Ax
0.1.5
Docs
Tutorials
API
GitHub
Index
A
|
B
|
C
|
D
|
E
|
F
|
G
|
H
|
I
|
J
|
L
|
M
|
N
|
O
|
P
|
R
|
S
|
T
|
U
|
V
|
W
|
Y
|
Z
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.storage.sqa_store.sqa_classes.SQATrial attribute)
abandoned_arms() (ax.BatchTrial property)
(ax.Trial property)
(ax.core.base_trial.BaseTrial property)
(ax.core.batch_trial.BatchTrial property)
(ax.core.trial.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.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)
ALLOWED_RUN_RETRIES (in module ax.benchmark.benchmark_runner)
Arm (class in ax)
(class in ax.core.arm)
arm() (ax.core.generator_run.ArmWeight property)
(ax.Trial property)
(ax.core.trial.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_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.GeneratorRun property)
(ax.core.batch_trial.BatchTrial property)
(ax.core.generator_run.GeneratorRun property)
arms (ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
arms() (ax.BatchTrial property)
(ax.GeneratorRun property)
(ax.Trial property)
(ax.core.base_trial.BaseTrial property)
(ax.core.batch_trial.BatchTrial property)
(ax.core.generator_run.GeneratorRun property)
(ax.core.trial.Trial property)
arms_by_name() (ax.BatchTrial property)
(ax.Experiment property)
(ax.Trial property)
(ax.core.base_trial.BaseTrial property)
(ax.core.batch_trial.BatchTrial property)
(ax.core.experiment.Experiment property)
(ax.core.trial.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)
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)
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)
Ax_PLOT_REGISTRY (in module ax.plot.render)
Ax_PROD_TIER (in module ax.storage.sqa_store.db)
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)
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.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
best_arm_predictions() (ax.core.generator_run.GeneratorRun property)
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)
BLUE_SCALE (in module ax.plot.color)
BOBenchmarkingSuite (class in ax.benchmark.benchmark_suite)
BOBenchmarkRunner (class in ax.benchmark.benchmark_runner)
BOOL (ax.core.parameter.ParameterType attribute)
BOProblems (in module ax.benchmark.benchmark_suite)
BOStrategies (in module ax.benchmark.benchmark_suite)
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 (in module ax.benchmark.benchmark_problem)
branin_max (in module ax.benchmark.benchmark_problem)
BraninMetric (class in ax.metrics.branin)
bridge_kwargs (ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
C
CANDIDATE (ax.core.base_trial.TrialStatus attribute)
canonical_name (ax.storage.sqa_store.sqa_classes.SQAMetric 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)
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.service.utils.dispatch)
CI_OPACITY (in module ax.plot.base)
classes() (ax.modelbridge.transforms.one_hot.OneHotEncoder property)
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)
clone_with_transformed_parameters() (ax.core.parameter_constraint.OrderConstraint method)
(ax.OrderConstraint method)
(ax.ParameterConstraint method)
(ax.SumConstraint method)
(ax.core.parameter_constraint.ParameterConstraint method)
(ax.core.parameter_constraint.SumConstraint method)
COLOR_SCALE (in module ax.plot.table_view)
COLORS (class in ax.plot.color)
COLUMN_DATA_TYPES (in module ax.core.data)
column_data_types() (ax.core.data.Data static method)
(ax.Data static method)
COMPARISON_OPS (in module ax.service.utils.instantiation)
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)
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.storage.sqa_store.sqa_classes.SQAParameterConstraint attribute)
constraint_dict() (ax.core.parameter_constraint.OrderConstraint property)
(ax.OrderConstraint property)
(ax.ParameterConstraint property)
(ax.SumConstraint property)
(ax.core.parameter_constraint.ParameterConstraint property)
(ax.core.parameter_constraint.SumConstraint property)
constraint_from_str() (in module ax.service.utils.instantiation)
CONSTRAINT_WARNING_MESSAGE (in module ax.core.outcome_constraint)
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)
ContourPredictions (in module ax.plot.contour)
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.service.ax_client.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)
CSS_FILE (in module ax.plot.render)
curr_index (ax.storage.sqa_store.sqa_classes.SQAGenerationStrategy attribute)
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_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)
DBSettings (class in ax.service.ax_client)
DECIMALS (in module ax.plot.base)
Decoder (class in ax.storage.sqa_store.decoder)
decoder() (ax.service.ax_client.DBSettings property)
DECODER_REGISTRY (in module ax.storage.json_store.registry)
deduplicate (ax.models.random.base.RandomModel attribute)
(ax.models.random.sobol.SobolGenerator attribute)
