Ax
0.1.2
Docs
Tutorials
API
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Index
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P
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W
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Y
A
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.BatchTrial attribute)
(ax.Trial attribute)
(ax.core.base_trial.BaseTrial attribute)
(ax.core.batch_trial.BatchTrial attribute)
(ax.core.trial.Trial attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
abandoned_arms_metadata (ax.core.batch_trial.BatchTrial attribute)
abandoned_reason (ax.core.base_trial.BaseTrial attribute)
(ax.storage.sqa_store.sqa_classes.SQAAbandonedArm attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
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.Experiment method)
(ax.SimpleExperiment method)
(ax.core.multi_type_experiment.MultiTypeExperiment method)
(ax.core.simple_experiment.SimpleExperiment method)
add_trial_type() (ax.core.multi_type_experiment.MultiTypeExperiment method)
add_values() (ax.ChoiceParameter method)
(ax.core.parameter.ChoiceParameter method)
aggregate_results() (ax.benchmark.benchmark_runner.BenchmarkRunner method)
agresti_coull_sem() (in module ax.utils.stats.statstools)
arm (ax.core.generator_run.ArmWeight attribute)
(ax.Trial attribute)
(ax.core.trial.Trial attribute)
Arm (class in ax)
(class in ax.core.arm)
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_to_dict() (in module ax.storage.json_store.encoders)
arm_to_sqa() (ax.storage.sqa_store.encoder.Encoder method)
arm_weights (ax.BatchTrial attribute)
(ax.GeneratorRun attribute)
(ax.core.batch_trial.BatchTrial attribute)
(ax.core.generator_run.GeneratorRun attribute)
arms (ax.BatchTrial attribute)
(ax.GeneratorRun attribute)
(ax.Trial attribute)
(ax.core.base_trial.BaseTrial attribute)
(ax.core.batch_trial.BatchTrial attribute)
(ax.core.generator_run.GeneratorRun attribute)
(ax.core.trial.Trial attribute)
(ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
arms_by_name (ax.BatchTrial attribute)
(ax.Experiment attribute)
(ax.Trial attribute)
(ax.core.base_trial.BaseTrial attribute)
(ax.core.batch_trial.BatchTrial attribute)
(ax.core.experiment.Experiment attribute)
(ax.core.trial.Trial attribute)
arms_by_signature (ax.core.experiment.Experiment attribute)
(ax.Experiment attribute)
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)
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 attribute)
ax (module)
ax.benchmark (module)
ax.benchmark.benchmark_problem (module)
ax.benchmark.benchmark_runner (module)
ax.benchmark.benchmark_suite (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.exceptions (module)
ax.exceptions.core (module)
ax.exceptions.data_provider (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.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.factory (module)
ax.modelbridge.generation_strategy (module)
ax.modelbridge.numpy (module)
ax.modelbridge.torch (module)
ax.modelbridge.transforms.base (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.models (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.utils (module)
ax.models.torch_base (module)
ax.plot (module)
ax.plot.base (module)
ax.plot.color (module)
ax.plot.contour (module)
ax.plot.diagnostic (module)
ax.plot.helper (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.dispatch (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_enum (module)
ax.storage.sqa_store.timestamp (module)
ax.storage.sqa_store.utils (module)
ax.storage.sqa_store.validation (module)
ax.storage.utils (module)
ax.utils (module)
ax.utils.common.docutils (module)
ax.utils.common.equality (module)
ax.utils.common.logger (module)
ax.utils.common.typeutils (module)
ax.utils.notebook.plotting (module)
ax.utils.report.render (module)
ax.utils.stats.statstools (module)
AxClient (class in ax.service.ax_client)
AxError
AxPlotConfig (class in ax.plot.base)
AxPlotTypes (class in ax.plot.base)
B
BANDIT_ROLLOUT (ax.plot.base.AxPlotTypes attribute)
BanditBenchmarkRunner (class in ax.benchmark.benchmark_runner)
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)
BenchmarkProblem (class in ax.benchmark.benchmark_problem)
BenchmarkResult (class in ax.benchmark.benchmark_runner)
BenchmarkRunner (class in ax.benchmark.benchmark_runner)
BenchmarkSetup (class in ax.benchmark.benchmark_runner)
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.core.generator_run.GeneratorRun attribute)
(ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
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)
BOBenchmarkingSuite (class in ax.benchmark.benchmark_suite)
BOBenchmarkRunner (class in ax.benchmark.benchmark_runner)
BOOL (ax.core.parameter.ParameterType attribute)
BOTORCH() (ax.modelbridge.factory.Models method)
(ax.Models method)
BotorchModel (class in ax.models.torch.botorch)
bound (ax.core.outcome_constraint.OutcomeConstraint attribute)
(ax.OutcomeConstraint attribute)
(ax.ParameterConstraint attribute)
(ax.core.parameter_constraint.ParameterConstraint attribute)
(ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
(ax.storage.sqa_store.sqa_classes.SQAParameterConstraint attribute)
BraninMetric (class in ax.metrics.branin)
C
CANDIDATE (ax.core.base_trial.TrialStatus attribute)
cast_arm() (ax.core.search_space.SearchSpace method)
(ax.SearchSpace method)
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_list() (in module ax.utils.common.typeutils)
checked_cast_optional() (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.service.utils.dispatch)
classes (ax.modelbridge.transforms.one_hot.OneHotEncoder attribute)
clone() (ax.Arm method)
(ax.BatchTrial method)
(ax.GeneratorRun method)
(ax.Metric method)
(ax.Objective method)
(ax.OptimizationConfig method)
(ax.OrderConstraint method)
(ax.OutcomeConstraint method)
(ax.ParameterConstraint method)
(ax.SumConstraint 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.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.metrics.factorial.FactorialMetric method)
(ax.metrics.noisy_function.NoisyFunctionMetric method)
clone_reset() (ax.benchmark.benchmark_runner.BenchmarkSetup method)
(ax.modelbridge.generation_strategy.GenerationStrategy method)
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_trial() (ax.service.ax_client.AxClient method)
COMPLETED (ax.core.base_trial.TrialStatus attribute)
compute_diagnostics() (in module ax.modelbridge.cross_validation)
compute_standardization_parameters() (in module ax.modelbridge.transforms.standardize_y)
config (ax.storage.sqa_store.decoder.Decoder attribute)
(ax.storage.sqa_store.encoder.Encoder attribute)
consistency_exactly_one() (in module ax.storage.sqa_store.validation)
constraint_dict (ax.core.parameter_constraint.OrderConstraint attribute)
(ax.OrderConstraint attribute)
(ax.ParameterConstraint attribute)
(ax.SumConstraint attribute)
(ax.core.parameter_constraint.ParameterConstraint attribute)
(ax.core.parameter_constraint.SumConstraint attribute)
(ax.storage.sqa_store.sqa_classes.SQAParameterConstraint attribute)
constraint_from_str() (in module ax.service.utils.instantiation)
context_stratum (ax.plot.base.PlotInSampleArm attribute)
(ax.plot.base.PlotOutOfSampleArm attribute)
CONTOUR (ax.plot.base.AxPlotTypes attribute)
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)
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)
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)
Data (class in ax)
(class in ax.core.data)
data_by_trial (ax.core.experiment.Experiment attribute)
(ax.Experiment attribute)
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)
DataProviderError
datetime_equals() (in module ax.utils.common.equality)
Decoder (class in ax.storage.sqa_store.decoder)
deduplicate (ax.models.random.base.RandomModel attribute)
(ax.models.random.sobol.SobolGenerator attribute)
default_trial_type (ax.core.experiment.Experiment attribute)
(ax.Experiment attribute)
(ax.core.multi_type_experiment.MultiTypeExperiment attribute)
deployed_name (ax.core.base_trial.BaseTrial attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
Derelativize (class in ax.modelbridge.transforms.derelativize)
description (ax.core.data.Data attribute)
(ax.Data attribute)
(ax.core.multi_type_experiment.MultiTypeExperiment attribute)
(ax.storage.sqa_store.sqa_classes.SQAData attribute)
(ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
df (ax.core.data.Data attribute)
,
[1]
(ax.Data attribute)
df_hash (ax.core.data.Data attribute)
(ax.Data attribute)
digits (ax.core.parameter.RangeParameter attribute)
(ax.RangeParameter attribute)
(ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
DiscreteModel (class in ax.models.discrete_base)
DiscreteModelBridge (class in ax.modelbridge.discrete)
DISPATCHED (ax.core.base_trial.TrialStatus attribute)
domain_type (ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
