Index

A

abandon_trial() (ax.service.ax_client.AxClient method) abandoned_arms() (ax.utils.testing.core_stubs.TestTrial method) ACQF_KWARGS (ax.utils.common.constants.Keys attribute) add_arm() (ax.utils.testing.core_stubs.TestTrial method) add_generator_run() (ax.utils.testing.core_stubs.TestTrial method) add_tracking_metrics() (ax.service.ax_client.AxClient method) aggregation() (ax.utils.sensitivity.derivative_measures.GpDGSMGpMean method) (ax.utils.sensitivity.derivative_measures.GpDGSMGpSampling method) agresti_coull_sem() (in module ax.utils.stats.statstools) all_trials (ax.utils.testing.backend_simulator.BackendSimulator property) allowed_to_fail() (in module ax.utils.common.executils) AnalysisBase (class in ax.service.utils.analysis_base) arms (ax.utils.testing.core_stubs.TestTrial property) arms_by_name() (ax.utils.testing.core_stubs.TestTrial method) array_with_string_indices_to_dict() (in module ax.utils.sensitivity.sobol_measures) assert_is_instance_dict() (in module ax.utils.common.typeutils) assert_is_instance_list() (in module ax.utils.common.typeutils) assert_is_instance_of_tuple() (in module ax.utils.common.typeutils) assert_is_instance_optional() (in module ax.utils.common.typeutils) assertAllClose() (ax.utils.common.testutils.TestCase method) assertAxBaseEqual() (ax.utils.common.testutils.TestCase method) assertDictsAlmostEqual() (ax.utils.common.testutils.TestCase method) assertEqual() (ax.utils.common.testutils.TestCase method) assertIsSubDict() (ax.utils.common.testutils.TestCase method) assertRaisesOn() (ax.utils.common.testutils.TestCase method) attach_baseline() (ax.api.client.Client method) attach_data() (ax.api.client.Client method) attach_trial() (ax.api.client.Client method) (ax.service.ax_client.AxClient method) Aug_Branin (class in ax.utils.measurement.synthetic_functions) Aug_Hartmann6 (class in ax.utils.measurement.synthetic_functions) ax.api.client module ax.api.configs module ax.api.protocols.metric module ax.api.protocols.runner module ax.api.types module ax.api.utils.instantiation.from_config module ax.benchmark.testing.benchmark_stubs module ax.service module ax.service.ax_client module ax.service.interactive_loop module ax.service.managed_loop module ax.service.utils.analysis_base module ax.service.utils.best_point module ax.service.utils.best_point_mixin module ax.service.utils.best_point_utils module ax.service.utils.early_stopping module ax.service.utils.instantiation module ax.service.utils.report_utils module ax.utils module ax.utils.common.base module ax.utils.common.constants module

ax.utils.common.decorator module ax.utils.common.docutils module ax.utils.common.equality module ax.utils.common.executils module ax.utils.common.func_enum module ax.utils.common.kwargs module ax.utils.common.logger module ax.utils.common.mock module ax.utils.common.random module ax.utils.common.result module ax.utils.common.serialization module ax.utils.common.testutils module ax.utils.common.timeutils module ax.utils.common.typeutils module ax.utils.common.typeutils_nonnative module ax.utils.common.typeutils_torch module ax.utils.measurement.synthetic_functions module ax.utils.notebook.plotting module ax.utils.report.render module ax.utils.sensitivity.derivative_gp module ax.utils.sensitivity.derivative_measures module ax.utils.sensitivity.sobol_measures module ax.utils.stats.model_fit_stats module ax.utils.stats.statstools module ax.utils.testing.backend_simulator module ax.utils.testing.core_stubs module ax.utils.testing.mock module ax.utils.testing.modeling_stubs module ax.utils.testing.preference_stubs module ax.utils.testing.test_init_files module ax.utils.testing.torch_stubs module ax.utils.testing.utils module ax.utils.testing.utils_testing_stubs module AX_ACQUISITION_KWARGS (ax.utils.common.constants.Keys attribute) ax_client_candidate_generator() (in module ax.service.interactive_loop) ax_client_data_attacher() (in module ax.service.interactive_loop) ax_parameter_sens() (in module ax.utils.sensitivity.sobol_measures) AxClient (class in ax.service.ax_client) AxOutputNameFilter (class in ax.utils.common.logger)

B

BackendSimulator (class in ax.utils.testing.backend_simulator) BackendSimulatorOptions (class in ax.utils.testing.backend_simulator) BackendSimulatorState (class in ax.utils.testing.backend_simulator) Base (class in ax.utils.common.base) BATCH_INIT_CONDITIONS (ax.utils.common.constants.Keys attribute) BestPointMixin (class in ax.service.utils.best_point_mixin)

bootstrap_indices (ax.utils.sensitivity.derivative_measures.GpDGSMGpMean attribute) bounds (ax.api.configs.RangeParameterConfig attribute) Branin (class in ax.utils.measurement.synthetic_functions) build_file_handler() (in module ax.utils.common.logger) build_objective_threshold() (ax.service.utils.instantiation.InstantiationBase static method) build_objective_thresholds() (ax.service.utils.instantiation.InstantiationBase class method) build_stream_handler() (in module ax.utils.common.logger)

C

CANDIDATE_SET (ax.utils.common.constants.Keys attribute) CANDIDATE_SIZE (ax.utils.common.constants.Keys attribute) check_sobol_node() (in module ax.utils.testing.modeling_stubs) ChoiceParameterConfig (class in ax.api.configs) ClassDecorator (class in ax.utils.common.decorator) Client (class in ax.api.client) coefficient_of_determination() (in module ax.utils.stats.model_fit_stats) compare_to_baseline_impl() (in module ax.service.utils.report_utils) complete_trial() (ax.api.client.Client method) (ax.service.ax_client.AxClient method) completed (ax.utils.testing.backend_simulator.BackendSimulatorState attribute) (ax.utils.testing.backend_simulator.SimStatus attribute), [1] compute_analyses() (ax.api.client.Client method) (ax.service.utils.analysis_base.AnalysisBase method) compute_derivatives_from_model_list() (in module ax.utils.sensitivity.derivative_measures) compute_model_fit_metrics() (in module ax.utils.stats.model_fit_stats) compute_sobol_indices_from_model_list() (in module ax.utils.sensitivity.sobol_measures)