DEFAULT_HEIGHT (in module ax.plot.render)
DEFAULT_MAX_RS_DRAWS (in module ax.models.model_utils)
DEFAULT_OBJECTIVE_NAME (in module ax.core.simple_experiment)
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.Experiment property)
(ax.core.multi_type_experiment.MultiTypeExperiment property)
default_trials() (ax.core.multi_type_experiment.MultiTypeExperiment property)
DEFAULT_WIDTH (in module ax.plot.render)
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.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)
(ax.Data attribute)
df() (ax.core.data.Data property)
df_hash() (ax.core.data.Data property)
(ax.Data property)
digits (ax.storage.sqa_store.sqa_classes.SQAParameter attribute)
digits() (ax.core.parameter.RangeParameter property)
(ax.RangeParameter property)
DISCRETE_COLOR_SCALE (in module ax.plot.color)
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
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.service.ax_client.DBSettings property)
ENCODER_REGISTRY (in module ax.storage.json_store.registry)
end_time (ax.core.observation.ObservationFeatures attribute)
enforce_num_arms() (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)
errors() (ax.benchmark.benchmark_runner.BenchmarkRunner property)
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 property)
(ax.SimpleExperiment property)
(in module ax.metrics.factorial)
evaluation_function_outer() (ax.core.simple_experiment.SimpleExperiment method)
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.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)
ExperimentNotReadyError
EXPIRE_ON_COMMIT (in module ax.storage.sqa_store.db)
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)
FactorialMetric (class in ax.metrics.factorial)
FAILED (ax.core.base_trial.TrialStatus attribute)
fbest() (ax.benchmark.benchmark_problem.BenchmarkProblem property)
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_MODEL_ERROR (in module ax.modelbridge.array)
(in module ax.modelbridge.discrete)
fit_time (ax.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
fit_time() (ax.core.generator_run.GeneratorRun property)
fit_times() (ax.benchmark.benchmark_runner.BenchmarkResult property)
FIXED (ax.storage.utils.DomainType attribute)
FIXED_CHOICE_PARAM_ERROR (in module ax.core.parameter)
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)
FloatList (in module ax.plot.diagnostic)
from_arm() (ax.core.observation.ObservationFeatures static method)
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)
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.storage.sqa_store.sqa_classes.SQAGeneratorRun attribute)
gen_time() (ax.core.generator_run.GeneratorRun property)
gen_times() (ax.benchmark.benchmark_runner.BenchmarkResult property)
generate_report() (ax.benchmark.benchmark_suite.BOBenchmarkingSuite method)
generated (ax.storage.sqa_store.sqa_classes.SQAGenerationStrategy attribute)
generation_strategy (ax.storage.sqa_store.sqa_classes.SQAExperiment attribute)
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)
generator_changes() (ax.benchmark.benchmark_runner.BenchmarkResult property)
(ax.modelbridge.generation_strategy.GenerationStrategy property)
generator_changes_scatter() (in module ax.plot.trace)
generator_run() (ax.core.batch_trial.GeneratorRunStruct property)
(ax.Trial property)
(ax.core.trial.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_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_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_contour_plot() (ax.service.ax_client.AxClient method)
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_from_generator_run() (in module ax.modelbridge.generation_strategy)
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_optimization_trace() (ax.service.ax_client.AxClient method)
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_rounding_func() (in module ax.models.torch.botorch)
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_trial_parameters() (ax.service.ax_client.AxClient method)
get_uniform() (in module ax.modelbridge.factory)
GREEN_PINK_SCALE (in module ax.plot.color)
GREEN_SCALE (in module ax.plot.color)
H
h2_html() (in module ax.utils.report.render)
h3_html() (in module ax.utils.report.render)
hartmann6 (in module ax.benchmark.benchmark_problem)
hartmann6_constrained (in module ax.benchmark.benchmark_problem)
Hartmann6Metric (class in ax.metrics.hartmann6)
has_evaluation_function() (ax.core.simple_experiment.SimpleExperiment property)
(ax.SimpleExperiment property)
has_name() (ax.Arm property)
(ax.Experiment property)
(ax.core.arm.Arm property)
(ax.core.experiment.Experiment property)
HASH_FIELD_LENGTH (in module ax.storage.sqa_store.db)
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.GeneratorRun property)
(ax.core.base_trial.BaseTrial property)
(ax.core.batch_trial.BatchTrial property)
(ax.core.generator_run.GeneratorRun property)
(ax.modelbridge.generation_strategy.GenerationStep property)
