1,""],restore_state_after_output_dir:[53,3,1,""]},"smac.stats":{stats:[55,0,0,"-"]},"smac.stats.stats":{Stats:[55,1,1,""]},"smac.stats.stats.Stats":{get_remaing_time_budget:[55,3,1,""],get_remaining_ta_budget:[55,3,1,""],get_remaining_ta_runs:[55,3,1,""],get_used_wallclock_time:[55,3,1,""],is_budget_exhausted:[55,3,1,""],load:[55,3,1,""],print_stats:[55,3,1,""],save:[55,3,1,""],start_timing:[55,3,1,""],update_average_configs_per_intensify:[55,3,1,""]},"smac.tae":{FirstRunCrashedException:[56,6,1,""],StatusType:[56,1,1,""],TAEAbortException:[56,6,1,""],base:[57,0,0,"-"],dask_runner:[58,0,0,"-"],execute_func:[59,0,0,"-"],execute_ta_run_aclib:[60,0,0,"-"],execute_ta_run_hydra:[61,0,0,"-"],execute_ta_run_old:[62,0,0,"-"],serial_runner:[63,0,0,"-"]},"smac.tae.StatusType":{ABORT:[56,4,1,""],CAPPED:[56,4,1,""],CRASHED:[56,4,1,""],DONOTADVANCE:[56,4,1,""],MEMOUT:[56,4,1,""],RUNNING:[56,4,1,""],STOP:[56,4,1,""],SUCCESS:[56,4,1,""],TIMEOUT:[56,4,1,""],enum_hook:[56,3,1,""]},"smac.tae.base":{BaseRunner:[57,1,1,""]},"smac.tae.base.BaseRunner":{_abc_impl:[57,4,1,""],get_finished_runs:[57,3,1,""],num_workers:[57,3,1,""],pending_runs:[57,3,1,""],run:[57,3,1,""],run_wrapper:[57,3,1,""],submit_run:[57,3,1,""],wait:[57,3,1,""]},"smac.tae.dask_runner":{DaskParallelRunner:[58,1,1,""]},"smac.tae.dask_runner.DaskParallelRunner":{_abc_impl:[58,4,1,""],_extract_completed_runs_from_futures:[58,3,1,""],_workers_available:[58,3,1,""],get_finished_runs:[58,3,1,""],num_workers:[58,3,1,""],pending_runs:[58,3,1,""],results:[58,4,1,""],run:[58,3,1,""],submit_run:[58,3,1,""],wait:[58,3,1,""]},"smac.tae.execute_func":{AbstractTAFunc:[59,1,1,""],ExecuteTAFuncArray:[59,1,1,""],ExecuteTAFuncDict:[59,1,1,""]},"smac.tae.execute_func.AbstractTAFunc":{_abc_impl:[59,4,1,""],_call_ta:[59,3,1,""],memory_limit:[59,4,1,""],results:[59,4,1,""],run:[59,3,1,""],use_pynisher:[59,4,1,""]},"smac.tae.execute_func.ExecuteTAFuncArray":{_abc_impl:[59,4,1,""],_call_ta:[59,3,1,""],results:[59,4,1,""]},"smac.tae.execute_func.ExecuteTAFuncDict":{_abc_impl:[59,4,1,""],_call_ta:[59,3,1,""],results:[59,4,1,""]},"smac.tae.execute_ta_run_aclib":{ExecuteTARunAClib:[60,1,1,""]},"smac.tae.execute_ta_run_aclib.ExecuteTARunAClib":{_abc_impl:[60,4,1,""],_call_ta:[60,3,1,""],results:[60,4,1,""],run:[60,3,1,""]},"smac.tae.execute_ta_run_hydra":{ExecuteTARunHydra:[61,1,1,""]},"smac.tae.execute_ta_run_hydra.ExecuteTARunHydra":{_abc_impl:[61,4,1,""],results:[61,4,1,""],run:[61,3,1,""]},"smac.tae.execute_ta_run_old":{ExecuteTARunOld:[62,1,1,""]},"smac.tae.execute_ta_run_old.ExecuteTARunOld":{_abc_impl:[62,4,1,""],_call_ta:[62,3,1,""],results:[62,4,1,""],run:[62,3,1,""]},"smac.tae.serial_runner":{SerialRunner:[63,1,1,""]},"smac.tae.serial_runner.SerialRunner":{_abc_impl:[63,4,1,""],abort_i_first_run_crash:[63,4,1,""],cost_for_crash:[63,4,1,""],get_finished_runs:[63,3,1,""],num_workers:[63,3,1,""],par_factor:[63,4,1,""],pending_runs:[63,3,1,""],results:[63,4,1,"id0"],run:[63,3,1,""],run_obj:[63,4,1,""],stats:[63,4,1,""],submit_run:[63,3,1,""],ta:[63,4,1,""],wait:[63,3,1,""]},"smac.utils":{constants:[65,0,0,"-"],dependencies:[66,0,0,"-"],io:[67,0,0,"-"],logging:[73,0,0,"-"],merge_foreign_data:[74,0,0,"-"],test_helpers:[75,0,0,"-"],validate:[76,0,0,"-"]},"smac.utils.dependencies":{IncorrectPackageVersionError:[66,6,1,""],MissingPackageError:[66,6,1,""],_verify_package:[66,2,1,""],are_valid_packages:[66,2,1,""],verify_packages:[66,2,1,""]},"smac.utils.dependencies.IncorrectPackageVersionError":{error_message:[66,4,1,""]},"smac.utils.dependencies.MissingPackageError":{error_message:[66,4,1,""]},"smac.utils.io":{cmd_reader:[68,0,0,"-"],input_reader:[69,0,0,"-"],output_directory:[70,0,0,"-"],output_writer:[71,0,0,"-"],traj_logging:[72,0,0,"-"]},"smac.utils.io.cmd_reader":{CMDReader:[68,1,1,""],CheckScenarioFileAction:[68,1,1,""],ConfigurableHelpFormatter:[68,1,1,""],DevHelpAction:[68,1,1,""],ParseOverallObjectiveAction:[68,1,1,""],ParseRandomConfigurationChooserAction:[68,1,1,""],ProcessOutputDirAction:[68,1,1,""],ProcessRunObjectiveAction:[68,1,1,""],ReadFeatureFileAction:[68,1,1,""],ReadPCSFileAction:[68,1,1,""],ReadTestInstFileAction:[68,1,1,""],ReadTrainInstFileAction:[68,1,1,""],SMACArgumentParser:[68,1,1,""],StandardHelpAction:[68,1,1,""],truthy:[68,2,1,""]},"smac.utils.io.cmd_reader.CMDReader":{_add_main_options:[68,3,1,""],_add_scen_options:[68,3,1,""],_add_smac_options:[68,3,1,""],_extract_action_info:[68,3,1,""],_write_options_to_doc:[68,3,1,""],logger:[68,4,1,""],parse_main_command:[68,3,1,""],parse_scenario_command:[68,3,1,""],parse_smac_command:[68,3,1,""],read_cmd:[68,3,1,""],read_smac_scenario_dict_cmd:[68,3,1,""],write_main_options_to_doc:[68,3,1,""],write_scenario_options_to_doc:[68,3,1,""],write_smac_options_to_doc:[68,3,1,""]},"smac.utils.io.cmd_reader.ConfigurableHelpFormatter":{_add_item:[68,3,1,""]},"smac.utils.io.cmd_reader.SMACArgumentParser":{_get_formatter:[68,3,1,""],add_parser:[68,3,1,""],format_help:[68,3,1,""],set_help_type:[68,3,1,""]},"smac.utils.io.input_reader":{InputReader:[69,1,1,""]},"smac.utils.io.input_reader.InputReader":{read_instance_features_file:[69,3,1,""],read_instance_file:[69,3,1,""],read_pcs_file:[69,3,1,""],read_scenario_file:[69,3,1,""]},"smac.utils.io.output_directory":{create_output_directory:[70,2,1,""]},"smac.utils.io.output_writer":{OutputWriter:[71,1,1,""]},"smac.utils.io.output_writer.OutputWriter":{_parse_argument:[71,3,1,""],save_configspace:[71,3,1,""],write_inst_features_file:[71,3,1,""],write_inst_file:[71,3,1,""],write_scenario_file:[71,3,1,""]},"smac.utils.io.traj_logging":{TrajEntry:[72,1,1,""],TrajLogger:[72,1,1,""]},"smac.utils.io.traj_logging.TrajEntry":{_asdict:[72,3,1,""],_field_defaults:[72,4,1,""],_fields:[72,4,1,""],_make:[72,3,1,""],_replace:[72,3,1,""],budget:[72,4,1,""],incumbent:[72,4,1,""],incumbent_id:[72,4,1,""],ta_runs:[72,4,1,""],ta_time_used:[72,4,1,""],train_perf:[72,4,1,""],wallclock_time:[72,4,1,""]},"smac.utils.io.traj_logging.TrajLogger":{_add_in_aclib_format:[72,3,1,""],_add_in_alljson_format:[72,3,1,""],_add_in_old_format:[72,3,1,""],_convert_dict_to_config:[72,3,1,""],aclib_traj_fn:[72,4,1,""],add_entry:[72,3,1,""],logger:[72,4,1,""],old_traj_fn:[72,4,1,""],output_dir:[72,4,1,""],read_traj_aclib_format:[72,3,1,""],read_traj_alljson_format:[72,3,1,""],stats:[72,4,1,""],trajectory:[72,4,1,""]},"smac.utils.logging":{PickableLoggerAdapter:[73,1,1,""]},"smac.utils.logging.PickableLoggerAdapter":{critical:[73,3,1,""],debug:[73,3,1,""],error:[73,3,1,""],exception:[73,3,1,""],info:[73,3,1,""],isEnabledFor:[73,3,1,""],log:[73,3,1,""],warning:[73,3,1,""]},"smac.utils.merge_foreign_data":{merge_foreign_data:[74,2,1,""],merge_foreign_data_from_file:[74,2,1,""]},"smac.utils.test_helpers":{get_branin_config_space:[75,2,1,""]},"smac.utils.validate":{Validator:[76,1,1,""],_Run:[76,4,1,""],_unbound_tae_starter:[76,2,1,""]},"smac.utils.validate.Validator":{_get_configs:[76,3,1,""],_get_instances:[76,3,1,""],_get_runs:[76,3,1,""],_process_runhistory:[76,3,1,""],_save_results:[76,3,1,""],_validate_parallel:[76,3,1,""],validate:[76,3,1,""],validate_epm:[76,3,1,""]},smac:{callbacks:[0,0,0,"-"],epm:[2,0,0,"-"],facade:[16,0,0,"-"],initial_design:[27,0,0,"-"],intensification:[34,0,0,"-"],optimizer:[41,0,0,"-"],runhistory:[48,0,0,"-"],scenario:[51,0,0,"-"],smac_cli:[53,0,0,"-"],stats:[54,0,0,"-"],tae:[56,0,0,"-"],utils:[64,0,0,"-"]}},objnames:{"0":["py","module","Python module"],"1":["py","class","Python class"],"2":["py","function","Python function"],"3":["py","method","Python method"],"4":["py","attribute","Python attribute"],"5":["py","property","Python property"],"6":["py","exception","Python exception"]},objtypes:{"0":"py:module","1":"py:class","2":"py:function","3":"py:method","4":"py:attribute","5":"py:property","6":"py:exception"},terms:{"0":[3,7,9,10,12,13,18,23,24,28,29,30,31,32,33,35,36,37,38,40,42,46,47,49,57,58,59,60,61,62,63,72,76,80,84,85,87,88,89,90,91,93,94,95,96,97,98,99],"000":[90,91,93,94,95,96,97,98],"00001":95,"0001":[94,97],"001":[94,97],"00_660032":80,"01":[13,93],"05":10,"06674":24,"08":12,"08447232371720552":24,"0858637988771976":24,"09831":77,"1":[3,5,7,8,10,11,12,13,18,19,20,22,23,24,35,36,37,38,39,40,42,44,47,49,50,56,57,58,59,60,62,63,72,76,80,84,88,89,90,91,93,94,95,96,97,98,104],"10":[7,12,24,28,29,30,31,32,33,37,43,62,80,88,90,93,94,97,98,104],"100":[18,93,94,95,97,98,104,105],"1000":[97,98],"100000":10,"102":84,"1024":94,"1048576":12,"11":37,"12":37,"120":93,"121":84,"123":88,"12345":[57,58,59,60,61,62,63,88,90],"13":37,"132":84,"14":37,"140":84,"15":37,"16":37,"17":37,"18":37,"19":37,"1908":24,"1998":24,"1e":[10,12],"1st":[37,95],"2":[7,8,13,19,23,24,35,36,37,38,40,43,46,47,49,56,58,60,72,76,80,84,89,90,93,95,96,98,104,106],"20":[8,80,104],"200":94,"2000":[35,37,80],"2017":[7,24],"2018":[36,40],"2019":24,"2021":[77,90,91,93,94,95,96,97,98,99],"20_14":80,"2109":77,"2147483647":[37,57,59,60,62,63,87],"25":[28,29,30,31,32,33,88,91],"2_m":8,"2d":98,"2f":[93,97,98],"3":[7,12,23,36,37,38,40,46,47,49,56,58,72,76,77,80,84,89,90,91,93,94,95,96,97,98,103,106,107],"30":[94,95],"300":94,"3072":[94,95],"4":[3,37,49,56,72,84,90,93,95,98],"42":[94,95,97,98],"45":[84,95],"4522":42,"47":80,"48":84,"4f":[94,95],"5":[10,37,49,50,56,58,72,77,80,90,93,94,95,97,98,104],"50":[8,91,94,97],"5000":80,"59":84,"6":[24,37,56,72,84,90],"64":[43,103],"65":84,"7":[3,37,56,77,90,103],"754111155189306":24,"8":[24,37,56,77,90,93,94,97,103],"8333333333333334":[12,80],"8400":93,"9":[37,56,77,85,90,103],"95":97,"99":84,"9999999":90,"\u03b8":37,"\u03b8_inc":37,"\u03b8_new":37,"\u03c0":37,"\u03c0_common":37,"abstract":[3,5,35,42,43,46,50,57,58],"andr\u00e9":77,"boolean":[7,8,10,55,87],"break":[36,37,38,40],"c\u02c6":37,"case":[36,37,38,40,57,58,63,82,92,95,100,105],"class":[0,3,4,5,6,7,8,9,10,11,12,13,14,18,19,20,21,22,23,24,25,26,28,29,30,31,32,33,35,36,37,38,39,40,42,43,44,46,47,49,50,52,53,55,56,57,58,59,60,61,62,63,68,69,71,72,73,76,80,82,95,96],"const":[3,68],"default":[1,7,10,12,18,20,23,28,35,36,38,40,42,43,47,49,68,72,76,80,87,89,93,94,95,97,98,99,100],"do":[35,37,38,40,58,59,63,84,86,89],"enum":[35,37,49,56,57,58,59,60,62,63],"final":[87,88,94,95,96],"float":[3,4,6,7,8,9,10,11,12,13,14,15,18,19,20,28,29,30,31,32,33,35,36,37,38,39,40,42,43,44,46,47,49,55,57,58,59,60,61,62,63,71,72,88,90,94,95,97,104],"function":[4,7,8,10,20,23,37,39,40,42,43,44,45,47,49,50,53,56,57,58,59,63,71,76,79,80,87,88,89,90,92,93,94,95,97,100,104,105],"hyperparameter\u015d":7,"import":[76,87,89,90,91,93,94,95,96,97,98,99,104],"int":[3,4,6,7,8,9,10,11,12,13,14,15,18,19,20,22,23,28,29,30,31,32,33,35,36,37,38,39,40,43,44,46,47,49,50,55,57,58,59,60,61,62,63,70,71,72,76,85,94,95,100],"new":[0,5,13,15,35,36,37,38,39,40,42,43,47,49,53,71,72,80,85,87,91,99,106],"public":79,"ren\u00e9":77,"return":[0,1,3,4,5,7,8,9,10,11,12,13,14,15,18,19,20,23,28,29,31,32,33,35,36,37,38,39,40,42,43,44,47,49,50,53,55,57,58,59,60,61,62,63,68,69,70,71,72,74,76,80,88,89,90,93,94,95,97,98,100,104,106],"static":[56,68,69,72,87],"true":[4,7,8,10,12,18,19,35,36,37,38,39,40,44,47,49,52,55,57,58,59,60,62,63,76,80,85,87,91,93,94,95,97,98],"try":[37,49,72,76,94,95,96,99],"var":[3,4,11,12,14],"while":[36,37,40],A:[7,9,35,36,37,38,39,40,45,57,58,59,62,63,77,84,90,95,97,106,107],And:[8,91,97],As:[9,39,42,63],At:37,By:[91,94,105],FOR:107,For:[36,38,40,49,57,63,77,80,84,86,88,89,94,97,99,103],If:[3,7,8,10,15,35,36,37,38,40,44,49,55,57,58,59,63,71,76,77,80,85,86,87,88,89,95,99,103,107],In:[7,24,37,38,43,57,58,63,77,84,89,95,100],It:[37,38,40,49,59,63,88,89,94,95,97,98,105,106],Its:77,NOT:86,No:[37,82],Not:60,On:[57,58,63,85],Or:[91,103],Such:58,That:38,The:[3,7,8,9,10,11,12,14,18,19,24,35,36,37,38,39,40,42,44,47,49,57,58,59,68,71,77,80,84,85,87,88,89,90,93,94,98,99,100,103,104],Then:[58,94],There:[88,97,100],These:[82,103,106],To:[36,37,38,58,82,84,85,86,89,90,93,94,95,99,100],Will:[49,71],With:88,__copyright__:[90,91,93,94,95,96,97,98],__license__:[90,91,93,94,95,96,97,98],__main__:[90,91,93,94,95,96,97,98,103,104],__name__:[90,91,93,94,95,96,97,98,103,104],_abc:[10,42,43,46,57,58,59,60,61,62,63],_abc_data:[10,42,43,46,57,58,59,60,61,62,63],_abc_impl:[10,42,43,46,57,58,59,60,61,62,63],_adapt_cutoff:35,_add:49,_add_in_aclib_format:72,_add_in_alljson_format:72,_add_in_old_format:72,_add_item:68,_add_main_opt:68,_add_new_inst:[36,38,40],_add_scen_opt:68,_add_smac_opt:68,_all_budget:40,_all_config_inst_seed_pairs_launch:40,_argument:68,_asdict:[49,72],_build_matrix:50,_call:10,_call_ta:[59,60,62],_check_json_serializ:49,_collect_data_to_train_model:44,_compare_config:[35,40],_compare_configs_across_budget:40,_comput:42,_configid_to_inst_seed_budget:49,_convert_dict_to_config:72,_cost:49,_do_search:43,_extract_action_info:68,_extract_completed_runs_from_futur:58,_field:[49,72],_field_default:[49,72],_generate_challeng:37,_get_all_prior:4,_get_config:76,_get_evaluated_config:44,_get_formatt:68,_get_gp:[4,7,8],_get_inc_available_inst:37,_get_initial_point:43,_get_inst:76,_get_instances_to_run:37,_get_intensifier_rank:[36,38,40],_get_mean_cost:19,_get_next_inc_run:37,_get_next_rac:37,_get_run:76,_get_s_run_dict:50,_get_t_run_dict:50,_get_timebound_for_intensif:47,_get_validation_set:18,_get_x_best:44,_gpr:[4,7,8],_gradient:9,_hyperband:36,_impute_inact:[4,6],_incorporate_run_result:47,_init_data_contain:12,_init_sh_param:40,_is_there_time_due_to_adaptive_cap:37,_ll:8,_ll_w_grad:8,_lnprob:9,_log_incumbent_chang:35,_make:[49,72],_maxim:43,_n_configs_in_stag:40,_next_challeng:35,_next_iter:37,_nll:7,_normalize_i:4,_optim:7,_parse_argu:71,_predict:[3,7,8,11,12,14],_process_inc_run:37,_process_racer_result:37,_process_runhistori:76,_replac:[49,72],_required_upd:42,_run:76,_sample_from_prior:9,_save_result:76,_select_configur:[28,29,30,31,32,33],_set_has_condit:4,_signatur:10,_sort:43,_sort_configs_by_acq_valu:43,_sort_instances_by_stag:38,_successivehalv:[36,40],_ta:59,_to_str_and_warn:52,_top_k:40,_train:[3,7,8,11,12,14],_transform_argu:52,_transform_continuous_design:30,_unbound_tae_start:76,_untransform_i:4,_update_portfolio:18,_update_stag:[36,40],_validate_parallel:76,_verify_packag:66,_workers_avail:58,_write_options_to_doc:68,ab:[24,77],abc:[46,57],abl:[57,97],abort:[49,56,57,58,59,60,62,63,80,88],abort_i_first_run_crash:63,abort_on_first_run_crash:[57,59,60,62,63,80],about:[18,19,21,23,24,25,26,36,50,57,59,63,88,99],abov:[85,91],abstract_rac:[22,23,34,36,37,38,39,40,47,79],abstractacquisitionfunct:[23,42,43,44,47],abstractepm:[3,4,6,11,12,13,14,23,42],abstractrac:[22,23,35,36,37,38,39,40,47,96],abstractrunhistory2epm:[23,44,47,50],abstracttafunc:59,accept:[94,97,99,100],access:[50,84],accord:[24,43,46],accordingli:[35,49,80],account:[12,50,94],accuraci:[88,94,104],achiev:82,aclib2:72,aclib:[19,60,80,89],aclib_traj_fn:72,acq_opt_challeng:80,acq_optim:[44,47],acquisit:[23,39,41,43,44,47,79,80,98,105],acquisition_func:[44,47,98],acquisition_funct:[23,42,43],acquisition_function_kwarg:23,acquisition_function_optim:[22,23],acquisition_function_optimizer_kwarg:[22,23],acquisitionfunctionmaxim:[22,23,43,44,47],acqusit:42,acqusition_valu:43,across:[35,36,38,40,49,84,95,99,105,106],action:68,activ:[10,36,38,40,57,58,80,85,94,97,99,103],activate_configuration_being_intensifi:40,actual:[18,19,24,36,40,49,57,59,89],acut:87,ad:[0,36,38,40,49,94],adam:94,adapt:[35,36,37,38,39,40,80,94,95,106],adaptive_capping_slackfactor:[35,36,37,38,40],add:[18,36,38,40,49,68,70,72,76,84,94,95,97,99],add_bound_prior:4,add_condit:[94,97],add_entri:72,add_hyperparamet:[93,94,95,97,98,104],add_pars:68,add_soft_bound:4,addit:[42,43,49,57,58,59,60,62,63,68,69,88,93,94,95,97,98,100],addition:[47,84],additional_info:[49,57,58,59,60,62,63,88],additional_pars:68,additional_start_point:43,adp:[35,36,38,40,80],advanc:[36,38,40,47],advantag:[94,99],after:[0,3,4,12,36,37,38,40,42,46,47,49,87,88,89],again:[35,36,37,38,39,40,91,97],against:[36,37,40,80,87,99,106],aggress:[37,77,94,105],agnost:105,al:[24,36,40,42,99],algo:[88,90,91,100],algo_runs_timelimit:87,algorithm:[18,19,21,23,40,42,47,49,55,56,57,58,59,60,62,63,71,72,76,77,80,84,85,87,89,90,94,95,96,99,100,105,106],alia:[49,72,76],all:[3,5,7,8,9,10,12,13,14,18,19,21,23,24,25,26,35,36,37,38,39,40,47,49,50,52,55,56,57,58,59,60,62,63,69,76,79,80,85,88,89,92,93,94,95,97,98,99,103],alloc:[38,58],allow:[35,36,38,40,43,59,80,88],allow_nan:49,along:[3,7,8,11,12,14,107],alpha:[9,95],alreadi:[37,42,49,72,76,99],also:[3,35,36,37,38,39,40,47,49,57,58,71,80,84,85,90,91,94,95,97,99,103,105],alter:71,altern:[84,94,95,96,97,98,103,104],alwai:[37,80,87,88,98],always_race_against:37,always_race_default:[80,87],among:57,amount:[58,87],an:[1,7,15,23,24,35,36,37,38,39,40,42,43,47,49,56,57,58,59,62,63,69,77,79,80,85,86,87,88,89,91,93,94,95,96,97,98,99,103,105,106],anaconda:[99,102],analyz:106,ani:[10,14,20,21,24,25,26,36,37,38,39,40,42,49,52,56,57,58,59,61,63,68,69,71,76,82,86,88,99,105,107],anneal:46,anoth:[49,74,106],any_budget:[36,38,40],anyth:[40,94],api:[3,5,21,24,25,26,80],append:[50,76,88,93,95,100],appli:[1,3,9,35,36,38,39,40,59,80,93,98],applic:[35,80,99],approach:97,approxim:42,apt:103,ar:[7,8,9,10,14,15,19,24,35,36,37,40,42,43,45,49,50,52,57,58,59,63,69,71,80,82,84,85,87,88,89,90,91,93,95,97,98,99,100,106],arbitrari:[49,57,58,59,62,63,77,98],are_valid_packag:66,arg:[68,73,76,91],argpars:68,argument:[10,19,20,38,40,44,52,63,68,71,76,85,88,95,96,100],argumentdefaultshelpformatt:68,argumentpars:68,argv:90,around:57,arrai:[5,7,8,9,10,13,14,44,47,49,59,69,88],artifici:[93,105],arxiv21a:77,arxiv:[24,77],assess:24,assign:[36,38,40],associ:35,assum:[56,74,87,88,99],assumpt:[12,35],attribut:[42,52,55,71],author:77,auto:97,autogener:68,automat:[23,69,89,91],automl:[77,90,91,93,94,95,96,97,98,99,103],avail:[3,12,21,24,25,26,35,36,37,38,39,40,47,49,50,57,58,63,80,87,95],available_inst:37,averag:[8,49,55,59,94],average_cost:49,average_sampl:8,awar:105,b:[68,90,95],backcompat:88,backend:[23,47,76],backup_fn:76,base:[0,3,4,5,6,7,8,9,10,11,12,13,14,18,19,21,22,23,24,25,26,28,29,30,31,32,33,35,36,37,38,39,40,42,43,44,46,47,49,50,52,53,55,56,58,59,60,61,62,63,66,68,69,71,72,73,76,77,79,82,95,97,99,106],base_epm:[2,4,6,11,12,13,14,23,42,79],base_gp:[2,7,8,79],base_imputor:[2,13,50,79],base_rf:[2,12,79],baseclass:59,baseimputor:[5,13,50],basemodel:[4,6,7,8,12],baserunn:[18,19,22,23,47,57,58,63,76],bash:87,basi:[38,40],basic:[80,102],basicconfig:[91,93,94,95,96,97,98],batch:94,batch_siz:94,bayesian:[7,24,39,42,44,46,47,77,105,106],bb:106,becaus:[7,37,56,57,69,82,86,91,96,98],been:[3,36,38,40,49,76,91,99],befor:[24,36,37,38,40,42,43,57,58,63,87,95,99],begin:[46,95],behav:99,behaviour:86,being:[23,35,37,38,40,47,59,76,87,105,106],benchmark:[95,97,106],benjamin:77,best:[7,19,23,24,35,36,37,38,39,40,42,43,44,47,89,95,98,106],best_found_config:104,better:[35,77,85,88,104],between:[3,50,82,85,88,100],biedenkapp:77,bin:53,binari:[93,95],binary_rss_forest:12,black:[24,98,105,106],blackbox:88,bo:[39,105,106],bohb:[36,40],booktitl:77,bool:[4,7,8,10,12,18,19,23,35,36,37,38,39,40,43,44,46,47,49,50,55,57,58,59,60,62,63,66,68,76],boost:92,bootstrap:80,both:[37,49,63,89,92,95,100],bound:[3,4,6,7,8,11,12,13,14,20,24,105],box:[24,98,105,106],brand:37,branin:[86,88,92,100],bridg:58,brown:77,bsd:[90,91,93,94,95,96,97,98,107],budget:[36,37,38,40,49,50,55,57,58,59,60,61,62,63,72,86,88,91,94,95,97,98,105,106],budget_subset:[49,50],bug:99,build:[49,50,80,94,95,97,98,100,103],built:89,burnin_step:8,c:[77,90,97],cach:49,calcul:[38,40,42,47,49],call:[0,3,9,11,18,19,35,36,37,40,42,43,47,49,50,57,58,59,63,80,85,87,88,89,90,93,94,95,97,98,99,100],callabl:[10,20,22,23,43,57,59,60,62,63,68],callback:[23,43,71,79],can:[3,12,14,23,35,36,37,38,40,43,47,49,50,55,57,58,59,63,68,77,84,85,86,87,88,89,90,91,94,95,97,98,99,100,103,105,106,107],cancel:87,candid:[43,44],cannot:[96,99],cap:[35,36,37,38,39,40,49,56,57,58,80],capabl:[58,105],capac:58,care:99,carlo:[98,106],carolin:77,cast:[45,59],cat:3,catch_warn:[94,95],categor:[7,12,82,94,97,105],categori:[94,95],categoricalhyperparamet:[94,95,97],caution:80,cc:42,cd:[90,103],ceil:94,cen:50,censor:[5,13,50],censored_i:[5,13],censored_x:[5,13],certain:76,cfg:[93,94,95,97],cfg_cv_score:93,cfg_default:93,cfg_default_cv_scor:93,cfg_default_test_scor:93,cfg_inc_cv_scor:93,cfg_inc_test_scor:93,cfg_test_scor:93,chain:[98,106],chain_length:8,challeng:[35,36,37,38,39,40,43,46,47,57,80],challenger_callback:43,challengerlist:43,chang:[10,24,35,36,37,38,39,40,71,86,87,91,96],change_threshold:13,chapter:[83,86,106],character:106,characterist:105,charg:37,check:[37,40,45,46,47,49,55,57,58,68],check_circular:49,checkscenariofileact:68,child:[57,58,94,97],choic:[7,38,68,80,82,94,95,97],choleski:7,choos:[35,36,40,44,47,94,97],choose_next:44,chooser:[35,36,37,38,39,40,68],choosercosineann:46,chooserlinearcooldown:46,choosernocooldown:[43,44,46,47],chooserprob:46,chooserprobcooldown:46,chosen:[24,84,92,94],circumv:37,cite:77,classif:[93,95],classifi:[93,94,95],classmethod:[49,72],claus:[90,91,93,94,95,96,97,98,107],clf:[93,95,97],