configure_experiment() (ax.api.client.Client method) configure_generation_strategy() (ax.api.client.Client method) configure_metrics() (ax.api.client.Client method) configure_optimization() (ax.api.client.Client method) configure_runner() (ax.api.client.Client method) configure_tracking_metrics() (ax.api.client.Client method) consolidate_kwargs() (in module ax.utils.common.kwargs) constraint_from_str() (ax.service.utils.instantiation.InstantiationBase static method) construct_comparison_message() (in module ax.service.utils.report_utils) copy_doc() (in module ax.utils.common.docutils) COST_AWARE_UTILITY (ax.utils.common.constants.Keys attribute) COST_INTERCEPT (ax.utils.common.constants.Keys attribute) create_experiment() (ax.service.ax_client.AxClient method) creator (ax.api.configs.StorageConfig attribute) current_timestamp_in_millis() (in module ax.utils.common.timeutils) CURRENT_VALUE (ax.utils.common.constants.Keys attribute) CustomTestMetric (class in ax.utils.testing.core_stubs) CustomTestRunner (class in ax.utils.testing.core_stubs)

D

dataframe_equals() (in module ax.utils.common.equality) datetime_equals() (in module ax.utils.common.equality) db_id (ax.utils.common.base.Base property) decorate_callable() (ax.utils.common.decorator.ClassDecorator method) (ax.utils.common.logger.disable_logger method) (ax.utils.common.logger.disable_loggers method) decorate_class() (ax.utils.common.decorator.ClassDecorator method) DECORATE_PRIVATE (ax.utils.common.decorator.ClassDecorator attribute) DEFAULT_OBJECTIVE_NAME (ax.utils.common.constants.Keys attribute) dependent_parameters (ax.api.configs.ChoiceParameterConfig attribute) derelativize_opt_config() (in module ax.service.utils.best_point)

DerivedParameterConfig (class in ax.api.configs) deserialize_init_args() (ax.utils.common.serialization.SerializationMixin class method) DeterministicGenerationNode (class in ax.benchmark.testing.benchmark_stubs) dim (ax.benchmark.testing.benchmark_stubs.DummyTestFunction attribute) (ax.utils.sensitivity.sobol_measures.SobolSensitivityGPSampling property) disable_logger (class in ax.utils.common.logger) disable_loggers (class in ax.utils.common.logger) domain (ax.utils.measurement.synthetic_functions.SyntheticFunction property) DummyEarlyStoppingStrategy (class in ax.utils.testing.core_stubs) DummyGlobalStoppingStrategy (class in ax.utils.testing.core_stubs) DummyTestFunction (class in ax.benchmark.testing.benchmark_stubs)

E

early_stopping_strategy (ax.service.ax_client.AxClient property) entropy_of_observations() (in module ax.utils.stats.model_fit_stats) equality_typechecker() (in module ax.utils.common.equality) err (ax.utils.common.result.Err property) (ax.utils.common.result.Ok property) (ax.utils.common.result.Result property) Err (class in ax.utils.common.result) estimate_early_stopping_savings() (ax.service.ax_client.AxClient method) evaluate_true() (ax.benchmark.testing.benchmark_stubs.DummyTestFunction method) evalute_function() (ax.utils.sensitivity.sobol_measures.SobolSensitivity method) exception (ax.utils.common.result.ExceptionE attribute)

ExceptionE (class in ax.utils.common.result) execute_with_timeout() (in module ax.utils.common.executils) exp_to_df() (in module ax.service.utils.report_utils) EXPAND (ax.utils.common.constants.Keys attribute) EXPECTED_ACQF_VAL (ax.utils.common.constants.Keys attribute) experiment (ax.service.ax_client.AxClient property) (ax.service.utils.analysis_base.AnalysisBase attribute) (ax.service.utils.best_point_mixin.BestPointMixin attribute) EXPERIMENT_TOTAL_CONCURRENT_ARMS (ax.utils.common.constants.Keys attribute) experimental_metric_eval() (in module ax.utils.testing.preference_stubs) expression_str (ax.api.configs.DerivedParameterConfig attribute) extract_init_args() (in module ax.utils.common.serialization)

F

f() (ax.utils.measurement.synthetic_functions.SyntheticFunction method) FACTORIAL_PLUS_EMPIRICAL_BAYES_THOMPSON_SAMPLING (ax.utils.common.constants.Keys attribute) failed (ax.utils.testing.backend_simulator.BackendSimulatorState attribute) (ax.utils.testing.backend_simulator.SimStatus attribute), [1] failure_rate (ax.utils.testing.backend_simulator.BackendSimulator property) (ax.utils.testing.backend_simulator.BackendSimulatorOptions attribute) fetch() (ax.api.protocols.metric.IMetric method) FIDELITY_FEATURES (ax.utils.common.constants.Keys attribute) FIDELITY_WEIGHTS (ax.utils.common.constants.Keys attribute) filter() (ax.utils.common.logger.AxOutputNameFilter method) filter_kwargs() (in module ax.utils.common.kwargs) first_order_indices() (ax.utils.sensitivity.sobol_measures.SobolSensitivity method) (ax.utils.sensitivity.sobol_measures.SobolSensitivityGPMean method) (ax.utils.sensitivity.sobol_measures.SobolSensitivityGPSampling method)

fit_model() (ax.service.ax_client.AxClient method) FixedFeatures (class in ax.service.utils.instantiation) fmax (ax.utils.measurement.synthetic_functions.SyntheticFunction property) fmin (ax.utils.measurement.synthetic_functions.SyntheticFunction property) format() (in module ax.utils.testing.backend_simulator) FRAC_RANDOM (ax.utils.common.constants.Keys attribute) from_botorch() (in module ax.utils.measurement.synthetic_functions) from_json_snapshot() (ax.service.ax_client.AxClient class method) FromBotorch (class in ax.utils.measurement.synthetic_functions) FULL_PARAMETERIZATION (ax.utils.common.constants.Keys attribute) full_run() (ax.service.managed_loop.OptimizationLoop method) FuncEnum (class in ax.utils.common.func_enum)

