Ax
0.1.13
Docs
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Index
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Y
A
abandon_trial() (ax.service.ax_client.AxClient method)
ABANDONED (ax.core.base_trial.TrialStatus attribute)
abandoned_arm_from_sqa() (ax.storage.sqa_store.decoder.Decoder method)
abandoned_arm_to_sqa() (ax.storage.sqa_store.encoder.Encoder method)
abandoned_arms (ax.storage.sqa_store.sqa_classes.SQATrial attribute)
abandoned_arms() (ax.BatchTrial property)
(ax.core.base_trial.BaseTrial property)
(ax.core.batch_trial.BatchTrial property)
(ax.core.trial.Trial property)
(ax.Trial property)
abandoned_arms_metadata() (ax.core.batch_trial.BatchTrial property)
abandoned_reason (ax.storage.sqa_store.sqa_classes.SQAAbandonedArm attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
abandoned_reason() (ax.core.base_trial.BaseTrial property)
AbandonedArm (class in ax.core.batch_trial)
add_arm() (ax.core.batch_trial.BatchTrial method)
(ax.core.trial.Trial method)
add_arms_and_weights() (ax.core.batch_trial.BatchTrial method)
add_fixed_features() (in module ax.models.model_utils)
add_generator_run() (ax.core.batch_trial.BatchTrial method)
(ax.core.trial.Trial method)
add_parameter() (ax.core.search_space.SearchSpace method)
add_parameter_constraints() (ax.core.search_space.SearchSpace method)
add_tracking_metric() (ax.core.experiment.Experiment method)
(ax.core.multi_type_experiment.MultiTypeExperiment method)
(ax.core.simple_experiment.SimpleExperiment method)
(ax.Experiment method)
(ax.SimpleExperiment method)
add_tracking_metrics() (ax.core.experiment.Experiment method)
(ax.Experiment method)
add_trial_type() (ax.core.multi_type_experiment.MultiTypeExperiment method)
add_values() (ax.ChoiceParameter method)
(ax.core.parameter.ChoiceParameter method)
ADDITIONAL_OBJECTIVE (ax.storage.utils.MetricIntent attribute)
aggregate_problem_results() (in module ax.benchmark.benchmark_result)
agresti_coull_sem() (in module ax.utils.stats.statstools)
Arm (class in ax)
(class in ax.core.arm)
arm() (ax.core.generator_run.ArmWeight property)
(ax.core.trial.Trial property)
(ax.Trial property)
arm_from_sqa() (ax.storage.sqa_store.decoder.Decoder method)
arm_name (ax.core.observation.Observation attribute)
arm_name_to_tuple() (in module ax.plot.helper)
arm_signatures() (ax.core.generator_run.GeneratorRun property)
(ax.GeneratorRun property)
arm_to_dict() (in module ax.storage.json_store.encoders)
arm_to_sqa() (ax.storage.sqa_store.encoder.Encoder method)
arm_weights() (ax.BatchTrial property)
(ax.core.batch_trial.BatchTrial property)
(ax.core.generator_run.GeneratorRun property)
(ax.GeneratorRun property)
arms (ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
arms() (ax.BatchTrial property)
(ax.core.base_trial.BaseTrial property)
(ax.core.batch_trial.BatchTrial property)
(ax.core.generator_run.GeneratorRun property)
(ax.core.trial.Trial property)
(ax.GeneratorRun property)
(ax.Trial property)
arms_by_name() (ax.BatchTrial property)
(ax.core.base_trial.BaseTrial property)
(ax.core.batch_trial.BatchTrial property)
(ax.core.experiment.Experiment property)
(ax.core.trial.Trial property)
(ax.Experiment property)
(ax.Trial property)
arms_by_signature() (ax.core.experiment.Experiment property)
(ax.Experiment property)
ArmWeight (class in ax.core.generator_run)
array_to_observation_data() (in module ax.modelbridge.array)
ArrayModelBridge (class in ax.modelbridge.array)
as_array() (in module ax.models.model_utils)
assertRaisesOn() (ax.utils.common.testutils.TestCase method)
assess_model_fit() (in module ax.modelbridge.cross_validation)
assign_runner() (ax.core.base_trial.BaseTrial method)
attach_data() (ax.core.experiment.Experiment method)
(ax.Experiment method)
attach_trial() (ax.service.ax_client.AxClient method)
attributes() (ax.storage.sqa_store.db.SQABase property)
Aug_Branin (class in ax.utils.measurement.synthetic_functions)
Aug_Hartmann6 (class in ax.utils.measurement.synthetic_functions)
ax (module)
ax.benchmark (module)
ax.benchmark.benchmark (module)
ax.benchmark.benchmark_problem (module)
ax.benchmark.benchmark_result (module)
ax.benchmark.botorch_methods (module)
ax.benchmark.utils (module)
ax.core (module)
ax.core.arm (module)
ax.core.base (module)
ax.core.base_trial (module)
ax.core.batch_trial (module)
ax.core.data (module)
ax.core.experiment (module)
ax.core.generator_run (module)
ax.core.metric (module)
ax.core.multi_type_experiment (module)
ax.core.objective (module)
ax.core.observation (module)
ax.core.optimization_config (module)
ax.core.outcome_constraint (module)
ax.core.parameter (module)
ax.core.parameter_constraint (module)
ax.core.runner (module)
ax.core.search_space (module)
ax.core.simple_experiment (module)
ax.core.trial (module)
ax.core.types (module)
ax.core.utils (module)
ax.exceptions (module)
ax.exceptions.constants (module)
ax.exceptions.core (module)
ax.exceptions.data_provider (module)
ax.exceptions.generation_strategy (module)
ax.exceptions.model (module)
ax.exceptions.storage (module)
ax.metrics (module)
ax.metrics.branin (module)
ax.metrics.factorial (module)
ax.metrics.hartmann6 (module)
ax.metrics.l2norm (module)
ax.metrics.noisy_function (module)
ax.modelbridge (module)
ax.modelbridge.array (module)
ax.modelbridge.base (module)
ax.modelbridge.cross_validation (module)
ax.modelbridge.discrete (module)
ax.modelbridge.dispatch_utils (module)
ax.modelbridge.factory (module)
ax.modelbridge.generation_strategy (module)
ax.modelbridge.modelbridge_utils (module)
ax.modelbridge.numpy (module)
ax.modelbridge.random (module)
ax.modelbridge.registry (module)
ax.modelbridge.torch (module)
ax.modelbridge.transforms.base (module)
ax.modelbridge.transforms.cap_parameter (module)
ax.modelbridge.transforms.centered_unit_x (module)
ax.modelbridge.transforms.convert_metric_names (module)
ax.modelbridge.transforms.derelativize (module)
ax.modelbridge.transforms.int_range_to_choice (module)
ax.modelbridge.transforms.int_to_float (module)
ax.modelbridge.transforms.ivw (module)
ax.modelbridge.transforms.log (module)
ax.modelbridge.transforms.one_hot (module)
ax.modelbridge.transforms.ordered_choice_encode (module)
ax.modelbridge.transforms.remove_fixed (module)
ax.modelbridge.transforms.rounding (module)
ax.modelbridge.transforms.search_space_to_choice (module)
ax.modelbridge.transforms.standardize_y (module)
ax.modelbridge.transforms.stratified_standardize_y (module)
ax.modelbridge.transforms.task_encode (module)
ax.modelbridge.transforms.trial_as_task (module)
ax.modelbridge.transforms.unit_x (module)
ax.modelbridge.transforms.winsorize (module)
ax.models (module)
ax.models.base (module)
ax.models.discrete.eb_thompson (module)
ax.models.discrete.full_factorial (module)
ax.models.discrete.thompson (module)
ax.models.discrete_base (module)
ax.models.model_utils (module)
ax.models.numpy.randomforest (module)
ax.models.numpy_base (module)
ax.models.random.base (module)
ax.models.random.sobol (module)
ax.models.random.uniform (module)
ax.models.torch.botorch (module)
ax.models.torch.botorch_defaults (module)
ax.models.torch.utils (module)
ax.models.torch_base (module)
ax.plot (module)
ax.plot.bandit_rollout (module)
ax.plot.base (module)
ax.plot.color (module)
ax.plot.contour (module)
ax.plot.diagnostic (module)
ax.plot.exp_utils (module)
ax.plot.feature_importances (module)
ax.plot.helper (module)
ax.plot.marginal_effects (module)
ax.plot.render (module)
ax.plot.scatter (module)
ax.plot.slice (module)
ax.plot.table_view (module)
ax.plot.trace (module)
ax.runners (module)
ax.runners.synthetic (module)
ax.service (module)
ax.service.ax_client (module)
ax.service.managed_loop (module)
ax.service.utils.best_point (module)
ax.service.utils.instantiation (module)
ax.service.utils.storage (module)
ax.storage (module)
ax.storage.json_store.decoder (module)
ax.storage.json_store.decoders (module)
ax.storage.json_store.encoder (module)
ax.storage.json_store.encoders (module)
ax.storage.json_store.load (module)
ax.storage.json_store.registry (module)
ax.storage.json_store.save (module)
ax.storage.metric_registry (module)
ax.storage.runner_registry (module)
ax.storage.sqa_store.db (module)
ax.storage.sqa_store.decoder (module)
ax.storage.sqa_store.encoder (module)
ax.storage.sqa_store.json (module)
ax.storage.sqa_store.load (module)
ax.storage.sqa_store.save (module)
ax.storage.sqa_store.sqa_classes (module)
ax.storage.sqa_store.sqa_config (module)
ax.storage.sqa_store.sqa_enum (module)
ax.storage.sqa_store.structs (module)
ax.storage.sqa_store.timestamp (module)
ax.storage.sqa_store.utils (module)
ax.storage.sqa_store.validation (module)
ax.storage.transform_registry (module)
ax.storage.utils (module)
ax.utils (module)
ax.utils.common.docutils (module)
ax.utils.common.equality (module)
ax.utils.common.kwargs (module)
ax.utils.common.logger (module)
ax.utils.common.serialization (module)
ax.utils.common.testutils (module)
ax.utils.common.timeutils (module)
ax.utils.common.typeutils (module)
ax.utils.measurement.synthetic_functions (module)
ax.utils.notebook.plotting (module)
ax.utils.report.render (module)
ax.utils.stats.statstools (module)
ax.utils.testing.core_stubs (module)
ax.utils.testing.modeling_stubs (module)
ax.utils.tutorials.cnn_utils (module)
ax_class_from_json_dict() (in module ax.storage.json_store.decoder)
AxClient (class in ax.service.ax_client)
AxError
axis_range() (in module ax.plot.helper)
AxPlotConfig (class in ax.plot.base)
AxPlotTypes (class in ax.plot.base)
AxWarning
B
BANDIT_ROLLOUT (ax.plot.base.AxPlotTypes attribute)
Base (class in ax.core.base)
BaseNullableEnum (class in ax.storage.sqa_store.sqa_enum)
BaseTrial (class in ax.core.base_trial)
batch_to_dict() (in module ax.storage.json_store.encoders)
batch_trial_from_json() (in module ax.storage.json_store.decoders)
BatchTrial (class in ax)
(class in ax.core.batch_trial)
benchmark_minimize_callable() (in module ax.benchmark.benchmark)
benchmark_problem_to_dict() (in module ax.storage.json_store.encoders)
benchmark_replication() (in module ax.benchmark.benchmark)
benchmark_test() (in module ax.benchmark.benchmark)
benchmark_trial() (in module ax.benchmark.benchmark)
BenchmarkProblem (class in ax.benchmark.benchmark_problem)
BenchmarkResult (class in ax.benchmark.benchmark_result)
best_arm_name (ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
best_arm_parameters (ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
best_arm_predictions (ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
best_arm_predictions() (ax.core.generator_run.GeneratorRun property)
best_feasible_objective() (in module ax.core.utils)