DomainType (class in ax.storage.utils)
E
EMPIRICAL_BAYES_THOMPSON() (ax.modelbridge.factory.Models method)
(ax.Models method)
EmpiricalBayesThompsonSampler (class in ax.models.discrete.eb_thompson)
encoded_only (ax.storage.utils.EncodeDecodeFieldsMap attribute)
EncodeDecodeFieldsMap (class in ax.storage.utils)
Encoder (class in ax.storage.sqa_store.encoder)
end_time (ax.core.observation.ObservationFeatures attribute)
enforce_num_arms (ax.modelbridge.generation_strategy.GenerationStep attribute)
engine (ax.models.random.sobol.SobolGenerator attribute)
equality_typechecker() (in module ax.utils.common.equality)
equals() (ax.storage.sqa_store.db.SQABase method)
errors (ax.benchmark.benchmark_runner.BenchmarkRunner attribute)
eval() (ax.core.simple_experiment.SimpleExperiment method)
(ax.SimpleExperiment method)
eval_trial() (ax.core.simple_experiment.SimpleExperiment method)
(ax.SimpleExperiment method)
evaluation_function (ax.core.simple_experiment.SimpleExperiment attribute)
(ax.SimpleExperiment attribute)
evaluation_function() (in module ax.metrics.factorial)
evaluation_function_outer() (ax.core.simple_experiment.SimpleExperiment method)
expecting_data (ax.core.base_trial.TrialStatus attribute)
experiment (ax.BatchTrial attribute)
(ax.core.base_trial.BaseTrial attribute)
(ax.core.batch_trial.BatchTrial attribute)
(ax.service.ax_client.AxClient attribute)
Experiment (class in ax)
(class in ax.core.experiment)
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.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.core.experiment.Experiment attribute)
(ax.Experiment attribute)
(ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
ExperimentNotReadyError
extract_arm_predictions() (in module ax.core.generator_run)
extract_objective_weights() (in module ax.modelbridge.array)
extract_outcome_constraints() (in module ax.modelbridge.array)
F
f() (ax.metrics.branin.BraninMetric method)
(ax.metrics.branin.NegativeBraninMetric method)
(ax.metrics.hartmann6.Hartmann6Metric method)
(ax.metrics.noisy_function.NoisyFunctionMetric method)
FACTORIAL() (ax.modelbridge.factory.Models method)
(ax.Models method)
FactorialMetric (class in ax.metrics.factorial)
FAILED (ax.core.base_trial.TrialStatus attribute)
fbest (ax.benchmark.benchmark_problem.BenchmarkProblem attribute)
features (ax.core.observation.Observation attribute)
fetch_data() (ax.core.base_trial.BaseTrial method)
(ax.Experiment method)
(ax.SimpleExperiment method)
(ax.core.experiment.Experiment method)
(ax.core.multi_type_experiment.MultiTypeExperiment method)
(ax.core.simple_experiment.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)
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.core.generator_run.GeneratorRun attribute)
(ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
fit_times (ax.benchmark.benchmark_runner.BenchmarkResult attribute)
FIXED (ax.storage.utils.DomainType attribute)
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)
from_arm() (ax.core.observation.ObservationFeatures static method)
from_evaluations() (ax.core.data.Data static method)
(ax.Data static method)
from_multiple_data() (ax.core.data.Data static method)
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_time (ax.core.generator_run.GeneratorRun attribute)
(ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
gen_times (ax.benchmark.benchmark_runner.BenchmarkResult attribute)
generate_report() (ax.benchmark.benchmark_suite.BOBenchmarkingSuite method)
GenerationStep (class in ax.modelbridge.generation_strategy)
GenerationStrategy (class in ax.modelbridge.generation_strategy)
generator_changes (ax.benchmark.benchmark_runner.BenchmarkResult attribute)
(ax.modelbridge.generation_strategy.GenerationStrategy attribute)
generator_changes_scatter() (in module ax.plot.trace)
generator_run (ax.core.batch_trial.GeneratorRunStruct attribute)
(ax.Trial attribute)
(ax.core.trial.Trial attribute)
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 attribute)
(ax.core.batch_trial.BatchTrial attribute)
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.core.generator_run.GeneratorRun attribute)
(ax.GeneratorRun attribute)
(ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
generator_runs (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_best_parameters() (ax.service.ax_client.AxClient method)
get_best_point() (ax.OptimizationLoop method)
(ax.service.managed_loop.OptimizationLoop method)