G

GaussianLinkMean() (in module ax.utils.sensitivity.sobol_measures) generate_all_input_matrix() (ax.utils.sensitivity.sobol_measures.SobolSensitivity method) generation_strategy (ax.service.ax_client.AxClient property) (ax.service.utils.analysis_base.AnalysisBase attribute) (ax.service.utils.best_point_mixin.BestPointMixin attribute) generator_runs() (ax.utils.testing.core_stubs.TestTrial method) generic_equals() (in module ax.utils.testing.utils) get_abandoned_arm() (in module ax.utils.testing.core_stubs) get_acquisition_function_type() (in module ax.utils.testing.core_stubs) get_acquisition_type() (in module ax.utils.testing.core_stubs) get_adapter() (in module ax.benchmark.testing.benchmark_stubs) get_aggregated_benchmark_result() (in module ax.benchmark.testing.benchmark_stubs) get_and_early_stopping_strategy() (in module ax.utils.testing.core_stubs) get_arm() (in module ax.utils.testing.core_stubs) get_arm_weights1() (in module ax.utils.testing.core_stubs) get_arm_weights2() (in module ax.utils.testing.core_stubs) get_arms() (in module ax.utils.testing.core_stubs) get_arms_from_dict() (in module ax.utils.testing.core_stubs) get_async_benchmark_method() (in module ax.benchmark.testing.benchmark_stubs) get_async_benchmark_problem() (in module ax.benchmark.testing.benchmark_stubs) get_auxiliary_experiment() (in module ax.utils.testing.core_stubs) get_backend_simulator_with_trials() (in module ax.utils.testing.utils_testing_stubs) get_batch_trial() (in module ax.utils.testing.core_stubs) get_benchmark_map_metric() (in module ax.benchmark.testing.benchmark_stubs) get_benchmark_map_unavailable_while_running_metric() (in module ax.benchmark.testing.benchmark_stubs) get_benchmark_metric() (in module ax.benchmark.testing.benchmark_stubs) get_benchmark_result() (in module ax.benchmark.testing.benchmark_stubs) get_benchmark_time_varying_metric() (in module ax.benchmark.testing.benchmark_stubs) get_best_by_raw_objective_with_trial_index() (in module ax.service.utils.best_point) get_best_parameterization() (ax.api.client.Client method) get_best_parameters() (ax.service.utils.best_point_mixin.BestPointMixin method) get_best_parameters_from_model_predictions_with_trial_index() (in module ax.service.utils.best_point) get_best_point() (ax.service.managed_loop.OptimizationLoop method) get_best_raw_objective_point_with_trial_index() (in module ax.service.utils.best_point) get_best_trial() (ax.service.utils.best_point_mixin.BestPointMixin method) get_best_trial_indices() (in module ax.service.utils.best_point_utils) get_botorch_model() (in module ax.utils.testing.core_stubs) get_botorch_model_with_default_acquisition_class() (in module ax.utils.testing.core_stubs) get_botorch_model_with_surrogate_spec() (in module ax.utils.testing.core_stubs) get_branin_arms() (in module ax.utils.testing.core_stubs) get_branin_data() (in module ax.utils.testing.core_stubs) get_branin_data_batch() (in module ax.utils.testing.core_stubs) get_branin_data_multi_objective() (in module ax.utils.testing.core_stubs) get_branin_experiment() (in module ax.utils.testing.core_stubs) get_branin_experiment_with_multi_objective() (in module ax.utils.testing.core_stubs) get_branin_experiment_with_status_quo_trials() (in module ax.utils.testing.core_stubs) get_branin_experiment_with_timestamp_map_metric() (in module ax.utils.testing.core_stubs) get_branin_metric() (in module ax.utils.testing.core_stubs) get_branin_multi_objective() (in module ax.utils.testing.core_stubs) get_branin_multi_objective_optimization_config() (in module ax.utils.testing.core_stubs) get_branin_objective() (in module ax.utils.testing.core_stubs) get_branin_optimization_config() (in module ax.utils.testing.core_stubs) get_branin_outcome_constraint() (in module ax.utils.testing.core_stubs) get_branin_search_space() (in module ax.utils.testing.core_stubs) get_branin_with_multi_task() (in module ax.utils.testing.core_stubs) get_chained_input_transform() (in module ax.utils.testing.core_stubs) get_choice_parameter() (in module ax.utils.testing.core_stubs) get_contour_plot() (ax.service.ax_client.AxClient method) get_current_model() (ax.service.managed_loop.OptimizationLoop method) get_current_trial_generation_limit() (ax.service.ax_client.AxClient method) get_custom_multi_objective() (in module ax.utils.testing.core_stubs) get_data() (in module ax.utils.testing.core_stubs) get_dataset() (in module ax.utils.testing.core_stubs) get_default_generation_strategy_at_MBM_node() (in module ax.utils.testing.modeling_stubs) get_default_orchestrator_options() (in module ax.utils.testing.core_stubs) get_derived_parameter() (in module ax.utils.testing.core_stubs) get_discrete_search_space() (in module ax.benchmark.testing.benchmark_stubs) (in module ax.utils.testing.core_stubs) get_early_stopping_metrics() (in module ax.service.utils.early_stopping) get_experiment() (in module ax.utils.testing.core_stubs) get_experiment_for_value() (in module ax.utils.testing.modeling_stubs) get_experiment_with_batch_and_single_trial() (in module ax.utils.testing.core_stubs) get_experiment_with_batch_trial() (in module ax.utils.testing.core_stubs) get_experiment_with_custom_runner_and_metric() (in module ax.utils.testing.core_stubs) get_experiment_with_data() (in module ax.utils.testing.core_stubs) get_experiment_with_map_data() (in module ax.utils.testing.core_stubs) get_experiment_with_map_data_type() (in module ax.utils.testing.core_stubs) get_experiment_with_multi_objective() (in module ax.utils.testing.core_stubs) get_experiment_with_observations() (in module ax.utils.testing.core_stubs) get_experiment_with_scalarized_objective_and_outcome_constraint() (in module ax.utils.testing.core_stubs) get_experiment_with_trial() (in module ax.utils.testing.core_stubs) get_experiment_with_trial_with_ttl() (in module ax.utils.testing.core_stubs) get_factorial_experiment() (in module ax.utils.testing.core_stubs) get_factorial_metric() (in module ax.utils.testing.core_stubs) get_factorial_search_space() (in module ax.utils.testing.core_stubs) get_feature_importances() (ax.service.ax_client.AxClient method) get_figure_and_callback() (in module ax.service.utils.report_utils) get_fixed_parameter() (in module ax.utils.testing.core_stubs) get_function_argument_names() (in module ax.utils.common.kwargs) get_function_default_arguments() (in module ax.utils.common.kwargs) get_gamma_prior() (in module ax.utils.testing.core_stubs) get_generation_strategy() (in module ax.utils.testing.modeling_stubs) get_generator_run() (in module ax.utils.testing.core_stubs) get_generator_run2() (in module ax.utils.testing.core_stubs) get_hartmann_metric() (in module ax.utils.testing.core_stubs) get_hierarchical_choice_parameter() (in module ax.utils.testing.core_stubs) get_hierarchical_search_space() (in module ax.utils.testing.core_stubs) get_hierarchical_search_space_experiment() (in module ax.utils.testing.core_stubs) get_high_dimensional_branin_experiment() (in module ax.utils.testing.core_stubs) get_hypervolume() (ax.service.utils.best_point_mixin.BestPointMixin method) get_hypervolume_trace_of_outcomes_multi_objective() (in module ax.service.utils.best_point) get_improvement_global_stopping_strategy() (in module ax.utils.testing.core_stubs) get_improvement_over_baseline() (ax.service.utils.best_point_mixin.BestPointMixin method) get_input_transform_type() (in module ax.utils.testing.modeling_stubs) get_interval() (in module ax.utils.testing.core_stubs) get_jenatton_arm() (in module ax.benchmark.testing.benchmark_stubs) get_jenatton_batch_trial() (in module ax.benchmark.testing.benchmark_stubs) get_jenatton_experiment() (in module ax.benchmark.testing.benchmark_stubs) get_jenatton_trials() (in module ax.benchmark.testing.benchmark_stubs) get_KxX_dx() (in module ax.utils.sensitivity.derivative_gp) get_Kxx_dx2() (in module ax.utils.sensitivity.derivative_gp) get_KXX_inv() (in module ax.utils.sensitivity.derivative_gp) get_l2_reg_weight_parameter() (in module ax.utils.testing.core_stubs) get_large_factorial_search_space() (in module ax.utils.testing.core_stubs) get_large_ordinal_search_space() (in module ax.utils.testing.core_stubs) get_legacy_list_surrogate_generation_step_as_dict() (in module ax.utils.testing.modeling_stubs) get_logger() (in module ax.utils.common.logger)