best_observed_point() (in module ax.models.model_utils)
best_point() (ax.models.discrete_base.DiscreteModel method)
(ax.models.numpy_base.NumpyModel method)
(ax.models.torch.botorch.BotorchModel method)
(ax.models.torch_base.TorchModel method)
BOOL (ax.core.parameter.ParameterType attribute)
BOTORCH (ax.modelbridge.registry.Models attribute)
BotorchModel (class in ax.models.torch.botorch)
bound (ax.core.outcome_constraint.OutcomeConstraint attribute)
(ax.OutcomeConstraint attribute)
(ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
(ax.storage.sqa_store.sqa_classes.SQAParameterConstraint attribute)
bound() (ax.core.parameter_constraint.ParameterConstraint property)
(ax.ParameterConstraint property)
Branin (class in ax.utils.measurement.synthetic_functions)
BraninMetric (class in ax.metrics.branin)
bridge_class() (ax.modelbridge.registry.ModelSetup property)
bridge_kwargs (ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
C
callable_from_reference() (in module ax.utils.common.serialization)
callable_to_reference() (in module ax.utils.common.serialization)
CANDIDATE (ax.core.base_trial.TrialStatus attribute)
candidate_metadata_by_arm_signature (ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
candidate_metadata_by_arm_signature() (ax.core.generator_run.GeneratorRun property)
(ax.GeneratorRun property)
canonical_name (ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
CapParameter (class in ax.modelbridge.transforms.cap_parameter)
cast() (ax.core.parameter.Parameter method)
(ax.core.parameter.RangeParameter method)
cast_arm() (ax.core.search_space.SearchSpace method)
(ax.SearchSpace method)
CenteredUnitX (class in ax.modelbridge.transforms.centered_unit_x)
check() (ax.core.parameter_constraint.ParameterConstraint method)
(ax.ParameterConstraint method)
check_duplicate() (in module ax.models.model_utils)
check_membership() (ax.core.search_space.SearchSpace method)
(ax.SearchSpace method)
check_param_constraints() (in module ax.models.model_utils)
check_types() (ax.core.search_space.SearchSpace method)
(ax.SearchSpace method)
checked_cast() (in module ax.utils.common.typeutils)
checked_cast_dict() (in module ax.utils.common.typeutils)
checked_cast_list() (in module ax.utils.common.typeutils)
checked_cast_optional() (in module ax.utils.common.typeutils)
checked_cast_to_tuple() (in module ax.utils.common.typeutils)
CHOICE (ax.storage.utils.DomainType attribute)
choice_parameter_to_dict() (in module ax.storage.json_store.encoders)
choice_values (ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
ChoiceParameter (class in ax)
(class in ax.core.parameter)
choose_generation_strategy() (in module ax.modelbridge.dispatch_utils)
class_to_sqa_class (ax.storage.sqa_store.sqa_config.SQAConfig attribute)
class_to_sqa_class() (ax.storage.sqa_store.sqa_config.SQAConfig property)
classes() (ax.modelbridge.transforms.one_hot.OneHotEncoder property)
clone() (ax.Arm method)
(ax.BatchTrial method)
(ax.core.arm.Arm method)
(ax.core.batch_trial.BatchTrial method)
(ax.core.generator_run.GeneratorRun method)
(ax.core.metric.Metric method)
(ax.core.objective.MultiObjective method)
(ax.core.objective.Objective method)
(ax.core.objective.ScalarizedObjective method)
(ax.core.optimization_config.OptimizationConfig method)
(ax.core.outcome_constraint.OutcomeConstraint method)
(ax.core.parameter.ChoiceParameter method)
(ax.core.parameter.FixedParameter method)
(ax.core.parameter.Parameter method)
(ax.core.parameter.RangeParameter method)
(ax.core.parameter_constraint.OrderConstraint method)
(ax.core.parameter_constraint.ParameterConstraint method)
(ax.core.parameter_constraint.SumConstraint method)
(ax.core.search_space.SearchSpace method)
(ax.GeneratorRun method)
(ax.Metric method)
(ax.metrics.factorial.FactorialMetric method)
(ax.metrics.noisy_function.NoisyFunctionMetric method)
(ax.Objective method)
(ax.OptimizationConfig method)
(ax.OrderConstraint method)
(ax.OutcomeConstraint method)
(ax.ParameterConstraint method)
(ax.SumConstraint method)
clone_reset() (ax.modelbridge.generation_strategy.GenerationStrategy method)
clone_with_transformed_parameters() (ax.core.parameter_constraint.OrderConstraint method)
(ax.core.parameter_constraint.ParameterConstraint method)
(ax.core.parameter_constraint.SumConstraint method)
(ax.OrderConstraint method)
(ax.ParameterConstraint method)
(ax.SumConstraint method)
clone_without_metrics() (in module ax.core.data)
CNN (class in ax.utils.tutorials.cnn_utils)
COLORS (class in ax.plot.color)
column_data_types() (ax.core.data.Data static method)
(ax.Data static method)
ComparisonOp (class in ax)
(class in ax.core.types)
complete() (ax.core.base_trial.BaseTrial method)
complete_trial() (ax.service.ax_client.AxClient method)
COMPLETED (ax.core.base_trial.TrialStatus attribute)
completed_successfully() (ax.core.base_trial.BaseTrial property)
compute_diagnostics() (in module ax.modelbridge.cross_validation)
compute_standardization_parameters() (in module ax.modelbridge.transforms.standardize_y)
config (ax.modelbridge.transforms.base.Transform attribute)
(ax.modelbridge.transforms.cap_parameter.CapParameter attribute)
(ax.modelbridge.transforms.centered_unit_x.CenteredUnitX attribute)
(ax.modelbridge.transforms.convert_metric_names.ConvertMetricNames attribute)
(ax.modelbridge.transforms.derelativize.Derelativize attribute)
(ax.modelbridge.transforms.int_range_to_choice.IntRangeToChoice attribute)
(ax.modelbridge.transforms.int_to_float.IntToFloat attribute)
(ax.modelbridge.transforms.ivw.IVW attribute)
(ax.modelbridge.transforms.log.Log attribute)
(ax.modelbridge.transforms.one_hot.OneHot attribute)
(ax.modelbridge.transforms.ordered_choice_encode.OrderedChoiceEncode attribute)
(ax.modelbridge.transforms.remove_fixed.RemoveFixed attribute)
(ax.modelbridge.transforms.search_space_to_choice.SearchSpaceToChoice attribute)
(ax.modelbridge.transforms.standardize_y.StandardizeY attribute)
(ax.modelbridge.transforms.stratified_standardize_y.StratifiedStandardizeY attribute)
(ax.modelbridge.transforms.task_encode.TaskEncode attribute)
(ax.modelbridge.transforms.trial_as_task.TrialAsTask attribute)
(ax.modelbridge.transforms.unit_x.UnitX attribute)
(ax.modelbridge.transforms.winsorize.Winsorize attribute)
(ax.storage.sqa_store.decoder.Decoder attribute)
(ax.storage.sqa_store.encoder.Encoder attribute)
(ax.utils.testing.modeling_stubs.transform_1 attribute)
(ax.utils.testing.modeling_stubs.transform_2 attribute)
consistency_exactly_one() (in module ax.storage.sqa_store.validation)
consolidate_kwargs() (in module ax.utils.common.kwargs)
constraint_dict (ax.storage.sqa_store.sqa_classes.SQAParameterConstraint attribute)
constraint_dict() (ax.core.parameter_constraint.OrderConstraint property)
(ax.core.parameter_constraint.ParameterConstraint property)
(ax.core.parameter_constraint.SumConstraint property)
(ax.OrderConstraint property)
(ax.ParameterConstraint property)
(ax.SumConstraint property)
constraint_from_str() (in module ax.service.utils.instantiation)
construct_arm() (ax.core.search_space.SearchSpace method)
(ax.SearchSpace method)
contains_constrained_integer() (in module ax.modelbridge.transforms.rounding)
context_stratum() (ax.plot.base.PlotInSampleArm property)
(ax.plot.base.PlotOutOfSampleArm property)
CONTOUR (ax.plot.base.AxPlotTypes attribute)
contour_config_to_trace() (in module ax.plot.helper)
convert_mt_observations() (in module ax.modelbridge.transforms.convert_metric_names)
ConvertMetricNames (class in ax.modelbridge.transforms.convert_metric_names)
copy_doc() (in module ax.utils.common.docutils)
CORAL (ax.plot.color.COLORS attribute)
covariance (ax.core.observation.ObservationData attribute)
create_all_tables() (in module ax.storage.sqa_store.db)
create_experiment() (ax.service.ax_client.AxClient method)
create_mysql_engine_from_creator() (in module ax.storage.sqa_store.db)
create_mysql_engine_from_url() (in module ax.storage.sqa_store.db)
create_test_engine() (in module ax.storage.sqa_store.db)
creator() (ax.storage.sqa_store.structs.DBSettings property)
cross_validate() (ax.modelbridge.base.ModelBridge method)
(ax.models.discrete_base.DiscreteModel method)
(ax.models.numpy.randomforest.RandomForest method)
(ax.models.numpy_base.NumpyModel method)
(ax.models.torch.botorch.BotorchModel method)
(ax.models.torch_base.TorchModel method)
(in module ax.modelbridge.cross_validation)
cross_validate_by_trial() (in module ax.modelbridge.cross_validation)
curr_index (ax.storage.sqa_store.sqa_classes.SQAGenerationStrategy attribute)
current_timestamp_in_millis() (in module ax.utils.common.timeutils)
custom_data_class() (in module ax.core.data)
CVResult (class in ax.modelbridge.cross_validation)
D
data (ax.core.observation.Observation attribute)
(ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
(ax.storage.sqa_store.sqa_classes.SQAGenerationStrategy attribute)
Data (class in ax)
(class in ax.core.data)
data_by_trial() (ax.core.experiment.Experiment property)
(ax.Experiment property)
data_from_evaluations() (in module ax.service.utils.instantiation)
data_from_json() (in module ax.storage.json_store.decoder)
data_from_sqa() (ax.storage.sqa_store.decoder.Decoder method)
data_json (ax.storage.sqa_store.sqa_classes.SQAData attribute)
data_to_dict() (in module ax.storage.json_store.encoders)
data_to_sqa() (ax.storage.sqa_store.encoder.Encoder method)
dataframe_equals() (in module ax.utils.common.equality)
DataProviderError
DataRequiredError
datetime_equals() (in module ax.utils.common.equality)
DBSettings (class in ax.storage.sqa_store.structs)
Decoder (class in ax.storage.sqa_store.decoder)
decoder() (ax.storage.sqa_store.structs.DBSettings property)
deduplicate (ax.models.random.base.RandomModel attribute)
(ax.models.random.sobol.SobolGenerator attribute)
DEFAULT_TORCH_DEVICE (in module ax.modelbridge.factory)
default_trial_type (ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
default_trial_type() (ax.core.experiment.Experiment property)
(ax.core.multi_type_experiment.MultiTypeExperiment property)
(ax.Experiment property)
default_trials() (ax.core.multi_type_experiment.MultiTypeExperiment property)
deployed_name (ax.storage.sqa_store.sqa_classes.SQATrial attribute)
deployed_name() (ax.core.base_trial.BaseTrial property)
Derelativize (class in ax.modelbridge.transforms.derelativize)
description (ax.core.data.Data attribute)
(ax.core.multi_type_experiment.MultiTypeExperiment attribute)
(ax.Data attribute)
(ax.storage.sqa_store.sqa_classes.SQAData attribute)
(ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
deserialize_state() (ax.models.base.Model class method)
device (ax.models.torch.botorch.BotorchModel attribute)