get_botorch() (in module ax.modelbridge.factory)
get_color() (in module ax.plot.table_view)
get_current_model() (ax.OptimizationLoop method)
(ax.service.managed_loop.OptimizationLoop method)
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_factorial() (in module ax.modelbridge.factory)
get_fixed_values() (in module ax.plot.helper)
get_GPEI() (in module ax.modelbridge.factory)
get_grid_for_parameter() (in module ax.plot.helper)
get_init_args_from_properties() (ax.storage.sqa_store.decoder.Decoder method)
get_logger() (in module ax.utils.common.logger)
get_metric_type_and_properties() (ax.storage.sqa_store.encoder.Encoder method)
get_model_times() (in module ax.benchmark.benchmark_runner)
get_MTGP() (in module ax.modelbridge.factory)
get_next_trial() (ax.service.ax_client.AxClient method)
get_object_properties() (in module ax.storage.utils)
get_observed() (in module ax.models.model_utils)
get_plot_data() (in module ax.plot.helper)
get_range_parameter() (in module ax.plot.helper)
get_range_parameters() (in module ax.plot.helper)
get_recommended_max_parallelism() (ax.service.ax_client.AxClient method)
get_report() (ax.service.ax_client.AxClient method)
get_session() (in module ax.storage.sqa_store.db)
get_sobol() (in module ax.modelbridge.factory)
get_thompson() (in module ax.modelbridge.factory)
get_training_data() (ax.modelbridge.base.ModelBridge method)
get_uniform() (in module ax.modelbridge.factory)
GPEI() (ax.modelbridge.factory.Models method)
(ax.Models method)
H
h2_html() (in module ax.utils.report.render)
h3_html() (in module ax.utils.report.render)
Hartmann6Metric (class in ax.metrics.hartmann6)
has_evaluation_function (ax.core.simple_experiment.SimpleExperiment attribute)
(ax.SimpleExperiment attribute)
has_name (ax.Arm attribute)
(ax.Experiment attribute)
(ax.core.arm.Arm attribute)
(ax.core.experiment.Experiment 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.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)
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.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.SQATrial attribute)
immutable_once_run() (in module ax.core.base_trial)
impl (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 attribute)
index (ax.BatchTrial attribute)
(ax.GeneratorRun attribute)
(ax.core.base_trial.BaseTrial attribute)
(ax.core.batch_trial.BatchTrial attribute)
(ax.core.generator_run.GeneratorRun attribute)
(ax.modelbridge.generation_strategy.GenerationStep attribute)
(ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
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)
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)
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 attribute)
is_batch (ax.storage.sqa_store.sqa_classes.SQATrial attribute)
is_deployed (ax.core.base_trial.TrialStatus attribute)
is_factorial (ax.BatchTrial attribute)
(ax.core.batch_trial.BatchTrial attribute)
is_failed (ax.core.base_trial.TrialStatus attribute)
is_fidelity (ax.core.parameter.Parameter attribute)
(ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
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 attribute)
(ax.core.parameter.ParameterType attribute)
is_ordered (ax.core.parameter.ChoiceParameter attribute)
(ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
is_simple_experiment (ax.core.experiment.Experiment attribute)
(ax.Experiment attribute)
(ax.SimpleExperiment attribute)
(ax.core.simple_experiment.SimpleExperiment attribute)
is_task (ax.core.parameter.ChoiceParameter attribute)
(ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
is_terminal (ax.core.base_trial.TrialStatus attribute)
is_test (ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
is_valid_type() (ax.core.parameter.Parameter method)
(ax.RangeParameter method)
(ax.core.parameter.RangeParameter method)
IVW (class in ax.modelbridge.transforms.ivw)
ivw_metric_merge() (in module ax.modelbridge.transforms.ivw)
J
JSONDecodeError
JSONEncodedObject (class in ax.storage.sqa_store.json)
JSONEncodedText (class in ax.storage.sqa_store.json)
JSONEncodeError
L
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)
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() (in module ax)
load_experiment() (ax.service.ax_client.AxClient method)
(in module ax.service.utils.storage)
(in module ax.storage.json_store.load)
(in module ax.storage.sqa_store.load)
Log (class in ax.modelbridge.transforms.log)