get_lr_parameter() (in module ax.utils.testing.core_stubs) get_many_branin_objective_opt_config() (in module ax.utils.testing.core_stubs) get_map_data() (in module ax.utils.testing.core_stubs) get_map_metric() (in module ax.utils.testing.core_stubs) get_map_objective() (in module ax.utils.testing.core_stubs) get_map_optimization_config() (in module ax.utils.testing.core_stubs) get_max_concurrency() (ax.service.ax_client.AxClient method) get_max_parallelism() (ax.service.ax_client.AxClient method) get_metric() (in module ax.utils.testing.core_stubs) get_mll_type() (in module ax.utils.testing.core_stubs) get_mock_lcbench_data() (in module ax.benchmark.testing.benchmark_stubs) get_model_covariance() (in module ax.utils.testing.core_stubs) get_model_mean() (in module ax.utils.testing.core_stubs) get_model_parameter() (in module ax.utils.testing.core_stubs) get_model_predictions() (ax.service.ax_client.AxClient method) (in module ax.utils.testing.core_stubs) get_model_predictions_for_parameterizations() (ax.service.ax_client.AxClient method) get_model_predictions_per_arm() (in module ax.utils.testing.core_stubs) get_model_type() (in module ax.utils.testing.core_stubs) get_moo_surrogate() (in module ax.benchmark.testing.benchmark_stubs) get_multi_objective() (in module ax.utils.testing.core_stubs) get_multi_objective_benchmark_problem() (in module ax.benchmark.testing.benchmark_stubs) get_multi_objective_optimization_config() (in module ax.utils.testing.core_stubs) get_multi_type_experiment() (in module ax.utils.testing.core_stubs) get_next_candidate() (ax.benchmark.testing.benchmark_stubs.DeterministicGenerationNode method) get_next_trial() (ax.service.ax_client.AxClient method) get_next_trials() (ax.api.client.Client method) (ax.service.ax_client.AxClient method) get_non_failed_arm_names() (in module ax.utils.testing.core_stubs) get_non_monolithic_branin_moo_data() (in module ax.utils.testing.core_stubs) get_num_boost_rounds_parameter() (in module ax.utils.testing.core_stubs) get_objective() (in module ax.utils.testing.core_stubs) get_objective_threshold() (in module ax.utils.testing.core_stubs) get_observation1() (in module ax.utils.testing.modeling_stubs) get_observation1trans() (in module ax.utils.testing.modeling_stubs) get_observation2() (in module ax.utils.testing.modeling_stubs) get_observation_features() (in module ax.utils.testing.modeling_stubs) get_offline_experiments() (in module ax.utils.testing.core_stubs) get_offline_experiments_subset() (in module ax.utils.testing.core_stubs) get_online_experiments() (in module ax.utils.testing.core_stubs) get_online_experiments_subset() (in module ax.utils.testing.core_stubs) get_online_sobol_mbm_generation_strategy() (in module ax.utils.testing.core_stubs) get_optimization_config() (in module ax.utils.testing.core_stubs) get_optimization_config_no_constraints() (in module ax.utils.testing.core_stubs) get_optimization_trace() (ax.service.ax_client.AxClient method) get_or_early_stopping_strategy() (in module ax.utils.testing.core_stubs) get_orchestrator_options_batch_trial() (in module ax.utils.testing.core_stubs) get_order_constraint() (in module ax.utils.testing.core_stubs) get_ordered_choice_parameter() (in module ax.utils.testing.core_stubs) get_outcome_constraint() (in module ax.utils.testing.core_stubs) get_outcome_transfrom_type() (in module ax.utils.testing.modeling_stubs) get_parameter_constraint() (in module ax.utils.testing.core_stubs) get_pareto_frontier() (ax.api.client.Client method) get_pareto_optimal_parameters() (ax.service.utils.best_point_mixin.BestPointMixin method) (in module ax.service.utils.best_point) get_pathlib_path() (in module ax.utils.testing.core_stubs) get_pausing_criterion() (in module ax.utils.testing.core_stubs) get_pbo_experiment() (in module ax.utils.testing.preference_stubs) get_percentile_early_stopping_strategy() (in module ax.utils.testing.core_stubs) get_percentile_early_stopping_strategy_with_non_objective_metric_signature() (in module ax.utils.testing.core_stubs) get_range_parameter() (in module ax.utils.testing.core_stubs) get_range_parameter2() (in module ax.utils.testing.core_stubs) get_recommended_max_parallelism() (ax.service.ax_client.AxClient static method) get_saas_adapter() (in module ax.benchmark.testing.benchmark_stubs) get_scalarized_objective() (in module ax.utils.testing.core_stubs) get_scalarized_outcome_constraint() (in module ax.utils.testing.core_stubs) get_search_space() (in module ax.utils.testing.core_stubs) get_search_space_for_range_value() (in module ax.utils.testing.core_stubs) get_search_space_for_range_values() (in module ax.utils.testing.core_stubs) get_search_space_for_value() (in module ax.utils.testing.core_stubs) get_search_space_with_choice_parameters() (in module ax.utils.testing.core_stubs) get_sim_trial_by_index() (ax.utils.testing.backend_simulator.BackendSimulator method) get_single_objective_benchmark_problem() (in module ax.benchmark.testing.benchmark_stubs) get_small_discrete_search_space() (in module ax.utils.testing.core_stubs) get_sobol_MBM_MTGP_gs() (in module ax.utils.testing.modeling_stubs) get_soo_surrogate() (in module ax.benchmark.testing.benchmark_stubs) get_soo_surrogate_test_function() (in module ax.benchmark.testing.benchmark_stubs) get_sorted_choice_parameter() (in module ax.utils.testing.core_stubs) get_standard_plots() (in module ax.service.utils.report_utils) get_status_quo() (in module ax.utils.testing.core_stubs) get_status_quo_branin() (in module ax.utils.testing.core_stubs) get_sum_constraint1() (in module ax.utils.testing.core_stubs) get_sum_constraint2() (in module ax.utils.testing.core_stubs) get_surrogate() (in module ax.utils.testing.core_stubs) get_surrogate_as_dict() (in module ax.utils.testing.modeling_stubs) get_surrogate_generation_node() (in module ax.utils.testing.modeling_stubs) get_surrogate_generation_step() (in module ax.utils.testing.modeling_stubs) get_surrogate_spec_as_dict() (in module ax.utils.testing.modeling_stubs) get_surrogate_spec_with_default() (in module ax.utils.testing.core_stubs) get_surrogate_spec_with_inputs() (in module ax.utils.testing.core_stubs) get_surrogate_spec_with_lognormal() (in module ax.utils.testing.core_stubs) get_synthetic_runner() (in module ax.utils.testing.core_stubs) get_task_choice_parameter() (in module ax.utils.testing.core_stubs) get_tensor_converter_adapter() (in module ax.service.utils.best_point) get_test_map_data_experiment() (in module ax.utils.testing.core_stubs) get_threshold_early_stopping_strategy() (in module ax.utils.testing.core_stubs) get_to_new_sq_transform_type() (in module ax.utils.testing.modeling_stubs) get_torch_test_data() (in module ax.utils.testing.torch_stubs) get_trace() (in module ax.service.utils.best_point) get_trace_by_arm_pull_from_data() (in module ax.service.utils.best_point) get_trace_by_progression() (ax.service.utils.best_point_mixin.BestPointMixin method) get_transform_type() (in module ax.utils.testing.modeling_stubs) get_trial() (ax.service.ax_client.AxClient method) (in module ax.utils.testing.core_stubs) get_trial_based_criterion() (in module ax.utils.testing.core_stubs) get_trial_parameters() (ax.service.ax_client.AxClient method) get_trials_data_frame() (ax.service.ax_client.AxClient method) get_values_of_outcomes_single_or_scalarized_objective() (in module ax.service.utils.best_point) get_weights() (in module ax.utils.testing.core_stubs) get_weights_from_dict() (in module ax.utils.testing.core_stubs) get_winsorization_config() (in module ax.utils.testing.core_stubs) global_stopping_strategy (ax.service.ax_client.AxClient property) GpDGSMGpMean (class in ax.utils.sensitivity.derivative_measures) GpDGSMGpSampling (class in ax.utils.sensitivity.derivative_measures) gradient_absolute_measure() (ax.utils.sensitivity.derivative_measures.GpDGSMGpMean method) gradient_measure() (ax.utils.sensitivity.derivative_measures.GpDGSMGpMean method) gradients_square_measure() (ax.utils.sensitivity.derivative_measures.GpDGSMGpMean method)