(ax.models.torch_base.TorchModel attribute)
df (ax.core.data.Data attribute)
(ax.Data attribute)
df() (ax.core.data.Data property)
df_hash() (ax.core.data.Data property)
(ax.Data property)
did_not_complete() (ax.core.base_trial.BaseTrial property)
digits (ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
digits() (ax.core.parameter.RangeParameter property)
(ax.RangeParameter property)
DiscreteModel (class in ax.models.discrete_base)
DiscreteModelBridge (class in ax.modelbridge.discrete)
DISPATCHED (ax.core.base_trial.TrialStatus attribute)
domain (ax.benchmark.benchmark_problem.SimpleBenchmarkProblem attribute)
domain() (ax.utils.measurement.synthetic_functions.SyntheticFunction property)
domain_as_ax_client_parameters() (ax.benchmark.benchmark_problem.SimpleBenchmarkProblem method)
domain_type (ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
DomainType (class in ax.storage.utils)
dtype (ax.models.torch.botorch.BotorchModel attribute)
(ax.models.torch_base.TorchModel attribute)
E
EMPIRICAL_BAYES_THOMPSON (ax.modelbridge.registry.Models attribute)
EmpiricalBayesThompsonSampler (class in ax.models.discrete.eb_thompson)
encoded_only() (ax.storage.utils.EncodeDecodeFieldsMap property)
EncodeDecodeFieldsMap (class in ax.storage.utils)
Encoder (class in ax.storage.sqa_store.encoder)
encoder() (ax.storage.sqa_store.structs.DBSettings property)
end_time (ax.core.observation.ObservationFeatures attribute)
enforce_num_trials() (ax.modelbridge.generation_strategy.GenerationStep property)
engine() (ax.models.random.sobol.SobolGenerator property)
equality_typechecker() (in module ax.utils.common.equality)
equals() (ax.storage.sqa_store.db.SQABase method)
eval() (ax.core.simple_experiment.SimpleExperiment method)
(ax.SimpleExperiment method)
eval_trial() (ax.core.simple_experiment.SimpleExperiment method)
(ax.SimpleExperiment method)
evaluate() (in module ax.utils.tutorials.cnn_utils)
evaluate_suggested (ax.benchmark.benchmark_problem.BenchmarkProblem attribute)
(ax.benchmark.benchmark_problem.SimpleBenchmarkProblem attribute)
evaluation_function() (ax.core.simple_experiment.SimpleExperiment property)
(ax.SimpleExperiment property)
(in module ax.metrics.factorial)
evaluation_function_outer() (ax.core.simple_experiment.SimpleExperiment method)
exp_to_df() (in module ax.plot.exp_utils)
expecting_data() (ax.core.base_trial.TrialStatus property)
Experiment (class in ax)
(class in ax.core.experiment)
experiment() (ax.BatchTrial property)
(ax.core.base_trial.BaseTrial property)
(ax.core.batch_trial.BatchTrial property)
(ax.modelbridge.generation_strategy.GenerationStrategy property)
(ax.service.ax_client.AxClient property)
experiment_from_json() (in module ax.storage.json_store.decoder)
experiment_from_sqa() (ax.storage.sqa_store.decoder.Decoder method)
experiment_id (ax.storage.sqa_store.sqa_classes.SQAData attribute)
(ax.storage.sqa_store.sqa_classes.SQAGenerationStrategy attribute)
(ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
(ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
(ax.storage.sqa_store.sqa_classes.SQAParameterConstraint attribute)
(ax.storage.sqa_store.sqa_classes.SQARunner attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
experiment_to_dict() (in module ax.storage.json_store.encoders)
experiment_to_sqa() (ax.storage.sqa_store.encoder.Encoder method)
experiment_type (ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
experiment_type() (ax.core.experiment.Experiment property)
(ax.Experiment property)
experiment_type_enum (ax.storage.sqa_store.sqa_config.SQAConfig attribute)
experiment_type_enum() (ax.storage.sqa_store.sqa_config.SQAConfig property)
ExperimentNotReadyError
extract_arm_predictions() (in module ax.core.generator_run)
extract_objective_weights() (in module ax.modelbridge.array)
extract_optimization_trace() (in module ax.benchmark.benchmark_result)
extract_outcome_constraints() (in module ax.modelbridge.array)
extract_parameter_constraints() (in module ax.modelbridge.modelbridge_utils)
F
f (ax.benchmark.benchmark_problem.SimpleBenchmarkProblem attribute)
f() (ax.metrics.branin.BraninMetric method)
(ax.metrics.branin.NegativeBraninMetric method)
(ax.metrics.hartmann6.Hartmann6Metric method)
(ax.metrics.l2norm.L2NormMetric method)
(ax.metrics.noisy_function.NoisyFunctionMetric method)
(ax.utils.measurement.synthetic_functions.SyntheticFunction method)
FACTORIAL (ax.modelbridge.registry.Models attribute)
FactorialMetric (class in ax.metrics.factorial)
FAILED (ax.core.base_trial.TrialStatus attribute)
feature_importances() (ax.modelbridge.array.ArrayModelBridge method)
(ax.modelbridge.base.ModelBridge method)
(ax.models.base.Model method)
(ax.models.torch.botorch.BotorchModel method)
features (ax.core.observation.Observation attribute)
fetch_data() (ax.core.base_trial.BaseTrial method)
(ax.core.experiment.Experiment method)
(ax.core.multi_type_experiment.MultiTypeExperiment method)
(ax.core.simple_experiment.SimpleExperiment method)
(ax.Experiment method)
(ax.SimpleExperiment method)
fetch_experiment_data() (ax.core.metric.Metric method)
(ax.Metric method)
fetch_experiment_data_multi() (ax.core.metric.Metric class method)
(ax.Metric class method)
fetch_trial_data() (ax.core.metric.Metric method)
(ax.Metric method)
(ax.metrics.factorial.FactorialMetric method)
(ax.metrics.noisy_function.NoisyFunctionMetric method)
fetch_trial_data_multi() (ax.core.metric.Metric class method)
(ax.Metric class method)
fetch_trials_data() (ax.core.experiment.Experiment method)
(ax.Experiment method)
fields_equal() (ax.storage.sqa_store.db.SQABase method)
filter_constraints_and_fixed_features() (in module ax.models.model_utils)
fit() (ax.models.discrete.thompson.ThompsonSampler method)
(ax.models.discrete_base.DiscreteModel method)
(ax.models.numpy.randomforest.RandomForest method)
(ax.models.numpy_base.NumpyModel method)
(ax.models.torch.botorch.BotorchModel method)
(ax.models.torch_base.TorchModel method)
fit_time (ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
fit_time() (ax.core.generator_run.GeneratorRun property)
fit_times() (ax.benchmark.benchmark_result.BenchmarkResult property)
FIXED (ax.storage.utils.DomainType attribute)
fixed_noise_gp_model_constructor() (in module ax.benchmark.botorch_methods)
fixed_parameter_to_dict() (in module ax.storage.json_store.encoders)
fixed_value (ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
FixedParameter (class in ax)
(class in ax.core.parameter)
FLOAT (ax.core.parameter.ParameterType attribute)
fmax() (ax.utils.measurement.synthetic_functions.SyntheticFunction property)
fmin() (ax.utils.measurement.synthetic_functions.SyntheticFunction property)
forward() (ax.utils.tutorials.cnn_utils.CNN method)
from_arm() (ax.core.observation.ObservationFeatures static method)
from_botorch() (in module ax.utils.measurement.synthetic_functions)
from_evaluations() (ax.core.data.Data static method)
(ax.Data static method)
from_fidelity_evaluations() (ax.core.data.Data static method)
(ax.Data static method)
from_json_snapshot() (ax.service.ax_client.AxClient static method)
from_multiple_data() (ax.core.data.Data static method)
FromBotorch (class in ax.utils.measurement.synthetic_functions)
full_benchmark_run() (in module ax.benchmark.benchmark)
full_run() (ax.OptimizationLoop method)
(ax.service.managed_loop.OptimizationLoop method)
FullFactorialGenerator (class in ax.models.discrete.full_factorial)
G
gen() (ax.modelbridge.base.ModelBridge method)
(ax.modelbridge.generation_strategy.GenerationStrategy method)
(ax.models.discrete.full_factorial.FullFactorialGenerator method)
(ax.models.discrete.thompson.ThompsonSampler method)
(ax.models.discrete_base.DiscreteModel method)
(ax.models.numpy_base.NumpyModel method)
(ax.models.random.base.RandomModel method)
(ax.models.random.sobol.SobolGenerator method)
(ax.models.torch.botorch.BotorchModel method)
(ax.models.torch_base.TorchModel method)
gen_arms() (in module ax.modelbridge.base)
gen_metadata (ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
gen_metadata() (ax.core.generator_run.GeneratorRun property)
(ax.GeneratorRun property)
gen_time (ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
gen_time() (ax.core.generator_run.GeneratorRun property)
gen_times() (ax.benchmark.benchmark_result.BenchmarkResult property)
generate_report() (in module ax.benchmark.benchmark_result)
generation_step_index (ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
generation_strategy (ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
generation_strategy() (ax.service.ax_client.AxClient property)
generation_strategy_from_json() (in module ax.storage.json_store.decoder)
generation_strategy_from_sqa() (ax.storage.sqa_store.decoder.Decoder method)
generation_strategy_id (ax.storage.sqa_store.sqa_classes.SQAData attribute)
(ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
generation_strategy_to_dict() (in module ax.storage.json_store.encoders)
generation_strategy_to_sqa() (ax.storage.sqa_store.encoder.Encoder method)
GenerationStep (class in ax.modelbridge.generation_strategy)
GenerationStrategy (class in ax.modelbridge.generation_strategy)
GenerationStrategyCompleted
generator_run() (ax.core.batch_trial.GeneratorRunStruct property)
(ax.core.trial.Trial property)
(ax.Trial property)
generator_run_from_json() (in module ax.storage.json_store.decoder)
generator_run_from_sqa() (ax.storage.sqa_store.decoder.Decoder method)
generator_run_id (ax.storage.sqa_store.sqa_classes.SQAArm attribute)
(ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
(ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
(ax.storage.sqa_store.sqa_classes.SQAParameterConstraint attribute)
generator_run_structs() (ax.BatchTrial property)
(ax.core.batch_trial.BatchTrial property)
generator_run_to_dict() (in module ax.storage.json_store.encoders)
generator_run_to_sqa() (ax.storage.sqa_store.encoder.Encoder method)
generator_run_type (ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
generator_run_type() (ax.core.generator_run.GeneratorRun property)
(ax.GeneratorRun property)
generator_run_type_enum (ax.storage.sqa_store.sqa_config.SQAConfig attribute)
generator_run_type_enum() (ax.storage.sqa_store.sqa_config.SQAConfig property)
generator_runs (ax.storage.sqa_store.sqa_classes.SQAGenerationStrategy attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
GeneratorRun (class in ax)
(class in ax.core.generator_run)
GeneratorRunStruct (class in ax.core.batch_trial)
GeneratorRunType (class in ax.core.generator_run)
GENERIC (ax.plot.base.AxPlotTypes attribute)
GEQ (ax.core.types.ComparisonOp attribute)
get_abandoned_arm() (in module ax.utils.testing.core_stubs)
get_and_fit_model() (in module ax.models.torch.botorch_defaults)
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_batch_trial() (in module ax.utils.testing.core_stubs)
get_batch_trial_with_repeated_arms() (in module ax.utils.testing.core_stubs)
get_best_from_model_predictions() (in module ax.service.utils.best_point)
get_best_parameters() (ax.service.ax_client.AxClient method)
(in module ax.service.utils.best_point)
get_best_point() (ax.OptimizationLoop method)
(ax.service.managed_loop.OptimizationLoop method)
get_best_raw_objective_point() (in module ax.service.utils.best_point)
get_botorch() (in module ax.modelbridge.factory)
get_bounds_and_task() (in module ax.modelbridge.modelbridge_utils)
get_branin_arms() (in module ax.utils.testing.core_stubs)
get_branin_data() (in module ax.utils.testing.core_stubs)
get_branin_experiment() (in module ax.utils.testing.core_stubs)
get_branin_metric() (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_choice_parameter() (in module ax.utils.testing.core_stubs)
get_color() (in module ax.plot.table_view)
get_contour_plot() (ax.service.ax_client.AxClient method)
get_corresponding() (in module ax.benchmark.utils)
get_current_model() (ax.OptimizationLoop method)
(ax.service.managed_loop.OptimizationLoop method)
get_data() (in module ax.utils.testing.core_stubs)
get_discrete_search_space() (in module ax.utils.testing.core_stubs)
get_empirical_bayes_thompson() (in module ax.modelbridge.factory)
get_engine() (in module ax.storage.sqa_store.db)
get_enum_name() (ax.storage.sqa_store.decoder.Decoder method)
get_enum_value() (ax.storage.sqa_store.encoder.Encoder method)
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_data() (in module ax.utils.testing.core_stubs)
get_experiment_with_multi_objective() (in module ax.utils.testing.core_stubs)
get_experiment_with_repeated_arms() (in module ax.utils.testing.core_stubs)
get_experiment_with_scalarized_objective() (in module ax.utils.testing.core_stubs)
get_factorial() (in module ax.modelbridge.factory)
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_fixed_features() (in module ax.modelbridge.modelbridge_utils)
get_fixed_parameter() (in module ax.utils.testing.core_stubs)
get_fixed_values() (in module ax.plot.helper)
get_function_argument_names() (in module ax.utils.common.kwargs)
get_function_default_arguments() (in module ax.utils.common.kwargs)
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_GPEI() (in module ax.modelbridge.factory)
get_GPKG() (in module ax.modelbridge.factory)
get_GPMES() (in module ax.modelbridge.factory)
get_grid_for_parameter() (in module ax.plot.helper)
get_hartmann_metric() (in module ax.utils.testing.core_stubs)
get_init_args_from_properties() (ax.storage.sqa_store.decoder.Decoder method)
get_logger() (in module ax.utils.common.logger)
get_max_parallelism() (ax.service.ax_client.AxClient method)
get_metric() (in module ax.utils.testing.core_stubs)
get_metric_mean() (ax.core.trial.Trial method)
(ax.Trial method)
get_metric_type_and_properties() (ax.storage.sqa_store.encoder.Encoder method)
get_missing_metrics() (in module ax.core.utils)
get_missing_metrics_by_name() (in module ax.core.utils)
get_model_covariance() (in module ax.utils.testing.core_stubs)
get_model_from_generator_run() (in module ax.modelbridge.registry)
get_model_mean() (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_per_arm() (in module ax.utils.testing.core_stubs)
get_model_times() (in module ax.core.utils)
get_MTGP() (in module ax.modelbridge.factory)
get_multi_objective() (in module ax.utils.testing.core_stubs)
get_multi_type_experiment() (in module ax.utils.testing.core_stubs)
get_NEI() (in module ax.models.torch.botorch_defaults)
get_next_trial() (ax.service.ax_client.AxClient method)
get_object_properties() (in module ax.storage.utils)
get_objective() (in module ax.utils.testing.core_stubs)
get_observation() (in module ax.utils.testing.modeling_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_observation2trans() (in module ax.utils.testing.modeling_stubs)
get_observation_features() (in module ax.utils.testing.modeling_stubs)
get_observation_status_quo0() (in module ax.utils.testing.modeling_stubs)
get_observation_status_quo1() (in module ax.utils.testing.modeling_stubs)
get_observed() (in module ax.models.model_utils)
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_order_constraint() (in module ax.utils.testing.core_stubs)
get_outcome_constraint() (in module ax.utils.testing.core_stubs)
get_parameter_constraint() (in module ax.utils.testing.core_stubs)
get_partition_data_loaders() (in module ax.utils.tutorials.cnn_utils)
get_pending_observation_features() (in module ax.modelbridge.modelbridge_utils)
get_plot_data() (in module ax.plot.helper)
get_problems_and_methods() (in module ax.benchmark.utils)
get_range_parameter() (in module ax.plot.helper)
(in module ax.utils.testing.core_stubs)
get_range_parameter2() (in module ax.utils.testing.core_stubs)
get_range_parameters() (in module ax.plot.helper)
get_recommended_max_parallelism() (ax.service.ax_client.AxClient static method)
get_rounding_func() (in module ax.models.torch.botorch)
get_scalarized_objective() (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_session() (in module ax.storage.sqa_store.db)
get_simple_experiment() (in module ax.utils.testing.core_stubs)
get_simple_experiment_with_batch_trial() (in module ax.utils.testing.core_stubs)
get_sobol() (in module ax.modelbridge.factory)
get_status_quo() (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_synthetic_runner() (in module ax.utils.testing.core_stubs)
get_thompson() (in module ax.modelbridge.factory)
get_training_data() (ax.modelbridge.base.ModelBridge method)
get_transform_type() (in module ax.utils.testing.modeling_stubs)
get_trial() (in module ax.utils.testing.core_stubs)
get_trial_parameters() (ax.service.ax_client.AxClient method)
get_trials_by_indices() (ax.core.experiment.Experiment method)
(ax.Experiment method)
get_trials_data_frame() (ax.service.ax_client.AxClient method)
get_uniform() (in module ax.modelbridge.factory)
get_weights() (in module ax.utils.testing.core_stubs)
get_weights_from_dict() (in module ax.utils.testing.core_stubs)
GPEI (ax.modelbridge.registry.Models attribute)
GPKG (ax.modelbridge.registry.Models attribute)
GPMES (ax.modelbridge.registry.Models attribute)
H
h2_html() (in module ax.utils.report.render)
h3_html() (in module ax.utils.report.render)
Hartmann6 (class in ax.utils.measurement.synthetic_functions)
Hartmann6Metric (class in ax.metrics.hartmann6)
has_evaluation_function() (ax.core.simple_experiment.SimpleExperiment property)
(ax.SimpleExperiment property)
has_name() (ax.Arm property)
(ax.core.arm.Arm property)
(ax.core.experiment.Experiment property)
(ax.Experiment property)
HTML (ax.plot.base.AxPlotTypes attribute)
I
id (ax.storage.sqa_store.sqa_classes.SQAAbandonedArm attribute)
(ax.storage.sqa_store.sqa_classes.SQAArm attribute)
(ax.storage.sqa_store.sqa_classes.SQAData attribute)
(ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
(ax.storage.sqa_store.sqa_classes.SQAGenerationStrategy attribute)
(ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
(ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
(ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
(ax.storage.sqa_store.sqa_classes.SQAParameterConstraint attribute)
(ax.storage.sqa_store.sqa_classes.SQARunner attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
ignore_during_update_fields (ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
(ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
ImmutabilityError
immutable_fields (ax.storage.sqa_store.sqa_classes.SQAAbandonedArm attribute)
(ax.storage.sqa_store.sqa_classes.SQAArm attribute)
(ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
(ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
(ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
(ax.storage.sqa_store.sqa_classes.SQAParameterConstraint attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
immutable_once_run() (in module ax.core.base_trial)
impl (ax.storage.sqa_store.json.JSONEncodedMediumText attribute)
(ax.storage.sqa_store.json.JSONEncodedObject attribute)
(ax.storage.sqa_store.json.JSONEncodedText attribute)
(ax.storage.sqa_store.sqa_enum.IntEnum attribute)
(ax.storage.sqa_store.sqa_enum.StringEnum attribute)
(ax.storage.sqa_store.timestamp.IntTimestamp attribute)
in_sample() (ax.plot.base.PlotData property)
index (ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
index() (ax.BatchTrial property)
(ax.core.base_trial.BaseTrial property)
(ax.core.batch_trial.BatchTrial property)
(ax.core.generator_run.GeneratorRun property)
(ax.GeneratorRun property)
(ax.modelbridge.generation_strategy.GenerationStep property)
infer_is_relative() (in module ax.plot.helper)
informative_failure_on_none() (in module ax.utils.measurement.synthetic_functions)
init_engine() (ax.models.random.sobol.SobolGenerator method)
init_engine_and_session_factory() (in module ax.storage.sqa_store.db)
init_notebook_plotting() (in module ax.utils.notebook.plotting)
init_position (ax.models.random.sobol.SobolGenerator attribute)
init_test_engine_and_session_factory() (in module ax.storage.sqa_store.db)
INT (ax.core.parameter.ParameterType attribute)
int_encoder (ax.modelbridge.transforms.one_hot.OneHotEncoder attribute)
intent (ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
IntEnum (class in ax.storage.sqa_store.sqa_enum)
interact_batch_comparison() (in module ax.plot.diagnostic)
INTERACT_CONTOUR (ax.plot.base.AxPlotTypes attribute)
interact_contour() (in module ax.plot.contour)
interact_cross_validation() (in module ax.plot.diagnostic)
interact_empirical_model_validation() (in module ax.plot.diagnostic)
interact_fitted() (in module ax.plot.scatter)
INTERACT_SLICE (ax.plot.base.AxPlotTypes attribute)
interact_slice() (in module ax.plot.slice)
IntRangeToChoice (class in ax.modelbridge.transforms.int_range_to_choice)
IntTimestamp (class in ax.storage.sqa_store.timestamp)
IntToFloat (class in ax.modelbridge.transforms.int_to_float)
inverse_transform() (ax.modelbridge.transforms.one_hot.OneHotEncoder method)
inverse_variance_weight() (in module ax.utils.stats.statstools)
is_abandoned() (ax.core.base_trial.BaseTrial property)
(ax.core.base_trial.TrialStatus property)
is_batch (ax.storage.sqa_store.sqa_classes.SQATrial attribute)
is_candidate() (ax.core.base_trial.TrialStatus property)
is_completed() (ax.core.base_trial.TrialStatus property)
is_deployed() (ax.core.base_trial.TrialStatus property)
is_factorial() (ax.BatchTrial property)
(ax.core.batch_trial.BatchTrial property)