cli:53,click:[90,91,93,94,95,96,97,98],client:[22,23,58],clone:[10,103],clone_with_theta:10,closur:43,cmd_line_cal:53,cmd_option:[52,91],cmd_reader:[64,67,79],cmdreader:68,co:90,code:[7,10,43,58,69,86,90,91,92,93,94,95,96,97,98,99,100,104],coef0:97,collect:[49,55,57,58,59,63],com:[10,43,77,103],comamndlin:80,combin:[40,76,77,80,94,95],come:[58,103],command:[63,68,80,85,87,103],commandlin:[90,99,102,105],commandline_argu:[53,68],common:[38,57,58],commun:[85,98,100],compar:[35,37,40,76,89,106],comparison:[93,99,102],compat:71,compil:99,complet:[36,38,40,47,57,58,63,82,91],complex:57,compli:[37,58],compon:[3,7,83,102],comput:[7,8,9,10,19,35,42,49,85,86,89,91],compute_all_cost:49,concret:3,concurr:45,conda:103,condit:[82,94,95,97,106],conf:68,confer:77,confid:[37,105],config1:76,config2:76,config:[1,3,11,12,14,19,28,29,30,31,32,33,35,36,37,38,40,43,47,49,57,58,59,60,61,62,63,71,72,76,88,89,94,104,106],config_cost_per_inst:18,config_id:49,config_list:72,config_mod:[23,47,76,89,97],config_spac:[15,43,47],configs_to_run:37,configspac:[3,4,6,7,8,11,12,14,15,18,19,20,22,23,28,29,30,31,32,33,35,36,37,38,39,40,43,44,45,47,49,53,57,58,59,60,61,62,63,69,71,72,74,75,76,90,91,93,94,95,97,98,104],configur:[1,3,7,8,9,12,14,18,19,20,21,22,23,24,28,29,30,31,32,33,35,36,37,38,39,40,43,44,45,46,47,49,50,52,53,55,57,58,59,60,61,62,63,68,69,71,72,74,76,77,80,87,88,89,93,94,95,96,97,98,99,100,104,105,106],configurablehelpformatt:68,configuration_spac:[1,3,4,6,7,8,11,12,14,15,18,19,20,22,23,28,29,30,31,32,33,35,36,37,38,39,40,43,44,45,47,49,53,57,58,59,60,61,62,63,69,71,72,74,75,76],configurationspac:[3,4,6,7,8,11,12,14,15,28,29,30,31,32,33,43,45,49,69,71,72,74,75,93,94,95,97,98,104,105,106],confiur:72,consequ:105,consid:[35,36,38,40,50,53,63,80,94,95],consider_for_higher_budgets_st:50,consist:[7,43,77,94,95],consistng:43,consol:100,constant:[46,64,79,94,95],constant_valu:10,constant_value_bound:10,constantkernel:10,construct:[52,58,81,86,87,101],constructor:[3,14,18,19,23,29,31,33,85],consult:14,consum:[35,36,38,39,40,47],contain:[3,7,10,12,23,35,36,37,38,39,40,42,47,49,50,52,57,58,63,69,80,89,95,97],contin:12,continu:[7,55,77,86,91,94,98,105],contrast:43,contribut:[77,99],control:[40,93],conveni:[20,89,103],convergencewarn:[94,95],convert:[63,68],convert_configurations_to_arrai:1,cool_down_fac:46,copi:[10,69,71,91,107],copyright:[90,91,93,94,95,96,97,98],core:[77,85,89,97],correct:[59,85,88,90],correspond:[3,7,8,11,12,14,68,71],cosin:46,cost:[18,19,37,40,44,49,50,57,58,59,60,61,62,63,72,76,80,84,87,89,94,95,97,98,100,104,106],cost_for_crash:[57,59,60,62,63,87],cost_oracl:61,cost_per_config:49,cost_per_inst:49,cost_perf_config:49,cost_portfolio:61,could:[37,42,49,56,85,91,99],count:7,cours:82,cov_return_typ:[3,7,8,11,12,14],covari:[3,7,42],cpu:[23,47,72,76,85,87,89],cpu_tim:[23,47,72,76,89],crash:[49,56,57,58,59,60,62,63,80,87,88,91],creat:[13,15,18,23,36,38,40,42,47,53,68,70,71,72,88,91,93,94,95,97,103],create_output_directori:70,criterion:40,critic:73,cross:[92,93,94,95,106],cross_val_scor:[93,94,95,97],crossvalid:[95,97],crucial:[82,90],cryptic:99,cs:[28,29,30,31,32,33,49,69,71,72,74,91,93,94,95,97,98,104],cur_cost:18,current:[7,18,35,36,37,38,39,40,42,43,47,49,55,62,70,71,72,100,106],custom:49,cutoff:[13,35,36,37,38,39,40,49,50,57,58,59,60,61,62,63,72,80,87,88,90,94,95],cutoff_tim:87,cv:[82,93,94,95,97,106],d:[7,8,9,11,24,42],dash:85,dask:58,dask_client:[22,23,58],dask_runn:[56,79],daskparallelrunn:58,data:[1,3,4,7,8,11,12,14,38,39,49,50,57,58,63,74,93,94,95,97,104,106],dataorigin:49,dataset:[84,93,94,95,97,99,105],deactiv:[80,94,97],debug:[55,73,85,89,99],debug_out:55,decid:[36,38,40,57,77,95],decis:[35,57,58,63],decomposit:[3,7],decreas:46,deep:[10,94],def:[23,47,49,76,89,90,93,94,95,97,98,104],def_cost:95,def_test_scor:93,def_valu:[94,97,98],default_configuration_design:[27,79],default_data_contain:12,default_valu:[93,94,95,97,98],defaultconfigur:28,defin:[7,20,35,37,43,49,56,57,63,84,87,89,94,95,97,98,100,104],definit:[44,49,96],degre:97,delet:18,demonstr:96,deng:77,denot:37,depend:[3,44,49,56,59,64,69,79,97,98,99,102,105],depth:[80,104],deriv:[42,104],describ:[47,100],descript:[40,85,99],deseri:[49,56],design:[24,28,29,30,31,32,33,35,40,58,82,97,98,103],desir:[63,76,89],dest:68,detail:[36,37,42,80,85,99,105,106],detect:[47,69,91],determin:[10,18,19,35,36,38,39,40,49,63,99,105],determinist:[23,35,36,37,38,39,40,47,87,89,91,92,94,95,96,97,98,99],devdoc:33,develop:[68,77],devhelpact:68,deviat:[3,4,7],diagon:3,diagonal_cov:[3,7,8,11,12,14],diagonal_std:3,dict:[10,14,18,19,20,22,23,38,49,50,52,56,57,58,59,60,61,62,63,68,69,71,72,76,88],dict_cmd:68,dictat:[38,57,58,63],dictionari:[50,52,55,57,58,59,60,62,63,68,69,72,74,76],difan:77,differ:[3,7,35,36,37,42,43,49,57,74,82,84,85,87,88,89,93,94,95,98,99,106],differentialevolutionsolv:43,diffopt:43,digit:[94,95],dim:7,dimens:[3,7,10,42,97,98],dimension:[3,7,8,11,42,98,105],dir:[53,71,76],directli:[23,35,47,59,76,87,89,103],directori:[19,45,55,68,70,72,76,80,85,87,91,99,100],disabl:[50,94],discard:[99,105],discov:99,discuss:99,disk:[49,85],distinguish:82,distribut:[12,22,23,42,58,107],distutil:66,do_bootstrap:12,do_optim:[7,8],doc:68,docstr:[49,61],document:[14,36,68,85],doe:[37,43,50,58,76,89,99],domain:[57,58,59,62,63,98],don:[29,31,33,69,76,99],done:[37,38,57,58,63,89,96],donotadv:56,download:[90,91,92,93,94,95,96,97,98],draw:13,drawn:[7,9,37],dso:24,due:[49,71,86],dump:74,durat:[94,95],dure:[37,43,49,55,80,87,88,89,99],dynam:58,e:[13,20,23,36,38,40,42,57,58,59,62,63,82,85,87,89,95,105],each:[7,8,19,20,35,36,37,38,40,42,43,49,58,69,72,80,84,85,93,95,106],earli:[99,105],earlier:[35,36,38,40,69],early_stop:95,easi:82,effect:[47,70,76],effici:[36,40,49,77,105],eg:40,eggensperg:77,ei:[42,98,105],ei_optim:[22,23,41,44,47,79],eip:42,either:[37,43,49,59,76,87,88,89,97,99,100,103],elasticnet:95,element:[20,59,69],els:[36,37,38,40,49,76,94,97],embed:[57,58],emce:8,emerg:80,empir:[7,35,36,37,38,39,40,49,106],empti:[44,49,57,58,63],enabl:20,encapsul:[35,36,37,38,39,40,57,69],encod:49,end:[37,43,49,76],end_modulu:46,endeavor:57,endtim:49,enforc:[57,58,59,63,88,100],enough:[35,57,106],ensembl:[93,104],ensur:[90,93,99],ensure_ascii:49,entri:[7,49,53,69,72],entropi:42,enum_hook:56,enumencod:[49,56],enumer:93,environ:103,epm:[1,23,37,39,42,44,47,49,50,76,79,89,106],epm_choos:47,epm_configuration_choos:[35,36,37,38,39,40,41,79],epmchoos:[35,36,37,38,39,40,44],epoch:[40,94,106],eps_pur:12,equal:[37,58],equalscondit:94,error:[73,88,99],error_messag:66,error_scor:94,estim:[3,7,10,12,14,19,20,72,89],et:[24,36,40,42,99],eta0:95,eta:[36,38,40,94,95,96],etc:59,eval_gradi:10,eval_undeterministic_model:93,evalu:[10,20,23,28,29,30,31,32,33,35,36,37,38,39,40,42,47,49,50,59,72,76,84,85,89,93,95,96,97,98,99,100,104,105,106],even:[35,36,38,40,84,107],eventu:57,everi:[36,38,40,46,82,89,93],exact:84,exampl:[35,36,38,40,42,49,57,84,86,88,90,91,93,94,95,96,97,98,99,100,102,106],examples_jupyt:92,examples_python:92,exce:[37,58,87],except:[36,37,38,40,49,56,58,63,66,73,82,94,95],exclud:68,exec:57,execdir:87,execut:[35,36,37,38,39,40,47,57,58,59,60,62,68,76,87,88,90,99,100,105],execute_func:[56,79],execute_ta_run:61,execute_ta_run_aclib:[56,79],execute_ta_run_hydra:[56,79],execute_ta_run_old:[18,19,56,61,79],executerun:37,executetafuncarrai:[59,100],executetafuncdict:[59,100],executetarunaclib:60,executetarunhydra:61,executetarunold:[18,19,61,62,76],exemplari:85,exemplifi:[57,63],exercis:[35,36,37,38,39,40,57,58,63],exhaust:[35,36,37,38,40,55,86,91],exhausted:55,exist:[49,71,72],exp:24,expand:84,expect:[40,42,57,63,88,99,105],experi:82,experiment:[16,79],exploit:106,explor:106,expon:9,exponenti:9,express:45,extend:[63,68,74,86,91,106],extens:36,extern:49,external_different_inst:49,external_ful:49,external_same_inst:49,extra:[88,103],extract:[37,76],extrapol:80,f:[7,20,42,77,90],f_:42,facad:[49,53,79,88,91,93,94,95,96,97,98,104,105],fact:37,factor:[35,36,38,40,59,63,80],factori:[29,31,33],factorial_design:[27,79],factorialinitialdesign:29,fail:[56,71,88],fair:93,falkner18a:40,falkner:[7,36,40],fals:[0,4,8,10,12,23,35,36,37,38,39,40,43,47,49,50,55,59,68,71,87,93,97,99],far:[35,36,37,38,39,40,72,82],fashion:[38,58,63],faster:[36,38,40],feat_dict:71,featur:[3,5,7,8,11,12,13,14,49,50,68,69,71,74,80,87,99,102],feature_dict:52,feature_fn:[71,87],feedback:99,feel:99,feurer:77,few:[82,92,95,97,105],fidel:[26,82,92,95,97,105,106],field:[49,72],fifo:57,fifth:88,figur:[59,72,105],file:[45,49,52,53,55,57,58,59,62,63,68,69,71,72,74,76,80,85,86,87,89,90,91,96,99,100,105,106,107],filenam:[72,74,76,87],fill:[12,63],filter:[40,68],filterwarn:[94,95],find:[85,105,106],finish:[0,53,57,58,63,87,89],finished_ta_run:55,first:[7,36,37,40,56,59,63,69,80,88,99],firstruncrashedexcept:[56,63],fit:[11,42,93,94,104,107],five:84,fix:[10,23,47,93,97],fixedset:43,flag:[18,37,99],flexibl:[7,35,82,105],fmin:42,fmin_smac:20,fn:[49,55,69,71,72,91],fold:94,folder:[53,68,86,91],follow:[12,37,40,57,58,59,69,80,84,85,87,88,90,99,100,103,104,105],forc:49,force_upd:49,foreach:37,forest:[3,12,13,14,77,80,82,103,104,105,106],form:[72,100],format:[19,50,62,71,72,80,88,89,90,100],format_help:68,formatt:68,found:[7,18,23,24,40,43,46,47,66,77,89,99],fourth:88,frac:8,fraction:[24,47,80],framework:[7,105,106],frank:77,free:[21,99,106,107],freiburg:[90,91,93,94,95,96,97,98],from:[7,8,9,10,13,15,18,19,23,35,36,37,38,39,40,42,43,44,45,47,49,50,52,55,57,58,68,69,71,72,74,76,82,85,86,87,88,89,90,91,93,94,95,96,97,98,99,100,103,104,105,106],full:[49,90,91,93,94,95,96,97,98],full_cov:3,func:[10,20,68,80],func_facad:[16,79],function_sampl:7,further:[33,42,49,56,57,58,59,60,62,63,74,77],furthermor:103,futur:[58,88],g:[20,42,57,58,59,62,63,82,89,95,105],galleri:[90,91,92,93,94,95,96,97,98],gamma:97,gamma_valu:97,gammaprior:9,gather:49,gaussian:[3,4,7,24,42,82,98,103,105,106],gaussian_process:[2,4,8,10,79],gaussian_process_mcmc:[2,79],gaussianprocess:7,gaussianprocessmcmc:8,gaussianprocessregressor:[4,7,8],gb_non_determinist:93,gcc:99,gcc_linux:103,gener:[15,20,33,35,36,37,38,39,40,43,57,58,63,69,76,77,82,85,90,91,92,93,94,95,96,97,98,99,106],generate_inst:95,georg:7,get:[10,20,36,38,40,43,44,76,93,95,103],get_all_config:49,get_all_configs_per_budget:49,get_best_incumbents_id:19,get_branin_config_spac:75,get_conditional_hyperparamet:10,get_configur:50,get_cost:49,get_default_configur:[93,94,95,97,98],get_finish:[57,58,63],get_finished_run:[57,58,63],get_instance_costs_for_config:49,get_min_cost:49,get_next_challeng:37,get_next_run:[35,36,37,38,39,40],get_param:10,get_remaing_time_budget:55,get_remaining_ta_budget:55,get_remaining_ta_run:55,get_rng:15,get_runhistori:[23,93],get_runs_for_config:[49,93],get_tae_runn:[23,94,95],get_trajectori:23,get_typ:15,get_used_wallclock_tim:55,get_x_i:50,git:103,github:[10,33,77,99,103],give:[35,38,79,82,83,89],given:[3,7,10,11,12,14,15,18,19,23,35,36,37,38,39,40,42,43,44,46,49,55,57,59,60,62,68,89,93,94,95,104,106],glob:45,global:105,go:[38,93],good:94,govern:106,gp:[7,8,24,82,98,103,106],gp_base_prior:[2,4,10,79],gp_kernel:[2,79],gp_mcmc:[24,98],gracefulli:0,gradient:[9,10,92],gradientboost:93,gradientboostingclassifi:93,grep:85,grid:24,guarante:49,guess:20,guid:99,guidelin:77,gxx_linux:103,h:[7,8,47,77],ha:[3,35,42,43,47,58,76,85,87,89,91,105],had:95,halv:[36,38,40,94,96,105],ham:24,hammingkernel:10,hand:[87,100],handi:88,handl:[18,19,36,49,57,58,59,62,63,94,96],hannov:[90,91,93,94,95,96,97,98],happen:[37,99],hardwar:[76,89,94,95],has_condit:10,hasn:99,have:[7,24,36,38,40,49,57,58,71,72,80,85,88,91,99,107],haven:103,hb4ac:21,hb:40,help:[68,80,99],help_typ:68,helper:[10,43,46,76],helpformatt:68,henc:80,here:[40,60,69,77,80,82,84,90,91,93,94,95,96,97,98,99,100],hidden_layer_s:94,hierarch:105,high:82,higher:[36,38,40,43,97],highest:[23,36,38,40,47,49,76],highest_budget:[36,38,40],highest_executed_budget:[36,38,40],histori:[37,38,49,76],hoo:77,hook:56,hope:107,horseshoeprior:9,host_id:49,how:[35,36,38,39,40,47,49,55,57,63,97,99,100,106],howev:99,hpo:97,html:[33,68],http:[10,24,33,40,42,43,77,103,107],hundr:43,hutter:[7,77,99],hydra:[18,80],hydra_facad:[16,17,79],hydra_iter:80,hydra_valid:80,hyper:12,hyperband:[21,26,34,38,40,79,94,95,105],hyperband_facad:[16,79],hypercub:[31,103],hyperparamet:[1,7,8,9,10,12,14,24,25,26,36,40,42,77,82,92,93,94,95,97,104,105],hyperparameter_length_scal:10,i:[3,7,8,13,20,23,36,37,38,40,57,84,85,87,93,95,99],id:[18,19,35,36,38,39,40,49,72,84],idea:[77,85,99],identifi:[36,40,84],idl:[36,38,40],ids_config:49,ignor:[49,60,62,76,94,95,97],illustr:94,immedi:[63,87,89],impact:24,implement:[3,5,7,12,23,36,37,40,42,43,49,57,58,59,60,63,80,84,86,88,96],implementingth:80,impli:[49,107],implicit:35,importantli:49,impos:87,improv:[42,43,105],imput:[1,5,13,50],impute_censored_data:50,impute_st:50,imputed_i:[5,13],imputor:[13,50],in_runhistory_fn_list:74,in_runhistory_list:74,in_scenario:74,in_scenario_fn_list:74,in_scenario_list:74,inact:1,inc:[18,19,23,37,47,76,89,97],inc_chang:55,inc_cost:95,inc_perf:[35,36,37,38,39,40],inc_sum_cost:35,inc_valu:[94,97],includ:[49,50,63,77,106],incondit:[94,97],incorpor:47,incorporaterunresultcallback:0,incorrectpackageversionerror:66,increas:[40,86],increment:49,incremental_update_cost:49,incs_per_round:18,incumb:[18,19,21,23,24,25,26,28,29,31,32,33,35,36,37,38,39,40,44,47,49,72,80,87,89,91,93,94,95,96,97,106],incumbent_id:72,incumbent_select:[36,38,40],incumbent_valu:44,incumbents_per_round:80,indent:49,index:[95,97],indic:[19,35,36,37,38,39,40,46,50,56,71,80,88,95],individu:[84,85],inf:[46,63,87],infer:44,influenc:80,info:[35,49,55,73,89,91,93,94,95,96,97,98],inform:[3,7,8,11,12,14,18,19,21,23,24,25,26,33,35,36,37,38,39,40,45,47,49,57,58,59,60,62,63,69,85,88,99],init_budget:[28,29,30,31,32,33],initi:[15,19,20,24,28,29,30,31,32,33,36,37,38,40,46,58,76,91,94,95],initial_budget:[36,38,40,94,95,96],initial_configur:[22,23],initial_design:[22,23,47,79],initial_design_config:47,initial_design_kwarg:[22,23],initial_incumb:87,initialdesign:[22,23,28,29,30,31,32,33,47],inproceed:77,input:[3,7,8,11,12,14,36,39,40,42,50,69,74,76,98,104,105,106],input_psmac_dir:[80,85],input_read:[64,67,71,79],inputread:69,insid:[90,96,103],inspect:[10,59],inst:[71,76],inst_id:19,inst_seed_budget:93,inst_seed_config:76,inst_seed_pair:[38,40],inst_spec:76,inst_specifics1:76,inst_specifics2:76,instal:[53,99,102],installed_vers:66,instanc:[3,7,11,12,14,18,19,23,35,36,37,38,39,40,47,49,50,57,58,59,60,61,62,63,68,69,71,74,76,82,87,88,89,90,92,97,99,100,105,106],instance1:76,instance2:76,instance_featur:[3,4,6,7,8,11,12,14,15,84],instance_fil:84,instance_id:49,instance_mod:[23,47,76,89,97],instance_ord:[36,38,40,95],instance_seed_budget_kei:49,instance_seed_budget_pair:49,instance_specif:[35,36,37,38,39,40,49,57,58,59,60,61,62,63,90],instanti:[23,38,40,100,106],instantli:[57,58,63],instead:[10,23,24,47,50,55,80],instseedbudgetkei:[37,49],instseedkei:49,integ:[59,87,94],integr:[42,98,105],integrate_acquisition_funct:23,integratedacquisitionfunct:42,intel:103,intellig:77,intend:[47,58,82,86],intens_adaptive_capping_slackfactork:80,intens_min_chal:80,intensif:[22,23,47,79,80,96,105,106],intensifi:[22,23,26,35,36,37,38,39,40,47,49,55,57,58,63,72,94,95,96],intensification_percentag:[47,80],intensifier_kwarg:[22,23,93,94,95,96],intensifierstag:37,intensifii:35,intent:[35,36,37,38,39,40,91],interact:57,interest:76,interfac:[7,36,40,47,50,53,57,58,63,76,80,85,88],interleav:[43,46],intern:[35,36,38,40,49,57,58,59,62,63,84,94,105],interpret:[12,76,87,88,100],interrupt:86,intersect:35,interv:98,invers:[50,80],investig:89,invok:[88,100],invscal:[94,95],io:[23,28,29,30,31,32,33,35,36,37,38,39,40,64,79,91],ipynb:[90,91,93,94,95,96,97,98],iri:97,is_budget_exhaust:55,isenabledfor:73,isol:57,issu:[35,77,80,99],item:84,iter:[20,35,36,37,38,40,43,44,46,49,57,71,72,80,94,95,106],itertool:95,its:[10,42,68,84,85,86,89,97,98,106],itself:82,jasper:42,java:99,job:[37,38,40,47,58,63],joblib:[23,47,76],join:91,jone:24,json:[49,55,56,69,71,72,76,91],jsonencod:49,judg:105,jupyt:[90,91,92,93,94,95,96,97,98],just:8,k1:10,k2:10,k:[3,7,10,40,49,77,97],k_gradient:10,katharina:77,keep:[3,7,57,58,63,80],kei:[49,69,71],kernel:[4,7,8,10,24,97],kfold:93,kind:40,klein:[7,24],know:[12,98],known:106,kwarg:[14,18,19,20,21,24,25,26,39,42,50,61,68,73,76],kwd:[49,72],l1_ratio:95,languag:105,larg:[80,98],larger:[36,38,40],last:40,later:[36,40],latest:99,latin:[31,103],latin_hypercube_design:[27,79],launch:[36,38,40,57,58,63,76],layer:[94,95],lbfg:94,lcb:[42,98,105],lead:[86,99],leaf:80,learn:[10,42,77,94],learning_r:[93,94,95],learning_rate_init:94,least:[35,93],left:[10,42,47,91],legal:100,len:93,length:[24,37],length_scal:10,length_scale_bound:10,less:37,let:[7,49],level:[73,80,85,91,93,94,95,96,97,98,100],leyton:77,lhd:103,lhdesign:31,li:40,like:[10,49,58,59,72,86,88,90,96,98],likelihood:[7,8,24],limit:[49,57,58,59,60,62,63,72,80,82,86,88,93,94,95,97,98,100,104],limit_resourc:[80,94,95],lindauer:[24,77],line:[37,63,68,85,90,97],linear:97,linear_model:95,linearli:50,link:99,linux:[45,103],lion:77,list:[1,3,4,6,7,8,10,11,12,14,15,18,19,20,21,22,23,24,25,26,28,29,30,31,32,33,35,36,37,38,39,40,43,44,45,46,47,49,50,52,53,57,58,59,60,61,62,63,66,68,69,71,72,74,76,84,95,99],list_:52,lnlikelihood:[7,8],lnprob:9,load:[45,49,55,85,91,93,95,97],load_digit:[94,95],load_iri:97,load_json:[49,91],loc:9,local:[38,43,58,80],localandsortedrandomsearch:43,localsearch:43,locat:[42,99,100],log:[7,8,9,12,13,15,35,36,37,38,39,40,45,50,55,64,69,70,72,79,80,89,91,93,94,95,96,97,98],log_i:12,log_traj:[35,36,37,38,39,40],logei:42,logg:[18,19],logger:[12,13,15,18,19,21,22,23,24,25,26,42,45,47,68,69,70,72],logic:[36,40],logical_or:95,logist:94,loglikelihood:7,lognormalprior:9,logpdf:9,longer:95,look:[37,43,80,88,90,99],loop:[37,39,47,57],loosevers:66,loss:[59,82,88,95],lot:[82,97],low:[82,105],lower:[3,7,13,24,105],lower_bound:9,lowest:[46,49],lr:94,lr_init:94,luckili:82,m:[5,8,13,37,40],mac:103,machin:[42,77,97,98,103],made:10,magicmixin:10,main:[43,47,53,58,68,77],main_cli:53,main_cmd_opt:68,main_opt:68,mainli:88,maintain:99,make:[7,40,49,57,58,63,72,82,93,94,95,97,99,100,103,106],make_hastie_10_2:93,manag:58,mandatori:[14,66,100],mani:[35,40,55,85,97,105,106],mansur:7,manual:103,map:[10,20,35,36,37,38,39,40,49,50,61,68,72,76],margin:[3,7,8,12,14,42],marginalis:[3,12,14],mariu:77,mark:37,markov:[98,106],massiv:105,match:[3,14,45],matern:[10,24],math:8,mathbb:42,mathbf:42,matrix:[3,50,84],matthia:77,max:[20,37,42,43,94,95,97,98,104],max_budget:[36,38,40,94,95],max_config_frac:[28,29,30,31,32,33],max_depth:[12,93,104],max_epoch:94,max_featur:93,max_it:[13,94,95],max_num_nod:12,max_step:43,max_tim:[23,47,76,89],maxfun:20,maxim:[7,42,43,49,88,93],maximum:[20,24,35,36,37,38,39,40,43,80,87,94],maxr:[35,37,80,93],mayb:[35,36,37,38,39,40],mb:[59,87],mcmc:[8,82,106],mcmc_sampler:8,mean:[3,4,7,8,9,11,12,14,19,42,49,58,76,84,88,93,94,95,97,99],meant:36,measur:[80,100,104],mechan:[57,77,94,106],medium:82,memori:[59,80,87,88,94,95,100],memory_limit:[59,87,94,95],memout:[49,56,88],mention:77,merchant:107,merge_foreign_data:[49,64,79],merge_foreign_data_from_fil:74,messag:68,meta:[103,104],metavar:68,methadata:[35,36,37,38,39,40],method:[9,12,19,35,36,37,40,42,43,47,49,57,58,63,79,89],metric:[36,38,40,87,104,106],mf:106,might:[37,40,57,58,63,91,97,98,99],min:[20,37,61],min_chal:[35,36,37,38,40,96],min_cost:49,min_samples_leaf:12,min_samples_model:[44,47],min_samples_split:[12,93],minim:[7,20,35,36,38,40,43,49,80,88,97,100,102],minimium:98,minimum:[20,35,36,37,38,39,40,49,80,106],minmaxscal:3,minr:[35,37,80,93],minut:[90,91,93,94,95,96,97,98],mismatch:66,missingpackageerror:66,mix:97,mlp:[92,95],mlp_from_cfg:94,mlp_mf:94,mlpclassifi:94,mlr:40,mnist:95,mode:[18,22,23,76,80,85,100],model:[7,13,14,21,23,42,44,47,58,77,93,97,98,99,103,104,105,106],model_kwarg:23,model_select:[93,94,95,97],model_typ:[24,98],modifi:[20,91,107],modul:[2,16,17,27,34,41,48,51,54,56,64,67,79,80,89],modulu:46,modulus_incr:46,mont:[98,106],more:[3,7,8,11,12,14,24,35,36,37,38,57,58,83,97,100,104,105],moreov:96,most:[37,49,57,59,60,62,63,69],move:[37,40,47,49,58],msg:73,mtrand:[9,13,15,18,19,20,22,23,28,29,30,31,32,33,35,36,37,38,39,40,43,44,46,47,50,76],mu:8,mu_m:8,multi:[82,92,95,105,106],multipl:[14,26,30,36,40,80,93,94,95,99,105,106],must:[3,9,14,23,43,58,90,96],mxn:40,my:99,n:[5,7,8,9,11,13,37,40,42,58,91,103],n_cat:7,n_config:55,n_configs_x_param:[28,29,30,31,32,33],n_dim:10,n_feat:[3,7],n_featur:[3,10,11,12,14,71],n_func:7,n_inc:19,n_iter:18,n_job:[22,23,47,76,89,97],n_layer:94,n_mcmc_walker:8,n_neuron:94,n_object:[3,11,14],n_opt_restart:7,n_optim:[18,19,80],n_param:3,n_points_per_tre:12,n_sampl:[3,9,11,12,14],n_samples_i:10,n_samples_x:10,n_seed:[36,38,40,96],n_sls_iter:43,n_split:[93,94,95],n_steps_plateau_walk:43,n_worker:58,name:[3,10,14,35,36,38,39,40,49,66,69,71,72,73,74,88,90],namespac:68,nan:[7,63],narg:68,nbudget:91,ndarrai:[1,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,23,30,35,36,37,38,39,40,42,44,50,52,59,69],ndarri