H

h2_html() (in module ax.utils.report.render) h3_html() (in module ax.utils.report.render)

handle_exceptions_in_retries() (in module ax.utils.common.executils) Hartmann6 (class in ax.utils.measurement.synthetic_functions)

I

IMetric (class in ax.api.protocols.metric) IMMUTABLE_SEARCH_SPACE_AND_OPT_CONF (ax.utils.common.constants.Keys attribute) infer_reference_point_from_experiment() (in module ax.service.utils.best_point) informative_failure_on_none() (ax.utils.measurement.synthetic_functions.SyntheticFunction method) init_notebook_plotting() (in module ax.utils.notebook.plotting) InitTest (class in ax.utils.testing.test_init_files) InstantiationBase (class in ax.service.utils.instantiation) interactive_optimize() (in module ax.service.interactive_loop) interactive_optimize_with_client() (in module ax.service.interactive_loop) internal_clock (ax.utils.testing.backend_simulator.BackendSimulatorOptions attribute)

inverse_variance_weight() (in module ax.utils.stats.statstools) IRunner (class in ax.api.protocols.runner) is_ax_equal() (in module ax.utils.common.equality) is_err() (ax.utils.common.result.Err method) (ax.utils.common.result.Ok method) (ax.utils.common.result.Result method) is_ok() (ax.utils.common.result.Err method) (ax.utils.common.result.Ok method) (ax.utils.common.result.Result method) is_ordered (ax.api.configs.ChoiceParameterConfig attribute) is_row_feasible() (in module ax.service.utils.best_point)

K

Keys (class in ax.utils.common.constants)