log_scale (ax.core.parameter.RangeParameter attribute)
(ax.RangeParameter attribute)
(ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
log_trial_failure() (ax.service.ax_client.AxClient method)
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.core.parameter.RangeParameter attribute)
(ax.RangeParameter attribute)
(ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
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 attribute)
(ax.OrderConstraint attribute)
M
make_experiment() (in module ax.service.utils.instantiation)
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_completed() (ax.core.base_trial.BaseTrial method)
mark_dispatched() (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)
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.objective.Objective attribute)
(ax.Objective attribute)
(ax.OutcomeConstraint attribute)
(ax.core.objective.ScalarizedObjective attribute)
(ax.core.outcome_constraint.OutcomeConstraint attribute)
,
[1]
(ax.plot.base.PlotMetric attribute)
Metric (class in ax)
(class in ax.core.metric)
metric_from_sqa() (ax.storage.sqa_store.decoder.Decoder method)
metric_names (ax.core.observation.ObservationData attribute)
(ax.modelbridge.base.ModelBridge attribute)
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 attribute)
metric_type (ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
metric_weights (ax.core.objective.ScalarizedObjective attribute)
MetricIntent (class in ax.storage.utils)
metrics (ax.core.experiment.Experiment attribute)
(ax.Experiment attribute)
(ax.Objective attribute)
(ax.core.objective.Objective attribute)
(ax.core.objective.ScalarizedObjective attribute)
,
[1]
(ax.core.optimization_config.OptimizationConfig attribute)
(ax.plot.base.PlotData attribute)
(ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
(ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
min_arms_observed (ax.modelbridge.generation_strategy.GenerationStep attribute)
minimize (ax.core.objective.Objective attribute)
(ax.Objective attribute)
(ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
model (ax.modelbridge.generation_strategy.GenerationStep attribute)
(ax.modelbridge.generation_strategy.GenerationStrategy attribute)
model_gen_kwargs (ax.modelbridge.generation_strategy.GenerationStep attribute)
model_kwargs (ax.modelbridge.generation_strategy.GenerationStep attribute)
model_predictions (ax.core.generator_run.GeneratorRun attribute)
(ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
model_predictions_by_arm (ax.core.generator_run.GeneratorRun attribute)
model_space (ax.modelbridge.base.ModelBridge attribute)
ModelBridge (class in ax.modelbridge.base)
ModelError
Models (class in ax)
(class in ax.modelbridge.factory)
MultiTypeExperiment (class in ax.core.multi_type_experiment)
N
name (ax.Arm attribute)
(ax.Experiment attribute)
(ax.Metric attribute)
(ax.benchmark.benchmark_problem.BenchmarkProblem attribute)
(ax.core.arm.Arm attribute)
(ax.core.batch_trial.AbandonedArm attribute)
(ax.core.experiment.Experiment attribute)
(ax.core.metric.Metric attribute)
(ax.core.multi_type_experiment.MultiTypeExperiment attribute)
(ax.core.parameter.ChoiceParameter attribute)
(ax.core.parameter.FixedParameter attribute)
(ax.core.parameter.Parameter attribute)
(ax.core.parameter.RangeParameter attribute)
(ax.modelbridge.generation_strategy.GenerationStrategy attribute)
(ax.plot.base.PlotInSampleArm attribute)
(ax.plot.base.PlotOutOfSampleArm 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.SQAMetric attribute)
(ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
name_or_short_signature (ax.Arm attribute)
(ax.core.arm.Arm attribute)
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
NoisyFunctionMetric (class in ax.metrics.noisy_function)
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 attribute)
(ax.Experiment attribute)
num_arms (ax.modelbridge.generation_strategy.GenerationStep attribute)
num_arms_created (ax.storage.sqa_store.sqa_classes.SQATrial attribute)
num_trials (ax.core.experiment.Experiment attribute)
(ax.Experiment attribute)
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_from_json() (in module ax.storage.json_store.decoder)
object_to_json() (in module ax.storage.json_store.encoder)
objective (ax.core.optimization_config.OptimizationConfig attribute)
(ax.OptimizationConfig attribute)
OBJECTIVE (ax.storage.utils.MetricIntent attribute)
Objective (class in ax)