:44,necessari:[1,10,35,36,37,43,50,57,58,63],necessarili:99,necessesari:71,need:[37,38,40,42,43,53,57,58,59,63,71,76,82,84,88,93,95,100],neg:[7,42],neighbor:43,neither:49,network:[40,94],neural:[40,94],neural_network:94,never:[43,58],nevertheless:[37,58,99],new_incumb:37,new_rh:19,new_scenario:91,new_traj_path:91,newli:37,next:[35,36,37,38,39,40,44,46,57,80,88],next_smbo_iter:[43,46],nip:[7,42],node:58,noise_level:10,noise_level_bound:10,nomorechalleng:37,non:[5,10,13,89,92,96,99],nondeterminist:[23,47,76],none:[3,4,6,7,8,10,11,12,14,15,18,19,20,22,23,28,29,30,31,32,33,35,36,37,38,39,40,42,43,44,45,46,47,49,50,52,53,55,57,58,59,60,61,62,63,66,68,69,70,71,72,76,80,82,89,94,95,97],nor:49,normal:[4,7,37],normalize_i:[7,8],normalizedkernelmixin:10,note:[3,7,8,13,35,50,59,69,85,97],notebook:[90,91,92,93,94,95,96,97,98],noth:86,now:[3,91,103],np:[1,3,4,5,7,8,9,10,11,12,13,14,15,18,19,20,24,35,36,38,39,40,42,43,44,46,47,50,59,90,93,94,95,97,98,104],nu:10,num_initial_challeng:[38,40],num_param:50,num_point:43,num_run:47,num_runs_per_config:49,num_target:14,num_tre:12,num_work:[35,36,37,38,39,40,57,58,63],number:[3,7,8,9,10,11,14,15,20,23,35,36,37,38,39,40,42,43,46,47,49,55,56,57,58,59,62,63,71,72,76,80,84,85,87,88,89,95,96,97,98,104,106],numer:98,numpi:[1,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,20,22,23,28,29,30,31,32,33,35,36,37,38,39,40,42,43,44,46,47,50,52,69,76,90,93,94,95,97,98,104],o:49,obj:[49,56,59,80,87],obj_kwarg:59,object:[0,1,3,5,7,8,9,10,15,18,19,20,23,30,35,36,37,38,39,40,42,43,44,45,46,47,49,50,52,53,55,57,58,59,60,61,62,63,68,69,70,71,72,73,76,79,82,84,87,88,89,91,93,94,95,96,97,98,100,104,105,106],object_hook:[49,56],observ:[44,49,80,106],obtain:[7,9,43,47,50],occupi:87,off:91,offer:[57,82,105],often:[82,84,98,99],old:[19,72,89,91],old_output_dir:91,old_traj_fn:72,onc:[36,38,40,43,87,94,95],one:[35,37,40,42,43,49,50,55,57,58,59,69,80,86,88,99,105],ones:[18,24,36],ongo:99,onli:[3,10,12,14,15,35,36,37,38,40,42,47,49,50,58,59,68,80,87,88,89,93,94,97,99,105,106],onlin:106,only_max_observed_budget:[49,93],open:99,opensourc:107,oper:[40,66],operate_on:10,opt:10,optim:[0,7,10,18,19,20,22,23,24,25,26,35,36,37,38,39,40,49,52,59,77,79,80,84,87,88,89,90,91,93,94,95,96,97,98,99,100,103,104,105,106],option1:87,option2:87,option:[0,3,4,6,7,8,10,11,12,13,14,15,18,19,20,21,22,23,24,25,26,28,29,30,31,32,33,35,36,37,38,39,40,43,44,47,49,50,52,53,55,56,57,58,59,60,61,62,63,68,69,70,72,76,84,85,86,88,89,99,100,102],option_str:68,order:[36,38,40,43,95],ordereddict:49,org:[24,77,90,91,93,94,95,96,97,98,107],origiginal_scenario_dict:91,origin:[9,30,38,49,62,74,77,99],original_scenario:91,os:91,other:[14,35,36,37,38,39,40,47,49,80,82,85,86,97,98,100,105],otherwis:[7,8,29,31,33,44,49,58,71,87],our:[77,82,95,97,99],out:[59,68,72],output:[3,7,35,45,53,55,68,70,71,72,76,80,85,89,91,105,106],output_2021:80,output_dir:[19,45,52,71,72,80,86,91],output_directori:[45,58,64,67,79],output_fn:76,output_format:71,output_path:85,output_writ:[64,67,79],outputwrit:71,over:[3,8,12,14,23,35,38,42,49,58,63,87,89,93,100],overal:68,overall_obj:87,overhead:43,overview:[79,102],overwrit:[12,21,24,25,26,45,49,71,91],overwrite_existing_run:49,overwritten:[29,31,33,42,49],own:[24,89],p:42,packag:[24,66,77,79,99,102],package_nam:66,page:[77,79,81,101],pai:57,pair:[20,35,37,40,49,63,69,76,89],paper:[42,77],par10:87,par:42,par_factor:[57,59,60,62,63],parallel:[19,23,36,38,40,47,57,58,63,76,80,89,97],parallel_schedul:[34,36,40,79],parallelschedul:[36,38,40],param1:88,param2:88,param:[10,42,57,58,59,60,62,63,68],paramet:[1,3,4,5,7,8,9,10,11,12,13,14,15,18,19,20,23,35,36,37,38,39,40,42,43,44,45,46,47,49,50,55,57,58,59,60,62,63,68,69,70,71,72,74,76,77,82,88,90,93,94,95,97,98,100,106],paramfil:[91,100],paramil:88,parent:[58,94,97],pars:[68,71],parse_main_command:68,parse_scenario_command:68,parse_smac_command:68,parseoverallobjectiveact:68,parser:68,parserandomconfigurationchooseract:68,part:43,partial:10,particular:[37,107],parx:87,pass:[7,14,19,20,29,31,33,36,38,40,49,56,58,59,76,84,85,87,88,91,94,95,96,99],path:[45,55,68,71,76,80,87,89,91,100],patienc:58,pattern:58,pc:[68,69,74,87,90,91,100,106],pca:[3,7],pca_compon:[3,4,6,7,8,11,12,14],pca_dim:7,pcs_fn:[71,87],pcs_new:[69,71],pdf:[40,42],peak:82,penal:[59,63],penalti:[87,95],pend:[37,40,57,58,63],pending_run:[57,58,63],per:[19,35,42,49,55,76,80,89],percentag:80,perceptron:[94,95],perform:[3,8,18,19,35,36,37,38,39,40,43,47,49,57,72,77,82,89,95,99,104,105,106],perspect:57,pi:[42,90,98,105],pick:[36,38,40],pickableloggeradapt:[69,73],pickl:[58,76],picklabl:49,pid:19,pil:62,pip:103,placehold:94,plai:84,plateau:[43,80],pleas:[36,77,85,99,100,105,107],plug:43,point:[3,7,8,11,12,14,42,43,53,74],poli:97,pool:[37,93],pop:97,popul:[37,57,58,63],portfolio:[18,19],posit:[20,40,57,58,59,62,63],possibl:[36,38,40,71,82,88,95,97,105],post:37,posterior:7,power:96,practic:[24,42,80,92],pre:105,precis:58,predefin:84,predict:[3,4,7,8,11,12,13,14,44,76,106],predict_marginalized_over_inst:[3,12,14],predict_x_best:[44,47],prefer:99,prematur:106,prepar:35,preprocess:3,present:[24,37,42,96],press:40,prevent:[38,40],previou:[18,19,21,23,24,25,26,43,47,86,99],previous:[36,37,40,45,106],print:[55,88,90,91,93,94,95,96,97,98,100],print_stat:55,prior:[4,7,8,9,10],priorit:38,prioriti:[36,38,40],privat:36,prob:46,prob_max:46,prob_min:46,probabl:[9,46,80,105],probil:46,problem:[57,58,59,60,62,63,76,82,97,98,99,105,106],proce:37,procedur:[37,38,58,96],proceed:[40,77],process:[3,4,7,19,23,24,35,37,40,47,52,53,57,68,71,76,82,87,90,91,93,97,98,99,100,103,105,106],process_first_config_run:37,process_incumbent_run:37,process_result:[35,36,37,38,39,40],processoutputdiract:68,processrunobjectiveact:68,produc:[35,57,58,63],product:10,program:[43,49,107],programiz:43,progress:[36,38,40,85],promis:[35,36,37,38,39,40,106],properli:63,properti:10,propos:37,provid:[18,19,23,37,40,43,49,57,58,59,63,68,76,82,85,87,88,89,91,92,95,96,99,100,104],pseudo:11,psmac:[19,41,49,79,80,85],psmac_facad:[16,17,79],psmac_valid:80,purpos:[84,107],py:[40,68,80,86,88,89,90,91,93,94,95,96,97,98,100],pynish:[59,80,88,94,95,100],pypi:103,pyrfr:[12,13,99],pysmac:69,python3:[77,85,88,89,103],python:[7,43,59,77,80,90,91,93,94,95,96,97,98,99,102,103,105],qcp:92,qmc:33,qualiti:[40,57,58,59,60,62,63,87,88,89,90,91,93,94,95,97,98,100,104,105,106],queri:[37,38,49,58],question:99,quickstart:86,quit:[43,86],r:[37,90,103],race:[35,36,37,38,39,40,77,80,87,94,105,106],racer:[37,38],rais:[36,38,40,44,49,63,94,99],ram:59,ran:[35,36,37,38,39,40],rand_prob:80,randint:104,random:[3,9,11,12,13,14,15,18,19,20,22,23,24,28,29,30,31,32,33,35,36,37,38,39,40,43,44,46,47,49,50,57,58,59,60,62,63,68,76,77,80,82,85,87,88,93,94,95,97,98,103,104,105,106],random_configuration_choos:[23,41,43,44,47,79,80],random_configuration_chooser_kwarg:23,random_configuration_design:[27,79],random_epm:[2,79],random_st:[93,94,95,97],randomconfigur:32,randomconfigurationchoos:[23,43,44,46,47,80],randomconfigurationchooserimpl:80,randomepm:11,randomforestclassifi:104,randomforestwithinst:[12,13,44,47],randomli:[43,80,84],randomsearch:43,randomst:[9,12,13,15,18,19,20,22,23,28,29,30,31,32,33,35,36,37,38,39,40,43,44,46,47,50,76,93,94,95,97,98],rang:[94,95,97,98,100],rank:[36,38,40],rare:88,rate:94,ratio:80,ratio_featur:12,raw:50,rbf:[10,97],re:[49,89],reach:43,react:0,read:[39,45,49,53,68,69,72,74,85,100,106],read_cmd:68,read_instance_features_fil:69,read_instance_fil:69,read_instances_fil:69,read_pcs_fil:69,read_scenario_fil:69,read_smac_scenario_dict_cmd:68,read_traj_aclib_format:[72,91],read_traj_alljson_format:72,readfeaturefileact:68,readpcsfileact:68,readtestinstfileact:68,readtraininstfileact:68,real:[19,36,38,40,57,58,59,62,63],realiz:99,realli:57,reason:[36,94,95],receiv:[58,107],recommend:[82,85,99],record:[23,47,76],recov:91,redirect:38,redistribut:107,reduc:[7,35,43,58],reevalu:76,refer:[3,7,8,11,12,14,33,36,40,77,80,99,100,106],referenc:90,reflect:88,regard:47,regardless:[36,38,40],regist:[23,37,100],register_callback:23,regress:[12,106],regressor:13,regret:[57,58,59,60,62,63],regular:[4,45],reimplement:99,rel:68,releas:99,relev:[47,55,76],reli:38,relu:94,remain:40,remov:[49,97],repeat:93,repeat_config:[35,36,37,38,39,40],repetit:[23,47,76,89,93,97],replac:[49,72,94],report:[80,99],repositori:69,repres:[49,57,58,59,62,63,77,95,100],represent:[44,49,50],reproduc:99,request:[35,38,47],requir:[7,12,40,42,44,68,80,85,87,89,95,99,100,102],required_vers:66,resolv:99,resourc:[18,19,35,36,38,40,58,59,60,62,80,85],respect:[9,10,38,40,42,58,87],respons:50,restart:[7,46,86],restart_iter:46,restor:[47,53,55,92,99],restore_branin:91,restore_incumb:[23,44,47,91],restore_m:91,restore_st:[53,80,86],restore_state_after_output_dir:53,restrict:[24,94,97],result:[0,19,23,35,36,37,38,39,40,45,47,57,58,59,60,61,62,63,76,80,88,89,90,93,97,100,105],ret:90,retriev:40,retun:[35,37],return_time_as_i:50,reus:[76,89],reuse_epm:76,rf:[12,94,97,106],rf_do_bootstrap:80,rf_kwarg:14,rf_max_depth:80,rf_min_samples_leaf:80,rf_min_samples_split:80,rf_num_tre:80,rf_opt:12,rf_ratio_featur:80,rf_with_inst:[2,44,47,79],rfr_imput:[2,79],rfrimput:13,rh:[18,19,76],rh_path:91,right:[10,42],rng:[9,12,13,15,18,19,20,22,23,28,29,30,31,32,33,35,36,37,38,39,40,43,44,46,47,50,76,93,94,95,97,98],roar:[21,22,106],roar_facad:[16,21,79],robo:[7,24],robust:[7,36,40,105],role:84,root:[50,99],rosenbrock:98,rosenbrock_2d:98,rst:68,run:[0,5,13,18,19,21,23,24,25,26,29,31,33,35,36,37,38,39,40,45,47,49,50,55,56,57,58,59,60,61,62,63,68,70,76,80,85,86,87,88,89,90,91,93,94,95,96,97,98,99,100,106],run_1:91,run_basi:37,run_challeng:37,run_dict:50,run_first_config:37,run_histori:[35,36,37,38,39,40,45,49],run_id:[15,18,19,22,23,70,91],run_incumb:37,run_info:[35,36,37,38,39,40,47,57,58,63,76],run_limit:37,run_obj:[52,57,59,60,62,63,87,91,93,94,95,97,98,104],run_obj_tim:[35,36,37,38,39,40],run_result:76,run_se:93,run_wrapp:[57,58],runcount:[93,97,98,104],runcount_limit:[86,91],runhistori:[0,18,19,20,21,22,23,24,25,26,35,36,37,38,39,40,43,44,45,47,53,56,57,58,63,72,74,76,79,85,87,88,89,91],runhistory2epm4cost:50,runhistory2epm4eip:50,runhistory2epm4invscaledcost:50,runhistory2epm4logcost:50,runhistory2epm4logscaledcost:50,runhistory2epm4scaledcost:50,runhistory2epm4sqrtscaledcost:50,runhistory2epm:[23,44,47,48,79],runhistory2epm_kwarg:23,runhistory_kwarg:23,runinfo:[35,36,37,38,39,40,47,49,57,58,59,60,61,62,63,76],runinfoint:[35,36,37,38,39,40],runkei:[49,50],runlength:[88,90,100],runner:[19,57,58,63],runs_per_config:49,runtim:[35,36,37,38,39,40,49,50,55,57,58,59,60,62,63,76,80,82,87,90,94,95,97,98,100,104,105],runvalu:[35,36,37,38,39,40,47,49,50,57,58,59,60,61,62,63,76],s:[7,12,13,18,19,20,24,35,37,43,57,58,63,71,80,90,94,95,96,98,99,106],s_miss:37,s_torun:37,safe:35,sai:7,same:[5,12,13,35,37,40,49,72,74,76,85,87,99],sampl:[3,7,8,9,15,35,37,39,42,43,80,84,93,105],sample_from_prior:9,sample_funct:7,sampler:[35,37],sass:77,sat:88,save:[45,47,49,55,69,71,72,76,87,89],save_configspac:71,save_extern:49,save_instantli:87,save_json:49,scale:[3,7,8,9,24,36,40,50,80,97],scale_perc:50,scaler:3,scen:53,scen_args_:68,scenario:[18,19,20,22,23,44,47,50,53,55,68,69,70,71,74,76,79,80,84,85,86,88,89,90,91,93,94,95,96,97,98,99,100,104],scenario_arg:20,scenario_cmd_opt:68,scenario_dict:68,scenario_fil:[68,80],scenario_opt:68,scenariofil:86,schedul:[38,46,58],scheme:[43,57],scikit:10,scipi:[7,33],score:[93,94,95,97,104],scrambl:33,scratch:49,screenshot:99,script:[90,91,93,94,95,96,97,98,100],search:[42,43,45,80,82,98],searchspac:97,sec:[35,36,37,38,39,40,47,55],second:[7,42,43,57,59,60,62,63,69,90,91,93,94,95,96,97,98],section:100,see:[20,21,24,25,26,33,37,42,49,61,84,85,89,99,100,105,106,107],seed1:76,seed2:76,seed:[3,4,6,7,8,11,12,13,14,19,35,36,37,38,39,40,49,57,58,59,60,61,62,63,76,80,85,87,88,89,90,93,94,95,96,97,99,100],seen:[35,36,38,39,40],select:[28,29,31,32,33,35,36,37,38,39,40,49,50,57,84,95,106],select_configur:30,self:[3,9,10,12,14,35,37,49,52,57,58,59,60,62,63,72,76],send:38,sens:97,separ:49,sequenc:[33,37,49,68,72,76],sequenti:[77,91,99,106],serial:[49,57,58,63],serial_runn:[56,59,60,61,62,79],serializ:49,serialrunn:[59,60,61,62,63],serv:98,set:[3,7,8,10,12,13,14,15,18,24,36,37,38,40,42,44,49,52,55,72,80,85,89,93,94,95,97,98,99,103,105,106],set_active_dim:10,set_help_typ:68,setup:99,setuptool:103,sever:[43,72,82,85,92,93,105],sgd:[92,94],sgd_from_cfg:95,sgd_instanc:95,sgdclassifi:95,sh:[36,38,40,95],sh_intensifi:[36,38,40],shape:[3,5,10,11,12,13,14],share:[85,97],shared_model:[19,80,85],should:[4,10,19,35,36,37,42,46,49,50,63,76,89,93,94,98,99,107],show:[68,82,88,91,92,99],shrink:97,shuffl:[36,38,40,93,94,95],shuffle_onc:[36,38,40,95],shutil:91,side:[47,70,76],sideeffect:71,sigma:[8,9],sigmoid:97,signatur:[10,59],signific:99,similar:59,simpl:[35,50,97,106],simple_intensifi:[34,79],simpleintensifi:39,simpli:91,simplifi:57,sinc:[68,72,76,90,94,99],singl:[29,31,33,36,40,49,58,63,83,88,97,104],single_work:58,size:[24,37,80,94,104,106],skip:[35,37,50],skipkei:49,sklearn:[3,4,7,8,10,93,94,95,97,104],skopt:10,slack:[35,36,38,40,80],slightli:[88,99],sls_max_step:80,sls_n_steps_plateau_walk:80,smac2:[12,72,99],smac3:[69,77,80,85,99,103],smac4ac:[22,23,24,25,80,82,91,96],smac4ac_sh_spear_qcp:40,smac4bb:[24,82,88,98,104],smac4hpo:[20,25,26,82,93,97],smac4mf:[26,40,82,94,95],smac4mf_mlp:40,smac4mf_sgd_inst:40,smac:[77,79,82,83,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,103,104,105,106],smac_ac_facad:[16,22,24,25,79,91,96],smac_args_:68,smac_bb_facad:[16,79,98,104],smac_cli:79,smac_cmd_opt:68,smac_dict:68,smac_facad:[20,21,24,25,26],smac_hpo_facad:[16,20,26,79,93,97],smac_mf_facad:[16,79,94,95],smac_opt:68,smacargumentpars:68,smaccli:53,small:[10,18,80],smaller:88,smbo:[18,19,21,23,24,25,26,35,37,38,41,44,46,57,58,63,79,106],smbo_class:23,snoek:42,so:[35,36,37,38,39,40,47,55,57,58,63,71,72,85,90,93,94,97,100],sobol:[24,33],sobol_design:[27,79],soboldesign:33,softtophatprior:9,softwar:107,solut:[43,44,57,58,59,62,63,88,99,100],solv:105,solver:[18,19,21,23,24,25,26,91,94,95,96],some:[60,62,71,76,82,97],something_els:88,sort:[40,43,76],sort_kei:49,sourc:[90,91,92,93,94,95,96,97,98],source_id:49,space:[4,9,49,68,69,71,72,74,85,93,94,95,97,98,100],spear:92,spear_mf_inst:96,spear_qcp:[40,96],special:71,specif:[10,12,35,36,38,39,40,57,58,59,60,62,63,69,87,88,90,95,97,100],specifi:[3,7,8,10,11,12,14,23,47,49,71,72,76,80,85,86,87,89,96,100],speed:[99,105],spent:[37,47],sphinx:[90,91,92,93,94,95,96,97,98],split:[80,93,94,95],squar:50,stabl:99,stage:[35,36,37,38,39,40],standard:[3,4,7,68],standardhelpact:68,start:[7,43,47,49,55,76,85,91,94,95,96],start_modulu:46,start_point:43,start_tim:55,startpoint:43,starttim:49,stat:[18,19,21,22,23,24,25,26,33,35,36,37,38,39,40,43,44,47,53,57,59,60,62,63,72,79,87,91],state:[15,35,37,46,47,53,86,87,91,99],statement:90,stationarykernelmixin:10,statist:[36,40,50,55,59,63],stats_path:91,statu:[35,36,37,38,39,40,47,49,56,57,58,59,60,62,63,71,88,90,94,95,97,98,100],statustyp:[49,50,56,57,58,59,60,61,62,63],stem:19,step:[43,63,80,88,89],still:[40,49,57,58,63,86,99],stochast:82,stop:[0,56],store:[35,36,37,38,39,40,45,49,50,91,94,97],store_statist:50,str:[3,7,8,10,11,12,14,18,19,20,23,24,30,35,36,37,38,39,40,42,45,47,49,52,53,55,57,58,59,60,61,62,63,66,68,69,70,71,72,73,74,76,95,96],strategi:[30,35,82],stratifiedkfold:[94,95],string:[10,23,35,36,38,39,40,47,49,55,57,58,62,63,68,69,71,76,88],structur:49,style:60,sub:72,subclass:[43,49,59],subfix:80,submiss:57,submit:[47,57,58,63],submit_run:[57,58,63],submitted_ta_run:55,submodul:79,subobject:10,subpackag:79,subprocess:19,subrout:40,subsampl:93,subsequ:50,subset:[37,49,84,95,106],substract:55,subtract:55,success:[36,38,40,49,56,57,58,59,60,62,63,88,90,94,96,105],success_st:50,successive_halv:[34,36,79,96],successivehalv:[36,40,96],suffici:82,suffix:76,suggest:[24,44,56],sum:[10,35,49],sum_:8,sum_cost:49,superset:35,supp:40,supplementari:40,support:[10,19,49,71,82,85,88,89,105],sure:[7,40,56,57,58,99,100,103],surrog:[97,98,105,106],svc:97,svm:[92,95],svm_cv:97,svm_from_cfg:97,swig:103,sy:90,synthet:92,synthetic_funct:98,system:103,t:[12,29,31,33,42,69,76,90,99,103],t_intensifi:37,ta:[35,36,38,39,40,49,55,57,58,59,60,62,63,71,72,80,87,94],ta_budget:55,ta_run:72,ta_run_limit:[28,29,30,31,32,33,87,91],ta_time_us:[55,72],tae:[18,19,22,23,47,49,50,76,79,80,88,89,97,99,106],tae_kwarg:[18,19],tae_result:76,tae_runn:[22,23,47,58,88,93,94,95,97,98,104],tae_runner_kwarg:[19,20,22,23],taeabortexcept:56,take:[3,12,58,88,93,94,97,98,99],taken:[50,69],tanh:94,target:[3,4,5,7,8,11,12,13,14,19,23,40,49,55,56,57,58,59,60,62,63,71,72,80,84,85,87,89,90,94,95,96,97,99,100,106],target_algorithm:59,target_nam:[14,95],task:[40,47,58,63],technic:82,tell:37,term:107,termin:[43,90],test:[3,7,8,23,47,49,68,71,76,77,87,89,93,97,103],test_help:[64,79],test_inst_fn:[71,87],text:77,th:[7,46],than:[7,24,35,36,37,38,40,86],thei:[23,24,40,71],them:[50,58,93,94,95,97,106],theoret:49,therebi:106,therefor:[53,90,94,97,103],theta:[7,8,9,10],thi:[3,4,7,9,10,12,19,20,21,24,25,26,35,36,37,38,40,42,43,44,45,47,49,50,53,56,57,58,63,69,70,76,77,79,81,83,84,85,86,88,89,90,91,94,95,96,97,98,99,100,101,105,107],third:88,thompson:105,those:84,though:[37,97],thread:[23,47,76],threshold:13,through:[49,88],thu:[84,99],ti:[36,38,40],tie:38,tie_break:[36,38,40],time:[23,35,36,37,38,39,40,43,47,49,50,55,57,58,59,63,72,76,80,85,86,87,88,89,90,91,93,94,95,96,97,98,100],time_bound:[35,36,37,38,39,40],time_left:47,time_sp:47,timeout:[49,50,56,57,58,59,60,62,63,86,87,88],timer:55,timestamp:[49,72],timestep:[23,47,76],titl:77,to_run:37,todo:[15,49,50,52],togeth:[43,85],toi:98,took:88,tool:[77,99],top:[36,40],tophatprior:9,total:[37,40,58,63,88,90,91,93,94,95,96,97,98],toward:24,track:[36,37,40],tracker:99,tradit:39,train:[3,4,8,11,12,14,18,23,40,47,68,72,76,80,84,87,89,93,94,97,104,106],train_and_validate_your_model:88,train_inst:71,train_inst_fn:[71,87],train_perf:72,train_random_forest:104,train_set:18,training_set:80,traj_aclib2:91,traj_list_aclib:53,traj_list_old:53,traj_log:[23,28,29,30,31,32,33,35,36,37,38,39,40,64,67,79,91],traj_logg:[28,29,30,31,32,33,35,36,37,38,39,40],traj_path:91,trajectori:[20,21,23,24,25,26,35,36,37,38,39,40,53,72,76,89,91],trajentri:[23,72],trajlogg:[28,29,30,31,32,33,35,36,37,38,39,40,72,91],transform:[4,9,50,80,84,95],transform_i:80,transform_response_valu:50,transit:37,translat:[57,72],treat:[76,88],tree:80,tri:99,trigger:[37,56],trust:106,truth:68,truthi:68,ts:[42,105],tunabl:100,tune:43,tuner:86,tupl:[3,4,6,7,8,10,11,12,14,15,20,35,36,37,38,39,40,42,43,44,49,50,53,57,58,59,60,61,62,63,68,69,72,74,76,88],two:[35,40,77,85,88,89,95,99,100],txt:[52,87,90,96,103],type:[1,3,4,5,6,7,8,9,10,11,12,13,14,18,19,20,21,22,23,24,25,26,28,29,30,31,32,33,35,36,37,38,39,40,42,43,44,45,47,49,50,55,56,59,60,61,62,63,68,69,70,71,72,74,76,94,95,97,98],typeerror:49,typic:105,unbound:[19,76],uncensored_i:[5,13],uncensored_x:[5,13],uncertainti:12,uncorrelated_mo_rf_with_inst:[2,79],uncorrelatedmultiobjectiverandomforestwithinst:14,under:[81,86,101,106,107],underli:[14,84],undeterminist:93,undeterminst:93,unexpect:86,uniformfloathyperparamet:[93,94,95,97,98],uniformintegerhyperparamet:[93,94,97,104],uniformli:[37,106],union:[4,10,15,18,19,20,22,23,43,45,47,52,57,59,60,62,63,66,72,76],unit:[4,7,47],unknown:76,unless:97,unlog_i:12,unsat:88,unseen:106,unsuit:105,untest:106,until:[57,58,63],unus:90,up:[38,40,98,99,105],updat:[35,36,37,38,39,40,42,45,47,49,55],update_average_configs_per_intensifi:55,update_cost:49,update_from_json:49,upon:[71,89],upper:24,upper_bound:9,uppper:7,url:77,us:[4,7,8,10,13,15,18,19,20,21,22,23,24,25,26,35,36,37,38,39,40,42,43,44,47,49,50,55,57,58,59,60,62,63,68,72,76,77,80,82,84,85,86,87,88,89,90,91,92,93,94,95,97,98,99,100,103,105,106,107],usag:[82,88,90,102],use_batch_s:94,use_coef0:97,use_degre:97,use_epm:[23,47],use_lr:94,use_lr_init:94,use_pynish:59,use_ta_tim:[52,80],use_ta_time_bound:37,user:[20,36,38,40,53,68],usual:56,util:[23,28,29,30,31,32,33,35,36,37,38,39,40,79,91,95,98],util_func:[2,79],v2:[62,99],v80:40,v:49,val:[18,98],val_set:[18,19],valid:[18,19,23,45,47,64,79,80,82,92,93,94,95,99,104,106],validate_epm:[76,89],validate_inc:19,validated_runhistori:76,validated_runhistory_epm:76,valu:[3,5,7,8,9,10,11,12,13,14,20,35,36,37,38,40,42,43,44,49,50,56,57,58,59,60,62,63,68,69,71,72,80,87,88,93,94,95,97,98,100],value1:[87,88],value2:[87,88],valueerror:44,valx:[18,80],var_threshold:[3,13],vari:44,variabl:[36,37,40,69],varianc:[3,4,7,8,11,12,13,14],variant:85,varieti:92,variou:[76,93],ve:40,vector:[3,7,8,43,50],vectorization_max_obtain:43,vectorization_min_obtain:43,verbos:[80,85,89,99],verbose_level:[80,89,100],veri:[80,88],verifi:85,verify_packag:66,versatil:77,version:[20,66,69,99],versu:80,via:[14,21,24,25,26,35,43,47,57,58,63,80,85,89,100,103],view:80,visit:77,vor:3,vs:[58,95],wa:[4,24,35,36,37,38,39,40,43,47,49,69,86],wai:[36,85,89,100],wait:[35,38,57,58,63],walk:43,wallclock:[23,47,55,57,58,59,63,72,76,80,87,89,94,95],wallclock_limit:[86,87,93],wallclock_tim:[23,47,55,72,76,89],wallclock_time_us:55,want:[69,77,84,85,86,88,91,94,99,100],warn:[73,94,95],warranti:107,we:[7,8,24,35,36,37,38,39,40,42,43,55,57,58,69,72,77,82,85,91,92,93,94,95,96,97,98,99],weigh:106,well:[35,57,87,93,97,98,105],were:92,what:[3,7,8,11,12,14,23,36,37,38,40,47,49,57,58,63,76,87,89,97,99],whatev:91,when:[7,10,40,47,58,59,71,80,82,87,88,89,94,99,103,106],where:[7,18,37,42,68,69,87,91,95,99,106],wherea:[36,88],whereupon:89,whether:[10,23,35,36,37,38,39,40,43,44,47,49,50,55,57,58,59,63,69,80],which:[4,10,11,18,19,20,23,35,36,37,38,39,40,42,43,45,46,47,49,57,58,59,72,77,82,84,87,88,89,93,94,95,97,98,99,100,106],whitekernel:10,whole:[3,18,88,91],whose:[42,98],wide:[95,97],within:[23,37,58,86,87,88,89,99,100,105],withing:3,without:[39,43,105,107],wolfram:9,word:106,work:[10,58,84,85,91,97,98,99],worker:[35,36,37,38,39,40,57,58,63],workshop:[7,24],wors:99,wrap:[58,99,103],wrapper:[14,20,57,58,63,90],write:[19,45,52,68,71,72,85],write_inst_features_fil:71,write_inst_fil:71,write_main_options_to_doc:68,write_scenario_fil:71,write_scenario_options_to_doc:68,write_smac_options_to_doc:68,written:[53,55,71,77,88,91,103,106],wrt:[35,42,49,74],www:43,x0:[20,98],x1:[90,98],x2:[90,98],x:[3,4,6,7,8,10,11,12,14,18,20,35,42,44,50,68,80,84,87,90,93,98],x_i:98,x_min:42,x_test:[7,8,93],x_train:[93,104],x_val:104,xgboost_from_cfg:93,xi:42,y:[3,4,5,7,8,10,11,12,13,14,35,50,80,90,93],y_test:93,y_train:[93,104],y_val:104,ye:[82,99],year:77,yet:[40,103],you:[49,71,76,77,80,84,85,86,88,89,94,95,96,97,99,100,103,105,107],your:[84,86,87,88,94,95,97,98,99,100,103,104,105,106],yourself:94,zero:[4,7,50,98],zeromean:4,zip:92},titles:["smac.callbacks