L

link_html() (in module ax.utils.report.render) list_item_html() (in module ax.utils.report.render) LLM_MESSAGES (ax.utils.common.constants.Keys attribute) load() (ax.service.ax_client.AxClient static method) load_experiment() (ax.service.ax_client.AxClient static method) load_experiment_from_database() (ax.service.ax_client.AxClient method) load_from_database() (ax.api.client.Client class method)

load_from_json_file() (ax.api.client.Client class method) (ax.service.ax_client.AxClient class method) log() (ax.utils.testing.backend_simulator.BackendSimulator method) log_trial_failure() (ax.service.ax_client.AxClient method) logger (in module ax.service.utils.instantiation) LONG_RUN (ax.utils.common.constants.Keys attribute) lookup_trial_index_status() (ax.utils.testing.backend_simulator.BackendSimulator method)

M

make_experiment() (ax.service.utils.instantiation.InstantiationBase class method) make_fixed_observation_features() (ax.service.utils.instantiation.InstantiationBase static method) make_indices_str() (in module ax.utils.common.logger) make_objective_thresholds() (ax.service.utils.instantiation.InstantiationBase class method) make_objectives() (ax.service.utils.instantiation.InstantiationBase class method) make_optimization_config() (ax.service.utils.instantiation.InstantiationBase class method) make_optimization_config_from_properties() (ax.service.utils.instantiation.InstantiationBase class method) make_outcome_constraints() (ax.service.utils.instantiation.InstantiationBase class method) make_search_space() (ax.service.utils.instantiation.InstantiationBase class method) map() (ax.utils.common.result.Err method) (ax.utils.common.result.Ok method) (ax.utils.common.result.Result method) map_err() (ax.utils.common.result.Err method) (ax.utils.common.result.Ok method) (ax.utils.common.result.Result method) map_or() (ax.utils.common.result.Err method) (ax.utils.common.result.Ok method) (ax.utils.common.result.Result method) map_or_else() (ax.utils.common.result.Err method) (ax.utils.common.result.Ok method) (ax.utils.common.result.Result method) marginal_effects() (in module ax.utils.stats.statstools) mark_trial_abandoned() (ax.api.client.Client method) mark_trial_early_stopped() (ax.api.client.Client method) mark_trial_failed() (ax.api.client.Client method) max_concurrency (ax.utils.testing.backend_simulator.BackendSimulator property) (ax.utils.testing.backend_simulator.BackendSimulatorOptions attribute) MAXIMIZE (ax.service.utils.instantiation.MetricObjective attribute) (ax.utils.common.constants.Keys attribute) (ax.utils.stats.model_fit_stats.ModelFitMetricDirection attribute) maximums (ax.utils.measurement.synthetic_functions.SyntheticFunction property) maybe_extract_baseline_comparison_values() (in module ax.service.utils.report_utils) mean_gradients (ax.utils.sensitivity.derivative_measures.GpDGSMGpMean attribute) mean_gradients_btsp (ax.utils.sensitivity.derivative_measures.GpDGSMGpMean attribute) mean_of_the_standardized_error() (in module ax.utils.stats.model_fit_stats) message (ax.utils.common.result.ExceptionE attribute) METADATA (ax.utils.common.constants.Keys attribute) metric_definitions (ax.service.ax_client.AxClient property) metric_names (ax.service.ax_client.AxClient property) METRIC_NAMES (ax.utils.common.constants.Keys attribute) MetricObjective (class in ax.service.utils.instantiation) minimal_optimize_with_nsgaii() (in module ax.utils.testing.mock) MINIMIZE (ax.service.utils.instantiation.MetricObjective attribute) minimize (ax.service.utils.instantiation.ObjectiveProperties attribute) MINIMIZE (ax.utils.stats.model_fit_stats.ModelFitMetricDirection attribute) minimums (ax.utils.measurement.synthetic_functions.SyntheticFunction property) mock_botorch_optimize() (in module ax.utils.testing.mock) mock_botorch_optimize_context_manager() (in module ax.utils.testing.mock) mock_patch_method_original() (in module ax.utils.common.mock) ModelFitMetricDirection (class in ax.utils.stats.model_fit_stats) ModelFitMetricProtocol (class in ax.utils.stats.model_fit_stats) module ax.api.client ax.api.configs ax.api.protocols.metric ax.api.protocols.runner ax.api.types ax.api.utils.instantiation.from_config ax.benchmark.testing.benchmark_stubs ax.service ax.service.ax_client ax.service.interactive_loop ax.service.managed_loop ax.service.utils.analysis_base ax.service.utils.best_point ax.service.utils.best_point_mixin ax.service.utils.best_point_utils ax.service.utils.early_stopping ax.service.utils.instantiation ax.service.utils.report_utils ax.utils ax.utils.common.base ax.utils.common.constants ax.utils.common.decorator ax.utils.common.docutils ax.utils.common.equality ax.utils.common.executils ax.utils.common.func_enum ax.utils.common.kwargs ax.utils.common.logger ax.utils.common.mock ax.utils.common.random ax.utils.common.result ax.utils.common.serialization ax.utils.common.testutils ax.utils.common.timeutils ax.utils.common.typeutils ax.utils.common.typeutils_nonnative ax.utils.common.typeutils_torch ax.utils.measurement.synthetic_functions ax.utils.notebook.plotting ax.utils.report.render ax.utils.sensitivity.derivative_gp ax.utils.sensitivity.derivative_measures ax.utils.sensitivity.sobol_measures ax.utils.stats.model_fit_stats ax.utils.stats.statstools ax.utils.testing.backend_simulator ax.utils.testing.core_stubs ax.utils.testing.mock ax.utils.testing.modeling_stubs ax.utils.testing.preference_stubs ax.utils.testing.test_init_files ax.utils.testing.torch_stubs ax.utils.testing.utils ax.utils.testing.utils_testing_stubs

N

name (ax.api.configs.ChoiceParameterConfig attribute) (ax.api.configs.DerivedParameterConfig attribute) (ax.api.configs.RangeParameterConfig attribute) (ax.utils.measurement.synthetic_functions.FromBotorch property) (ax.utils.measurement.synthetic_functions.SyntheticFunction property) named_tuple_to_dict() (in module ax.utils.common.serialization) new_trial() (ax.utils.testing.backend_simulator.BackendSimulator method) num_completed (ax.utils.testing.backend_simulator.BackendSimulator property)

num_failed (ax.utils.testing.backend_simulator.BackendSimulator property) NUM_FANTASIES (ax.utils.common.constants.Keys attribute) NUM_INNER_RESTARTS (ax.utils.common.constants.Keys attribute) num_outcomes (ax.benchmark.testing.benchmark_stubs.DummyTestFunction attribute) num_queued (ax.utils.testing.backend_simulator.BackendSimulator property) NUM_RESTARTS (ax.utils.common.constants.Keys attribute) num_running (ax.utils.testing.backend_simulator.BackendSimulator property) NUM_TRACE_OBSERVATIONS (ax.utils.common.constants.Keys attribute) numpy_type_to_python_type() (in module ax.utils.common.typeutils_nonnative)