(class in ax.core.objective)
objective_at_true_best (ax.benchmark.benchmark_runner.BenchmarkResult attribute)
objective_mean (ax.core.trial.Trial attribute)
(ax.Trial attribute)
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)
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 attribute)
OneHot (class in ax.modelbridge.transforms.one_hot)
OneHotEncoder (class in ax.modelbridge.transforms.one_hot)
op (ax.core.outcome_constraint.OutcomeConstraint attribute)
,
[1]
(ax.OutcomeConstraint attribute)
(ax.SumConstraint attribute)
(ax.core.parameter_constraint.SumConstraint attribute)
(ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
opt_config_and_tracking_metrics_from_sqa() (ax.storage.sqa_store.decoder.Decoder method)
optimization_config (ax.benchmark.benchmark_problem.BenchmarkProblem attribute)
(ax.Experiment attribute)
(ax.GeneratorRun attribute)
(ax.core.experiment.Experiment attribute)
(ax.core.generator_run.GeneratorRun attribute)
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)
optimum (ax.benchmark.benchmark_runner.BenchmarkResult attribute)
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_design_data() (ax.modelbridge.base.ModelBridge method)
out_of_sample (ax.plot.base.PlotData attribute)
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 attribute)
(ax.OptimizationConfig attribute)
OutcomeConstraint (class in ax)
(class in ax.core.outcome_constraint)
P
p_html() (in module ax.utils.report.render)
param_df (ax.core.generator_run.GeneratorRun attribute)
(ax.GeneratorRun attribute)
Parameter (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.core.search_space.SearchSpace attribute)
(ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
(ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
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.core.parameter.ChoiceParameter attribute)
(ax.core.parameter.FixedParameter attribute)
(ax.core.parameter.Parameter attribute)
(ax.core.parameter.RangeParameter attribute)
(ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
ParameterConstraint (class in ax)
(class in ax.core.parameter_constraint)
ParameterConstraintType (class in ax.storage.utils)
parameters (ax.Arm attribute)
(ax.Experiment attribute)
(ax.OrderConstraint attribute)
(ax.SumConstraint attribute)
(ax.core.arm.Arm attribute)
(ax.core.experiment.Experiment attribute)
(ax.core.observation.ObservationFeatures attribute)
(ax.core.parameter_constraint.OrderConstraint attribute)
(ax.core.parameter_constraint.SumConstraint attribute)
(ax.core.search_space.SearchSpace attribute)
(ax.plot.base.PlotInSampleArm attribute)
(ax.plot.base.PlotOutOfSampleArm 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)
ParameterType (class in ax)
(class in ax.core.parameter)
PINK (ax.plot.color.COLORS attribute)
plot_config_to_html() (in module ax.plot.render)
plot_contour() (in module ax.plot.contour)
plot_fitted() (in module ax.plot.scatter)
plot_multiple_metrics() (in module ax.plot.scatter)
plot_objective_vs_constraints() (in module ax.plot.scatter)
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 attribute)
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)
predicted (ax.modelbridge.cross_validation.CVResult attribute)
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)
python_only (ax.storage.utils.EncodeDecodeFieldsMap attribute)
python_to_encoded (ax.storage.utils.EncodeDecodeFieldsMap attribute)
python_type (ax.core.parameter.Parameter attribute)
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)
RandomModel (class in ax.models.random.base)
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)
reason (ax.core.batch_trial.AbandonedArm attribute)
recommended_max_parallelism (ax.modelbridge.generation_strategy.GenerationStep attribute)
register_metric() (in module ax.storage.metric_registry)
register_runner() (in module ax.storage.runner_registry)
rejection_sample() (in module ax.models.model_utils)
relative (ax.core.outcome_constraint.OutcomeConstraint attribute)
(ax.OutcomeConstraint attribute)
(ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
relativize() (in module ax.utils.stats.statstools)
remove_prefix() (in module ax.storage.utils)
remove_tracking_metric() (ax.core.experiment.Experiment method)
(ax.Experiment method)
(ax.core.multi_type_experiment.MultiTypeExperiment 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)
resize_subtitles() (in module ax.plot.helper)