module","smac.configspace.util module","smac.epm package","smac.epm.base_epm module","smac.epm.base_gp module","smac.epm.base_imputor module","smac.epm.base_rf module","smac.epm.gaussian_process module","smac.epm.gaussian_process_mcmc module","smac.epm.gp_base_prior module","smac.epm.gp_kernels module","smac.epm.random_epm module","smac.epm.rf_with_instances module","smac.epm.rfr_imputator module","smac.epm.uncorrelated_mo_rf_with_instances module","smac.epm.util_funcs module","smac.facade package","smac.facade.experimental package","smac.facade.experimental.hydra_facade module","smac.facade.experimental.psmac_facade module","smac.facade.func_facade module","smac.facade.hyperband_facade module","smac.facade.roar_facade module","smac.facade.smac_ac_facade module","smac.facade.smac_bb_facade module","smac.facade.smac_hpo_facade module","smac.facade.smac_mf_facade module","smac.initial_design package","smac.initial_design.default_configuration_design module","smac.initial_design.factorial_design module","smac.initial_design.initial_design module","smac.initial_design.latin_hypercube_design module","smac.initial_design.random_configuration_design module","smac.initial_design.sobol_design module","smac.intensification package","smac.intensification.abstract_racer module","smac.intensification.hyperband module","smac.intensification.intensification module","smac.intensification.parallel_scheduling module","smac.intensification.simple_intensifier module","smac.intensification.successive_halving module","smac.optimizer package","smac.optimizer.acquisition module","smac.optimizer.ei_optimization module","smac.optimizer.epm_configuration_chooser module","smac.optimizer.pSMAC module","smac.optimizer.random_configuration_chooser module","smac.optimizer.smbo module","smac.runhistory package","smac.runhistory.runhistory module","smac.runhistory.runhistory2epm module","smac.scenario package","smac.scenario.scenario module","smac.smac_cli module","smac.stats package","smac.stats.stats module","smac.tae package","smac.tae.base module","smac.tae.dask_runner module","smac.tae.execute_func module","smac.tae.execute_ta_run_aclib module","smac.tae.execute_ta_run_hydra module","smac.tae.execute_ta_run_old module","smac.tae.serial_runner module","smac.utils package","smac.utils.constants module","smac.utils.dependencies module","smac.utils.io package","smac.utils.io.cmd_reader module","smac.utils.io.input_reader module","smac.utils.io.output_directory module","smac.utils.io.output_writer module","smac.utils.io.traj_logging module","smac.utils.logging module","smac.utils.merge_foreign_data module","smac.utils.test_helpers module","smac.utils.validate module","Home","&lt;no title&gt;","API Reference","Arguments","CUDA","Facades","Details","Instances and Features","Parallelism","Restoring","Scenario","Target Algorithm Evaluator","Validation","Branin","Restore Branin","Examples","Non-Deterministic Gradient-Boosting","MLP with Multi-Fidelity","SGD on Instances","SPEAR-QCP with Multi-Fidelity on Instances","SVM with Cross-Validation","Synthetic Function with few Hyperparameters","F.A.Q.","Basic Usage","Comparison","Getting Started","Installation","Minimal Example","Package Overview","Glossary","License","&lt;no title&gt;","&lt;no title&gt;"],titleterms:{"function":98,A:99,abstract_rac:35,acquisit:42,algorithm:88,anaconda:103,api:79,argument:80,base:57,base_epm:3,base_gp:4,base_imputor:5,base_rf:6,basic:100,boost:93,branin:[90,91],callback:0,cmd_reader:68,commandlin:[85,86,88,89,92,100],comparison:101,compon:105,configspac:1,constant:65,contact:77,creat:87,cross:97,cuda:81,dask_runn:58,default_configuration_design:28,depend:[66,103],detail:83,determinist:93,ei_optim:43,epm:[2,3,4,5,6,7,8,9,10,11,12,13,14,15],epm_configuration_choos:44,evalu:88,exampl:[92,104],execute_func:59,execute_ta_run_aclib:60,execute_ta_run_hydra:61,execute_ta_run_old:62,experiment:[17,18,19],f:99,facad:[16,17,18,19,20,21,22,23,24,25,26,82],factorial_design:29,featur:[84,105],few:98,fidel:[94,96],func_facad:20,gaussian_process:7,gaussian_process_mcmc:8,get:102,glossari:106,gp_base_prior:9,gp_kernel:10,gradient:93,home:77,hydra_facad:18,hyperband:36,hyperband_facad:21,hyperparamet:98,inherit:82,initial_design:[27,28,29,30,31,32,33],input_read:69,instal:103,instanc:[84,95,96],intensif:[34,35,36,37,38,39,40],io:[67,68,69,70,71,72],latin_hypercube_design:31,licens:107,log:73,main:80,merge_foreign_data:74,minim:104,mlp:94,modul:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,20,21,22,23,24,25,26,28,29,30,31,32,33,35,36,37,38,39,40,42,43,44,45,46,47,49,50,52,53,55,57,58,59,60,61,62,63,65,66,68,69,70,71,72,73,74,75,76],multi:[94,96],non:93,optim:[41,42,43,44,45,46,47],option:[80,87,103],output_directori:70,output_writ:71,overview:105,packag:[2,16,17,27,34,41,48,51,54,56,64,67,105],parallel:85,parallel_schedul:38,psmac:45,psmac_facad:19,python:[85,86,88,89,92,100],q:99,qcp:96,random_configuration_choos:46,random_configuration_design:32,random_epm:11,refer:79,requir:103,restor:[86,91],rf_with_inst:12,rfr_imput:13,roar_facad:22,runhistori:[48,49,50],runhistory2epm:50,scenario:[51,52,87],serial_runn:63,sgd:95,simple_intensifi:39,smac:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,80],smac_ac_facad:23,smac_bb_facad:24,smac_cli:53,smac_hpo_facad:25,smac_mf_facad:26,smbo:47,sobol_design:33,spear:96,start:102,stat:[54,55],submodul:[2,16,17,27,34,41,48,51,54,56,64,67],subpackag:[16,64],successive_halv:40,svm:97,synthet:98,tae:[56,57,58,59,60,61,62,63],target:88,test_help:75,traj_log:72,uncorrelated_mo_rf_with_inst:14,usag:[85,100],util:[1,64,65,66,67,68,69,70,71,72,73,74,75,76],util_func:15,valid:[76,89,97]}})
\ No newline at end of file
+Search.setIndex({docnames:["apidoc/smac.callbacks","apidoc/smac.configspace.util","apidoc/smac.epm","apidoc/smac.epm.base_epm","apidoc/smac.epm.base_gp","apidoc/smac.epm.base_imputor","apidoc/smac.epm.base_rf","apidoc/smac.epm.gaussian_process","apidoc/smac.epm.gaussian_process_mcmc","apidoc/smac.epm.gp_base_prior","apidoc/smac.epm.gp_kernels","apidoc/smac.epm.random_epm","apidoc/smac.epm.rf_with_instances","apidoc/smac.epm.rfr_imputator","apidoc/smac.epm.uncorrelated_mo_rf_with_instances","apidoc/smac.epm.util_funcs","apidoc/smac.facade","apidoc/smac.facade.experimental","apidoc/smac.facade.experimental.hydra_facade","apidoc/smac.facade.experimental.psmac_facade","apidoc/smac.facade.func_facade","apidoc/smac.facade.hyperband_facade","apidoc/smac.facade.roar_facade","apidoc/smac.facade.smac_ac_facade","apidoc/smac.facade.smac_bb_facade","apidoc/smac.facade.smac_hpo_facade","apidoc/smac.facade.smac_mf_facade","apidoc/smac.initial_design","apidoc/smac.initial_design.default_configuration_design","apidoc/smac.initial_design.factorial_design","apidoc/smac.initial_design.initial_design","apidoc/smac.initial_design.latin_hypercube_design","apidoc/smac.initial_design.random_configuration_design","apidoc/smac.initial_design.sobol_design","apidoc/smac.intensification","apidoc/smac.intensification.abstract_racer","apidoc/smac.intensification.hyperband","apidoc/smac.intensification.intensification","apidoc/smac.intensification.parallel_scheduling","apidoc/smac.intensification.simple_intensifier","apidoc/smac.intensification.successive_halving","apidoc/smac.optimizer","apidoc/smac.optimizer.acquisition","apidoc/smac.optimizer.ei_optimization","apidoc/smac.optimizer.epm_configuration_chooser","apidoc/smac.optimizer.pSMAC","apidoc/smac.optimizer.random_configuration_chooser","apidoc/smac.optimizer.smbo","apidoc/smac.runhistory","apidoc/smac.runhistory.runhistory","apidoc/smac.runhistory.runhistory2epm","apidoc/smac.scenario","apidoc/smac.scenario.scenario","apidoc/smac.smac_cli","apidoc/smac.stats","apidoc/smac.stats.stats","apidoc/smac.tae","apidoc/smac.tae.base","apidoc/smac.tae.dask_runner","apidoc/smac.tae.execute_func","apidoc/smac.tae.execute_ta_run_aclib","apidoc/smac.tae.execute_ta_run_hydra","apidoc/smac.tae.execute_ta_run_old","apidoc/smac.tae.serial_runner","apidoc/smac.utils","apidoc/smac.utils.constants","apidoc/smac.utils.dependencies","apidoc/smac.utils.io","apidoc/smac.utils.io.cmd_reader","apidoc/smac.utils.io.input_reader","apidoc/smac.utils.io.output_directory","apidoc/smac.utils.io.output_writer","apidoc/smac.utils.io.traj_logging","apidoc/smac.utils.logging","apidoc/smac.utils.merge_foreign_data","apidoc/smac.utils.test_helpers","apidoc/smac.utils.validate","index","main_options","pages/api/index","pages/details/arguments","pages/details/cuda","pages/details/facades","pages/details/index","pages/details/instances","pages/details/parallelism","pages/details/restoring","pages/details/scenario","pages/details/target_algorithm_evaluator","pages/details/validation","pages/examples/commandline/branin","pages/examples/commandline/restore_branin","pages/examples/index","pages/examples/python/gb_non_deterministic","pages/examples/python/mlp_mf","pages/examples/python/sgd_instances","pages/examples/python/spear_mf_instances","pages/examples/python/svm_cv","pages/examples/python/synthetic_function","pages/faq","pages/getting_started/basic_usage","pages/getting_started/comparison","pages/getting_started/index","pages/getting_started/installation","pages/getting_started/minimal_example","pages/getting_started/package_overview","pages/glossary","pages/license","scenario_options","smac_options"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":4,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":3,"sphinx.domains.rst":2,"sphinx.domains.std":2,sphinx:56},filenames:["apidoc/smac.callbacks.rst","apidoc/smac.configspace.util.rst","apidoc/smac.epm.rst","apidoc/smac.epm.base_epm.rst","apidoc/smac.epm.base_gp.rst","apidoc/smac.epm.base_imputor.rst","apidoc/smac.epm.base_rf.rst","apidoc/smac.epm.gaussian_process.rst","apidoc/smac.epm.gaussian_process_mcmc.rst","apidoc/smac.epm.gp_base_prior.rst","apidoc/smac.epm.gp_kernels.rst","apidoc/smac.epm.random_epm.rst","apidoc/smac.epm.rf_with_instances.rst","apidoc/smac.epm.rfr_imputator.rst","apidoc/smac.epm.uncorrelated_mo_rf_with_instances.rst","apidoc/smac.epm.util_funcs.rst","apidoc/smac.facade.rst","apidoc/smac.facade.experimental.rst","apidoc/smac.facade.experimental.hydra_facade.rst","apidoc/smac.facade.experimental.psmac_facade.rst","apidoc/smac.facade.func_facade.rst","apidoc/smac.facade.hyperband_facade.rst","apidoc/smac.facade.roar_facade.rst","apidoc/smac.facade.smac_ac_facade.rst","apidoc/smac.facade.smac_bb_facade.rst","apidoc/smac.facade.smac_hpo_facade.rst","apidoc/smac.facade.smac_mf_facade.rst","apidoc/smac.initial_design.rst","apidoc/smac.initial_design.default_configuration_design.rst","apidoc/smac.initial_design.factorial_design.rst","apidoc/smac.initial_design.initial_design.rst","apidoc/smac.initial_design.latin_hypercube_design.rst","apidoc/smac.initial_design.random_configuration_design.rst","apidoc/smac.initial_design.sobol_design.rst","apidoc/smac.intensification.rst","apidoc/smac.intensification.abstract_racer.rst","apidoc/smac.intensification.hyperband.rst","apidoc/smac.intensification.intensification.rst","apidoc/smac.intensification.parallel_scheduling.rst","apidoc/smac.intensification.simple_intensifier.rst","apidoc/smac.intensification.successive_halving.rst","apidoc/smac.optimizer.rst","apidoc/smac.optimizer.acquisition.rst","apidoc/smac.optimizer.ei_optimization.rst","apidoc/smac.optimizer.epm_configuration_chooser.rst","apidoc/smac.optimizer.pSMAC.rst","apidoc/smac.optimizer.random_configuration_chooser.rst","apidoc/smac.optimizer.smbo.rst","apidoc/smac.runhistory.rst","apidoc/smac.runhistory.runhistory.rst","apidoc/smac.runhistory.runhistory2epm.rst","apidoc/smac.scenario.rst","apidoc/smac.scenario.scenario.rst","apidoc/smac.smac_cli.rst","apidoc/smac.stats.rst","apidoc/smac.stats.stats.rst","apidoc/smac.tae.rst","apidoc/smac.tae.base.rst","apidoc/smac.tae.dask_runner.rst","apidoc/smac.tae.execute_func.rst","apidoc/smac.tae.execute_ta_run_aclib.rst","apidoc/smac.tae.execute_ta_run_hydra.rst","apidoc/smac.tae.execute_ta_run_old.rst","apidoc/smac.tae.serial_runner.rst","apidoc/smac.utils.rst","apidoc/smac.utils.constants.rst","apidoc/smac.utils.dependencies.rst","apidoc/smac.utils.io.rst","apidoc/smac.utils.io.cmd_reader.rst","apidoc/smac.utils.io.input_reader.rst","apidoc/smac.utils.io.output_directory.rst","apidoc/smac.utils.io.output_writer.rst","apidoc/smac.utils.io.traj_logging.rst","apidoc/smac.utils.logging.rst","apidoc/smac.utils.merge_foreign_data.rst","apidoc/smac.utils.test_helpers.rst","apidoc/smac.utils.validate.rst","index.rst","main_options.rst","pages/api/index.rst","pages/details/arguments.rst","pages/details/cuda.rst","pages/details/facades.rst","pages/details/index.rst","pages/details/instances.rst","pages/details/parallelism.rst","pages/details/restoring.rst","pages/details/scenario.rst","pages/details/target_algorithm_evaluator.rst","pages/details/validation.rst","pages/examples/commandline/branin.rst","pages/examples/commandline/restore_branin.rst","pages/examples/index.rst","pages/examples/python/gb_non_deterministic.rst","pages/examples/python/mlp_mf.rst","pages/examples/python/sgd_instances.rst","pages/examples/python/spear_mf_instances.rst","pages/examples/python/svm_cv.rst","pages/examples/python/synthetic_function.rst","pages/faq.rst","pages/getting_started/basic_usage.rst","pages/getting_started/comparison.rst","pages/getting_started/index.rst","pages/getting_started/installation.rst","pages/getting_started/minimal_example.rst","pages/getting_started/package_overview.rst","pages/glossary.rst","pages/license.rst","scenario_options.rst","smac_options.rst"],objects:{"smac.callbacks":{IncorporateRunResultCallback:[0,1,1,""]},"smac.configspace":{util:[1,0,0,"-"]},"smac.configspace.util":{convert_configurations_to_array:[1,2,1,""]},"smac.epm":{base_epm:[3,0,0,"-"],base_gp:[4,0,0,"-"],base_imputor:[5,0,0,"-"],base_rf:[6,0,0,"-"],gaussian_process:[7,0,0,"-"],gaussian_process_mcmc:[8,0,0,"-"],gp_base_prior:[9,0,0,"-"],gp_kernels:[10,0,0,"-"],random_epm:[11,0,0,"-"],rf_with_instances:[12,0,0,"-"],rfr_imputator:[13,0,0,"-"],uncorrelated_mo_rf_with_instances:[14,0,0,"-"],util_funcs:[15,0,0,"-"]},"smac.epm.base_epm":{AbstractEPM:[3,1,1,""]},"smac.epm.base_epm.AbstractEPM":{_predict:[3,3,1,""],_train:[3,3,1,""],instance_features:[3,4,1,""],n_feats:[3,4,1,""],n_params:[3,4,1,""],pca:[3,4,1,""],pca_components:[3,4,1,""],predict:[3,3,1,""],predict_marginalized_over_instances:[3,3,1,""],scaler:[3,4,1,""],train:[3,3,1,""],types:[3,4,1,""],var_threshold:[3,4,1,""]},"smac.epm.base_gp":{BaseModel:[4,1,1,""]},"smac.epm.base_gp.BaseModel":{_get_all_priors:[4,3,1,""],_get_gp:[4,3,1,""],_impute_inactive:[4,3,1,""],_normalize_y:[4,3,1,""],_set_has_conditions:[4,3,1,""],_untransform_y:[4,3,1,""]},"smac.epm.base_imputor":{BaseImputor:[5,1,1,""]},"smac.epm.base_imputor.BaseImputor":{impute:[5,3,1,""]},"smac.epm.base_rf":{BaseModel:[6,1,1,""]},"smac.epm.base_rf.BaseModel":{_impute_inactive:[6,3,1,""]},"smac.epm.gaussian_process":{GaussianProcess:[7,1,1,""]},"smac.epm.gaussian_process.GaussianProcess":{_get_gp:[7,3,1,""],_nll:[7,3,1,""],_optimize:[7,3,1,""],_predict:[7,3,1,""],_train:[7,3,1,""],sample_functions:[7,3,1,""]},"smac.epm.gaussian_process_mcmc":{GaussianProcessMCMC:[8,1,1,""]},"smac.epm.gaussian_process_mcmc.GaussianProcessMCMC":{_get_gp:[8,3,1,""],_ll:[8,3,1,""],_ll_w_grad:[8,3,1,""],_predict:[8,3,1,""],_train:[8,3,1,""]},"smac.epm.gp_base_prior":{GammaPrior:[9,1,1,""],HorseshoePrior:[9,1,1,""],LognormalPrior:[9,1,1,""],Prior:[9,1,1,""],SoftTopHatPrior:[9,1,1,""],TophatPrior:[9,1,1,""]},"smac.epm.gp_base_prior.GammaPrior":{_gradient:[9,3,1,""],_lnprob:[9,3,1,""],_sample_from_prior:[9,3,1,""]},"smac.epm.gp_base_prior.HorseshoePrior":{_gradient:[9,3,1,""],_lnprob:[9,3,1,""],_sample_from_prior:[9,3,1,""]},"smac.epm.gp_base_prior.LognormalPrior":{_gradient:[9,3,1,""],_lnprob:[9,3,1,""],_sample_from_prior:[9,3,1,""]},"smac.epm.gp_base_prior.Prior":{_gradient:[9,3,1,""],_lnprob:[9,3,1,""],_sample_from_prior:[9,3,1,""],gradient:[9,3,1,""],lnprob:[9,3,1,""],sample_from_prior:[9,3,1,""]},"smac.epm.gp_base_prior.SoftTopHatPrior":{_sample_from_prior:[9,3,1,""],gradient:[9,3,1,""],lnprob:[9,3,1,""]},"smac.epm.gp_base_prior.TophatPrior":{_lnprob:[9,3,1,""],_sample_from_prior:[9,3,1,""],gradient:[9,3,1,""]},"smac.epm.gp_kernels":{ConstantKernel:[10,1,1,""],HammingKernel:[10,1,1,""],MagicMixin:[10,1,1,""],Matern:[10,1,1,""],Product:[10,1,1,""],RBF:[10,1,1,""],Sum:[10,1,1,""],WhiteKernel:[10,1,1,""],get_conditional_hyperparameters:[10,2,1,""]},"smac.epm.gp_kernels.ConstantKernel":{_abc_impl:[10,4,1,""],_call:[10,3,1,""]},"smac.epm.gp_kernels.HammingKernel":{_abc_impl:[10,4,1,""],_call:[10,3,1,""],hyperparameter_length_scale:[10,5,1,""]},"smac.epm.gp_kernels.MagicMixin":{_signature:[10,3,1,""],clone_with_theta:[10,3,1,""],get_params:[10,3,1,""],hyperparameters:[10,5,1,""],n_dims:[10,5,1,""],prior:[10,4,1,""],set_active_dims:[10,3,1,""]},"smac.epm.gp_kernels.Matern":{_abc_impl:[10,4,1,""],_call:[10,3,1,""]},"smac.epm.gp_kernels.Product":{_abc_impl:[10,4,1,""],_call:[10,3,1,""]},"smac.epm.gp_kernels.RBF":{_abc_impl:[10,4,1,""],_call:[10,3,1,""]},"smac.epm.gp_kernels.Sum":{_abc_impl:[10,4,1,""],_call:[10,3,1,""]},"smac.epm.gp_kernels.WhiteKernel":{_abc_impl:[10,4,1,""],_call:[10,3,1,""]},"smac.epm.random_epm":{RandomEPM:[11,1,1,""]},"smac.epm.random_epm.RandomEPM":{_predict:[11,3,1,""],_train:[11,3,1,""]},"smac.epm.rf_with_instances":{RandomForestWithInstances:[12,1,1,""]},"smac.epm.rf_with_instances.RandomForestWithInstances":{_init_data_container:[12,3,1,""],_predict:[12,3,1,""],_train:[12,3,1,""],bounds:[12,4,1,""],hypers:[12,4,1,""],logger:[12,4,1,""],n_points_per_tree:[12,4,1,""],predict_marginalized_over_instances:[12,3,1,""],rf:[12,4,1,""],rf_opts:[12,4,1,""],rng:[12,4,1,""],seed:[12,4,1,""],types:[12,4,1,""],unlog_y:[12,4,1,""]},"smac.epm.rfr_imputator":{RFRImputator:[13,1,1,""]},"smac.epm.rfr_imputator.RFRImputator":{change_threshold:[13,4,1,""],cutoff:[13,4,1,""],impute:[13,3,1,""],logger:[13,4,1,""],max_iter:[13,4,1,""],model:[13,4,1,""],seed:[13,4,1,""],threshold:[13,4,1,""],var_threshold:[13,4,1,""]},"smac.epm.uncorrelated_mo_rf_with_instances":{UncorrelatedMultiObjectiveRandomForestWithInstances:[14,1,1,""]},"smac.epm.uncorrelated_mo_rf_with_instances.UncorrelatedMultiObjectiveRandomForestWithInstances":{_predict:[14,3,1,""],_train:[14,3,1,""],estimators:[14,4,1,""],num_targets:[14,4,1,""],predict_marginalized_over_instances:[14,3,1,""],target_names:[14,4,1,""]},"smac.epm.util_funcs":{get_rng:[15,2,1,""],get_types:[15,2,1,""]},"smac.facade":{experimental:[17,0,0,"-"],func_facade:[20,0,0,"-"],hyperband_facade:[21,0,0,"-"],roar_facade:[22,0,0,"-"],smac_ac_facade:[23,0,0,"-"],smac_bb_facade:[24,0,0,"-"],smac_hpo_facade:[25,0,0,"-"],smac_mf_facade:[26,0,0,"-"]},"smac.facade.experimental":{hydra_facade:[18,0,0,"-"],psmac_facade:[19,0,0,"-"]},"smac.facade.experimental.hydra_facade":{Hydra:[18,1,1,""]},"smac.facade.experimental.hydra_facade.Hydra":{_get_validation_set:[18,3,1,""],_update_portfolio:[18,3,1,""],logger:[18,4,1,""],optimize:[18,3,1,""],portfolio:[18,4,1,""],rh:[18,4,1,""],solver:[18,4,1,""],stats:[18,4,1,""]},"smac.facade.experimental.psmac_facade":{PSMAC:[19,1,1,""],optimize:[19,2,1,""]},"smac.facade.experimental.psmac_facade.PSMAC":{_get_mean_costs:[19,3,1,""],get_best_incumbents_ids:[19,3,1,""],logger:[19,4,1,""],optimize:[19,3,1,""],portfolio:[19,4,1,""],rh:[19,4,1,""],solver:[19,4,1,""],stats:[19,4,1,""],validate_incs:[19,3,1,""]},"smac.facade.func_facade":{fmin_smac:[20,2,1,""]},"smac.facade.hyperband_facade":{HB4AC:[21,1,1,""]},"smac.facade.hyperband_facade.HB4AC":{logger:[21,4,1,""],runhistory:[21,4,1,""],solver:[21,4,1,""],stats:[21,4,1,""],trajectory:[21,4,1,""]},"smac.facade.roar_facade":{ROAR:[22,1,1,""]},"smac.facade.roar_facade.ROAR":{logger:[22,4,1,""]},"smac.facade.smac_ac_facade":{SMAC4AC:[23,1,1,""]},"smac.facade.smac_ac_facade.SMAC4AC":{get_runhistory:[23,3,1,""],get_tae_runner:[23,3,1,""],get_trajectory:[23,3,1,""],logger:[23,4,1,""],optimize:[23,3,1,""],register_callback:[23,3,1,""],runhistory:[23,4,1,""],solver:[23,4,1,""],stats:[23,4,1,""],trajectory:[23,4,1,""],validate:[23,3,1,""]},"smac.facade.smac_bb_facade":{SMAC4BB:[24,1,1,""]},"smac.facade.smac_bb_facade.SMAC4BB":{logger:[24,4,1,""],runhistory:[24,4,1,""],solver:[24,4,1,""],stats:[24,4,1,""],trajectory:[24,4,1,""]},"smac.facade.smac_hpo_facade":{SMAC4HPO:[25,1,1,""]},"smac.facade.smac_hpo_facade.SMAC4HPO":{logger:[25,4,1,""],runhistory:[25,4,1,""],solver:[25,4,1,""],stats:[25,4,1,""],trajectory:[25,4,1,""]},"smac.facade.smac_mf_facade":{SMAC4MF:[26,1,1,""]},"smac.facade.smac_mf_facade.SMAC4MF":{logger:[26,4,1,""],runhistory:[26,4,1,""],solver:[26,4,1,""],stats:[26,4,1,""],trajectory:[26,4,1,""]},"smac.initial_design":{default_configuration_design:[28,0,0,"-"],factorial_design:[29,0,0,"-"],initial_design:[30,0,0,"-"],latin_hypercube_design:[31,0,0,"-"],random_configuration_design:[32,0,0,"-"],sobol_design:[33,0,0,"-"]},"smac.initial_design.default_configuration_design":{DefaultConfiguration:[28,1,1,""]},"smac.initial_design.default_configuration_design.DefaultConfiguration":{_select_configurations:[28,3,1,""]},"smac.initial_design.factorial_design":{FactorialInitialDesign:[29,1,1,""]},"smac.initial_design.factorial_design.FactorialInitialDesign":{_select_configurations:[29,3,1,""],configs:[29,4,1,""]},"smac.initial_design.initial_design":{InitialDesign:[30,1,1,""]},"smac.initial_design.initial_design.InitialDesign":{_select_configurations:[30,3,1,""],_transform_continuous_designs:[30,3,1,""],configs:[30,4,1,""],cs:[30,4,1,""],select_configurations:[30,3,1,""]},"smac.initial_design.latin_hypercube_design":{LHDesign:[31,1,1,""]},"smac.initial_design.latin_hypercube_design.LHDesign":{_select_configurations:[31,3,1,""],configs:[31,4,1,""]},"smac.initial_design.random_configuration_design":{RandomConfigurations:[32,1,1,""]},"smac.initial_design.random_configuration_design.RandomConfigurations":{_select_configurations:[32,3,1,""]},"smac.initial_design.sobol_design":{SobolDesign:[33,1,1,""]},"smac.initial_design.sobol_design.SobolDesign":{_select_configurations:[33,3,1,""],configs:[33,4,1,""]},"smac.intensification":{abstract_racer:[35,0,0,"-"],hyperband:[36,0,0,"-"],intensification:[37,0,0,"-"],parallel_scheduling:[38,0,0,"-"],simple_intensifier:[39,0,0,"-"],successive_halving:[40,0,0,"-"]},"smac.intensification.abstract_racer":{AbstractRacer:[35,1,1,""],RunInfoIntent:[35,1,1,""]},"smac.intensification.abstract_racer.AbstractRacer":{_adapt_cutoff:[35,3,1,""],_compare_configs:[35,3,1,""],_log_incumbent_changes:[35,3,1,""],_next_challenger:[35,3,1,""],get_next_run:[35,3,1,""],process_results:[35,3,1,""]},"smac.intensification.abstract_racer.RunInfoIntent":{RUN:[35,4,1,""],SKIP:[35,4,1,""],WAIT:[35,4,1,""]},"smac.intensification.hyperband":{Hyperband:[36,1,1,""],_Hyperband:[36,1,1,""]},"smac.intensification.hyperband.Hyperband":{_add_new_instance:[36,3,1,""],_get_intensifier_ranking:[36,3,1,""]},"smac.intensification.hyperband._Hyperband":{_update_stage:[36,3,1,""],get_next_run:[36,3,1,""],process_results:[36,3,1,""]},"smac.intensification.intensification":{Intensifier:[37,1,1,""],IntensifierStage:[37,1,1,""],NoMoreChallengers:[37,6,1,""]},"smac.intensification.intensification.Intensifier":{_generate_challengers:[37,3,1,""],_get_inc_available_inst:[37,3,1,""],_get_instances_to_run:[37,3,1,""],_get_next_inc_run:[37,3,1,""],_get_next_racer:[37,3,1,""],_is_there_time_due_to_adaptive_cap:[37,3,1,""],_next_iteration:[37,3,1,""],_process_inc_run:[37,3,1,""],_process_racer_results:[37,3,1,""],get_next_challenger:[37,3,1,""],get_next_run:[37,3,1,""],process_results:[37,3,1,""]},"smac.intensification.intensification.IntensifierStage":{PROCESS_FIRST_CONFIG_RUN:[37,4,1,""],PROCESS_INCUMBENT_RUN:[37,4,1,""],RUN_BASIS:[37,4,1,""],RUN_CHALLENGER:[37,4,1,""],RUN_FIRST_CONFIG:[37,4,1,""],RUN_INCUMBENT:[37,4,1,""]},"smac.intensification.parallel_scheduling":{ParallelScheduler:[38,1,1,""]},"smac.intensification.parallel_scheduling.ParallelScheduler":{_add_new_instance:[38,3,1,""],_get_intensifier_ranking:[38,3,1,""],_sort_instances_by_stage:[38,3,1,""],get_next_run:[38,3,1,""],process_results:[38,3,1,""]},"smac.intensification.simple_intensifier":{SimpleIntensifier:[39,1,1,""]},"smac.intensification.simple_intensifier.SimpleIntensifier":{get_next_run:[39,3,1,""],process_results:[39,3,1,""]},"smac.intensification.successive_halving":{SuccessiveHalving:[40,1,1,""],_SuccessiveHalving:[40,1,1,""]},"smac.intensification.successive_halving.SuccessiveHalving":{_add_new_instance:[40,3,1,""],_get_intensifier_ranking:[40,3,1,""]},"smac.intensification.successive_halving._SuccessiveHalving":{_all_config_inst_seed_pairs_launched:[40,3,1,""],_compare_configs:[40,3,1,""],_compare_configs_across_budgets:[40,3,1,""],_init_sh_params:[40,3,1,""],_top_k:[40,3,1,""],_update_stage:[40,3,1,""],get_next_run:[40,3,1,""],process_results:[40,3,1,""]},"smac.optimizer":{acquisition:[42,0,0,"-"],ei_optimization:[43,0,0,"-"],epm_configuration_chooser:[44,0,0,"-"],pSMAC:[45,0,0,"-"],random_configuration_chooser:[46,0,0,"-"],smbo:[47,0,0,"-"]},"smac.optimizer.acquisition":{AbstractAcquisitionFunction:[42,1,1,""],EI:[42,1,1,""],EIPS:[42,1,1,""],IntegratedAcquisitionFunction:[42,1,1,""],LCB:[42,1,1,""],LogEI:[42,1,1,""],PI:[42,1,1,""],TS:[42,1,1,""]},"smac.optimizer.acquisition.AbstractAcquisitionFunction":{_abc_impl:[42,4,1,""],_compute:[42,3,1,""],logger:[42,4,1,""],model:[42,4,1,""],update:[42,3,1,""]},"smac.optimizer.acquisition.EI":{_abc_impl:[42,4,1,""],_compute:[42,3,1,""],_required_updates:[42,4,1,""]},"smac.optimizer.acquisition.EIPS":{_abc_impl:[42,4,1,""],_compute:[42,3,1,""],_required_updates:[42,4,1,""]},"smac.optimizer.acquisition.IntegratedAcquisitionFunction":{_abc_impl:[42,4,1,""],_compute:[42,3,1,""],_required_updates:[42,4,1,""],update:[42,3,1,""]},"smac.optimizer.acquisition.LCB":{_abc_impl:[42,4,1,""],_compute:[42,3,1,""],_required_updates:[42,4,1,""]},"smac.optimizer.acquisition.LogEI":{_abc_impl:[42,4,1,""],_compute:[42,3,1,""],_required_updates:[42,4,1,""]},"smac.optimizer.acquisition.PI":{_abc_impl:[42,4,1,""],_compute:[42,3,1,""],_required_updates:[42,4,1,""]},"smac.optimizer.acquisition.TS":{_abc_impl:[42,4,1,""],_compute:[42,3,1,""],_required_updates:[42,4,1,""]},"smac.optimizer.ei_optimization":{AcquisitionFunctionMaximizer:[43,1,1,""],ChallengerList:[43,1,1,""],DiffOpt:[43,1,1,""],FixedSet:[43,1,1,""],LocalAndSortedRandomSearch:[43,1,1,""],LocalSearch:[43,1,1,""],RandomSearch:[43,1,1,""]},"smac.optimizer.ei_optimization.AcquisitionFunctionMaximizer":{_abc_impl:[43,4,1,""],_maximize:[43,3,1,""],_sort_configs_by_acq_value:[43,3,1,""],maximize:[43,3,1,""]},"smac.optimizer.ei_optimization.ChallengerList":{_abc_impl:[43,4,1,""]},"smac.optimizer.ei_optimization.DiffOpt":{_abc_impl:[43,4,1,""],_maximize:[43,3,1,""]},"smac.optimizer.ei_optimization.FixedSet":{_abc_impl:[43,4,1,""],_maximize:[43,3,1,""]},"smac.optimizer.ei_optimization.LocalAndSortedRandomSearch":{_abc_impl:[43,4,1,""],_maximize:[43,3,1,""]},"smac.optimizer.ei_optimization.LocalSearch":{_abc_impl:[43,4,1,""],_do_search:[43,3,1,""],_get_initial_points:[43,3,1,""],_maximize:[43,3,1,""]},"smac.optimizer.ei_optimization.RandomSearch":{_abc_impl:[43,4,1,""],_maximize:[43,3,1,""]},"smac.optimizer.epm_configuration_chooser":{EPMChooser:[44,1,1,""]},"smac.optimizer.epm_configuration_chooser.EPMChooser":{_collect_data_to_train_model:[44,3,1,""],_get_evaluated_configs:[44,3,1,""],_get_x_best:[44,3,1,""],choose_next:[44,3,1,""]},"smac.optimizer.pSMAC":{read:[45,2,1,""],write:[45,2,1,""]},"smac.optimizer.random_configuration_chooser":{ChooserCosineAnnealing:[46,1,1,""],ChooserLinearCoolDown:[46,1,1,""],ChooserNoCoolDown:[46,1,1,""],ChooserProb:[46,1,1,""],ChooserProbCoolDown:[46,1,1,""],RandomConfigurationChooser:[46,1,1,""]},"smac.optimizer.random_configuration_chooser.ChooserCosineAnnealing":{_abc_impl:[46,4,1,""],check:[46,3,1,""],next_smbo_iteration:[46,3,1,""]},"smac.optimizer.random_configuration_chooser.ChooserLinearCoolDown":{_abc_impl:[46,4,1,""],check:[46,3,1,""],next_smbo_iteration:[46,3,1,""]},"smac.optimizer.random_configuration_chooser.ChooserNoCoolDown":{_abc_impl:[46,4,1,""],check:[46,3,1,""],next_smbo_iteration:[46,3,1,""]},"smac.optimizer.random_configuration_chooser.ChooserProb":{_abc_impl:[46,4,1,""],check:[46,3,1,""],next_smbo_iteration:[46,3,1,""]},"smac.optimizer.random_configuration_chooser.ChooserProbCoolDown":{_abc_impl:[46,4,1,""],check:[46,3,1,""],next_smbo_iteration:[46,3,1,""]},"smac.optimizer.random_configuration_chooser.RandomConfigurationChooser":{_abc_impl:[46,4,1,""],check:[46,3,1,""],next_smbo_iteration:[46,3,1,""]},"smac.optimizer.smbo":{SMBO:[47,1,1,""]},"smac.optimizer.smbo.SMBO":{_get_timebound_for_intensification:[47,3,1,""],_incorporate_run_results:[47,3,1,""],config_space:[47,4,1,""],epm_chooser:[47,4,1,""],incumbent:[47,4,1,""],initial_design:[47,4,1,""],initial_design_configs:[47,4,1,""],intensifier:[47,4,1,""],logger:[47,4,1,""],num_run:[47,4,1,""],rng:[47,4,1,""],run:[47,3,1,""],runhistory:[47,4,1,""],save:[47,3,1,""],scenario:[47,4,1,""],start:[47,3,1,""],stats:[47,4,1,""],tae_runner:[47,4,1,""],validate:[47,3,1,""]},"smac.runhistory":{runhistory2epm:[50,0,0,"-"],runhistory:[49,0,0,"-"]},"smac.runhistory.runhistory":{DataOrigin:[49,1,1,""],EnumEncoder:[49,1,1,""],InstSeedBudgetKey:[49,1,1,""],InstSeedKey:[49,1,1,""],RunHistory:[49,1,1,""],RunInfo:[49,1,1,""],RunKey:[49,1,1,""],RunValue:[49,1,1,""]},"smac.runhistory.runhistory.DataOrigin":{EXTERNAL_DIFFERENT_INSTANCES:[49,4,1,""],EXTERNAL_SAME_INSTANCES:[49,4,1,""],INTERNAL:[49,4,1,""]},"smac.runhistory.runhistory.EnumEncoder":{"default":[49,3,1,""]},"smac.runhistory.runhistory.InstSeedBudgetKey":{_asdict:[49,3,1,""],_field_defaults:[49,4,1,""],_fields:[49,4,1,""],_make:[49,3,1,""],_replace:[49,3,1,""],budget:[49,4,1,""],instance:[49,4,1,""],seed:[49,4,1,""]},"smac.runhistory.runhistory.InstSeedKey":{_asdict:[49,3,1,""],_field_defaults:[49,4,1,""],_fields:[49,4,1,""],_make:[49,3,1,""],_replace:[49,3,1,""],instance:[49,4,1,""],seed:[49,4,1,""]},"smac.runhistory.runhistory.RunHistory":{_add:[49,3,1,""],_check_json_serializable:[49,3,1,""],_cost:[49,3,1,""],add:[49,3,1,""],average_cost:[49,3,1,""],compute_all_costs:[49,3,1,""],config_ids:[49,4,1,""],data:[49,4,1,""],empty:[49,3,1,""],get_all_configs:[49,3,1,""],get_all_configs_per_budget:[49,3,1,""],get_cost:[49,3,1,""],get_instance_costs_for_config:[49,3,1,""],get_min_cost:[49,3,1,""],get_runs_for_config:[49,3,1,""],ids_config:[49,4,1,""],incremental_update_cost:[49,3,1,""],load_json:[49,3,1,""],min_cost:[49,3,1,""],num_runs_per_config:[49,4,1,""],save_json:[49,3,1,""],sum_cost:[49,3,1,""],update:[49,3,1,""],update_cost:[49,3,1,""],update_from_json:[49,3,1,""]},"smac.runhistory.runhistory.RunValue":{_asdict:[49,3,1,""],_field_defaults:[49,4,1,""],_fields:[49,4,1,""],_make:[49,3,1,""],_replace:[49,3,1,""],additional_info:[49,4,1,""],cost:[49,4,1,""],endtime:[49,4,1,""],starttime:[49,4,1,""],status:[49,4,1,""],time:[49,4,1,""]},"smac.runhistory.runhistory2epm":{AbstractRunHistory2EPM:[50,1,1,""],RunHistory2EPM4Cost:[50,1,1,""],RunHistory2EPM4EIPS:[50,1,1,""],RunHistory2EPM4InvScaledCost:[50,1,1,""],RunHistory2EPM4LogCost:[50,1,1,""],RunHistory2EPM4LogScaledCost:[50,1,1,""],RunHistory2EPM4ScaledCost:[50,1,1,""],RunHistory2EPM4SqrtScaledCost:[50,1,1,""]},"smac.runhistory.runhistory2epm.AbstractRunHistory2EPM":{_build_matrix:[50,3,1,""],_get_s_run_dict:[50,3,1,""],_get_t_run_dict:[50,3,1,""],get_X_y:[50,3,1,""],get_configurations:[50,3,1,""],transform:[50,3,1,""],transform_response_values:[50,3,1,""]},"smac.runhistory.runhistory2epm.RunHistory2EPM4Cost":{_build_matrix:[50,3,1,""],transform_response_values:[50,3,1,""]},"smac.runhistory.runhistory2epm.RunHistory2EPM4EIPS":{_build_matrix:[50,3,1,""],transform_response_values:[50,3,1,""]},"smac.runhistory.runhistory2epm.RunHistory2EPM4InvScaledCost":{transform_response_values:[50,3,1,""]},"smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost":{transform_response_values:[50,3,1,""]},"smac.runhistory.runhistory2epm.RunHistory2EPM4LogScaledCost":{transform_response_values:[50,3,1,""]},"smac.runhistory.runhistory2epm.RunHistory2EPM4ScaledCost":{transform_response_values:[50,3,1,""]},"smac.runhistory.runhistory2epm.RunHistory2EPM4SqrtScaledCost":{transform_response_values:[50,3,1,""]},"smac.scenario":{scenario:[52,0,0,"-"]},"smac.scenario.scenario":{Scenario:[52,1,1,""]},"smac.scenario.scenario.Scenario":{_to_str_and_warn:[52,3,1,""],_transform_arguments:[52,3,1,""],feature_dict:[52,4,1,""],run_obj:[52,4,1,""],use_ta_time:[52,4,1,""],write:[52,3,1,""]},"smac.smac_cli":{SMACCLI:[53,1,1,""],cmd_line_call:[53,2,1,""]},"smac.smac_cli.SMACCLI":{main_cli:[53,3,1,""],restore_state:[53,3,1,""],restore_state_after_output_dir:[53,3,1,""]},"smac.stats":{stats:[55,0,0,"-"]},"smac.stats.stats":{Stats:[55,1,1,""]},"smac.stats.stats.Stats":{get_remaing_time_budget:[55,3,1,""],get_remaining_ta_budget:[55,3,1,""],get_remaining_ta_runs:[55,3,1,""],get_used_wallclock_time:[55,3,1,""],is_budget_exhausted:[55,3,1,""],load:[55,3,1,""],print_stats:[55,3,1,""],save:[55,3,1,""],start_timing:[55,3,1,""],update_average_configs_per_intensify:[55,3,1,""]},"smac.tae":{FirstRunCrashedException:[56,6,1,""],StatusType:[56,1,1,""],TAEAbortException:[56,6,1,""],base:[57,0,0,"-"],dask_runner:[58,0,0,"-"],execute_func:[59,0,0,"-"],execute_ta_run_aclib:[60,0,0,"-"],execute_ta_run_hydra:[61,0,0,"-"],execute_ta_run_old:[62,0,0,"-"],serial_runner:[63,0,0,"-"]},"smac.tae.StatusType":{ABORT:[56,4,1,""],CAPPED:[56,4,1,""],CRASHED:[56,4,1,""],DONOTADVANCE:[56,4,1,""],MEMOUT:[56,4,1,""],RUNNING:[56,4,1,""],STOP:[56,4,1,""],SUCCESS:[56,4,1,""],TIMEOUT:[56,4,1,""],enum_hook:[56,3,1,""]},"smac.tae.base":{BaseRunner:[57,1,1,""]},"smac.tae.base.BaseRunner":{_abc_impl:[57,4,1,""],get_finished_runs:[57,3,1,""],num_workers:[57,3,1,""],pending_runs:[57,3,1,""],run:[57,3,1,""],run_wrapper:[57,3,1,""],submit_run:[57,3,1,""],wait:[57,3,1,""]},"smac.tae.dask_runner":{DaskParallelRunner:[58,1,1,""]},"smac.tae.dask_runner.DaskParallelRunner":{_abc_impl:[58,4,1,""],_extract_completed_runs_from_futures:[58,3,1,""],_workers_available:[58,3,1,""],get_finished_runs:[58,3,1,""],num_workers:[58,3,1,""],pending_runs:[58,3,1,""],results:[58,4,1,""],run:[58,3,1,""],submit_run:[58,3,1,""],wait:[58,3,1,""]},"smac.tae.execute_func":{AbstractTAFunc:[59,1,1,""],ExecuteTAFuncArray:[59,1,1,""],ExecuteTAFuncDict:[59,1,1,""]},"smac.tae.execute_func.AbstractTAFunc":{_abc_impl:[59,4,1,""],_call_ta:[59,3,1,""],memory_limit:[59,4,1,""],results:[59,4,1,""],run:[59,3,1,""],use_pynisher:[59,4,1,""]},"smac.tae.execute_func.ExecuteTAFuncArray":{_abc_impl:[59,4,1,""],_call_ta:[59,3,1,""],results:[59,4,1,""]},"smac.tae.execute_func.ExecuteTAFuncDict":{_abc_impl:[59,4,1,""],_call_ta:[59,3,1,""],results:[59,4,1,""]},"smac.tae.execute_ta_run_aclib":{ExecuteTARunAClib:[60,1,1,""]},"smac.tae.execute_ta_run_aclib.ExecuteTARunAClib":{_abc_impl:[60,4,1,""],_call_ta:[60,3,1,""],results:[60,4,1,""],run:[60,3,1,""]},"smac.tae.execute_ta_run_hydra":{ExecuteTARunHydra:[61,1,1,""]},"smac.tae.execute_ta_run_hydra.ExecuteTARunHydra":{_abc_impl:[61,4,1,""],results:[61,4,1,""],run:[61,3,1,""]},"smac.tae.execute_ta_run_old":{ExecuteTARunOld:[62,1,1,""]},"smac.tae.execute_ta_run_old.ExecuteTARunOld":{_abc_impl:[62,4,1,""],_call_ta:[62,3,1,""],results:[62,4,1,""],run:[62,3,1,""]},"smac.tae.serial_runner":{SerialRunner:[63,1,1,""]},"smac.tae.serial_runner.SerialRunner":{_abc_impl:[63,4,1,""],abort_i_first_run_crash:[63,4,1,""],cost_for_crash:[63,4,1,""],get_finished_runs:[63,3,1,""],num_workers:[63,3,1,""],par_factor:[63,4,1,""],pending_runs:[63,3,1,""],results:[63,4,1,"id0"],run:[63,3,1,""],run_obj:[63,4,1,""],stats:[63,4,1,""],submit_run:[63,3,1,""],ta:[63,4,1,""],wait:[63,3,1,""]},"smac.utils":{constants:[65,0,0,"-"],dependencies:[66,0,0,"-"],io:[67,0,0,"-"],logging:[73,0,0,"-"],merge_foreign_data:[74,0,0,"-"],test_helpers:[75,0,0,"-"],validate:[76,0,0,"-"]},"smac.utils.dependencies":{IncorrectPackageVersionError:[66,6,1,""],MissingPackageError:[66,6,1,""],_verify_package:[66,2,1,""],are_valid_packages:[66,2,1,""],verify_packages:[66,2,1,""]},"smac.utils.dependencies.IncorrectPackageVersionError":{error_message:[66,4,1,""]},"smac.utils.dependencies.MissingPackageError":{error_message:[66,4,1,""]},"smac.utils.io":{cmd_reader:[68,0,0,"-"],input_reader:[69,0,0,"-"],output_directory:[70,0,0,"-"],output_writer:[71,0,0,"-"],traj_logging:[72,0,0,"-"]},"smac.utils.io.cmd_reader":{CMDReader:[68,1,1,""],CheckScenarioFileAction:[68,1,1,""],ConfigurableHelpFormatter:[68,1,1,""],DevHelpAction:[68,1,1,""],ParseOverallObjectiveAction:[68,1,1,""],ParseRandomConfigurationChooserAction:[68,1,1,""],ProcessOutputDirAction:[68,1,1,""],ProcessRunObjectiveAction:[68,1,1,""],ReadFeatureFileAction:[68,1,1,""],ReadPCSFileAction:[68,1,1,""],ReadTestInstFileAction:[68,1,1,""],ReadTrainInstFileAction:[68,1,1,""],SMACArgumentParser:[68,1,1,""],StandardHelpAction:[68,1,1,""],truthy:[68,2,1,""]},"smac.utils.io.cmd_reader.CMDReader":{_add_main_options:[68,3,1,""],_add_scen_options:[68,3,1,""],_add_smac_options:[68,3,1,""],_extract_action_info:[68,3,1,""],_write_options_to_doc:[68,3,1,""],logger:[68,4,1,""],parse_main_command:[68,3,1,""],parse_scenario_command:[68,3,1,""],parse_smac_command:[68,3,1,""],read_cmd:[68,3,1,""],read_smac_scenario_dict_cmd:[68,3,1,""],write_main_options_to_doc:[68,3,1,""],write_scenario_options_to_doc:[68,3,1,""],write_smac_options_to_doc:[68,3,1,""]},"smac.utils.io.cmd_reader.ConfigurableHelpFormatter":{_add_item:[68,3,1,""]},"smac.utils.io.cmd_reader.SMACArgumentParser":{_get_formatter:[68,3,1,""],add_parser:[68,3,1,""],format_help:[68,3,1,""],set_help_type:[68,3,1,""]},"smac.utils.io.input_reader":{InputReader:[69,1,1,""]},"smac.utils.io.input_reader.InputReader":{read_instance_features_file:[69,3,1,""],read_instance_file:[69,3,1,""],read_pcs_file:[69,3,1,""],read_scenario_file:[69,3,1,""]},"smac.utils.io.output_directory":{create_output_directory:[70,2,1,""]},"smac.utils.io.output_writer":{OutputWriter:[71,1,1,""]},"smac.utils.io.output_writer.OutputWriter":{_parse_argument:[71,3,1,""],save_configspace:[71,3,1,""],write_inst_features_file:[71,3,1,""],write_inst_file:[71,3,1,""],write_scenario_file:[71,3,1,""]},"smac.utils.io.traj_logging":{TrajEntry:[72,1,1,""],TrajLogger:[72,1,1,""]},"smac.utils.io.traj_logging.TrajEntry":{_asdict:[72,3,1,""],_field_defaults:[72,4,1,""],_fields:[72,4,1,""],_make:[72,3,1,""],_replace:[72,3,1,""],budget:[72,4,1,""],incumbent:[72,4,1,""],incumbent_id:[72,4,1,""],ta_runs:[72,4,1,""],ta_time_used:[72,4,1,""],train_perf:[72,4,1,""],wallclock_time:[72,4,1,""]},"smac.utils.io.traj_logging.TrajLogger":{_add_in_aclib_format:[72,3,1,""],_add_in_alljson_format:[72,3,1,""],_add_in_old_format:[72,3,1,""],_convert_dict_to_config:[72,3,1,""],aclib_traj_fn:[72,4,1,""],add_entry:[72,3,1,""],logger:[72,4,1,""],old_traj_fn:[72,4,1,""],output_dir:[72,4,1,""],read_traj_aclib_format:[72,3,1,""],read_traj_alljson_format:[72,3,1,""],stats:[72,4,1,""],trajectory:[72,4,1,""]},"smac.utils.logging":{PickableLoggerAdapter:[73,1,1,""]},"smac.utils.logging.PickableLoggerAdapter":{critical:[73,3,1,""],debug:[73,3,1,""],error:[73,3,1,""],exception:[73,3,1,""],info:[73,3,1,""],isEnabledFor:[73,3,1,""],log:[73,3,1,""],warning:[73,3,1,""]},"smac.utils.merge_foreign_data":{merge_foreign_data:[74,2,1,""],merge_foreign_data_from_file:[74,2,1,""]},"smac.utils.test_helpers":{get_branin_config_space:[75,2,1,""]},"smac.utils.validate":{Validator:[76,1,1,""],_Run:[76,4,1,""],_unbound_tae_starter:[76,2,1,""]},"smac.utils.validate.Validator":{_get_configs:[76,3,1,""],_get_instances:[76,3,1,""],_get_runs:[76,3,1,""],_process_runhistory:[76,3,1,""],_save_results:[76,3,1,""],_validate_parallel:[76,3,1,""],validate:[76,3,1,""],validate_epm:[76,3,1,""]},smac:{callbacks:[0,0,0,"-"],epm:[2,0,0,"-"],facade:[16,0,0,"-"],initial_design:[27,0,0,"-"],intensification:[34,0,0,"-"],optimizer:[41,0,0,"-"],runhistory:[48,0,0,"-"],scenario:[51,0,0,"-"],smac_cli:[53,0,0,"-"],stats:[54,0,0,"-"],tae:[56,0,0,"-"],utils:[64,0,0,"-"]}},objnames:{"0":["py","module","Python