is_failed() (ax.core.base_trial.TrialStatus property)
is_fidelity (ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
is_fidelity() (ax.core.parameter.Parameter property)
is_foreign_key_field() (in module ax.storage.sqa_store.utils)
is_noiseless() (in module ax.models.torch.utils)
is_numeric() (ax.core.parameter.Parameter property)
(ax.core.parameter.ParameterType property)
is_ordered (ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
is_ordered() (ax.core.parameter.ChoiceParameter property)
is_running() (ax.core.base_trial.TrialStatus property)
is_simple_experiment() (ax.core.experiment.Experiment property)
(ax.core.simple_experiment.SimpleExperiment property)
(ax.Experiment property)
(ax.SimpleExperiment property)
is_task (ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
is_task() (ax.core.parameter.ChoiceParameter property)
is_terminal() (ax.core.base_trial.TrialStatus property)
is_test (ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
is_valid_type() (ax.core.parameter.Parameter method)
(ax.core.parameter.RangeParameter method)
(ax.Parameter method)
(ax.RangeParameter method)
IVW (class in ax.modelbridge.transforms.ivw)
ivw_metric_merge() (in module ax.modelbridge.transforms.ivw)
J
JSONDecodeError
JSONEncodedMediumText (class in ax.storage.sqa_store.json)
JSONEncodedObject (class in ax.storage.sqa_store.json)
JSONEncodedText (class in ax.storage.sqa_store.json)
JSONEncodeError
L
L2NormMetric (class in ax.metrics.l2norm)
label_binarizer (ax.modelbridge.transforms.one_hot.OneHotEncoder attribute)
last_generator_run() (ax.modelbridge.generation_strategy.GenerationStrategy property)
lattice_multiple_metrics() (in module ax.plot.scatter)
LEQ (ax.core.types.ComparisonOp attribute)
LIGHT_PURPLE (ax.plot.color.COLORS attribute)
LINEAR (ax.storage.utils.ParameterConstraintType attribute)
link_html() (in module ax.utils.report.render)
list_equals() (ax.storage.sqa_store.db.SQABase static method)
list_item_html() (in module ax.utils.report.render)
list_update() (ax.storage.sqa_store.db.SQABase static method)
list_update_without_unique_id() (ax.storage.sqa_store.db.SQABase static method)
load() (ax.service.ax_client.AxClient static method)
(in module ax)
load_experiment() (ax.service.ax_client.AxClient static method)
(in module ax.service.utils.storage)
(in module ax.storage.json_store.load)
(in module ax.storage.sqa_store.load)
load_experiment_and_generation_strategy() (in module ax.service.utils.storage)
load_experiment_from_database() (ax.service.ax_client.AxClient method)
load_from_json_file() (ax.service.ax_client.AxClient static method)
load_generation_strategy_by_experiment_name() (in module ax.storage.sqa_store.load)
load_generation_strategy_by_id() (in module ax.storage.sqa_store.load)
load_mnist() (in module ax.utils.tutorials.cnn_utils)
Log (class in ax.modelbridge.transforms.log)
log_scale (ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
log_scale() (ax.core.parameter.RangeParameter property)
(ax.RangeParameter property)
log_trial_failure() (ax.service.ax_client.AxClient method)
logger (in module ax.modelbridge.registry)
(in module ax.service.utils.storage)
lookup_data_for_trial() (ax.core.experiment.Experiment method)
(ax.Experiment method)
lookup_data_for_ts() (ax.core.experiment.Experiment method)
(ax.Experiment method)
lower (ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
lower() (ax.core.parameter.RangeParameter property)
(ax.RangeParameter property)
lower_is_better (ax.core.metric.Metric attribute)
(ax.Metric attribute)
(ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
lower_parameter() (ax.core.parameter_constraint.OrderConstraint property)
(ax.OrderConstraint property)
M
make_basic_generation_strategy() (in module ax.benchmark.botorch_methods)
make_experiment() (in module ax.service.utils.instantiation)
make_plots() (in module ax.benchmark.benchmark_result)
MANUAL (ax.core.generator_run.GeneratorRunType attribute)
marginal_effects() (in module ax.utils.stats.statstools)
mark_abandoned() (ax.core.base_trial.BaseTrial method)
mark_arm_abandoned() (ax.BatchTrial method)
(ax.core.batch_trial.BatchTrial method)
mark_as() (ax.core.base_trial.BaseTrial method)
mark_completed() (ax.core.base_trial.BaseTrial method)
mark_failed() (ax.core.base_trial.BaseTrial method)
mark_running() (ax.core.base_trial.BaseTrial method)
mark_staged() (ax.core.base_trial.BaseTrial method)
max_parallelism() (ax.modelbridge.generation_strategy.GenerationStep property)
maximums() (ax.utils.measurement.synthetic_functions.SyntheticFunction property)
MaxParallelismReachedException
md5hash() (ax.Arm static method)
(ax.core.arm.Arm static method)
mean_trace_scatter() (in module ax.plot.trace)
means (ax.core.observation.ObservationData attribute)
merge_model_predict() (in module ax.core.types)
metric (ax.core.outcome_constraint.OutcomeConstraint attribute)
(ax.OutcomeConstraint attribute)
Metric (class in ax)
(class in ax.core.metric)
metric() (ax.core.objective.MultiObjective property)
(ax.core.objective.Objective property)
(ax.core.outcome_constraint.OutcomeConstraint property)
(ax.Objective property)
(ax.plot.base.PlotMetric property)
metric_from_sqa() (ax.storage.sqa_store.decoder.Decoder method)
metric_from_sqa_util() (ax.storage.sqa_store.decoder.Decoder method)
metric_names (ax.core.observation.ObservationData attribute)
metric_names() (ax.modelbridge.base.ModelBridge property)
metric_to_dict() (in module ax.storage.json_store.encoders)
metric_to_sqa() (ax.storage.sqa_store.encoder.Encoder method)
metric_to_trial_type() (ax.core.multi_type_experiment.MultiTypeExperiment property)
metric_type (ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
metric_weights() (ax.core.objective.MultiObjective property)
MetricIntent (class in ax.storage.utils)
metrics (ax.core.objective.MultiObjective attribute)
(ax.core.objective.ScalarizedObjective attribute)
(ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
(ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
metrics() (ax.core.experiment.Experiment property)
(ax.core.objective.MultiObjective property)
(ax.core.objective.Objective property)
(ax.core.optimization_config.OptimizationConfig property)
(ax.Experiment property)
(ax.Objective property)
(ax.plot.base.PlotData property)
min_trials_observed() (ax.modelbridge.generation_strategy.GenerationStep property)
minimize (ax.benchmark.benchmark_problem.SimpleBenchmarkProblem attribute)
(ax.core.objective.Objective attribute)
(ax.Objective attribute)
(ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
minimums() (ax.utils.measurement.synthetic_functions.SyntheticFunction property)
MisconfiguredExperiment
MissingMetrics (class in ax.core.utils)
model (ax.modelbridge.array.ArrayModelBridge attribute)
(ax.modelbridge.discrete.DiscreteModelBridge attribute)
(ax.modelbridge.numpy.NumpyModelBridge attribute)
(ax.modelbridge.random.RandomModelBridge attribute)
,
[1]
(ax.modelbridge.torch.TorchModelBridge attribute)
Model (class in ax.models.base)
model() (ax.modelbridge.generation_strategy.GenerationStep property)
(ax.modelbridge.generation_strategy.GenerationStrategy property)
model_bridge_class() (ax.modelbridge.registry.Models property)
(ax.Models property)
model_class() (ax.modelbridge.registry.Models property)
(ax.modelbridge.registry.ModelSetup property)
(ax.Models property)
model_gen_kwargs() (ax.modelbridge.generation_strategy.GenerationStep property)
model_key (ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
model_kwargs (ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
model_kwargs() (ax.modelbridge.generation_strategy.GenerationStep property)
model_name() (ax.modelbridge.generation_strategy.GenerationStep property)
model_predictions (ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
model_predictions() (ax.core.generator_run.GeneratorRun property)
model_predictions_by_arm() (ax.core.generator_run.GeneratorRun property)
model_space() (ax.modelbridge.base.ModelBridge property)
model_state_after_gen (ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
model_transitions() (ax.benchmark.benchmark_result.BenchmarkResult property)
(ax.modelbridge.generation_strategy.GenerationStrategy property)
model_transitions_scatter() (in module ax.plot.trace)
ModelBridge (class in ax.modelbridge.base)
ModelError
Models (class in ax)
(class in ax.modelbridge.registry)
ModelSetup (class in ax.modelbridge.registry)
MULTI_OBJECTIVE (ax.storage.utils.MetricIntent attribute)
multi_objective_to_dict() (in module ax.storage.json_store.encoders)
multi_objective_to_sqa() (ax.storage.sqa_store.encoder.Encoder method)
MultiObjective (class in ax.core.objective)
MultiTypeExperiment (class in ax.core.multi_type_experiment)
N
name (ax.benchmark.benchmark_problem.BenchmarkProblem attribute)
(ax.benchmark.benchmark_problem.SimpleBenchmarkProblem attribute)
(ax.core.multi_type_experiment.MultiTypeExperiment attribute)
(ax.storage.sqa_store.sqa_classes.SQAAbandonedArm attribute)
(ax.storage.sqa_store.sqa_classes.SQAArm attribute)
(ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
(ax.storage.sqa_store.sqa_classes.SQAGenerationStrategy attribute)
(ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
(ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
name() (ax.Arm property)
(ax.core.arm.Arm property)
(ax.core.batch_trial.AbandonedArm property)
(ax.core.experiment.Experiment property)
(ax.core.metric.Metric property)
(ax.core.parameter.ChoiceParameter property)
(ax.core.parameter.FixedParameter property)
(ax.core.parameter.Parameter property)
(ax.core.parameter.RangeParameter property)
(ax.Experiment property)
(ax.Metric property)
(ax.modelbridge.generation_strategy.GenerationStrategy property)
(ax.plot.base.PlotInSampleArm property)
(ax.plot.base.PlotOutOfSampleArm property)
(ax.utils.measurement.synthetic_functions.FromBotorch property)
(ax.utils.measurement.synthetic_functions.SyntheticFunction property)
name_or_short_signature() (ax.Arm property)
(ax.core.arm.Arm property)
named_tuple_to_dict() (in module ax.utils.common.serialization)
NegativeBraninMetric (class in ax.metrics.branin)
new_batch_trial() (ax.core.experiment.Experiment method)
(ax.Experiment method)
new_trial() (ax.core.experiment.Experiment method)
(ax.Experiment method)
NoDataError
noise_sd (ax.benchmark.benchmark_problem.SimpleBenchmarkProblem attribute)
NoisyFunctionMetric (class in ax.metrics.noisy_function)
NonRetryableBenchmarkingError
normalize_indices() (in module ax.models.torch.utils)
normalized_arm_weights() (ax.BatchTrial method)
(ax.core.batch_trial.BatchTrial method)
not_none() (in module ax.utils.common.typeutils)