reweight_status_quo() (ax.core.batch_trial.BatchTrial method)
rgba() (in module ax.plot.color)
run() (ax.BatchTrial method)
(ax.Runner method)
(ax.benchmark.benchmark_suite.BOBenchmarkingSuite method)
(ax.core.base_trial.BaseTrial method)
(ax.core.batch_trial.BatchTrial method)
(ax.core.runner.Runner method)
(ax.runners.synthetic.SyntheticRunner method)
run_benchmark_run() (ax.benchmark.benchmark_runner.BanditBenchmarkRunner method)
(ax.benchmark.benchmark_runner.BOBenchmarkRunner method)
(ax.benchmark.benchmark_runner.BenchmarkRunner method)
run_benchmark_test() (ax.benchmark.benchmark_runner.BenchmarkRunner method)
run_metadata (ax.core.base_trial.BaseTrial attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
run_trial() (ax.OptimizationLoop method)
(ax.service.managed_loop.OptimizationLoop method)
runner (ax.core.base_trial.BaseTrial attribute)
(ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
Runner (class in ax)
(class in ax.core.runner)
runner_for_trial() (ax.core.experiment.Experiment method)
(ax.Experiment method)
(ax.core.multi_type_experiment.MultiTypeExperiment 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)
RUNNING (ax.core.base_trial.TrialStatus attribute)
S
same_elements() (in module ax.utils.common.equality)
save() (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)
ScalarizedObjective (class in ax.core.objective)
scramble (ax.models.random.base.RandomModel attribute)
(ax.models.random.sobol.SobolGenerator attribute)
se (ax.plot.base.PlotInSampleArm attribute)
se_hat (ax.plot.base.PlotInSampleArm attribute)
(ax.plot.base.PlotOutOfSampleArm attribute)
search_space (ax.benchmark.benchmark_problem.BenchmarkProblem attribute)
(ax.Experiment attribute)
(ax.GeneratorRun attribute)
(ax.core.experiment.Experiment attribute)
(ax.core.generator_run.GeneratorRun attribute)
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)
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_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)
should_stop_early() (ax.service.ax_client.AxClient method)
signature (ax.Arm attribute)
(ax.core.arm.Arm attribute)
simple_experiment_from_json() (in module ax.storage.json_store.decoder)
simple_experiment_to_dict() (in module ax.storage.json_store.encoders)
SimpleExperiment (class in ax)
(class in ax.core.simple_experiment)
SLICE (ax.plot.base.AxPlotTypes attribute)
SOBOL() (ax.modelbridge.factory.Models method)
(ax.Models method)
SobolGenerator (class in ax.models.random.sobol)
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)
SQAData (class in ax.storage.sqa_store.sqa_classes)
SQADecodeError
SQAEncodeError
SQAExperiment (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 attribute)
(ax.Runner attribute)
StandardizeY (class in ax.modelbridge.transforms.standardize_y)
start_time (ax.core.observation.ObservationFeatures attribute)
status (ax.core.base_trial.BaseTrial attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
status_quo (ax.BatchTrial attribute)
(ax.core.batch_trial.BatchTrial attribute)
(ax.core.experiment.Experiment attribute)
STATUS_QUO (ax.core.generator_run.GeneratorRunType attribute)
status_quo (ax.Experiment attribute)
(ax.modelbridge.base.ModelBridge attribute)
status_quo_name (ax.plot.base.PlotData attribute)
(ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
status_quo_parameters (ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
STEELBLUE (ax.plot.color.COLORS attribute)
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)
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 attribute)
(ax.Experiment attribute)
SumConstraint (class in ax)
(class in ax.core.parameter_constraint)
supports_trial_type() (ax.core.experiment.Experiment method)
(ax.Experiment method)
(ax.core.multi_type_experiment.MultiTypeExperiment method)
SyntheticRunner (class in ax.runners.synthetic)
T
table_view_plot() (in module ax.plot.table_view)
TaskEncode (class in ax.modelbridge.transforms.task_encode)
TEAL (ax.plot.color.COLORS attribute)
THOMPSON() (ax.modelbridge.factory.Models method)
(ax.Models method)
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 attribute)
time_abandoned (ax.storage.sqa_store.sqa_classes.SQAAbandonedArm attribute)
time_completed (ax.core.base_trial.BaseTrial attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
time_created (ax.core.base_trial.BaseTrial attribute)
(ax.Experiment attribute)
(ax.GeneratorRun attribute)
(ax.core.experiment.Experiment attribute)