module"],"1":["py","class","Python class"],"2":["py","function","Python function"],"3":["py","method","Python method"],"4":["py","attribute","Python attribute"],"5":["py","property","Python property"],"6":["py","exception","Python exception"]},objtypes:{"0":"py:module","1":"py:class","2":"py:function","3":"py:method","4":"py:attribute","5":"py:property","6":"py:exception"},terms:{"0":[3,7,9,10,12,13,18,23,24,28,29,30,31,32,33,35,36,37,38,40,42,46,47,49,57,58,59,60,61,62,63,72,76,80,84,85,87,88,89,90,91,93,94,95,96,97,98,99],"000":[90,91,93,94,95,96,97,98],"00001":95,"0001":[94,97],"001":[94,97],"01":[13,93],"05":10,"06674":24,"08":12,"08447232371720552":24,"0858637988771976":24,"09831":77,"1":[3,5,7,8,10,11,12,13,18,19,20,22,23,24,35,36,37,38,39,40,42,44,47,49,50,56,57,58,59,60,62,63,72,76,80,84,88,89,90,91,93,94,95,96,97,98,104],"10":[7,12,24,28,29,30,31,32,33,37,43,62,80,88,90,93,94,97,98,104],"100":[18,93,94,95,97,98,104,105],"1000":[97,98],"100000":10,"102":84,"1024":94,"1048576":12,"11":37,"12":37,"120":93,"121":84,"123":88,"12345":[57,58,59,60,61,62,63,88,90],"12_298668":80,"13":37,"132":84,"14":37,"140":84,"15":37,"16":37,"17":37,"18":37,"19":37,"1908":24,"1998":24,"1e":[10,12],"1st":[37,95],"2":[7,8,13,19,23,24,35,36,37,38,40,43,46,47,49,56,58,60,72,76,80,84,89,90,93,95,96,98,104,106],"20":[8,80,104],"200":94,"2000":[35,37,80],"2017":[7,24],"2018":[36,40],"2019":24,"2021":[77,90,91,93,94,95,96,97,98,99],"20_17":80,"2109":77,"2147483647":[37,57,59,60,62,63,87],"25":[28,29,30,31,32,33,88,91],"2_m":8,"2d":98,"2f":[93,97,98],"3":[7,12,23,36,37,38,40,46,47,49,56,58,72,76,77,80,84,89,90,91,93,94,95,96,97,98,103,106,107],"30":[94,95],"300":94,"3072":[94,95],"4":[3,37,49,56,72,84,90,93,95,98],"42":[94,95,97,98],"45":[84,95],"4522":42,"48":84,"4f":[94,95],"5":[10,37,49,50,56,58,72,77,80,90,93,94,95,97,98,104],"50":[8,91,94,97],"5000":80,"56":80,"59":84,"6":[24,37,56,72,84,90],"64":[43,103],"65":84,"7":[3,37,56,77,90,103],"754111155189306":24,"8":[24,37,56,77,90,93,94,97,103],"8333333333333334":[12,80],"8400":93,"9":[37,56,77,85,90,103],"95":97,"99":84,"9999999":90,"\u03b8":37,"\u03b8_inc":37,"\u03b8_new":37,"\u03c0":37,"\u03c0_common":37,"abstract":[3,5,35,42,43,46,50,57,58],"andr\u00e9":77,"boolean":[7,8,10,55,87],"break":[36,37,38,40],"c\u02c6":37,"case":[36,37,38,40,57,58,63,82,92,95,100,105],"class":[0,3,4,5,6,7,8,9,10,11,12,13,14,18,19,20,21,22,23,24,25,26,28,29,30,31,32,33,35,36,37,38,39,40,42,43,44,46,47,49,50,52,53,55,56,57,58,59,60,61,62,63,68,69,71,72,73,76,80,82,95,96],"const":[3,68],"default":[1,7,10,12,18,20,23,28,35,36,38,40,42,43,47,49,68,72,76,80,87,89,93,94,95,97,98,99,100],"do":[35,37,38,40,58,59,63,84,86,89],"enum":[35,37,49,56,57,58,59,60,62,63],"final":[87,88,94,95,96],"float":[3,4,6,7,8,9,10,11,12,13,14,15,18,19,20,28,29,30,31,32,33,35,36,37,38,39,40,42,43,44,46,47,49,55,57,58,59,60,61,62,63,71,72,88,90,94,95,97,104],"function":[4,7,8,10,20,23,37,39,40,42,43,44,45,47,49,50,53,56,57,58,59,63,71,76,79,80,87,88,89,90,92,93,94,95,97,100,104,105],"hyperparameter\u015d":7,"import":[76,87,89,90,91,93,94,95,96,97,98,99,104],"int":[3,4,6,7,8,9,10,11,12,13,14,15,18,19,20,22,23,28,29,30,31,32,33,35,36,37,38,39,40,43,44,46,47,49,50,55,57,58,59,60,61,62,63,70,71,72,76,85,94,95,100],"new":[0,5,13,15,35,36,37,38,39,40,42,43,47,49,53,71,72,80,85,87,91,99,106],"public":79,"ren\u00e9":77,"return":[0,1,3,4,5,7,8,9,10,11,12,13,14,15,18,19,20,23,28,29,31,32,33,35,36,37,38,39,40,42,43,44,47,49,50,53,55,57,58,59,60,61,62,63,68,69,70,71,72,74,76,80,88,89,90,93,94,95,97,98,100,104,106],"static":[56,68,69,72,87],"true":[4,7,8,10,12,18,19,35,36,37,38,39,40,44,47,49,52,55,57,58,59,60,62,63,76,80,85,87,91,93,94,95,97,98],"try":[37,49,72,76,94,95,96,99],"var":[3,4,11,12,14],"while":[36,37,40],A:[7,9,35,36,37,38,39,40,45,57,58,59,62,63,77,84,90,95,97,106,107],And:[8,91,97],As:[9,39,42,63],At:37,By:[91,94,105],FOR:107,For:[36,38,40,49,57,63,77,80,84,86,88,89,94,97,99,103],If:[3,7,8,10,15,35,36,37,38,40,44,49,55,57,58,59,63,71,76,77,80,85,86,87,88,89,95,99,103,107],In:[7,24,37,38,43,57,58,63,77,84,89,95,100],It:[37,38,40,49,59,63,88,89,94,95,97,98,105,106],Its:77,NOT:86,No:[37,82],Not:60,On:[57,58,63,85],Or:[91,103],Such:58,That:38,The:[3,7,8,9,10,11,12,14,18,19,24,35,36,37,38,39,40,42,44,47,49,57,58,59,68,71,77,80,84,85,87,88,89,90,93,94,98,99,100,103,104],Then:[58,94],There:[88,97,100],These:[82,103,106],To:[36,37,38,58,82,84,85,86,89,90,93,94,95,99,100],Will:[49,71],With:88,__copyright__:[90,91,93,94,95,96,97,98],__license__:[90,91,93,94,95,96,97,98],__main__:[90,91,93,94,95,96,97,98,103,104],__name__:[90,91,93,94,95,96,97,98,103,104],_abc:[10,42,43,46,57,58,59,60,61,62,63],_abc_data:[10,42,43,46,57,58,59,60,61,62,63],_abc_impl:[10,42,43,46,57,58,59,60,61,62,63],_adapt_cutoff:35,_add:49,_add_in_aclib_format:72,_add_in_alljson_format:72,_add_in_old_format:72,_add_item:68,_add_main_opt:68,_add_new_inst:[36,38,40],_add_scen_opt:68,_add_smac_opt:68,_all_budget:40,_all_config_inst_seed_pairs_launch:40,_argument:68,_asdict:[49,72],_build_matrix:50,_call:10,_call_ta:[59,60,62],_check_json_serializ:49,_collect_data_to_train_model:44,_compare_config:[35,40],_compare_configs_across_budget:40,_comput:42,_configid_to_inst_seed_budget:49,_convert_dict_to_config:72,_cost:49,_do_search:43,_extract_action_info:68,_extract_completed_runs_from_futur:58,_field:[49,72],_field_default:[49,72],_generate_challeng:37,_get_all_prior:4,_get_config:76,_get_evaluated_config:44,_get_formatt:68,_get_gp:[4,7,8],_get_inc_available_inst:37,_get_initial_point:43,_get_inst:76,_get_instances_to_run:37,_get_intensifier_rank:[36,38,40],_get_mean_cost:19,_get_next_inc_run:37,_get_next_rac:37,_get_run:76,_get_s_run_dict:50,_get_t_run_dict:50,_get_timebound_for_intensif:47,_get_validation_set:18,_get_x_best:44,_gpr:[4,7,8],_gradient:9,_hyperband:36,_impute_inact:[4,6],_incorporate_run_result:47,_init_data_contain:12,_init_sh_param:40,_is_there_time_due_to_adaptive_cap:37,_ll:8,_ll_w_grad:8,_lnprob:9,_log_incumbent_chang:35,_make:[49,72],_maxim:43,_n_configs_in_stag:40,_next_challeng:35,_next_iter:37,_nll:7,_normalize_i:4,_optim:7,_parse_argu:71,_predict:[3,7,8,11,12,14],_process_inc_run:37,_process_racer_result:37,_process_runhistori:76,_replac:[49,72],_required_upd:42,_run:76,_sample_from_prior:9,_save_result:76,_select_configur:[28,29,30,31,32,33],_set_has_condit:4,_signatur:10,_sort:43,_sort_configs_by_acq_valu:43,_sort_instances_by_stag:38,_successivehalv:[36,40],_ta:59,_to_str_and_warn:52,_top_k:40,_train:[3,7,8,11,12,14],_transform_argu:52,_transform_continuous_design:30,_unbound_tae_start:76,_untransform_i:4,_update_portfolio:18,_update_stag:[36,40],_validate_parallel:76,_verify_packag:66,_workers_avail:58,_write_options_to_doc:68,ab:[24,77],abc:[46,57],abl:[57,97],abort:[49,56,57,58,59,60,62,63,80,88],abort_i_first_run_crash:63,abort_on_first_run_crash:[57,59,60,62,63,80],about:[18,19,21,23,24,25,26,36,50,57,59,63,88,99],abov:[85,91],abstract_rac:[22,23,34,36,37,38,39,40,47,79],abstractacquisitionfunct:[23,42,43,44,47],abstractepm:[3,4,6,11,12,13,14,23,42],abstractrac:[22,23,35,36,37,38,39,40,47,96],abstractrunhistory2epm:[23,44,47,50],abstracttafunc:59,accept:[94,97,99,100],access:[50,84],accord:[24,43,46],accordingli:[35,49,80],account:[12,50,94],accuraci:[88,94,104],achiev:82,aclib2:72,aclib:[19,60,80,89],aclib_traj_fn:72,acq_opt_challeng:80,acq_optim:[44,47],acquisit:[23,39,41,43,44,47,79,80,98,105],acquisition_func:[44,47,98],acquisition_funct:[23,42,43],acquisition_function_kwarg:23,acquisition_function_optim:[22,23],acquisition_function_optimizer_kwarg:[22,23],acquisitionfunctionmaxim:[22,23,43,44,47],acqusit:42,acqusition_valu:43,across:[35,36,38,40,49,84,95,99,105,106],action:68,activ:[10,36,38,40,57,58,80,85,94,97,99,103],activate_configuration_being_intensifi:40,actual:[18,19,24,36,40,49,57,59,89],acut:87,ad:[0,36,38,40,49,94],adam:94,adapt:[35,36,37,38,39,40,80,94,95,106],adaptive_capping_slackfactor:[35,36,37,38,40],add:[18,36,38,40,49,68,70,72,76,84,94,95,97,99],add_bound_prior:4,add_condit:[94,97],add_entri:72,add_hyperparamet:[93,94,95,97,98,104],add_pars:68,add_soft_bound:4,addit:[42,43,49,57,58,59,60,62,63,68,69,88,93,94,95,97,98,100],addition:[47,84],additional_info:[49,57,58,59,60,62,63,88],additional_pars:68,additional_start_point:43,adp:[35,36,38,40,80],advanc:[36,38,40,47],advantag:[94,99],after:[0,3,4,12,36,37,38,40,42,46,47,49,87,88,89],again:[35,36,37,38,39,40,91,97],against:[36,37,40,80,87,99,106],aggress:[37,77,94,105],agnost:105,al:[24,36,40,42,99],algo:[88,90,91,100],algo_runs_timelimit:87,algorithm:[18,19,21,23,40,42,47,49,55,56,57,58,59,60,62,63,71,72,76,77,80,84,85,87,89,90,94,95,96,99,100,105,106],alia:[49,72,76],all:[3,5,7,8,9,10,12,13,14,18,19,21,23,24,25,26,35,36,37,38,39,40,47,49,50,52,55,56,57,58,59,60,62,63,69,76,79,80,85,88,89,92,93,94,95,97,98,99,103],alloc:[38,58],allow:[35,36,38,40,43,59,80,88],allow_nan:49,along:[3,7,8,11,12,14,107],alpha:[9,95],alreadi:[37,42,49,72,76,99],also:[3,35,36,37,38,39,40,47,49,57,58,71,80,84,85,90,91,94,95,97,99,103,105],alter:71,altern:[84,94,95,96,97,98,103,104],alwai:[37,80,87,88,98],always_race_against:37,always_race_default:[80,87],among:57,amount:[58,87],an:[1,7,15,23,24,35,36,37,38,39,40,42,43,47,49,56,57,58,59,62,63,69,77,79,80,85,86,87,88,89,91,93,94,95,96,97,98,99,103,105,106],anaconda:[99,102],analyz:106,ani:[10,14,20,21,24,25,26,36,37,38,39,40,42,49,52,56,57,58,59,61,63,68,69,71,76,82,86,88,99,105,107],anneal:46,anoth:[49,74,106],any_budget:[36,38,40],anyth:[40,94],api:[3,5,21,24,25,26,80],append:[50,76,88,93,95,100],appli:[1,3,9,35,36,38,39,40,59,80,93,98],applic:[35,80,99],approach:97,approxim:42,apt:103,ar:[7,8,9,10,14,15,19,24,35,36,37,40,42,43,45,49,50,52,57,58,59,63,69,71,80,82,84,85,87,88,89,90,91,93,95,97,98,99,100,106],arbitrari:[49,57,58,59,62,63,77,98],are_valid_packag:66,arg:[68,73,76,91],argpars:68,argument:[10,19,20,38,40,44,52,63,68,71,76,85,88,95,96,100],argumentdefaultshelpformatt:68,argumentpars:68,argv:90,around:57,arrai:[5,7,8,9,10,13,14,44,47,49,59,69,88],artifici:[93,105],arxiv21a:77,arxiv:[24,77],assess:24,assign:[36,38,40],associ:35,assum:[56,74,87,88,99],assumpt:[12,35],attribut:[42,52,55,71],author:77,auto:97,autogener:68,automat:[23,69,89,91],automl:[77,90,91,93,94,95,96,97,98,99,103],avail:[3,12,21,24,25,26,35,36,37,38,39,40,47,49,50,57,58,63,80,87,95],available_inst:37,averag:[8,49,55,59,94],average_cost:49,average_sampl:8,awar:105,b:[68,90,95],backcompat:88,backend:[23,47,76],backup_fn:76,base:[0,3,4,5,6,7,8,9,10,11,12,13,14,18,19,21,22,23,24,25,26,28,29,30,31,32,33,35,36,37,38,39,40,42,43,44,46,47,49,50,52,53,55,56,58,59,60,61,62,63,66,68,69,71,72,73,76,77,79,82,95,97,99,106],base_epm:[2,4,6,11,12,13,14,23,42,79],base_gp:[2,7,8,79],base_imputor:[2,13,50,79],base_rf:[2,12,79],baseclass:59,baseimputor:[5,13,50],basemodel:[4,6,7,8,12],baserunn:[18,19,22,23,47,57,58,63,76],bash:87,basi:[38,40],basic:[80,102],basicconfig:[91,93,94,95,96,97,98],batch:94,batch_siz:94,bayesian:[7,24,39,42,44,46,47,77,105,106],bb:106,becaus:[7,37,56,57,69,82,86,91,96,98],been:[3,36,38,40,49,76,91,99],befor:[24,36,37,38,40,42,43,57,58,63,87,95,99],begin:[46,95],behav:99,behaviour:86,being:[23,35,37,38,40,47,59,76,87,105,106],benchmark:[95,97,106],benjamin:77,best:[7,19,23,24,35,36,37,38,39,40,42,43,44,47,89,95,98,106],best_found_config:104,better:[35,77,85,88,104],between:[3,50,82,85,88,100],biedenkapp:77,bin:53,binari:[93,95],binary_rss_forest:12,black:[24,98,105,106],blackbox:88,bo:[39,105,106],bohb:[36,40],booktitl:77,bool:[4,7,8,10,12,18,19,23,35,36,37,38,39,40,43,44,46,47,49,50,55,57,58,59,60,62,63,66,68,76],boost:92,bootstrap:80,both:[37,49,63,89,92,95,100],bound:[3,4,6,7,8,11,12,13,14,20,24,105],box:[24,98,105,106],brand:37,branin:[86,88,92,100],bridg:58,brown:77,bsd:[90,91,93,94,95,96,97,98,107],budget:[36,37,38,40,49,50,55,57,58,59,60,61,62,63,72,86,88,91,94,95,97,98,105,106],budget_subset:[49,50],bug:99,build:[49,50,80,94,95,97,98,100,103],built:89,burnin_step:8,c:[77,90,97],cach:49,calcul:[38,40,42,47,49],call:[0,3,9,11,18,19,35,36,37,40,42,43,47,49,50,57,58,59,63,80,85,87,88,89,90,93,94,95,97,98,99,100],callabl:[10,20,22,23,43,57,59,60,62,63,68],callback:[23,43,71,79],can:[3,12,14,23,35,36,37,38,40,43,47,49,50,55,57,58,59,63,68,77,84,85,86,87,88,89,90,91,94,95,97,98,99,100,103,105,106,107],cancel:87,candid:[43,44],cannot:[96,99],cap:[35,36,37,38,39,40,49,56,57,58,80],capabl:[58,105],capac:58,care:99,carlo:[98,106],carolin:77,cast:[45,59],cat:3,catch_warn:[94,95],categor:[7,12,82,94,97,105],categori:[94,95],categoricalhyperparamet:[94,95,97],caution:80,cc:42,cd:[90,103],ceil:94,cen:50,censor:[5,13,50],censored_i:[5,13],censored_x:[5,13],certain:76,cfg:[93,94,95,97],cfg_cv_score:93,cfg_default:93,cfg_default_cv_scor:93,cfg_default_test_scor:93,cfg_inc_cv_scor:93,cfg_inc_test_scor:93,cfg_test_scor:93,chain:[98,106],chain_length:8,challeng:[35,36,37,38,39,40,43,46,47,57,80],challenger_callback:43,challengerlist:43,chang:[10,24,35,36,37,38,39,40,71,86,87,91,96],change_threshold:13,chapter:[83,86,106],character:106,characterist:105,charg:37,check:[37,40,45,46,47,49,55,57,58,68],check_circular:49,checkscenariofileact:68,child:[57,58,94,97],choic:[7,38,68,80,82,94,95,97],choleski:7,choos:[35,36,40,44,47,94,97],choose_next:44,chooser:[35,36,37,38,39,40,68],choosercosineann:46,chooserlinearcooldown:46,choosernocooldown:[43,44,46,47],chooserprob:46,chooserprobcooldown:46,chosen:[24,84,92,94],circumv:37,cite:77,classif:[93,95],classifi:[93,94,95],classmethod:[49,72],claus:[90,91,93,94,95,96,97,98,107],clf:[93,95,97],cli:53,click:[90,91,93,94,95,96,97,98],client:[22,23,58],clone:[10,103],clone_with_theta:10,closur:43,cmd_line_cal:53,cmd_option:[52,91],cmd_reader:[64,67,79],cmdreader:68,co:90,code:[7,10,43,58,69,86,90,91,92,93,94,95,96,97,98,99,100,104],coef0:97,collect:[49,55,57,58,59,63],com:[10,43,77,103],comamndlin:80,combin:[40,76,77,80,94,95],come:[58,103],command:[63,68,80,85,87,103],commandlin:[90,99,102,105],commandline_argu:[53,68],common:[38,57,58],commun:[85,98,100],compar:[35,37,40,76,89,106],comparison:[93,99,102],compat:71,compil:99,complet:[36,38,40,47,57,58,63,82,91],complex:57,compli:[37,58],compon:[3,7,83,102],comput:[7,8,9,10,19,35,42,49,85,86,89,91],compute_all_cost:49,concret:3,concurr:45,conda:103,condit:[82,94,95,97,106],conf:68,confer:77,confid:[37,105],config1:76,config2:76,config:[1,3,11,12,14,19,28,29,30,31,32,33,35,36,37,38,40,43,47,49,57,58,59,60,61,62,63,71,72,76,88,89,94,104,106],config_cost_per_inst:18,config_id:49,config_list:72,config_mod:[23,47,76,89,97],config_spac:[15,43,47],configs_to_run:37,configspac:[3,4,6,7,8,11,12,14,15,18,19,20,22,23,28,29,30,31,32,33,35,36,37,38,39,40,43,44,45,47,49,53,57,58,59,60,61,62,63,69,71,72,74,75,76,90,91,93,94,95,97,98,104],configur:[1,3,7,8,9,12,14,18,19,20,21,22,23,24,28,29,30,31,32,33,35,36,37,38,39,40,43,44,45,46,47,49,50,52,53,55,57,58,59,60,61,62,63,68,69,71,72,74,76,77,80,87,88,89,93,94,95,96,97,98,99,100,104,105,106],configurablehelpformatt:68,configuration_spac:[1,3,4,6,7,8,11,12,14,15,18,19,20,22,23,28,29,30,31,32,33,35,36,37,38,39,40,43,44,45,47,49,53,57,58,59,60,61,62,63,69,71,72,74,75,76],configurationspac:[3,4,6,7,8,11,12,14,15,28,29,30,31,32,33,43,45,49,69,71,72,74,75,93,94,95,97,98,104,105,106],confiur:72,consequ:105,consid:[35,36,38,40,50,53,63,80,94,95],consider_for_higher_budgets_st:50,consist:[7,43,77,94,95],consistng:43,consol:100,constant:[46,64,79,94,95],constant_valu:10,constant_value_bound:10,constantkernel:10,construct:[52,58,81,86,87,101],constructor:[3,14,18,19,23,29,31,33,85],consult:14,consum:[35,36,38,39,40,47],contain:[3,7,10,12,23,35,36,37,38,39,40,42,47,49,50,52,57,58,63,69,80,89,95,97],contin:12,continu:[7,55,77,86,91,94,98,105],contrast:43,contribut:[77,99],control:[40,93],conveni:[20,89,103],convergencewarn:[94,95],convert:[63,68],convert_configurations_to_arrai:1,cool_down_fac:46,copi:[10,69,71,91,107],copyright:[90,91,93,94,95,96,97,98],core:[77,85,89,97],correct:[59,85,88,90],correspond:[3,7,8,11,12,14,68,71],cosin:46,cost:[18,19,37,40,44,49,50,57,58,59,60,61,62,63,72,76,80,84,87,89,94,95,97,98,100,104,106],cost_for_crash:[57,59,60,62,63,87],cost_oracl:61,cost_per_config:49,cost_per_inst:49,cost_perf_config:49,cost_portfolio:61,could:[37,42,49,56,85,91,99],count:7,cours:82,cov_return_typ:[3,7,8,11,12,14],covari:[3,7,42],cpu:[23,47,72,76,85,87,89],cpu_tim:[23,47,72,76,89],crash:[49,56,57,58,59,60,62,63,80,87,88,91],creat:[13,15,18,23,36,38,40,42,47,53,68,70,71,72,88,91,93,94,95,97,103],create_output_directori:70,criterion:40,critic:73,cross:[92,93,94,95,106],cross_val_scor:[93,94,95,97],crossvalid:[95,97],crucial:[82,90],cryptic:99,cs:[28,29,30,31,32,33,49,69,71,72,74,91,93,94,95,97,98,104],cur_cost:18,current:[7,18,35,36,37,38,39,40,42,43,47,49,55,62,70,71,72,100,106],custom:49,cutoff:[13,35,36,37,38,39,40,49,50,57,58,59,60,61,62,63,72,80,87,88,90,94,95],cutoff_tim:87,cv:[82,93,94,95,97,106],d:[7,8,9,11,24,42],dash:85,dask:58,dask_client:[22,23,58],dask_runn:[56,79],daskparallelrunn:58,data:[1,3,4,7,8,11,12,14,38,39,49,50,57,58,63,74,93,94,95,97,104,106],dataorigin:49,dataset:[84,93,94,95,97,99,105],deactiv:[80,94,97],debug:[55,73,85,89,99],debug_out:55,decid:[36,38,40,57,77,95],decis:[35,57,58,63],decomposit:[3,7],decreas:46,deep:[10,94],def:[23,47,49,76,89,90,93,94,95,97,98,104],def_cost:95,def_test_scor:93,def_valu:[94,97,98],default_configuration_design:[27,79],default_data_contain:12,default_valu:[93,94,95,97,98],defaultconfigur:28,defin:[7,20,35,37,43,49,56,57,63,84,87,89,94,95,97,98,100,104],definit:[44,49,96],degre:97,delet:18,demonstr:96,deng:77,denot:37,depend:[3,44,49,56,59,64,69,79,97,98,99,102,105],depth:[80,104],deriv:[42,104],describ:[47,100],descript:[40,85,99],deseri:[49,56],design:[24,28,29,30,31,32,33,35,40,58,82,97,98,103],desir:[63,76,89],dest:68,detail:[36,37,42,80,85,99,105,106],detect:[47,69,91],determin:[10,18,19,35,36,38,39,40,49,63,99,105],determinist:[23,35,36,37,38,39,40,47,87,89,91,92,94,95,96,97,98,99],devdoc:33,develop:[68,77],devhelpact:68,deviat:[3,4,7],diagon:3,diagonal_cov:[3,7,8,11,12,14],diagonal_std:3,dict:[10,14,18,19,20,22,23,38,49,50,52,56,57,58,59,60,61,62,63,68,69,71,72,76,88],dict_cmd:68,dictat:[38,57,58,63],dictionari:[50,52,55,57,58,59,60,62,63,68,69,72,74,76],difan:77,differ:[3,7,35,36,37,42,43,49,57,74,82,84,85,87,88,89,93,94,95,98,99,106],differentialevolutionsolv:43,diffopt:43,digit:[94,95],dim:7,dimens:[3,7,10,42,97,98],dimension:[3,7,8,11,42,98,105],dir:[53,71,76],directli:[23,35,47,59,76,87,89,103],directori:[19,45,55,68,70,72,76,80,85,87,91,99,100],disabl:[50,94],discard:[99,105],discov:99,discuss:99,disk:[49,85],distinguish:82,distribut:[12,22,23,42,58,107],distutil:66,do_bootstrap:12,do_optim:[7,8],doc:68,docstr:[49,61],document:[14,36,68,85],doe:[37,43,50,58,76,89,99],domain:[57,58,59,62,63,98],don:[29,31,33,69,76,99],done:[37,38,57,58,63,89,96],donotadv:56,download:[90,91,92,93,94,95,96,97,98],draw:13,drawn:[7,9,37],dso:24,due:[49,71,86],dump:74,durat:[94,95],dure:[37,43,49,55,80,87,88,89,99],dynam:58,e:[13,20,23,36,38,40,42,57,58,59,62,63,82,85,87,89,95,105],each:[7,8,19,20,35,36,37,38,40,42,43,49,58,69,72,80,84,85,93,95,106],earli:[99,105],earlier:[35,36,38,40,69],early_stop:95,easi:82,effect:[47,70,76],effici:[36,40,49,77,105],eg:40,eggensperg:77,ei:[42,98,105],ei_optim:[22,23,41,44,47,79],eip:42,either:[37,43,49,59,76,87,88,89,97,99,100,103],elasticnet:95,element:[20,59,69],els:[36,37,38,40,49,76,94,97],embed:[57,58],emce:8,emerg:80,empir:[7,35,36,37,38,39,40,49,106],empti:[44,49,57,58,63],enabl:20,encapsul:[35,36,37,38,39,40,57,69],encod:49,end:[37,43,49,76],end_modulu:46,endeavor:57,endtim:49,enforc:[57,58,59,63,88,100],enough:[35,57,106],ensembl:[93,104],ensur:[90,93,99],ensure_ascii:49,entri:[7,49,53,69,72],entropi:42,enum_hook:56,enumencod:[49,56],enumer:93,environ:103,epm:[1,23,37,39,42,44,47,49,50,76,79,89,106],epm_choos:47,epm_configuration_choos:[35,36,37,38,39,40,41,79],epmchoos:[35,36,37,38,39,40,44],epoch:[40,94,106],eps_pur:12,equal:[37,58],equalscondit:94,error:[73,88,99],error_messag:66,error_scor:94,estim:[3,7,10,12,14,19,20,72,89],et:[24,36,40,42,99],eta0:95,eta:[36,38,40,94,95,96],etc:59,eval_gradi:10,eval_undeterministic_model:93,evalu:[10,20,23,28,29,30,31,32,33,35,36,37,38,39,40,42,47,49,50,59,72,76,84,85,89,93,95,96,97,98,99,100,104,105,106],even:[35,36,38,40,84,107],eventu:57,everi:[36,38,40,46,82,89,93],exact:84,exampl:[35,36,38,40,42,49,57,84,86,88,90,91,93,94,95,96,97,98,99,100,102,106],examples_jupyt:92,examples_python:92,exce:[37,58,87],except:[36,37,38,40,49,56,58,63,66,73,82,94,95],exclud:68,exec:57,execdir:87,execut:[35,36,37,38,39,40,47,57,58,59,60,62,68,76,87,88,90,99,100,105],execute_func:[56,79],execute_ta_run:61,execute_ta_run_aclib:[56,79],execute_ta_run_hydra:[56,79],execute_ta_run_old:[18,19,56,61,79],executerun:37,executetafuncarrai:[59,100],executetafuncdict:[59,100],executetarunaclib:60,executetarunhydra:61,executetarunold:[18,19,61,62,76],exemplari:85,exemplifi:[57,63],exercis:[35,36,37,38,39,40,57,58,63],exhaust:[35,36,37,38,40,55,86,91],exhausted:55,exist:[49,71,72],exp:24,expand:84,expect:[40,42,57,63,88,99,105],experi:82,experiment:[16,79],exploit:106,explor:106,expon:9,exponenti:9,express:45,extend:[63,68,74,86,91,106],extens:36,extern:49,external_different_inst:49,external_ful:49,external_same_inst:49,extra:[88,103],extract:[37,76],extrapol:80,f:[7,20,42,77,90],f_:42,facad:[49,53,79,88,91,93,94,95,96,97,98,104,105],fact:37,factor:[35,36,38,40,59,63,80],factori:[29,31,33],factorial_design:[27,79],factorialinitialdesign:29,fail:[56,71,88],fair:93,falkner18a:40,falkner:[7,36,40],fals:[0,4,8,10,12,23,35,36,37,38,39,40,43,47,49,50,55,59,68,71,87,93,97,99],far:[35,36,37,38,39,40,72,82],fashion:[38,58,63],faster:[36,38,40],feat_dict:71,featur:[3,5,7,8,11,12,13,14,49,50,68,69,71,74,80,87,99,102],feature_dict:52,feature_fn:[71,87],feedback:99,feel:99,feurer:77,few:[82,92,95,97,105],fidel:[26,82,92,95,97,105,106],field:[49,72],fifo:57,fifth:88,figur:[59,72,105],file:[45,49,52,53,55,57,58,59,62,63,68,69,71,72,74,76,80,85,86,87,89,90,91,96,99,100,105,106,107],filenam:[72,74,76,87],fill:[12,63],filter:[40,68],filterwarn:[94,95],find:[85,105,106],finish:[0,53,57,58,63,87,89],finished_ta_run:55,first:[7,36,37,40,56,59,63,69,80,88,99],firstruncrashedexcept:[56,63],fit:[11,42,93,94,104,107],five:84,fix:[10,23,47,93,97],fixedset:43,flag:[18,37,99],flexibl:[7,35,82,105],fmin:42,fmin_smac:20,fn:[49,55,69,71,72,91],fold:94,folder:[53,68,86,91],follow:[12,37,40,57,58,59,69,80,84,85,87,88,90,99,100,103,104,105],forc:49,force_upd:49,foreach:37,forest:[3,12,13,14,77,80,82,103,104,105,106],form:[72,100],format:[19,50,62,71,72,80,88,89,90,100],format_help:68,formatt:68,found:[7,18,23,24,40,43,46,47,66,77,89,99],fourth:88,frac:8,fraction:[24,47,80],framework:[7,105,106],frank:77,free:[21,99,106,107],freiburg:[90,91,93,94,95,96,97,98],from:[7,8,9,10,13,15,18,19,23,35,36,37,38,39,40,42,43,44,45,47,49,50,52,55,57,58,68,69,71,72,74,76,82,85,86,87,88,89,90,91,93,94,95,96,97,98,99,100,103,104,105,106],full:[49,90,91,93,94,95,96,97,98],full_cov:3,func:[10,20,68,80],func_facad:[16,79],function_sampl:7,further:[33,42,49,56,57,58,59,60,62,63,74,77],furthermor:103,futur:[58,88],g:[20,42,57,58,59,62,63,82,89,95,105],galleri:[90,91,92,93,94,95,96,97,98],gamma:97,gamma_valu:97,gammaprior:9,gather:49,gaussian:[3,4,7,24,42,82,98,103,105,106],gaussian_process:[2,4,8,10,79],gaussian_process_mcmc:[2,79],gaussianprocess:7,gaussianprocessmcmc:8,gaussianprocessregressor:[4,7,8],gb_non_determinist:93,gcc:99,gcc_linux:103,gener:[15,20,33,35,36,37,38,39,40,43,57,58,63,69,76,77,82,85,90,91,92,93,94,95,96,97,98,99,106],generate_inst:95,georg:7,get:[10,20,36,38,40,43,44,76,93,95,103],get_all_config:49,get_all_configs_per_budget:49,get_best_incumbents_id:19,get_branin_config_spac:75,get_conditional_hyperparamet:10,get_configur:50,get_cost:49,get_default_configur:[93,94,95,97,98],get_finish:[57,58,63],get_finished_run:[57,58,63],get_instance_costs_for_config:49,get_min_cost:49,get_next_challeng:37,get_next_run:[35,36,37,38,39,40],get_param:10,get_remaing_time_budget:55,get_remaining_ta_budget:55,get_remaining_ta_run:55,get_rng:15,get_runhistori:[23,93],get_runs_for_config:[49,93],get_tae_runn:[23,94,95],get_trajectori:23,get_typ:15,get_used_wallclock_tim:55,get_x_i:50,git:103,github:[10,33,77,99,103],give:[35,38,79,82,83,89],given:[3,7,10,11,12,14,15,18,19,23,35,36,37,38,39,40,42,43,44,46,49,55,57,59,60,62,68,89,93,94,95,104,106],glob:45,global:105,go:[38,93],good:94,govern:106,gp:[7,8,24,82,98,103,106],gp_base_prior:[2,4,10,79],gp_kernel:[2,79],gp_mcmc:[24,98],gracefulli:0,gradient:[9,10,92],gradientboost:93,gradientboostingclassifi:93,grep:85,grid:24,guarante:49,guess:20,guid:99,guidelin:77,gxx_linux:103,h:[7,8,47,77],ha:[3,35,42,43,47,58,76,85,87,89,91,105],had:95,halv:[36,38,40,94,96,105],ham:24,hammingkernel:10,hand:[87,100],handi:88,handl:[18,19,36,49,57,58,59,62,63,94,96],hannov:[90,91,93,94,95,96,97,98],happen:[37,99],hardwar:[76,89,94,95],has_condit:10,hasn:99,have:[7,24,36,38,40,49,57,58,71,72,80,85,88,91,99,107],haven:103,hb4ac:21,hb:40,help:[68,80,99],help_typ:68,helper:[10,43,46,76],helpformatt:68,henc:80,here:[40,60,69,77,80,82,84,90,91,93,94,95,96,97,98,99,100],hidden_layer_s:94,hierarch:105,high:82,higher:[36,38,40,43,97],highest:[23,36,38,40,47,49,76],highest_budget:[36,38,40],highest_executed_budget:[36,38,40],histori:[37,38,49,76],hoo:77,hook:56,hope:107,horseshoeprior:9,host_id:49,how:[35,36,38,39,40,47,49,55,57,63,97,99,100,106],howev:99,hpo:97,html:[33,68],http:[10,24,33,40,42,43,77,103,107],hundr:43,hutter:[7,77,99],hydra:[18,80],hydra_facad:[16,17,79],hydra_iter:80,hydra_valid:80,hyper:12,hyperband:[21,26,34,38,40,79,94,95,105],hyperband_facad:[16,79],hypercub:[31,103],hyperparamet:[1,7,8,9,10,12,14,24,25,26,36,40,42,77,82,92,93,94,95,97,104,105],hyperparameter_length_scal:10,i:[3,7,8,13,20,23,36,37,38,40,57,84,85,87,93,95,99],id:[18,19,35,36,38,39,40,49,72,84],idea:[77,85,99],identifi:[36,40,84],idl:[36,38,40],ids_config:49,ignor:[49,60,62,76,94,95,97],illustr:94,immedi:[63,87,89],impact:24,implement:[3,5,7,12,23,36,37,40,42,43,49,57,58,59,60,63,80,84,86,88,96],implementingth:80,impli:[49,107],implicit:35,importantli:49,impos:87,improv:[42,43,105],imput:[1,5,13,50],impute_censored_data:50,impute_st:50,imputed_i:[5,13],imputor:[13,50],in_runhistory_fn_list:74,in_runhistory_list:74,in_scenario:74,in_scenario_fn_list:74,in_scenario_list:74,inact:1,inc:[18,19,23,37,47,76,89,97],inc_chang:55,inc_cost:95,inc_perf:[35,36,37,38,39,40],inc_sum_cost:35,inc_valu:[94,97],includ:[49,50,63,77,106],incondit:[94,97],incorpor:47,incorporaterunresultcallback:0,incorrectpackageversionerror:66,increas:[40,86],increment:49,incremental_update_cost:49,incs_per_round:18,incumb:[18,19,21,23,24,25,26,28,29,31,32,33,35,36,37,38,39,40,44,47,49,72,80,87,89,91,93,94,95,96,97,106],incumbent_id:72,incumbent_select:[36,38,40],incumbent_valu:44,incumbents_per_round:80,indent:49,index:[95,97],indic:[19,35,36,37,38,39,40,46,50,56,71,80,88,95],individu:[84,85],inf:[46,63,87],infer:44,influenc:80,info:[35,49,55,73,89,91,93,94,95,96,97,98],inform:[3,7,8,11,12,14,18,19,21,23,24,25,26,33,35,36,37,38,39,40,45,47,49,57,58,59,60,62,63,69,85,88,99],init_budget:[28,29,30,31,32,33],initi:[15,19,20,24,28,29,30,31,32,33,36,37,38,40,46,58,76,91,94,95],initial_budget:[36,38,40,94,95,96],initial_configur:[22,23],initial_design:[22,23,47,79],initial_design_config:47,initial_design_kwarg:[22,23],initial_incumb:87,initialdesign:[22,23,28,29,30,31,32,33,47],inproceed:77,input:[3,7,8,11,12,14,36,39,40,42,50,69,74,76,98,104,105,106],input_psmac_dir:[80,85],input_read:[64,67,71,79],inputread:69,insid:[90,96,103],inspect:[10,59],inst:[71,76],inst_id:19,inst_seed_budget:93,inst_seed_config:76,inst_seed_pair:[38,40],inst_spec:76,inst_specifics1:76,inst_specifics2:76,instal:[53,99,102],installed_vers:66,instanc:[3,7,11,12,14,18,19,23,35,36,37,38,39,40,47,49,50,57,58,59,60,61,62,63,68,69,71,74,76,82,87,88,89,90,92,97,99,100,105,106],instance1:76,instance2:76,instance_featur:[3,4,6,7,8,11,12,14,15,84],instance_fil:84,instance_id:49,instance_mod:[23,47,76,89,97],instance_ord:[36,38,40,95],instance_seed_budget_kei:49,instance_seed_budget_pair:49,instance_specif:[35,36,37,38,39,40,49,57,58,59,60,61,62,63,90],instanti:[23,38,40,100,106],instantli:[57,58,63],instead:[10,23,24,47,50,55,80],instseedbudgetkei:[37,49],instseedkei:49,integ:[59,87,94],integr:[42,98,105],integrate_acquisition_funct:23,integratedacquisitionfunct:42,intel:103,intellig:77,intend:[47,58,82,86],intens_adaptive_capping_slackfactork:80,intens_min_chal:80,intensif:[22,23,47,79,80,96,105,106],intensifi:[22,23,26,35,36,37,38,39,40,47,49,55,57,58,63,72,94,95,96],intensification_percentag:[47,80],intensifier_kwarg:[22,23,93,94,95,96],intensifierstag:37,intensifii:35,intent:[35,36,37,38,39,40,91],interact:57,interest:76,interfac:[7,36,40,47,50,53,57,58,63,76,80,85,88],interleav:[43,46],intern:[35,36,38,40,49,57,58,59,62,63,84,94,105],interpret:[12,76,87,88,100],interrupt:86,intersect:35,interv:98,invers:[50,80],investig:89,invok:[88,100],invscal:[94,95],io:[23,28,29,30,31,32,33,35,36,37,38,39,40,64,79,91],ipynb:[90,91,93,94,95,96,97,98],iri:97,is_budget_exhaust:55,isenabledfor:73,isol:57,issu:[35,77,80,99],item:84,iter:[20,35,36,37,38,40,43,44,46,49,57,71,72,80,94,95,106],itertool:95,its:[10,42,68,84,85,86,89,97,98,106],itself:82,jasper:42,java:99,job:[37,38,40,47,58,63],joblib:[23,47,76],join:91,jone:24,json:[49,55,56,69,71,72,76,91],jsonencod:49,judg:105,jupyt:[90,91,92,93,94,95,96,97,98],just:8,k1:10,k2:10,k:[3,7,10,40,49,77,97],k_gradient:10,katharina:77,keep:[3,7,57,58,63,80],kei:[49,69,71],kernel:[4,7,8,10,24,97],kfold:93,kind:40,klein:[7,24],know:[12,98],known:106,kwarg:[14,18,19,20,21,24,25,26,39,42,50,61,68,73,76],kwd:[49,72],l1_ratio:95,languag:105,larg:[80,98],larger:[36,38,40],last:40,later:[36,40],latest:99,latin:[31,103],latin_hypercube_design:[27,79],launch:[36,38,40,57,58,63,76],layer:[94,95],lbfg:94,lcb:[42,98,105],lead:[86,99],leaf:80,learn:[10,42,77,94],learning_r:[93,94,95],learning_rate_init:94,least:[35,93],left:[10,42,47,91],legal:100,len:93,length:[24,37],length_scal:10,length_scale_bound:10,less:37,let:[7,49],level:[73,80,85,91,93,94,95,96,97,98,100],leyton:77,lhd:103,lhdesign:31,li:40,like:[10,49,58,59,72,86,88,90,96,98],likelihood:[7,8,24],limit:[49,57,58,59,60,62,63,72,80,82,86,88,93,94,95,97,98,100,104],limit_resourc:[80,94,95],lindauer:[24,77],line:[37,63,68,85,90,97],linear:97,linear_model:95,linearli:50,link:99,linux:[45,103],lion:77,list:[1,3,4,6,7,8,10,11,12,14,15,18,19,20,21,22,23,24,25,26,28,29,30,31,32,33,35,36,37,38,39,40,43,44,45,46,47,49,50,52,53,57,58,59,60,61,62,63,66,68,69,71,72,74,76,84,95,99],list_:52,lnlikelihood:[7,8],lnprob:9,load:[45,49,55,85,91,93,95,97],load_digit:[94,95],load_iri:97,load_json:[49,91],loc:9,local:[38,43,58,80],localandsortedrandomsearch:43,localsearch:43,locat:[42,99,100],log:[7,8,9,12,13,15,35,36,37,38,39,40,45,50,55,64,69,70,72,79,80,89,91,93,94,95,96,97,98],log_i:12,log_traj:[35,36,37,38,39,40],logei:42,logg:[18,19],logger:[12,13,15,18,19,21,22,23,24,25,26,42,45,47,68,69,70,72],logic:[36,40],logical_or:95,logist:94,loglikelihood:7,lognormalprior:9,logpdf:9,longer:95,look:[37,43,80,88,90,99],loop:[37,39,47,57],loosevers:66,loss:[59,82,88,95],lot:[82,97],low:[82,105],lower:[3,7,13,24,105],lower_bound:9,lowest:[46,49],lr:94,lr_init:94,luckili:82,m:[5,8,13,37,40],mac:103,machin:[42,77,97,98,103],made:10,magicmixin:10,main:[43,47,53,58,68,77],main_cli:53,main_cmd_opt:68,main_opt:68,mainli:88,maintain:99,make:[7,40,49,57,58,63,72,82,93,94,95,97,99,100,103,106],make_hastie_10_2:93,manag:58,mandatori:[14,66,100],mani:[35,40,55,85,97,105,106],mansur:7,manual:103,map:[10,20,35,36,37,38,39,40,49,50,61,68,72,76],margin:[3,7,8,12,14,42],marginalis:[3,12,14],mariu:77,mark:37,markov:[98,106],massiv:105,match:[3,14,45],matern:[10,24],math:8,mathbb:42,mathbf:42,matrix:[3,50,84],matthia:77,max:[20,37,42,43,94,95,97,98,104],max_budget:[36,38,40,94,95],max_config_frac:[28,29,30,31,32,33],max_depth:[12,93,104],max_epoch:94,max_featur:93,max_it:[13,94,95],max_num_nod:12,max_step:43,max_tim:[23,47,76,89],maxfun:20,maxim:[7,42,43,49,88,93],maximum:[20,24,35,36,37,38,39,40,43,80,87,94],maxr:[35,37,80,93],mayb:[35,36,37,38,39,40],mb:[59,87],mcmc:[8,82,106],mcmc_sampler:8,mean:[3,4,7,8,9,11,12,14,19,42,49,58,76,84,88,93,94,95,97,99],meant:36,measur:[80,100,104],mechan:[57,77,94,106],medium:82,memori:[59,80,87,88,94,95,100],memory_limit:[59,87,94,95],memout:[49,56,88],mention:77,merchant:107,merge_foreign_data:[49,64,79],merge_foreign_data_from_fil:74,messag:68,meta:[103,104],metavar:68,methadata:[35,36,37,38,39,40],method:[9,12,19,35,36,37,40,42,43,47,49,57,58,63,79,89],metric:[36,38,40,87,104,106],mf:106,might:[37,40,57,58,63,91,97,98,99],min:[20,37,61],min_chal:[35,36,37,38,40,96],min_cost:49,min_samples_leaf:12,min_samples_model:[44,47],min_samples_split:[12,93],minim:[7,20,35,36,38,40,43,49,80,88,97,100,102],minimium:98,minimum:[20,35,36,37,38,39,40,49,80,106],minmaxscal:3,minr:[35,37,80,93],minut:[90,91,93,94,95,96,97,98],mismatch:66,missingpackageerror:66,mix:97,mlp:[92,95],mlp_from_cfg:94,mlp_mf:94,mlpclassifi:94,mlr:40,mnist:95,mode:[18,22,23,76,80,85,100],model:[7,13,14,21,23,42,44,47,58,77,93,97,98,99,103,104,105,106],model_kwarg:23,model_select:[93,94,95,97],model_typ:[24,98],modifi:[20,91,107],modul:[2,16,17,27,34,41,48,51,54,56,64,67,79,80,89],modulu:46,modulus_incr:46,mont:[98,106],more:[3,7,8,11,12,14,24,35,36,37,38,57,58,83,97,100,104,105],moreov:96,most:[37,49,57,59,60,62,63,69],move:[37,40,47,49,58],msg:73,mtrand:[9,13,15,18,19,20,22,23,28,29,30,31,32,33,35,36,37,38,39,40,43,44,46,47,50,76],mu:8,mu_m:8,multi:[82,92,95,105,106],multipl:[14,26,30,36,40,80,93,94,95,99,105,106],must:[3,9,14,23,43,58,90,96],mxn:40,my:99,n:[5,7,8,9,11,13,37,40,42,58,91,103],n_cat:7,n_config:55,n_configs_x_param:[28,29,30,31,32,33],n_dim:10,n_feat:[3,7],n_featur:[3,10,11,12,14,71],n_func:7,n_inc:19,n_iter:18,n_job:[22,23,47,76,89,97],n_layer:94,n_mcmc_walker:8,n_neuron:94,n_object:[3,11,14],n_opt_restart:7,n_optim:[18,19,80],n_param:3,n_points_per_tre:12,n_sampl:[3,9,11,12,14],n_samples_i:10,n_samples_x:10,n_seed:[36,38,40,96],n_sls_iter:43,n_split:[93,94,95],n_steps_plateau_walk:43,n_worker:58,name:[3,10,14,35,36,38,39,40,49,66,69,71,72,73,74,88,90],namespac:68,nan:[7,63],narg:68,nbudget:91,ndarrai:[1,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,23,30,35,36,37,38,39,40,42,44,50,52,59,69],ndarri:44,necessari:[1,10,35,36,37,43,50,57,58,63],necessarili:99,necessesari:71,need:[37,38,40,42,43,53,57,58,59,63,71,76,82,84,88,93,95,100],neg:[7,42],neighbor:43,neither:49,network:[40,94],neural:[40,94],neural_network:94,never:[43,58],nevertheless:[37,58,99],new_incumb:37,new_rh:19,new_scenario:91,new_traj_path:91,newli:37,next:[35,36,37,38,39,40,44,46,57,80,88],next_smbo_iter:[43,46],nip:[7,42],node:58,noise_level:10,noise_level_bound:10,nomorechalleng:37,non:[5,10,13,89,92,96,99],nondeterminist:[23,47,76],none:[3,4,6,7,8,10,11,12,14,15,18,19,20,22,23,28,29,30,31,32,33,35,36,37,38,39,40,42,43,44,45,46,47,49,50,52,53,55,57,58,59,60,61,62,63,66,68,69,70,71,72,76,80,82,89,94,95,97],nor:49,normal:[4,7,37],normalize_i:[7,8],normalizedkernelmixin:10,note:[3,7,8,13,35,50,59,69,85,97],notebook:[90,91,92,93,94,95,96,97,98],noth:86,now:[3,91,103],np:[1,3,4,5,7,8,9,10,11,12,13,14,15,18,19,20,24,35,36,38,39,40,42,43,44,46,47,50,59,90,93,94,95,97,98,104],nu:10,num_initial_challeng:[38,40],num_param:50,num_point:43,num_run:47,num_runs_per_config:49,num_target:14,num_tre:12,num_work:[35,36,37,38,39,40,57,58,63],number:[3,7,8,9,10,11,14,15,20,23,35,36,37,38,39,40,42,43,46,47,49,55,56,57,58,59,62,63,71,72,76,80,84,85,87,88,89,95,96,97,98,104,106],numer:98,numpi:[1,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,20,22,23,28,29,30,31,32,33,35,36,37,38,39,40,42,43,44,46,47,50,52,69,76,90,93,94,95,97,98,104],o:49,obj:[49,56,59,80,87],obj_kwarg:59,object:[0,1,3,5,7,8,9,10,15,18,19,20,23,30,35,36,37,38,39,40,42,43,44,45,46,47,49,50,52,53,55,57,58,59,60,61,62,63,68,69,70,71,72,73,76,79,82,84,87,88,89,91,93,94,95,96,97,98,100,104,105,106],object_hook:[49,56],observ:[44,49,80,106],obtain:[7,9,43,47,50],occupi:87,off:91,offer:[57,82,105],often:[82,84,98,99],old:[19,72,89,91],old_output_dir:91,old_traj_fn:72,onc:[36,38,40,43,87,94,95],one:[35,37,40,42,43,49,50,55,57,58,59,69,80,86,88,99,105],ones:[18,24,36],ongo:99,onli:[3,10,12,14,15,35,36,37,38,40,42,47,49,50,58,59,68,80,87,88,89,93,94,97,99,105,106],onlin:106,only_max_observed_budget:[49,93],open:99,opensourc:107,oper:[40,66],operate_on:10,opt:10,optim:[0,7,10,18,19,20,22,23,24,25,26,35,36,37,38,39,40,49,52,59,77,79,80,84,87,88,89,90,91,93,94,95,96,97,98,99,100,103,104,105,106],option1:87,option2:87,option:[0,3,4,6,7,8,10,11,12,13,14,15,18,19,20,21,22,23,24,25,26,28,29,30,31,32,33,35,36,37,38,39,40,43,44,47,49,50,52,53,55,56,57,58,59,60,61,62,63,68,69,70,72,76,84,85,86,88,89,99,100,102],option_str:68,order:[36,38,40,43,95],ordereddict:49,org:[24,77,90,91,93,94,95,96,97,98,107],origiginal_scenario_dict:91,origin:[9,30,38,49,62,74,77,99],original_scenario:91,os:91,other:[14,35,36,37,38,39,40,47,49,80,82,85,86,97,98,100,105],otherwis:[7,8,29,31,33,44,49,58,71,87],our:[77,82,95,97,99],out:[59,68,72],output:[3,7,35,45,53,55,68,70,71,72,76,80,85,89,91,105,106],output_2021:80,output_dir:[19,45,52,71,72,80,86,91],output_directori:[45,58,64,67,79],output_fn:76,output_format:71,output_path:85,output_writ:[64,67,79],outputwrit:71,over:[3,8,12,14,23,35,38,42,49,58,63,87,89,93,100],overal:68,overall_obj:87,overhead:43,overview:[79,102],overwrit:[12,21,24,25,26,45,49,71,91],overwrite_existing_run:49,overwritten:[29,31,33,42,49],own:[24,89],p:42,packag:[24,66,77,79,99,102],package_nam:66,page:[77,79,81,101],pai:57,pair:[20,35,37,40,49,63,69,76,89],paper:[42,77],par10:87,par:42,par_factor:[57,59,60,62,63],parallel:[19,23,36,38,40,47,57,58,63,76,80,89,97],parallel_schedul:[34,36,40,79],parallelschedul:[36,38,40],param1:88,param2:88,param:[10,42,57,58,59,60,62,63,68],paramet:[1,3,4,5,7,8,9,10,11,12,13,14,15,18,19,20,23,35,36,37,38,39,40,42,43,44,45,46,47,49,50,55,57,58,59,60,62,63,68,69,70,71,72,74,76,77,82,88,90,93,94,95,97,98,100,106],paramfil:[91,100],paramil:88,parent:[58,94,97],pars:[68,71],parse_main_command:68,parse_scenario_command:68,parse_smac_command:68,parseoverallobjectiveact:68,parser:68,parserandomconfigurationchooseract:68,part:43,partial:10,particular:[37,107],parx:87,pass:[7,14,19,20,29,31,33,36,38,40,49,56,58,59,76,84,85,87,88,91,94,95,96,99],path:[45,55,68,71,76,80,87,89,91,100],patienc:58,pattern:58,pc:[68,69,74,87,90,91,100,106],pca:[3,7],pca_compon:[3,4,6,7,8,11,12,14],pca_dim:7,pcs_fn:[71,87],pcs_new:[69,71],pdf:[40,42],peak:82,penal:[59,63],penalti:[87,95],pend:[37,40,57,58,63],pending_run:[57,58,63],per:[19,35,42,49,55,76,80,89],percentag:80,perceptron:[94,95],perform:[3,8,18,19,35,36,37,38,39,40,43,47,49,57,72,77,82,89,95,99,104,105,106],perspect:57,pi:[42,90,98,105],pick:[36,38,40],pickableloggeradapt:[69,73],pickl:[58,76],picklabl:49,pid:19,pil:62,pip:103,placehold:94,plai:84,plateau:[43,80],pleas:[36,77,85,99,100,105,107],plug:43,point:[3,7,8,11,12,14,42,43,53,74],poli:97,pool:[37,93],pop:97,popul:[37,57,58,63],portfolio:[18,19],posit:[20,40,57,58,59,62,63],possibl:[36,38,40,71,82,88,95,97,105],post:37,posterior:7,power:96,practic:[24,42,80,92],pre:105,precis:58,predefin:84,predict:[3,4,7,8,11,12,13,14,44,76,106],predict_marginalized_over_inst:[3,12,14],predict_x_best:[44,47],prefer:99,prematur:106,prepar:35,preprocess:3,present:[24,37,42,96],press:40,prevent:[38,40],previou:[18,19,21,23,24,25,26,43,47,86,99],previous:[36,37,40,45,106],print:[55,88,90,91,93,94,95,96,97,98,100],print_stat:55,prior:[4,7,8,9,10],priorit:38,prioriti:[36,38,40],privat:36,prob:46,prob_max:46,prob_min:46,probabl:[9,46,80,105],probil:46,problem:[57,58,59,60,62,63,76,82,97,98,99,105,106],proce:37,procedur:[37,38,58,96],proceed:[40,77],process:[3,4,7,19,23,24,35,37,40,47,52,53,57,68,71,76,82,87,90,91,93,97,98,99,100,103,105,106],process_first_config_run:37,process_incumbent_run:37,process_result:[35,36,37,38,39,40],processoutputdiract:68,processrunobjectiveact:68,produc:[35,57,58,63],product:10,program:[43,49,107],programiz:43,progress:[36,38,40,85],promis:[35,36,37,38,39,40,106],properli:63,properti:10,propos:37,provid:[18,19,23,37,40,43,49,57,58,59,63,68,76,82,85,87,88,89,91,92,95,96,99,100,104],pseudo:11,psmac:[19,41,49,79,80,85],psmac_facad:[16,17,79],psmac_valid:80,purpos:[84,107],py:[40,68,80,86,88,89,90,91,93,94,95,96,97,98,100],pynish:[59,80,88,94,95,100],pypi:103,pyrfr:[12,13,99],pysmac:69,python3:[77,85,88,89,103],python:[7,43,59,77,80,90,91,93,94,95,96,97,98,99,102,103,105],qcp:92,qmc:33,qualiti:[40,57,58,59,60,62,63,87,88,89,90,91,93,94,95,97,98,100,104,105,106],queri:[37,38,49,58],question:99,quickstart:86,quit:[43,86],r:[37,90,103],race:[35,36,37,38,39,40,77,80,87,94,105,106],racer:[37,38],rais:[36,38,40,44,49,63,94,99],ram:59,ran:[35,36,37,38,39,40],rand_prob:80,randint:104,random:[3,9,11,12,13,14,15,18,19,20,22,23,24,28,29,30,31,32,33,35,36,37,38,39,40,43,44,46,47,49,50,57,58,59,60,62,63,68,76,77,80,82,85,87,88,93,94,95,97,98,103,104,105,106],random_configuration_choos:[23,41,43,44,47,79,80],random_configuration_chooser_kwarg:23,random_configuration_design:[27,79],random_epm:[2,79],random_st:[93,94,95,97],randomconfigur:32,randomconfigurationchoos:[23,43,44,46,47,80],randomconfigurationchooserimpl:80,randomepm:11,randomforestclassifi:104,randomforestwithinst:[12,13,44,47],randomli:[43,80,84],randomsearch:43,randomst:[9,12,13,15,18,19,20,22,23,28,29,30,31,32,33,35,36,37,38,39,40,43,44,46,47,50,76,93,94,95,97,98],rang:[94,95,97,98,100],rank:[36,38,40],rare:88,rate:94,ratio:80,ratio_featur:12,raw:50,rbf:[10,97],re:[49,89],reach:43,react:0,read:[39,45,49,53,68,69,72,74,85,100,106],read_cmd:68,read_instance_features