O

object_attribute_dicts_equal() (in module ax.utils.common.equality) object_attribute_dicts_find_unequal_fields() (in module ax.utils.common.equality) objective (ax.service.ax_client.AxClient property) objective_name (ax.service.ax_client.AxClient property) objective_names (ax.service.ax_client.AxClient property) objective_threshold_constraint_from_str() (ax.service.utils.instantiation.InstantiationBase class method) ObjectiveProperties (class in ax.service.utils.instantiation) ok (ax.utils.common.result.Err property) (ax.utils.common.result.Ok property) (ax.utils.common.result.Result property)

Ok (class in ax.utils.common.result) optimization_config_from_objectives() (ax.service.utils.instantiation.InstantiationBase static method) OptimizationLoop (class in ax.service.managed_loop) optimize() (in module ax.service.managed_loop) OPTIMIZER_KWARGS (ax.utils.common.constants.Keys attribute) options (ax.utils.testing.backend_simulator.BackendSimulatorState attribute) outcome_constraint_from_str() (ax.service.utils.instantiation.InstantiationBase class method) outcome_names (ax.benchmark.testing.benchmark_stubs.DummyTestFunction attribute)

P

p_html() (in module ax.utils.report.render) pairwise_pref_metric_eval() (in module ax.utils.testing.preference_stubs) PAIRWISE_PREFERENCE_QUERY (ax.utils.common.constants.Keys attribute) parameter_from_config() (in module ax.api.utils.instantiation.from_config) parameter_from_json() (ax.service.utils.instantiation.InstantiationBase class method) parameter_type (ax.api.configs.ChoiceParameterConfig attribute) (ax.api.configs.DerivedParameterConfig attribute) (ax.api.configs.RangeParameterConfig attribute)

parameters (ax.service.utils.instantiation.FixedFeatures attribute) pareto_frontier_scatter_2d_plotly() (in module ax.service.utils.report_utils) poll_trial() (ax.api.protocols.runner.IRunner method) positive_part_james_stein() (in module ax.utils.stats.statstools) posterior_derivative() (in module ax.utils.sensitivity.derivative_gp) predict() (ax.api.client.Client method) PREFERENCE_DATA (ax.utils.common.constants.Keys attribute) ProbitLinkMean() (in module ax.utils.sensitivity.sobol_measures) PROJECT (ax.utils.common.constants.Keys attribute)

Q

QMC (ax.utils.common.constants.Keys attribute)

queued (ax.utils.testing.backend_simulator.BackendSimulatorState attribute) (ax.utils.testing.backend_simulator.SimStatus attribute), [1]

R

RangeParameterConfig (class in ax.api.configs) RAW_INNER_SAMPLES (ax.utils.common.constants.Keys attribute) RAW_SAMPLES (ax.utils.common.constants.Keys attribute) registry_bundle (ax.api.configs.StorageConfig attribute) remove_tracking_metric() (ax.service.ax_client.AxClient method) render() (in module ax.utils.notebook.plotting) render_report_elements() (in module ax.utils.report.render) required_dimensionality (ax.utils.measurement.synthetic_functions.SyntheticFunction property) Result (class in ax.utils.common.result) RESUMED_FROM_STORAGE_TS (ax.utils.common.constants.Keys attribute)

retry_on_exception() (in module ax.utils.common.executils) run() (ax.utils.testing.core_stubs.CustomTestRunner method) run_branin_experiment_with_generation_strategy() (in module ax.utils.testing.core_stubs) run_trial() (ax.api.protocols.runner.IRunner method) (ax.service.managed_loop.OptimizationLoop method) (ax.utils.testing.backend_simulator.BackendSimulator method) run_trials() (ax.api.client.Client method) run_trials_with_gs() (in module ax.utils.testing.utils) running (ax.utils.testing.backend_simulator.BackendSimulatorState attribute) (ax.utils.testing.backend_simulator.SimStatus attribute), [1]

S

same_elements() (in module ax.utils.common.equality) sample_discrete_parameters() (in module ax.utils.sensitivity.derivative_measures) SAMPLER (ax.utils.common.constants.Keys attribute) samples_gradients (ax.utils.sensitivity.derivative_measures.GpDGSMGpSampling attribute) samples_gradients_btsp (ax.utils.sensitivity.derivative_measures.GpDGSMGpSampling attribute) save() (ax.service.ax_client.AxClient static method) save_to_json_file() (ax.api.client.Client method) (ax.service.ax_client.AxClient method) scaling (ax.api.configs.RangeParameterConfig attribute) second_order_indices() (ax.utils.sensitivity.sobol_measures.SobolSensitivity method) (ax.utils.sensitivity.sobol_measures.SobolSensitivityGPMean method) (ax.utils.sensitivity.sobol_measures.SobolSensitivityGPSampling method) SEED_INNER (ax.utils.common.constants.Keys attribute) select_baseline_name_default_first_trial() (in module ax.service.utils.best_point_utils) SEQUENTIAL (ax.utils.common.constants.Keys attribute) SerializationMixin (class in ax.utils.common.serialization) serialize_init_args() (ax.utils.common.serialization.SerializationMixin class method) (in module ax.utils.common.serialization) set_ax_logger_levels() (in module ax.utils.common.logger) set_early_stopping_strategy() (ax.api.client.Client method) set_experiment() (ax.api.client.Client method) set_generation_strategy() (ax.api.client.Client method) set_optimization_config() (ax.api.client.Client method) (ax.service.ax_client.AxClient method) set_rng_seed() (in module ax.utils.common.random) set_search_space() (ax.service.ax_client.AxClient method) set_status_quo() (ax.service.ax_client.AxClient method) set_stderr_log_level() (in module ax.utils.common.logger) setUp() (ax.utils.common.testutils.TestCase method) SHORT_RUN (ax.utils.common.constants.Keys attribute) should_stop_trial_early() (ax.api.client.Client method)