num_abandoned_arms() (ax.core.experiment.Experiment property)
(ax.Experiment property)
num_arms_created (ax.storage.sqa_store.sqa_classes.SQATrial attribute)
num_running_trials_for_current_step() (ax.modelbridge.generation_strategy.GenerationStrategy property)
num_trials() (ax.core.experiment.Experiment property)
(ax.Experiment property)
(ax.modelbridge.generation_strategy.GenerationStep property)
numpy_type_to_python_type() (in module ax.utils.common.typeutils)
NumpyModel (class in ax.models.numpy_base)
NumpyModelBridge (class in ax.modelbridge.numpy)
O
object_attribute_dicts_equal() (in module ax.utils.common.equality)
object_from_json() (in module ax.storage.json_store.decoder)
object_to_json() (in module ax.storage.json_store.encoder)
OBJECTIVE (ax.storage.utils.MetricIntent attribute)
Objective (class in ax)
(class in ax.core.objective)
objective() (ax.core.optimization_config.OptimizationConfig property)
(ax.core.utils.MissingMetrics property)
(ax.OptimizationConfig property)
objective_at_true_best() (ax.benchmark.benchmark_result.BenchmarkResult property)
objective_mean() (ax.core.trial.Trial property)
(ax.Trial property)
objective_name() (ax.service.ax_client.AxClient property)
objective_to_dict() (in module ax.storage.json_store.encoders)
objective_to_sqa() (ax.storage.sqa_store.encoder.Encoder method)
Observation (class in ax.core.observation)
observation_features_to_dict() (in module ax.storage.json_store.encoders)
ObservationData (class in ax.core.observation)
ObservationFeatures (class in ax.core.observation)
observations_from_data() (in module ax.core.observation)
observed() (ax.modelbridge.cross_validation.CVResult property)
OneHot (class in ax.modelbridge.transforms.one_hot)
OneHotEncoder (class in ax.modelbridge.transforms.one_hot)
op (ax.core.outcome_constraint.OutcomeConstraint attribute)
(ax.OutcomeConstraint attribute)
(ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
op() (ax.core.outcome_constraint.OutcomeConstraint property)
(ax.core.parameter_constraint.SumConstraint property)
(ax.SumConstraint property)
opt_config_and_tracking_metrics_from_sqa() (ax.storage.sqa_store.decoder.Decoder method)
optimal_value (ax.benchmark.benchmark_problem.BenchmarkProblem attribute)
(ax.benchmark.benchmark_problem.SimpleBenchmarkProblem attribute)
optimization_config (ax.benchmark.benchmark_problem.BenchmarkProblem attribute)
optimization_config() (ax.core.experiment.Experiment property)
(ax.core.generator_run.GeneratorRun property)
(ax.Experiment property)
(ax.GeneratorRun property)
optimization_config_to_dict() (in module ax.storage.json_store.encoders)
optimization_config_to_sqa() (ax.storage.sqa_store.encoder.Encoder method)
optimization_times() (in module ax.plot.trace)
optimization_trace_all_methods() (in module ax.plot.trace)
optimization_trace_single_method() (in module ax.plot.trace)
OptimizationConfig (class in ax)
(class in ax.core.optimization_config)
OptimizationLoop (class in ax)
(class in ax.service.managed_loop)
optimize() (in module ax)
(in module ax.service.managed_loop)
optimize_for_power (ax.storage.sqa_store.sqa_classes.SQATrial attribute)
optimum() (ax.benchmark.benchmark_result.BenchmarkResult property)
optimum_objective_scatter() (in module ax.plot.trace)
ORANGE (ax.plot.color.COLORS attribute)
ORDER (ax.storage.utils.ParameterConstraintType attribute)
order_parameter_constraint_to_dict() (in module ax.storage.json_store.encoders)
OrderConstraint (class in ax)
(class in ax.core.parameter_constraint)
OrderedChoiceEncode (class in ax.modelbridge.transforms.ordered_choice_encode)
out_of_design_arm() (ax.core.search_space.SearchSpace method)
(ax.SearchSpace method)
out_of_sample() (ax.plot.base.PlotData property)
OUTCOME_CONSTRAINT (ax.storage.utils.MetricIntent attribute)
outcome_constraint_from_str() (in module ax.service.utils.instantiation)
outcome_constraint_to_dict() (in module ax.storage.json_store.encoders)
outcome_constraint_to_sqa() (ax.storage.sqa_store.encoder.Encoder method)
outcome_constraints() (ax.core.optimization_config.OptimizationConfig property)
(ax.core.utils.MissingMetrics property)
(ax.OptimizationConfig property)
OutcomeConstraint (class in ax)
(class in ax.core.outcome_constraint)
outcomes (ax.modelbridge.array.ArrayModelBridge attribute)
(ax.modelbridge.discrete.DiscreteModelBridge attribute)
(ax.modelbridge.numpy.NumpyModelBridge attribute)
(ax.modelbridge.torch.TorchModelBridge attribute)
P
p_html() (in module ax.utils.report.render)
param_df() (ax.core.generator_run.GeneratorRun property)
(ax.GeneratorRun property)
Parameter (class in ax)
(class in ax.core.parameter)
parameter_constraint_from_sqa() (ax.storage.sqa_store.decoder.Decoder method)
parameter_constraint_to_dict() (in module ax.storage.json_store.encoders)
parameter_constraint_to_sqa() (ax.storage.sqa_store.encoder.Encoder method)
parameter_constraints (ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
(ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
parameter_constraints() (ax.core.search_space.SearchSpace property)
parameter_constraints_from_json() (in module ax.storage.json_store.decoder)
parameter_from_json() (in module ax.service.utils.instantiation)
parameter_from_sqa() (ax.storage.sqa_store.decoder.Decoder method)
parameter_to_sqa() (ax.storage.sqa_store.encoder.Encoder method)
parameter_type (ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
parameter_type() (ax.core.parameter.ChoiceParameter property)
(ax.core.parameter.FixedParameter property)
(ax.core.parameter.Parameter property)
(ax.core.parameter.RangeParameter property)
ParameterConstraint (class in ax)
(class in ax.core.parameter_constraint)
ParameterConstraintType (class in ax.storage.utils)
parameters (ax.core.observation.ObservationFeatures attribute)
(ax.modelbridge.array.ArrayModelBridge attribute)
(ax.modelbridge.discrete.DiscreteModelBridge attribute)
(ax.modelbridge.numpy.NumpyModelBridge attribute)
(ax.modelbridge.random.RandomModelBridge attribute)
,
[1]
(ax.modelbridge.torch.TorchModelBridge attribute)
(ax.storage.sqa_store.sqa_classes.SQAArm attribute)
(ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
(ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
parameters() (ax.Arm property)
(ax.core.arm.Arm property)
(ax.core.experiment.Experiment property)
(ax.core.parameter_constraint.OrderConstraint property)
(ax.core.parameter_constraint.SumConstraint property)
(ax.core.search_space.SearchSpace property)
(ax.Experiment property)
(ax.OrderConstraint property)
(ax.plot.base.PlotInSampleArm property)
(ax.plot.base.PlotOutOfSampleArm property)
(ax.SumConstraint property)
ParameterType (class in ax)
(class in ax.core.parameter)
parse_observation_features() (in module ax.modelbridge.modelbridge_utils)
pending_observations_as_array() (in module ax.modelbridge.modelbridge_utils)
PINK (ax.plot.color.COLORS attribute)
plot_bandit_rollout() (in module ax.plot.bandit_rollout)
plot_config_to_html() (in module ax.plot.render)
plot_contour() (in module ax.plot.contour)
plot_feature_importance() (in module ax.plot.feature_importances)
plot_feature_importance_by_feature() (in module ax.plot.feature_importances)
plot_feature_importance_by_metric() (in module ax.plot.feature_importances)
plot_fitted() (in module ax.plot.scatter)
plot_marginal_effects() (in module ax.plot.marginal_effects)
plot_multiple_metrics() (in module ax.plot.scatter)
plot_objective_vs_constraints() (in module ax.plot.scatter)
plot_relative_feature_importance() (in module ax.plot.feature_importances)
plot_slice() (in module ax.plot.slice)
PlotData (class in ax.plot.base)
PlotInSampleArm (class in ax.plot.base)
plotly_color_scale() (in module ax.plot.color)
PlotMetric (class in ax.plot.base)
PlotOutOfSampleArm (class in ax.plot.base)
positive_part_james_stein() (in module ax.utils.stats.statstools)
pred() (ax.plot.base.PlotMetric property)
predict() (ax.modelbridge.base.ModelBridge method)
(ax.models.discrete.thompson.ThompsonSampler method)
(ax.models.discrete_base.DiscreteModel method)
(ax.models.numpy.randomforest.RandomForest method)
(ax.models.numpy_base.NumpyModel method)
(ax.models.torch.botorch.BotorchModel method)
(ax.models.torch_base.TorchModel method)
predict_from_model() (in module ax.models.torch.botorch_defaults)
predicted() (ax.modelbridge.cross_validation.CVResult property)
process_bind_param() (ax.storage.sqa_store.json.JSONEncodedObject method)
(ax.storage.sqa_store.sqa_enum.BaseNullableEnum method)
(ax.storage.sqa_store.timestamp.IntTimestamp method)
process_result_value() (ax.storage.sqa_store.json.JSONEncodedObject method)
(ax.storage.sqa_store.sqa_enum.BaseNullableEnum method)
(ax.storage.sqa_store.timestamp.IntTimestamp method)
properties (ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
(ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
(ax.storage.sqa_store.sqa_classes.SQARunner attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
python_only() (ax.storage.utils.EncodeDecodeFieldsMap property)
python_to_encoded() (ax.storage.utils.EncodeDecodeFieldsMap property)
python_type() (ax.core.parameter.Parameter property)
(ax.Parameter property)
R
random_split (ax.core.observation.ObservationFeatures attribute)
RandomForest (class in ax.models.numpy.randomforest)
randomized_onehot_round() (in module ax.modelbridge.transforms.rounding)
randomized_round() (in module ax.modelbridge.transforms.rounding)
randomized_round_parameters() (in module ax.modelbridge.transforms.rounding)
RandomModel (class in ax.models.random.base)
RandomModelBridge (class in ax.modelbridge.random)
RANGE (ax.storage.utils.DomainType attribute)
range_parameter_to_dict() (in module ax.storage.json_store.encoders)
RangeParameter (class in ax)
(class in ax.core.parameter)
raw_data_to_evaluation() (in module ax.service.utils.instantiation)
reason() (ax.core.batch_trial.AbandonedArm property)
recommend_best_observed_point() (in module ax.models.torch.botorch_defaults)
recommend_best_out_of_sample_point() (in module ax.models.torch.botorch_defaults)
register_metric() (in module ax.storage.metric_registry)
register_runner() (in module ax.storage.runner_registry)
rejection_sample() (in module ax.models.model_utils)
rel() (ax.plot.base.PlotMetric property)
relative (ax.core.outcome_constraint.OutcomeConstraint attribute)
(ax.OutcomeConstraint attribute)
(ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
relativize() (in module ax.plot.helper)
(in module ax.utils.stats.statstools)
relativize_data() (in module ax.plot.helper)
(in module ax.utils.stats.statstools)
remove_prefix() (in module ax.storage.utils)
remove_tracking_metric() (ax.core.experiment.Experiment method)