_fil:69,read_instance_fil:69,read_instances_fil:69,read_pcs_fil:69,read_scenario_fil:69,read_smac_scenario_dict_cmd:68,read_traj_aclib_format:[72,91],read_traj_alljson_format:72,readfeaturefileact:68,readpcsfileact:68,readtestinstfileact:68,readtraininstfileact:68,real:[19,36,38,40,57,58,59,62,63],realiz:99,realli:57,reason:[36,94,95],receiv:[58,107],recommend:[82,85,99],record:[23,47,76],recov:91,redirect:38,redistribut:107,reduc:[7,35,43,58],reevalu:76,refer:[3,7,8,11,12,14,33,36,40,77,80,99,100,106],referenc:90,reflect:88,regard:47,regardless:[36,38,40],regist:[23,37,100],register_callback:23,regress:[12,106],regressor:13,regret:[57,58,59,60,62,63],regular:[4,45],reimplement:99,rel:68,releas:99,relev:[47,55,76],reli:38,relu:94,remain:40,remov:[49,97],repeat:93,repeat_config:[35,36,37,38,39,40],repetit:[23,47,76,89,93,97],replac:[49,72,94],report:[80,99],repositori:69,repres:[49,57,58,59,62,63,77,95,100],represent:[44,49,50],reproduc:99,request:[35,38,47],requir:[7,12,40,42,44,68,80,85,87,89,95,99,100,102],required_vers:66,resolv:99,resourc:[18,19,35,36,38,40,58,59,60,62,80,85],respect:[9,10,38,40,42,58,87],respons:50,restart:[7,46,86],restart_iter:46,restor:[47,53,55,92,99],restore_branin:91,restore_incumb:[23,44,47,91],restore_m:91,restore_st:[53,80,86],restore_state_after_output_dir:53,restrict:[24,94,97],result:[0,19,23,35,36,37,38,39,40,45,47,57,58,59,60,61,62,63,76,80,88,89,90,93,97,100,105],ret:90,retriev:40,retun:[35,37],return_time_as_i:50,reus:[76,89],reuse_epm:76,rf:[12,94,97,106],rf_do_bootstrap:80,rf_kwarg:14,rf_max_depth:80,rf_min_samples_leaf:80,rf_min_samples_split:80,rf_num_tre:80,rf_opt:12,rf_ratio_featur:80,rf_with_inst:[2,44,47,79],rfr_imput:[2,79],rfrimput:13,rh:[18,19,76],rh_path:91,right:[10,42],rng:[9,12,13,15,18,19,20,22,23,28,29,30,31,32,33,35,36,37,38,39,40,43,44,46,47,50,76,93,94,95,97,98],roar:[21,22,106],roar_facad:[16,21,79],robo:[7,24],robust:[7,36,40,105],role:84,root:[50,99],rosenbrock:98,rosenbrock_2d:98,rst:68,run:[0,5,13,18,19,21,23,24,25,26,29,31,33,35,36,37,38,39,40,45,47,49,50,55,56,57,58,59,60,61,62,63,68,70,76,80,85,86,87,88,89,90,91,93,94,95,96,97,98,99,100,106],run_1:91,run_basi:37,run_challeng:37,run_dict:50,run_first_config:37,run_histori:[35,36,37,38,39,40,45,49],run_id:[15,18,19,22,23,70,91],run_incumb:37,run_info:[35,36,37,38,39,40,47,57,58,63,76],run_limit:37,run_obj:[52,57,59,60,62,63,87,91,93,94,95,97,98,104],run_obj_tim:[35,36,37,38,39,40],run_result:76,run_se:93,run_wrapp:[57,58],runcount:[93,97,98,104],runcount_limit:[86,91],runhistori:[0,18,19,20,21,22,23,24,25,26,35,36,37,38,39,40,43,44,45,47,53,56,57,58,63,72,74,76,79,85,87,88,89,91],runhistory2epm4cost:50,runhistory2epm4eip:50,runhistory2epm4invscaledcost:50,runhistory2epm4logcost:50,runhistory2epm4logscaledcost:50,runhistory2epm4scaledcost:50,runhistory2epm4sqrtscaledcost:50,runhistory2epm:[23,44,47,48,79],runhistory2epm_kwarg:23,runhistory_kwarg:23,runinfo:[35,36,37,38,39,40,47,49,57,58,59,60,61,62,63,76],runinfoint:[35,36,37,38,39,40],runkei:[49,50],runlength:[88,90,100],runner:[19,57,58,63],runs_per_config:49,runtim:[35,36,37,38,39,40,49,50,55,57,58,59,60,62,63,76,80,82,87,90,94,95,97,98,100,104,105],runvalu:[35,36,37,38,39,40,47,49,50,57,58,59,60,61,62,63,76],s:[7,12,13,18,19,20,24,35,37,43,57,58,63,71,80,90,94,95,96,98,99,106],s_miss:37,s_torun:37,safe:35,sai:7,same:[5,12,13,35,37,40,49,72,74,76,85,87,99],sampl:[3,7,8,9,15,35,37,39,42,43,80,84,93,105],sample_from_prior:9,sample_funct:7,sampler:[35,37],sass:77,sat:88,save:[45,47,49,55,69,71,72,76,87,89],save_configspac:71,save_extern:49,save_instantli:87,save_json:49,scale:[3,7,8,9,24,36,40,50,80,97],scale_perc:50,scaler:3,scen:53,scen_args_:68,scenario:[18,19,20,22,23,44,47,50,53,55,68,69,70,71,74,76,79,80,84,85,86,88,89,90,91,93,94,95,96,97,98,99,100,104],scenario_arg:20,scenario_cmd_opt:68,scenario_dict:68,scenario_fil:[68,80],scenario_opt:68,scenariofil:86,schedul:[38,46,58],scheme:[43,57],scikit:10,scipi:[7,33],score:[93,94,95,97,104],scrambl:33,scratch:49,screenshot:99,script:[90,91,93,94,95,96,97,98,100],search:[42,43,45,80,82,98],searchspac:97,sec:[35,36,37,38,39,40,47,55],second:[7,42,43,57,59,60,62,63,69,90,91,93,94,95,96,97,98],section:100,see:[20,21,24,25,26,33,37,42,49,61,84,85,89,99,100,105,106,107],seed1:76,seed2:76,seed:[3,4,6,7,8,11,12,13,14,19,35,36,37,38,39,40,49,57,58,59,60,61,62,63,76,80,85,87,88,89,90,93,94,95,96,97,99,100],seen:[35,36,38,39,40],select:[28,29,31,32,33,35,36,37,38,39,40,49,50,57,84,95,106],select_configur:30,self:[3,9,10,12,14,35,37,49,52,57,58,59,60,62,63,72,76],send:38,sens:97,separ:49,sequenc:[33,37,49,68,72,76],sequenti:[77,91,99,106],serial:[49,57,58,63],serial_runn:[56,59,60,61,62,79],serializ:49,serialrunn:[59,60,61,62,63],serv:98,set:[3,7,8,10,12,13,14,15,18,24,36,37,38,40,42,44,49,52,55,72,80,85,89,93,94,95,97,98,99,103,105,106],set_active_dim:10,set_help_typ:68,setup:99,setuptool:103,sever:[43,72,82,85,92,93,105],sgd:[92,94],sgd_from_cfg:95,sgd_instanc:95,sgdclassifi:95,sh:[36,38,40,95],sh_intensifi:[36,38,40],shape:[3,5,10,11,12,13,14],share:[85,97],shared_model:[19,80,85],should:[4,10,19,35,36,37,42,46,49,50,63,76,89,93,94,98,99,107],show:[68,82,88,91,92,99],shrink:97,shuffl:[36,38,40,93,94,95],shuffle_onc:[36,38,40,95],shutil:91,side:[47,70,76],sideeffect:71,sigma:[8,9],sigmoid:97,signatur:[10,59],signific:99,similar:59,simpl:[35,50,97,106],simple_intensifi:[34,79],simpleintensifi:39,simpli:91,simplifi:57,sinc:[68,72,76,90,94,99],singl:[29,31,33,36,40,49,58,63,83,88,97,104],single_work:58,size:[24,37,80,94,104,106],skip:[35,37,50],skipkei:49,sklearn:[3,4,7,8,10,93,94,95,97,104],skopt:10,slack:[35,36,38,40,80],slightli:[88,99],sls_max_step:80,sls_n_steps_plateau_walk:80,smac2:[12,72,99],smac3:[69,77,80,85,99,103],smac4ac:[22,23,24,25,80,82,91,96],smac4ac_sh_spear_qcp:40,smac4bb:[24,82,88,98,104],smac4hpo:[20,25,26,82,93,97],smac4mf:[26,40,82,94,95],smac4mf_mlp:40,smac4mf_sgd_inst:40,smac:[77,79,82,83,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,103,104,105,106],smac_ac_facad:[16,22,24,25,79,91,96],smac_args_:68,smac_bb_facad:[16,79,98,104],smac_cli:79,smac_cmd_opt:68,smac_dict:68,smac_facad:[20,21,24,25,26],smac_hpo_facad:[16,20,26,79,93,97],smac_mf_facad:[16,79,94,95],smac_opt:68,smacargumentpars:68,smaccli:53,small:[10,18,80],smaller:88,smbo:[18,19,21,23,24,25,26,35,37,38,41,44,46,57,58,63,79,106],smbo_class:23,snoek:42,so:[35,36,37,38,39,40,47,55,57,58,63,71,72,85,90,93,94,97,100],sobol:[24,33],sobol_design:[27,79],soboldesign:33,softtophatprior:9,softwar:107,solut:[43,44,57,58,59,62,63,88,99,100],solv:105,solver:[18,19,21,23,24,25,26,91,94,95,96],some:[60,62,71,76,82,97],something_els:88,sort:[40,43,76],sort_kei:49,sourc:[90,91,92,93,94,95,96,97,98],source_id:49,space:[4,9,49,68,69,71,72,74,85,93,94,95,97,98,100],spear:92,spear_mf_inst:96,spear_qcp:[40,96],special:71,specif:[10,12,35,36,38,39,40,57,58,59,60,62,63,69,87,88,90,95,97,100],specifi:[3,7,8,10,11,12,14,23,47,49,71,72,76,80,85,86,87,89,96,100],speed:[99,105],spent:[37,47],sphinx:[90,91,92,93,94,95,96,97,98],split:[80,93,94,95],squar:50,stabl:99,stage:[35,36,37,38,39,40],standard:[3,4,7,68],standardhelpact:68,start:[7,43,47,49,55,76,85,91,94,95,96],start_modulu:46,start_point:43,start_tim:55,startpoint:43,starttim:49,stat:[18,19,21,22,23,24,25,26,33,35,36,37,38,39,40,43,44,47,53,57,59,60,62,63,72,79,87,91],state:[15,35,37,46,47,53,86,87,91,99],statement:90,stationarykernelmixin:10,statist:[36,40,50,55,59,63],stats_path:91,statu:[35,36,37,38,39,40,47,49,56,57,58,59,60,62,63,71,88,90,94,95,97,98,100],statustyp:[49,50,56,57,58,59,60,61,62,63],stem:19,step:[43,63,80,88,89],still:[40,49,57,58,63,86,99],stochast:82,stop:[0,56],store:[35,36,37,38,39,40,45,49,50,91,94,97],store_statist:50,str:[3,7,8,10,11,12,14,18,19,20,23,24,30,35,36,37,38,39,40,42,45,47,49,52,53,55,57,58,59,60,61,62,63,66,68,69,70,71,72,73,74,76,95,96],strategi:[30,35,82],stratifiedkfold:[94,95],string:[10,23,35,36,38,39,40,47,49,55,57,58,62,63,68,69,71,76,88],structur:49,style:60,sub:72,subclass:[43,49,59],subfix:80,submiss:57,submit:[47,57,58,63],submit_run:[57,58,63],submitted_ta_run:55,submodul:79,subobject:10,subpackag:79,subprocess:19,subrout:40,subsampl:93,subsequ:50,subset:[37,49,84,95,106],substract:55,subtract:55,success:[36,38,40,49,56,57,58,59,60,62,63,88,90,94,96,105],success_st:50,successive_halv:[34,36,79,96],successivehalv:[36,40,96],suffici:82,suffix:76,suggest:[24,44,56],sum:[10,35,49],sum_:8,sum_cost:49,superset:35,supp:40,supplementari:40,support:[10,19,49,71,82,85,88,89,105],sure:[7,40,56,57,58,99,100,103],surrog:[97,98,105,106],svc:97,svm:[92,95],svm_cv:97,svm_from_cfg:97,swig:103,sy:90,synthet:92,synthetic_funct:98,system:103,t:[12,29,31,33,42,69,76,90,99,103],t_intensifi:37,ta:[35,36,38,39,40,49,55,57,58,59,60,62,63,71,72,80,87,94],ta_budget:55,ta_run:72,ta_run_limit:[28,29,30,31,32,33,87,91],ta_time_us:[55,72],tae:[18,19,22,23,47,49,50,76,79,80,88,89,97,99,106],tae_kwarg:[18,19],tae_result:76,tae_runn:[22,23,47,58,88,93,94,95,97,98,104],tae_runner_kwarg:[19,20,22,23],taeabortexcept:56,take:[3,12,58,88,93,94,97,98,99],taken:[50,69],tanh:94,target:[3,4,5,7,8,11,12,13,14,19,23,40,49,55,56,57,58,59,60,62,63,71,72,80,84,85,87,89,90,94,95,96,97,99,100,106],target_algorithm:59,target_nam:[14,95],task:[40,47,58,63],technic:82,tell:37,term:107,termin:[43,90],test:[3,7,8,23,47,49,68,71,76,77,87,89,93,97,103],test_help:[64,79],test_inst_fn:[71,87],text:77,th:[7,46],than:[7,24,35,36,37,38,40,86],thei:[23,24,40,71],them:[50,58,93,94,95,97,106],theoret:49,therebi:106,therefor:[53,90,94,97,103],theta:[7,8,9,10],thi:[3,4,7,9,10,12,19,20,21,24,25,26,35,36,37,38,40,42,43,44,45,47,49,50,53,56,57,58,63,69,70,76,77,79,81,83,84,85,86,88,89,90,91,94,95,96,97,98,99,100,101,105,107],third:88,thompson:105,those:84,though:[37,97],thread:[23,47,76],threshold:13,through:[49,88],thu:[84,99],ti:[36,38,40],tie:38,tie_break:[36,38,40],time:[23,35,36,37,38,39,40,43,47,49,50,55,57,58,59,63,72,76,80,85,86,87,88,89,90,91,93,94,95,96,97,98,100],time_bound:[35,36,37,38,39,40],time_left:47,time_sp:47,timeout:[49,50,56,57,58,59,60,62,63,86,87,88],timer:55,timestamp:[49,72],timestep:[23,47,76],titl:77,to_run:37,todo:[15,49,50,52],togeth:[43,85],toi:98,took:88,tool:[77,99],top:[36,40],tophatprior:9,total:[37,40,58,63,88,90,91,93,94,95,96,97,98],toward:24,track:[36,37,40],tracker:99,tradit:39,train:[3,4,8,11,12,14,18,23,40,47,68,72,76,80,84,87,89,93,94,97,104,106],train_and_validate_your_model:88,train_inst:71,train_inst_fn:[71,87],train_perf:72,train_random_forest:104,train_set:18,training_set:80,traj_aclib2:91,traj_list_aclib:53,traj_list_old:53,traj_log:[23,28,29,30,31,32,33,35,36,37,38,39,40,64,67,79,91],traj_logg:[28,29,30,31,32,33,35,36,37,38,39,40],traj_path:91,trajectori:[20,21,23,24,25,26,35,36,37,38,39,40,53,72,76,89,91],trajentri:[23,72],trajlogg:[28,29,30,31,32,33,35,36,37,38,39,40,72,91],transform:[4,9,50,80,84,95],transform_i:80,transform_response_valu:50,transit:37,translat:[57,72],treat:[76,88],tree:80,tri:99,trigger:[37,56],trust:106,truth:68,truthi:68,ts:[42,105],tunabl:100,tune:43,tuner:86,tupl:[3,4,6,7,8,10,11,12,14,15,20,35,36,37,38,39,40,42,43,44,49,50,53,57,58,59,60,61,62,63,68,69,72,74,76,88],two:[35,40,77,85,88,89,95,99,100],txt:[52,87,90,96,103],type:[1,3,4,5,6,7,8,9,10,11,12,13,14,18,19,20,21,22,23,24,25,26,28,29,30,31,32,33,35,36,37,38,39,40,42,43,44,45,47,49,50,55,56,59,60,61,62,63,68,69,70,71,72,74,76,94,95,97,98],typeerror:49,typic:105,unbound:[19,76],uncensored_i:[5,13],uncensored_x:[5,13],uncertainti:12,uncorrelated_mo_rf_with_inst:[2,79],uncorrelatedmultiobjectiverandomforestwithinst:14,under:[81,86,101,106,107],underli:[14,84],undeterminist:93,undeterminst:93,unexpect:86,uniformfloathyperparamet:[93,94,95,97,98],uniformintegerhyperparamet:[93,94,97,104],uniformli:[37,106],union:[4,10,15,18,19,20,22,23,43,45,47,52,57,59,60,62,63,66,72,76],unit:[4,7,47],unknown:76,unless:97,unlog_i:12,unsat:88,unseen:106,unsuit:105,untest:106,until:[57,58,63],unus:90,up:[38,40,98,99,105],updat:[35,36,37,38,39,40,42,45,47,49,55],update_average_configs_per_intensifi:55,update_cost:49,update_from_json:49,upon:[71,89],upper:24,upper_bound:9,uppper:7,url:77,us:[4,7,8,10,13,15,18,19,20,21,22,23,24,25,26,35,36,37,38,39,40,42,43,44,47,49,50,55,57,58,59,60,62,63,68,72,76,77,80,82,84,85,86,87,88,89,90,91,92,93,94,95,97,98,99,100,103,105,106,107],usag:[82,88,90,102],use_batch_s:94,use_coef0:97,use_degre:97,use_epm:[23,47],use_lr:94,use_lr_init:94,use_pynish:59,use_ta_tim:[52,80],use_ta_time_bound:37,user:[20,36,38,40,53,68],usual:56,util:[23,28,29,30,31,32,33,35,36,37,38,39,40,79,91,95,98],util_func:[2,79],v2:[62,99],v80:40,v:49,val:[18,98],val_set:[18,19],valid:[18,19,23,45,47,64,79,80,82,92,93,94,95,99,104,106],validate_epm:[76,89],validate_inc:19,validated_runhistori:76,validated_runhistory_epm:76,valu:[3,5,7,8,9,10,11,12,13,14,20,35,36,37,38,40,42,43,44,49,50,56,57,58,59,60,62,63,68,69,71,72,80,87,88,93,94,95,97,98,100],value1:[87,88],value2:[87,88],valueerror:44,valx:[18,80],var_threshold:[3,13],vari:44,variabl:[36,37,40,69],varianc:[3,4,7,8,11,12,13,14],variant:85,varieti:92,variou:[76,93],ve:40,vector:[3,7,8,43,50],vectorization_max_obtain:43,vectorization_min_obtain:43,verbos:[80,85,89,99],verbose_level:[80,89,100],veri:[80,88],verifi:85,verify_packag:66,versatil:77,version:[20,66,69,99],versu:80,via:[14,21,24,25,26,35,43,47,57,58,63,80,85,89,100,103],view:80,visit:77,vor:3,vs:[58,95],wa:[4,24,35,36,37,38,39,40,43,47,49,69,86],wai:[36,85,89,100],wait:[35,38,57,58,63],walk:43,wallclock:[23,47,55,57,58,59,63,72,76,80,87,89,94,95],wallclock_limit:[86,87,93],wallclock_tim:[23,47,55,72,76,89],wallclock_time_us:55,want:[69,77,84,85,86,88,91,94,99,100],warn:[73,94,95],warranti:107,we:[7,8,24,35,36,37,38,39,40,42,43,55,57,58,69,72,77,82,85,91,92,93,94,95,96,97,98,99],weigh:106,well:[35,57,87,93,97,98,105],were:92,what:[3,7,8,11,12,14,23,36,37,38,40,47,49,57,58,63,76,87,89,97,99],whatev:91,when:[7,10,40,47,58,59,71,80,82,87,88,89,94,99,103,106],where:[7,18,37,42,68,69,87,91,95,99,106],wherea:[36,88],whereupon:89,whether:[10,23,35,36,37,38,39,40,43,44,47,49,50,55,57,58,59,63,69,80],which:[4,10,11,18,19,20,23,35,36,37,38,39,40,42,43,45,46,47,49,57,58,59,72,77,82,84,87,88,89,93,94,95,97,98,99,100,106],whitekernel:10,whole:[3,18,88,91],whose:[42,98],wide:[95,97],within:[23,37,58,86,87,88,89,99,100,105],withing:3,without:[39,43,105,107],wolfram:9,word:106,work:[10,58,84,85,91,97,98,99],worker:[35,36,37,38,39,40,57,58,63],workshop:[7,24],wors:99,wrap:[58,99,103],wrapper:[14,20,57,58,63,90],write:[19,45,52,68,71,72,85],write_inst_features_fil:71,write_inst_fil:71,write_main_options_to_doc:68,write_scenario_fil:71,write_scenario_options_to_doc:68,write_smac_options_to_doc:68,written:[53,55,71,77,88,91,103,106],wrt:[35,42,49,74],www:43,x0:[20,98],x1:[90,98],x2:[90,98],x:[3,4,6,7,8,10,11,12,14,18,20,35,42,44,50,68,80,84,87,90,93,98],x_i:98,x_min:42,x_test:[7,8,93],x_train:[93,104],x_val:104,xgboost_from_cfg:93,xi:42,y:[3,4,5,7,8,10,11,12,13,14,35,50,80,90,93],y_test:93,y_train:[93,104],y_val:104,ye:[82,99],year:77,yet:[40,103],you:[49,71,76,77,80,84,85,86,88,89,94,95,96,97,99,100,103,105,107],your:[84,86,87,88,94,95,97,98,99,100,103,104,105,106],yourself:94,zero:[4,7,50,98],zeromean:4,zip:92},titles:["smac.callbacks module","smac.configspace.util module","smac.epm package","smac.epm.base_epm module","smac.epm.base_gp module","smac.epm.base_imputor module","smac.epm.base_rf module","smac.epm.gaussian_process module","smac.epm.gaussian_process_mcmc module","smac.epm.gp_base_prior module","smac.epm.gp_kernels module","smac.epm.random_epm module","smac.epm.rf_with_instances module","smac.epm.rfr_imputator module","smac.epm.uncorrelated_mo_rf_with_instances module","smac.epm.util_funcs module","smac.facade package","smac.facade.experimental package","smac.facade.experimental.hydra_facade module","smac.facade.experimental.psmac_facade module","smac.facade.func_facade module","smac.facade.hyperband_facade module","smac.facade.roar_facade module","smac.facade.smac_ac_facade module","smac.facade.smac_bb_facade module","smac.facade.smac_hpo_facade module","smac.facade.smac_mf_facade module","smac.initial_design package","smac.initial_design.default_configuration_design module","smac.initial_design.factorial_design module","smac.initial_design.initial_design module","smac.initial_design.latin_hypercube_design module","smac.initial_design.random_configuration_design module","smac.initial_design.sobol_design module","smac.intensification package","smac.intensification.abstract_racer module","smac.intensification.hyperband module","smac.intensification.intensification module","smac.intensification.parallel_scheduling module","smac.intensification.simple_intensifier module","smac.intensification.successive_halving module","smac.optimizer package","smac.optimizer.acquisition module","smac.optimizer.ei_optimization module","smac.optimizer.epm_configuration_chooser module","smac.optimizer.pSMAC module","smac.optimizer.random_configuration_chooser module","smac.optimizer.smbo module","smac.runhistory package","smac.runhistory.runhistory module","smac.runhistory.runhistory2epm module","smac.scenario package","smac.scenario.scenario module","smac.smac_cli module","smac.stats package","smac.stats.stats module","smac.tae package","smac.tae.base module","smac.tae.dask_runner module","smac.tae.execute_func module","smac.tae.execute_ta_run_aclib module","smac.tae.execute_ta_run_hydra module","smac.tae.execute_ta_run_old module","smac.tae.serial_runner module","smac.utils package","smac.utils.constants module","smac.utils.dependencies module","smac.utils.io package","smac.utils.io.cmd_reader module","smac.utils.io.input_reader module","smac.utils.io.output_directory module","smac.utils.io.output_writer module","smac.utils.io.traj_logging module","smac.utils.logging module","smac.utils.merge_foreign_data module","smac.utils.test_helpers module","smac.utils.validate module","Home","&lt;no title&gt;","API Reference","Arguments","CUDA","Facades","Details","Instances and Features","Parallelism","Restoring","Scenario","Target Algorithm Evaluator","Validation","Branin","Restore Branin","Examples","Non-Deterministic Gradient-Boosting","MLP with Multi-Fidelity","SGD on Instances","SPEAR-QCP with Multi-Fidelity on Instances","SVM with Cross-Validation","Synthetic Function with few Hyperparameters","F.A.Q.","Basic Usage","Comparison","Getting Started","Installation","Minimal Example","Package Overview","Glossary","License","&lt;no title&gt;","&lt;no title&gt;"],titleterms:{"function":98,A:99,abstract_rac:35,acquisit:42,algorithm:88,anaconda:103,api:79,argument:80,base:57,base_epm:3,base_gp:4,base_imputor:5,base_rf:6,basic:100,boost:93,branin:[90,91],callback:0,cmd_reader:68,commandlin:[85,86,88,89,92,100],comparison:101,compon:105,configspac:1,constant:65,contact:77,creat:87,cross:97,cuda:81,dask_runn:58,default_configuration_design:28,depend:[66,103],detail:83,determinist:93,ei_optim:43,epm:[2,3,4,5,6,7,8,9,10,11,12,13,14,15],epm_configuration_choos:44,evalu:88,exampl:[92,104],execute_func:59,execute_ta_run_aclib:60,execute_ta_run_hydra:61,execute_ta_run_old:62,experiment:[17,18,19],f:99,facad:[16,17,18,19,20,21,22,23,24,25,26,82],factorial_design:29,featur:[84,105],few:98,fidel:[94,96],func_facad:20,gaussian_process:7,gaussian_process_mcmc:8,get:102,glossari:106,gp_base_prior:9,gp_kernel:10,gradient:93,home:77,hydra_facad:18,hyperband:36,hyperband_facad:21,hyperparamet:98,inherit:82,initial_design:[27,28,29,30,31,32,33],input_read:69,instal:103,instanc:[84,95,96],intensif:[34,35,36,37,38,39,40],io:[67,68,69,70,71,72],latin_hypercube_design:31,licens:107,log:73,main:80,merge_foreign_data:74,minim:104,mlp:94,modul:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,20,21,22,23,24,25,26,28,29,30,31,32,33,35,36,37,38,39,40,42,43,44,45,46,47,49,50,52,53,55,57,58,59,60,61,62,63,65,66,68,69,70,71,72,73,74,75,76],multi:[94,96],non:93,optim:[41,42,43,44,45,46,47],option:[80,87,103],output_directori:70,output_writ:71,overview:105,packag:[2,16,17,27,34,41,48,51,54,56,64,67,105],parallel:85,parallel_schedul:38,psmac:45,psmac_facad:19,python:[85,86,88,89,92,100],q:99,qcp:96,random_configuration_choos:46,random_configuration_design:32,random_epm:11,refer:79,requir:103,restor:[86,91],rf_with_inst:12,rfr_imput:13,roar_facad:22,runhistori:[48,49,50],runhistory2epm:50,scenario:[51,52,87],serial_runn:63,sgd:95,simple_intensifi:39,smac:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,80],smac_ac_facad:23,smac_bb_facad:24,smac_cli:53,smac_hpo_facad:25,smac_mf_facad:26,smbo:47,sobol_design:33,spear:96,start:102,stat:[54,55],submodul:[2,16,17,27,34,41,48,51,54,56,64,67],subpackag:[16,64],successive_halv:40,svm:97,synthet:98,tae:[56,57,58,59,60,61,62,63],target:88,test_help:75,traj_log:72,uncorrelated_mo_rf_with_inst:14,usag:[85,100],util:[1,64,65,66,67,68,69,70,71,72,73,74,75,76],util_func:15,valid:[76,89,97]}})
\ No newline at end of file