(ax.core.generator_run.GeneratorRun attribute)
(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_run_started (ax.core.base_trial.BaseTrial attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
time_staged (ax.core.base_trial.BaseTrial attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
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)
training_in_design (ax.modelbridge.base.ModelBridge attribute)
Transform (class in ax.modelbridge.transforms.base)
transform() (ax.modelbridge.transforms.one_hot.OneHotEncoder method)
transform_observation_data() (ax.modelbridge.transforms.base.Transform method)
(ax.modelbridge.transforms.ivw.IVW method)
(ax.modelbridge.transforms.standardize_y.StandardizeY method)
(ax.modelbridge.transforms.stratified_standardize_y.StratifiedStandardizeY method)
transform_observation_features() (ax.modelbridge.transforms.base.Transform 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)
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)
transform_search_space() (ax.modelbridge.transforms.base.Transform 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)
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_to_dict() (in module ax.storage.json_store.encoders)
trial_to_sqa() (ax.storage.sqa_store.encoder.Encoder method)
trial_type (ax.core.base_trial.BaseTrial attribute)
(ax.storage.sqa_store.sqa_classes.SQATrial attribute)
TrialAsTask (class in ax.modelbridge.transforms.trial_as_task)
trials (ax.core.experiment.Experiment attribute)
(ax.Experiment attribute)
(ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
trials_from_json() (in module ax.storage.json_store.decoder)
TrialStatus (class in ax.core.base_trial)
true_best_objective() (in module ax.benchmark.benchmark_runner)
tunable_feature_indices() (in module ax.models.model_utils)
tunable_parameters (ax.core.search_space.SearchSpace attribute)
type (ax.storage.sqa_store.sqa_classes.SQAParameterConstraint attribute)
U
UNIFORM() (ax.modelbridge.factory.Models method)
(ax.Models method)
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)
UnsupportedError
untransform_observation_data() (ax.modelbridge.transforms.base.Transform method)
(ax.modelbridge.transforms.standardize_y.StandardizeY method)
(ax.modelbridge.transforms.stratified_standardize_y.StratifiedStandardizeY method)
untransform_observation_features() (ax.modelbridge.transforms.base.Transform 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)
unwrap_observation_data() (in module ax.modelbridge.base)
update() (ax.modelbridge.base.ModelBridge 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_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_runner() (ax.core.multi_type_experiment.MultiTypeExperiment method)
update_tracking_metric() (ax.core.experiment.Experiment method)
(ax.Experiment method)
(ax.SimpleExperiment method)
(ax.core.multi_type_experiment.MultiTypeExperiment method)
(ax.core.simple_experiment.SimpleExperiment method)
upper (ax.core.parameter.RangeParameter attribute)
(ax.RangeParameter attribute)
(ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
upper_parameter (ax.core.parameter_constraint.OrderConstraint attribute)
(ax.OrderConstraint attribute)
V
validate() (ax.ChoiceParameter method)
(ax.FixedParameter method)
(ax.RangeParameter method)
(ax.core.parameter.ChoiceParameter method)
(ax.core.parameter.FixedParameter method)
(ax.core.parameter.Parameter method)
(ax.core.parameter.RangeParameter method)
validate_bounds() (in module ax.models.model_utils)
validate_constraint_parameters() (in module ax.core.parameter_constraint)
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 attribute)
values (ax.core.parameter.ChoiceParameter attribute)
W
weight (ax.core.batch_trial.GeneratorRunStruct attribute)
(ax.core.generator_run.ArmWeight attribute)
(ax.storage.sqa_store.sqa_classes.SQAArm attribute)
(ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
weights (ax.BatchTrial attribute)
(ax.GeneratorRun attribute)
(ax.core.batch_trial.BatchTrial attribute)
(ax.core.generator_run.GeneratorRun attribute)
(ax.core.objective.ScalarizedObjective attribute)
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)
Y
y (ax.plot.base.PlotInSampleArm attribute)
y_hat (ax.plot.base.PlotInSampleArm attribute)
(ax.plot.base.PlotOutOfSampleArm 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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