(ax.core.multi_type_experiment.MultiTypeExperiment method)
(ax.Experiment method)
RemoveFixed (class in ax.modelbridge.transforms.remove_fixed)
render() (in module ax.utils.notebook.plotting)
render_report_elements() (in module ax.utils.report.render)
required_columns() (ax.core.data.Data static method)
(ax.Data static method)
required_dimensionality() (ax.utils.measurement.synthetic_functions.SyntheticFunction property)
reset_runners() (ax.core.experiment.Experiment method)
(ax.core.multi_type_experiment.MultiTypeExperiment method)
(ax.Experiment method)
resize_subtitles() (in module ax.plot.helper)
rgb() (in module ax.plot.helper)
rgba() (in module ax.plot.color)
run() (ax.BatchTrial method)
(ax.core.base_trial.BaseTrial method)
(ax.core.batch_trial.BatchTrial method)
(ax.core.runner.Runner method)
(ax.Runner method)
(ax.runners.synthetic.SyntheticRunner method)
run_metadata (ax.storage.sqa_store.sqa_classes.SQATrial attribute)
run_metadata() (ax.core.base_trial.BaseTrial property)
run_trial() (ax.OptimizationLoop method)
(ax.service.managed_loop.OptimizationLoop method)
runner (ax.storage.sqa_store.sqa_classes.SQATrial attribute)
Runner (class in ax)
(class in ax.core.runner)
runner() (ax.core.base_trial.BaseTrial property)
runner_for_trial() (ax.core.experiment.Experiment method)
(ax.core.multi_type_experiment.MultiTypeExperiment method)
(ax.Experiment method)
runner_from_sqa() (ax.storage.sqa_store.decoder.Decoder method)
runner_to_dict() (in module ax.storage.json_store.encoders)
runner_to_sqa() (ax.storage.sqa_store.encoder.Encoder method)
runner_type (ax.storage.sqa_store.sqa_classes.SQARunner attribute)
runners (ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
RUNNING (ax.core.base_trial.TrialStatus attribute)
S
same_elements() (in module ax.utils.common.equality)
sample_hypersphere_positive_quadrant() (in module ax.models.torch.utils)
sample_simplex() (in module ax.models.torch.utils)
save() (ax.service.ax_client.AxClient static method)
(in module ax)
save_experiment() (in module ax.service.utils.storage)
(in module ax.storage.json_store.save)
(in module ax.storage.sqa_store.save)
save_generation_strategy() (in module ax.service.utils.storage)
(in module ax.storage.sqa_store.save)
save_new_trial() (in module ax.service.utils.storage)
(in module ax.storage.sqa_store.save)
save_to_json_file() (ax.service.ax_client.AxClient method)
save_updated_trial() (in module ax.service.utils.storage)
SCALARIZED_OBJECTIVE (ax.storage.utils.MetricIntent attribute)
scalarized_objective_children_metrics (ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
scalarized_objective_id (ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
scalarized_objective_to_dict() (in module ax.storage.json_store.encoders)
scalarized_objective_to_sqa() (ax.storage.sqa_store.encoder.Encoder method)
scalarized_objective_weight (ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
ScalarizedObjective (class in ax.core.objective)
scipy_optimizer() (in module ax.models.torch.botorch_defaults)
scramble (ax.models.random.base.RandomModel attribute)
(ax.models.random.sobol.SobolGenerator attribute)
se() (ax.plot.base.PlotInSampleArm property)
se_hat() (ax.plot.base.PlotInSampleArm property)
(ax.plot.base.PlotOutOfSampleArm property)
search_space (ax.benchmark.benchmark_problem.BenchmarkProblem attribute)
(ax.modelbridge.discrete.DiscreteModelBridge attribute)
search_space() (ax.core.experiment.Experiment property)
(ax.core.generator_run.GeneratorRun property)
(ax.Experiment property)
(ax.GeneratorRun property)
search_space_from_json() (in module ax.storage.json_store.decoder)
search_space_from_sqa() (ax.storage.sqa_store.decoder.Decoder method)
search_space_to_dict() (in module ax.storage.json_store.encoders)
search_space_to_sqa() (ax.storage.sqa_store.encoder.Encoder method)
SearchSpace (class in ax)
(class in ax.core.search_space)
SearchSpaceToChoice (class in ax.modelbridge.transforms.search_space_to_choice)
seed (ax.models.random.base.RandomModel attribute)
(ax.models.random.sobol.SobolGenerator attribute)
(ax.models.random.uniform.UniformGenerator attribute)
sem_range_scatter() (in module ax.plot.trace)
separate_observations() (in module ax.core.observation)
serialize_state() (ax.models.base.Model class method)
session_scope() (in module ax.storage.sqa_store.db)
set_digits() (ax.core.parameter.RangeParameter method)
set_log_scale() (ax.core.parameter.RangeParameter method)
set_parameter_constraints() (ax.core.search_space.SearchSpace method)
set_single_trial() (in module ax.core.data)
set_status_quo_and_optimize_power() (ax.core.batch_trial.BatchTrial method)
set_status_quo_with_weight() (ax.core.batch_trial.BatchTrial method)
set_value() (ax.core.parameter.FixedParameter method)
set_values() (ax.ChoiceParameter method)
(ax.core.parameter.ChoiceParameter method)
short_name() (in module ax.plot.contour)
signature() (ax.Arm property)
(ax.core.arm.Arm property)
silence_stderr() (ax.utils.common.testutils.TestCase static method)
simple_benchmark_problem_from_json() (in module ax.storage.json_store.decoder)
simple_experiment_from_json() (in module ax.storage.json_store.decoder)
simple_experiment_to_dict() (in module ax.storage.json_store.encoders)
SimpleBenchmarkProblem (class in ax.benchmark.benchmark_problem)
SimpleExperiment (class in ax)
(class in ax.core.simple_experiment)
singletask_gp_model_constructor() (in module ax.benchmark.botorch_methods)
SLICE (ax.plot.base.AxPlotTypes attribute)
slice_config_to_trace() (in module ax.plot.helper)
SOBOL (ax.modelbridge.registry.Models attribute)
SobolGenerator (class in ax.models.random.sobol)
split_by_arm() (ax.core.generator_run.GeneratorRun method)
(ax.GeneratorRun method)
split_dataset() (in module ax.utils.tutorials.cnn_utils)
SQAAbandonedArm (class in ax.storage.sqa_store.sqa_classes)
SQAArm (class in ax.storage.sqa_store.sqa_classes)
SQABase (class in ax.storage.sqa_store.db)
SQAConfig (class in ax.storage.sqa_store.sqa_config)
SQAData (class in ax.storage.sqa_store.sqa_classes)
SQADecodeError
SQAEncodeError
SQAExperiment (class in ax.storage.sqa_store.sqa_classes)
SQAGenerationStrategy (class in ax.storage.sqa_store.sqa_classes)
SQAGeneratorRun (class in ax.storage.sqa_store.sqa_classes)
SQAMetric (class in ax.storage.sqa_store.sqa_classes)
SQAParameter (class in ax.storage.sqa_store.sqa_classes)
SQAParameterConstraint (class in ax.storage.sqa_store.sqa_classes)
SQARunner (class in ax.storage.sqa_store.sqa_classes)
SQATrial (class in ax.storage.sqa_store.sqa_classes)
STAGED (ax.core.base_trial.TrialStatus attribute)
staging_required() (ax.core.runner.Runner property)
(ax.Runner property)
standard_bridge_kwargs() (ax.modelbridge.registry.ModelSetup property)
StandardizeY (class in ax.modelbridge.transforms.standardize_y)
start_time (ax.core.observation.ObservationFeatures attribute)
status (ax.storage.sqa_store.sqa_classes.SQATrial attribute)
status() (ax.core.base_trial.BaseTrial property)
STATUS_QUO (ax.core.generator_run.GeneratorRunType attribute)
status_quo() (ax.BatchTrial property)
(ax.core.batch_trial.BatchTrial property)
(ax.core.experiment.Experiment property)
(ax.Experiment property)
(ax.modelbridge.base.ModelBridge property)
status_quo_name (ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
status_quo_name() (ax.plot.base.PlotData property)
status_quo_parameters (ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
STEELBLUE (ax.plot.color.COLORS attribute)
steps (ax.storage.sqa_store.sqa_classes.SQAGenerationStrategy attribute)
stop() (ax.core.runner.Runner method)
(ax.Runner method)
StratifiedStandardizeY (class in ax.modelbridge.transforms.stratified_standardize_y)
strict_onehot_round() (in module ax.modelbridge.transforms.rounding)
STRING (ax.core.parameter.ParameterType attribute)
StringEnum (class in ax.storage.sqa_store.sqa_enum)
subset_model() (in module ax.models.torch.utils)
SUM (ax.storage.utils.ParameterConstraintType attribute)
sum_parameter_constraint_to_dict() (in module ax.storage.json_store.encoders)
sum_trial_sizes() (ax.core.experiment.Experiment property)
(ax.Experiment property)
SumConstraint (class in ax)
(class in ax.core.parameter_constraint)
supports_trial_type() (ax.core.experiment.Experiment method)
(ax.core.multi_type_experiment.MultiTypeExperiment method)
(ax.Experiment method)
SyntheticFunction (class in ax.utils.measurement.synthetic_functions)
SyntheticRunner (class in ax.runners.synthetic)
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)
table_view_plot() (in module ax.plot.table_view)
target_value (ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
target_value() (ax.core.parameter.Parameter property)
TaskEncode (class in ax.modelbridge.transforms.task_encode)
tconfig_from_mt_experiment() (in module ax.modelbridge.transforms.convert_metric_names)
TEAL (ax.plot.color.COLORS attribute)
tensor_callable_to_array_callable() (in module ax.models.torch.utils)
TestCase (class in ax.utils.common.testutils)
THOMPSON (ax.modelbridge.registry.Models attribute)
ThompsonSampler (class in ax.models.discrete.thompson)
tile_cross_validation() (in module ax.plot.diagnostic)
tile_fitted() (in module ax.plot.scatter)
time() (ax.core.batch_trial.AbandonedArm property)
time_abandoned (ax.storage.sqa_store.sqa_classes.SQAAbandonedArm attribute)
time_completed (ax.storage.sqa_store.sqa_classes.SQATrial attribute)
time_completed() (ax.core.base_trial.BaseTrial property)
time_created (ax.storage.sqa_store.sqa_classes.SQAData attribute)
(ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
(ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
time_created() (ax.core.base_trial.BaseTrial property)
(ax.core.experiment.Experiment property)
(ax.core.generator_run.GeneratorRun property)
(ax.Experiment property)
(ax.GeneratorRun property)
time_run_started (ax.storage.sqa_store.sqa_classes.SQATrial attribute)
time_run_started() (ax.core.base_trial.BaseTrial property)
time_staged (ax.storage.sqa_store.sqa_classes.SQATrial attribute)
time_staged() (ax.core.base_trial.BaseTrial property)
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_type_to_str() (in module ax.utils.common.typeutils)
TorchModel (class in ax.models.torch_base)
TorchModelBridge (class in ax.modelbridge.torch)
total_variance() (in module ax.utils.stats.statstools)
TRACKING (ax.storage.utils.MetricIntent attribute)
tracking_metrics() (ax.core.utils.MissingMetrics property)
train() (in module ax.utils.tutorials.cnn_utils)
training_in_design() (ax.modelbridge.base.ModelBridge property)
Transform (class in ax.modelbridge.transforms.base)
transform() (ax.modelbridge.transforms.one_hot.OneHotEncoder method)