should_stop_trials_early() (ax.service.ax_client.AxClient method) (in module ax.service.utils.early_stopping) silence_stderr() (ax.utils.common.testutils.TestCase static method) sim_completed_time (ax.utils.testing.backend_simulator.SimTrial attribute), [1] sim_queued_time (ax.utils.testing.backend_simulator.SimTrial attribute), [1] sim_runtime (ax.utils.testing.backend_simulator.SimTrial attribute), [1] sim_start_time (ax.utils.testing.backend_simulator.SimTrial attribute), [1] SimStatus (class in ax.utils.testing.backend_simulator) SimTrial (class in ax.utils.testing.backend_simulator) skip_fit_gpytorch_mll() (in module ax.utils.testing.mock) skip_fit_gpytorch_mll_context_manager() (in module ax.utils.testing.mock) sobol_gpei_generation_node_gs() (in module ax.utils.testing.modeling_stubs) SobolSensitivity (class in ax.utils.sensitivity.sobol_measures) SobolSensitivityGPMean (class in ax.utils.sensitivity.sobol_measures) SobolSensitivityGPSampling (class in ax.utils.sensitivity.sobol_measures) SortableBase (class in ax.utils.common.base) state() (ax.utils.testing.backend_simulator.BackendSimulator method) STATE_DICT (ax.utils.common.constants.Keys attribute) status() (ax.utils.testing.backend_simulator.BackendSimulator method) status_quo (ax.service.ax_client.AxClient property) std_of_the_standardized_error() (in module ax.utils.stats.model_fit_stats) step_size (ax.api.configs.RangeParameterConfig attribute) stop_trial() (ax.api.protocols.runner.IRunner method) (ax.utils.testing.backend_simulator.BackendSimulator method) stop_trial_early() (ax.service.ax_client.AxClient method) StorageConfig (class in ax.api.configs) SUBCLASS (ax.utils.common.constants.Keys attribute) SUBSET_MODEL (ax.utils.common.constants.Keys attribute) sum_utility() (in module ax.utils.testing.preference_stubs) summarize() (ax.api.client.Client method) SyntheticFunction (class in ax.utils.measurement.synthetic_functions)

T

table_cell_html() (in module ax.utils.report.render) table_heading_cell_html() (in module ax.utils.report.render) table_html() (in module ax.utils.report.render) table_row_html() (in module ax.utils.report.render) TASK_FEATURE_NAME (ax.utils.common.constants.Keys attribute) TASK_FEATURES (ax.utils.common.constants.Keys attribute) tb_str() (ax.utils.common.result.ExceptionE method) test_InitFiles() (ax.utils.testing.test_init_files.InitTest method) TestCase (class in ax.utils.common.testutils) TestTrial (class in ax.utils.testing.core_stubs) threshold (ax.service.utils.instantiation.ObjectiveProperties attribute) time (ax.utils.testing.backend_simulator.BackendSimulator property) time_remaining (ax.utils.testing.backend_simulator.SimStatus attribute), [1] time_scaling (ax.utils.testing.backend_simulator.BackendSimulator property) (ax.utils.testing.backend_simulator.BackendSimulatorOptions attribute)

timestamps_in_range() (in module ax.utils.common.timeutils) to_ds() (in module ax.utils.common.timeutils) to_json_snapshot() (ax.service.ax_client.AxClient method) to_ts() (in module ax.utils.common.timeutils) torch_type_from_str() (in module ax.utils.common.typeutils_torch) torch_type_to_str() (in module ax.utils.common.typeutils_torch) total_order_indices() (ax.utils.sensitivity.sobol_measures.SobolSensitivity method) (ax.utils.sensitivity.sobol_measures.SobolSensitivityGPMean method) (ax.utils.sensitivity.sobol_measures.SobolSensitivityGPSampling method) total_variance() (in module ax.utils.stats.statstools) TRIAL_COMPLETION_TIMESTAMP (ax.utils.common.constants.Keys attribute) trial_index (ax.service.utils.instantiation.FixedFeatures attribute) (ax.utils.testing.backend_simulator.SimTrial attribute), [1]

U

unixtime_to_pandas_ts() (in module ax.utils.common.timeutils) UNKNOWN_GENERATION_NODE (ax.utils.common.constants.Keys attribute) UNNAMED_ARM (ax.utils.common.constants.Keys attribute) unordered_list_html() (in module ax.utils.report.render) unwrap() (ax.utils.common.result.Err method) (ax.utils.common.result.Ok method) (ax.utils.common.result.Result method) unwrap_err() (ax.utils.common.result.Err method) (ax.utils.common.result.Ok method) (ax.utils.common.result.Result method) unwrap_or() (ax.utils.common.result.Err method) (ax.utils.common.result.Ok method) (ax.utils.common.result.Result method)

unwrap_or_else() (ax.utils.common.result.Err method) (ax.utils.common.result.Ok method) (ax.utils.common.result.Result method) update() (ax.utils.testing.backend_simulator.BackendSimulator method) update_generator_state() (ax.benchmark.testing.benchmark_stubs.DeterministicGenerationNode method) update_running_trial_with_intermediate_data() (ax.service.ax_client.AxClient method) url (ax.api.configs.StorageConfig attribute) use_internal_clock (ax.utils.testing.backend_simulator.BackendSimulator property) use_update_as_start_time (ax.utils.testing.backend_simulator.BackendSimulatorOptions attribute)

V

value (ax.utils.common.result.Err property) (ax.utils.common.result.Ok property) (ax.utils.common.result.Result property)

values (ax.api.configs.ChoiceParameterConfig attribute) verbose_logging (ax.utils.testing.backend_simulator.BackendSimulatorState attribute) verify_trial_parameterization() (ax.service.ax_client.AxClient method)

W

WARM_START_REFITTING (ax.utils.common.constants.Keys attribute) WARMSTART_TRIAL_MODEL_KEY (ax.utils.common.constants.Keys attribute) warn_if_unpredictable_metrics() (in module ax.service.utils.report_utils)

warn_on_kwargs() (in module ax.utils.common.kwargs) with_evaluation_function() (ax.service.managed_loop.OptimizationLoop static method) with_rng_seed() (in module ax.utils.common.random) with_runners_and_metrics() (ax.service.managed_loop.OptimizationLoop class method)

X

X_BASELINE (ax.utils.common.constants.Keys attribute)