transform_1 (class in ax.utils.testing.modeling_stubs)
transform_2 (class in ax.utils.testing.modeling_stubs)
transform_callback() (in module ax.modelbridge.modelbridge_utils)
transform_observation_data() (ax.modelbridge.transforms.base.Transform method)
(ax.modelbridge.transforms.convert_metric_names.ConvertMetricNames method)
(ax.modelbridge.transforms.ivw.IVW method)
(ax.modelbridge.transforms.standardize_y.StandardizeY method)
(ax.modelbridge.transforms.stratified_standardize_y.StratifiedStandardizeY method)
(ax.modelbridge.transforms.winsorize.Winsorize method)
(ax.utils.testing.modeling_stubs.transform_1 method)
(ax.utils.testing.modeling_stubs.transform_2 method)
transform_observation_features() (ax.modelbridge.base.ModelBridge method)
(ax.modelbridge.transforms.base.Transform method)
(ax.modelbridge.transforms.centered_unit_x.CenteredUnitX method)
(ax.modelbridge.transforms.int_to_float.IntToFloat method)
(ax.modelbridge.transforms.log.Log method)
(ax.modelbridge.transforms.one_hot.OneHot method)
(ax.modelbridge.transforms.ordered_choice_encode.OrderedChoiceEncode method)
(ax.modelbridge.transforms.remove_fixed.RemoveFixed method)
(ax.modelbridge.transforms.search_space_to_choice.SearchSpaceToChoice method)
(ax.modelbridge.transforms.trial_as_task.TrialAsTask method)
(ax.modelbridge.transforms.unit_x.UnitX method)
(ax.utils.testing.modeling_stubs.transform_1 method)
(ax.utils.testing.modeling_stubs.transform_2 method)
transform_optimization_config() (ax.modelbridge.transforms.base.Transform method)
(ax.modelbridge.transforms.derelativize.Derelativize method)
(ax.modelbridge.transforms.standardize_y.StandardizeY method)
(ax.modelbridge.transforms.stratified_standardize_y.StratifiedStandardizeY method)
(ax.utils.testing.modeling_stubs.transform_1 method)
(ax.utils.testing.modeling_stubs.transform_2 method)
transform_search_space() (ax.modelbridge.transforms.base.Transform method)
(ax.modelbridge.transforms.cap_parameter.CapParameter method)
(ax.modelbridge.transforms.centered_unit_x.CenteredUnitX method)
(ax.modelbridge.transforms.int_range_to_choice.IntRangeToChoice method)
(ax.modelbridge.transforms.int_to_float.IntToFloat method)
(ax.modelbridge.transforms.log.Log method)
(ax.modelbridge.transforms.one_hot.OneHot method)
(ax.modelbridge.transforms.ordered_choice_encode.OrderedChoiceEncode method)
(ax.modelbridge.transforms.remove_fixed.RemoveFixed method)
(ax.modelbridge.transforms.search_space_to_choice.SearchSpaceToChoice method)
(ax.modelbridge.transforms.trial_as_task.TrialAsTask method)
(ax.modelbridge.transforms.unit_x.UnitX method)
(ax.utils.testing.modeling_stubs.transform_1 method)
(ax.utils.testing.modeling_stubs.transform_2 method)
transform_type_from_json() (in module ax.storage.json_store.decoder)
transform_type_to_dict() (in module ax.storage.json_store.encoders)
transforms() (ax.modelbridge.registry.ModelSetup property)
Trial (class in ax)
(class in ax.core.trial)
trial_from_json() (in module ax.storage.json_store.decoders)
trial_from_sqa() (ax.storage.sqa_store.decoder.Decoder method)
trial_id (ax.storage.sqa_store.sqa_classes.SQAAbandonedArm attribute)
(ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
(ax.storage.sqa_store.sqa_classes.SQARunner attribute)
trial_index (ax.core.observation.ObservationFeatures attribute)
(ax.storage.sqa_store.sqa_classes.SQAData attribute)
trial_indices_by_status() (ax.core.experiment.Experiment property)
(ax.Experiment property)
trial_indices_by_step() (ax.modelbridge.generation_strategy.GenerationStrategy property)
trial_to_dict() (in module ax.storage.json_store.encoders)
trial_to_sqa() (ax.storage.sqa_store.encoder.Encoder method)
trial_type (ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
(ax.storage.sqa_store.sqa_classes.SQARunner attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
trial_type() (ax.core.base_trial.BaseTrial property)
TrialAsTask (class in ax.modelbridge.transforms.trial_as_task)
trials (ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
trials() (ax.core.experiment.Experiment property)
(ax.Experiment property)
trials_as_df() (ax.modelbridge.generation_strategy.GenerationStrategy property)
trials_by_status() (ax.core.experiment.Experiment property)
(ax.Experiment property)
trials_expecting_data() (ax.core.experiment.Experiment property)
(ax.Experiment property)
trials_from_json() (in module ax.storage.json_store.decoder)
TrialStatus (class in ax.core.base_trial)
ttl_seconds (ax.storage.sqa_store.sqa_classes.SQATrial attribute)
ttl_seconds() (ax.core.base_trial.BaseTrial property)
tunable_feature_indices() (in module ax.models.model_utils)
tunable_parameters() (ax.core.search_space.SearchSpace property)
type (ax.storage.sqa_store.sqa_classes.SQAParameterConstraint attribute)
U
UNIFORM (ax.modelbridge.registry.Models attribute)
UniformGenerator (class in ax.models.random.uniform)
unimplemented_evaluation_function() (in module ax.core.simple_experiment)
unique_id (ax.storage.sqa_store.sqa_classes.SQAAbandonedArm attribute)
(ax.storage.sqa_store.sqa_classes.SQAArm attribute)
(ax.storage.sqa_store.sqa_classes.SQAData attribute)
(ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
(ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
(ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
UnitX (class in ax.modelbridge.transforms.unit_x)
unordered_list_html() (in module ax.utils.report.render)
unset_status_quo() (ax.BatchTrial method)
(ax.core.batch_trial.BatchTrial method)
UnsupportedError
untransform_observation_data() (ax.modelbridge.transforms.base.Transform method)
(ax.modelbridge.transforms.convert_metric_names.ConvertMetricNames method)
(ax.modelbridge.transforms.standardize_y.StandardizeY method)
(ax.modelbridge.transforms.stratified_standardize_y.StratifiedStandardizeY method)
(ax.utils.testing.modeling_stubs.transform_1 method)
(ax.utils.testing.modeling_stubs.transform_2 method)
untransform_observation_features() (ax.modelbridge.transforms.base.Transform method)
(ax.modelbridge.transforms.centered_unit_x.CenteredUnitX method)
(ax.modelbridge.transforms.int_to_float.IntToFloat method)
(ax.modelbridge.transforms.log.Log method)
(ax.modelbridge.transforms.one_hot.OneHot method)
(ax.modelbridge.transforms.ordered_choice_encode.OrderedChoiceEncode method)
(ax.modelbridge.transforms.remove_fixed.RemoveFixed method)
(ax.modelbridge.transforms.search_space_to_choice.SearchSpaceToChoice method)
(ax.modelbridge.transforms.trial_as_task.TrialAsTask method)
(ax.modelbridge.transforms.unit_x.UnitX method)
(ax.utils.testing.modeling_stubs.transform_1 method)
(ax.utils.testing.modeling_stubs.transform_2 method)
unwrap_observation_data() (in module ax.modelbridge.base)
update() (ax.modelbridge.base.ModelBridge method)
(ax.modelbridge.random.RandomModelBridge method)
(ax.models.numpy_base.NumpyModel method)
(ax.models.torch.botorch.BotorchModel method)
(ax.models.torch_base.TorchModel method)
(ax.storage.sqa_store.db.SQABase method)
update_features() (ax.core.observation.ObservationFeatures method)
update_field() (ax.storage.sqa_store.db.SQABase method)
update_parameter() (ax.core.search_space.SearchSpace method)
update_range() (ax.core.parameter.RangeParameter method)
(ax.RangeParameter method)
update_run_metadata() (ax.core.base_trial.BaseTrial method)
update_runner() (ax.core.multi_type_experiment.MultiTypeExperiment method)
update_tracking_metric() (ax.core.experiment.Experiment method)
(ax.core.multi_type_experiment.MultiTypeExperiment method)
(ax.core.simple_experiment.SimpleExperiment method)
(ax.Experiment method)
(ax.SimpleExperiment method)
update_trial() (in module ax.storage.sqa_store.save)
update_trial_data() (ax.service.ax_client.AxClient method)
upper (ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
upper() (ax.core.parameter.RangeParameter property)
(ax.RangeParameter property)
upper_parameter() (ax.core.parameter_constraint.OrderConstraint property)
(ax.OrderConstraint property)
url() (ax.storage.sqa_store.structs.DBSettings property)
use_update() (ax.modelbridge.generation_strategy.GenerationStep property)
uses_non_registered_models() (ax.modelbridge.generation_strategy.GenerationStrategy property)
V
validate() (ax.ChoiceParameter method)
(ax.core.parameter.ChoiceParameter method)
(ax.core.parameter.FixedParameter method)
(ax.core.parameter.Parameter method)
(ax.core.parameter.RangeParameter method)
(ax.FixedParameter method)
(ax.RangeParameter method)
validate_bounds() (in module ax.models.model_utils)
validate_constraint_parameters() (in module ax.core.parameter_constraint)
validate_experiment_metadata() (ax.storage.sqa_store.encoder.Encoder class method)
validate_kwarg_typing() (in module ax.utils.common.kwargs)
validate_metric() (in module ax.storage.sqa_store.validation)
validate_optimization_config() (in module ax.modelbridge.array)
validate_parameter() (in module ax.storage.sqa_store.validation)
validate_parameter_constraint() (in module ax.storage.sqa_store.validation)
validate_runner() (in module ax.storage.sqa_store.validation)
value() (ax.core.parameter.FixedParameter property)
values() (ax.core.parameter.ChoiceParameter property)
verify_trial_parameterization() (ax.service.ax_client.AxClient method)
view_defaults() (ax.modelbridge.registry.Models method)
(ax.Models method)
view_kwargs() (ax.modelbridge.registry.Models method)
(ax.Models method)
W
weight (ax.storage.sqa_store.sqa_classes.SQAArm attribute)
(ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
weight() (ax.core.batch_trial.GeneratorRunStruct property)
(ax.core.generator_run.ArmWeight property)
weights (ax.core.objective.MultiObjective attribute)
(ax.core.objective.ScalarizedObjective attribute)
,
[1]
weights() (ax.BatchTrial property)
(ax.core.batch_trial.BatchTrial property)
(ax.core.generator_run.GeneratorRun property)
(ax.GeneratorRun property)
Winsorize (class in ax.modelbridge.transforms.winsorize)
with_evaluation_function() (ax.OptimizationLoop static method)
(ax.service.managed_loop.OptimizationLoop static method)
with_runners_and_metrics() (ax.OptimizationLoop class method)
(ax.service.managed_loop.OptimizationLoop class method)
X
Xs (ax.models.torch.botorch.BotorchModel attribute)
Y
y() (ax.plot.base.PlotInSampleArm property)
y_hat() (ax.plot.base.PlotInSampleArm property)
(ax.plot.base.PlotOutOfSampleArm property)
Ys (ax.models.torch.botorch.BotorchModel attribute)
Yvars (ax.models.torch.botorch.BotorchModel attribute)
Ax
Navigation
ax
ax.benchmark
ax.core
ax.exceptions
ax.metrics
ax.modelbridge
ax.models
ax.plot
ax.runners
ax.service
ax.storage
ax.utils
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