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)
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)
is_batch (ax.storage.sqa_store.sqa_classes.SQATrial attribute)
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_simple_experiment() (ax.core.experiment.Experiment property)
(ax.Experiment property)
(ax.SimpleExperiment property)
(ax.core.simple_experiment.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.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
JSON_FIELD_LENGTH (in module ax.storage.sqa_store.db)
JSONDecodeError
JSONEncodedDict (in module ax.storage.sqa_store.json)
JSONEncodedList (in module ax.storage.sqa_store.json)
JSONEncodedMediumText (class in ax.storage.sqa_store.json)
JSONEncodedObject (class in ax.storage.sqa_store.json)
JSONEncodedText (class in ax.storage.sqa_store.json)
JSONEncodedTextDict (in module ax.storage.sqa_store.json)
JSONEncodeError
L
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 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_generation_strategy_by_experiment_name() (in module ax.storage.sqa_store.load)
load_generation_strategy_by_id() (in module ax.storage.sqa_store.load)
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.benchmark.benchmark_runner)
(in module ax.core.experiment)
(in module ax.core.multi_type_experiment)
(in module ax.core.outcome_constraint)
(in module ax.modelbridge.base)
(in module ax.modelbridge.factory)
(in module ax.modelbridge.generation_strategy)
(in module ax.modelbridge.transforms.ivw)
(in module ax.modelbridge.transforms.standardize_y)
(in module ax.modelbridge.transforms.stratified_standardize_y)
(in module ax.models.discrete.eb_thompson)
(in module ax.models.discrete.full_factorial)
(in module ax.plot.helper)
(in module ax.service.ax_client)
(in module ax.service.managed_loop)
(in module ax.service.utils.dispatch)
(in module ax.utils.notebook.plotting)
(in module ax.utils.stats.statstools)
LONG_STRING_FIELD_LENGTH (in module ax.storage.sqa_store.db)
LONGTEXT_BYTES (in module ax.storage.sqa_store.db)
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_BOUND_MISMATCH (in module ax.core.outcome_constraint)
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_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)
MAX_CONDITIONS_GENERATED (in module ax.modelbridge.generation_strategy)
MAX_OBJECTIVES (in module ax.core.optimization_config)
MAX_PARAM_LENGTH (in module ax.plot.contour)
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)
MEDIUMTEXT_BYTES (in module ax.storage.sqa_store.db)
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.Objective property)
(ax.Objective property)
(ax.core.objective.ScalarizedObjective property)
(ax.core.outcome_constraint.OutcomeConstraint property)
(ax.plot.base.PlotMetric property)
metric_from_sqa() (ax.storage.sqa_store.decoder.Decoder method)
metric_names (ax.core.observation.ObservationData attribute)
metric_names() (ax.modelbridge.base.ModelBridge property)
METRIC_REGISTRY (in module ax.storage.metric_registry)
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.ScalarizedObjective property)
MetricIntent (class in ax.storage.utils)
metrics (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.Experiment property)
(ax.Objective property)
(ax.core.objective.Objective property)
(ax.core.objective.ScalarizedObjective property)
(ax.core.optimization_config.OptimizationConfig property)
(ax.plot.base.PlotData property)
min_arms_observed() (ax.modelbridge.generation_strategy.GenerationStep property)
minimize (ax.core.objective.Objective attribute)
(ax.Objective attribute)
(ax.storage.sqa_store.sqa_classes.SQAMetric attribute)
MIXED_SCALE (in module ax.plot.color)
model() (ax.modelbridge.generation_strategy.GenerationStep property)
(ax.modelbridge.generation_strategy.GenerationStrategy 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_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)
ModelBridge (class in ax.modelbridge.base)
ModelError
Models (class in ax)
MultiTypeExperiment (class in ax.core.multi_type_experiment)
N
name (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.Experiment property)
(ax.Metric property)
(ax.benchmark.benchmark_problem.BenchmarkProblem 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.modelbridge.generation_strategy.GenerationStrategy property)
(ax.plot.base.PlotInSampleArm property)
(ax.plot.base.PlotOutOfSampleArm property)
name_or_short_signature() (ax.Arm property)
(ax.core.arm.Arm property)
NAME_OR_TYPE_FIELD_LENGTH (in module ax.storage.sqa_store.db)
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
NOISELESS_MODELS (in module ax.models.torch.utils)
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 property)
(ax.Experiment property)
num_arms() (ax.modelbridge.generation_strategy.GenerationStep property)
num_arms_created (ax.storage.sqa_store.sqa_classes.SQATrial attribute)
num_mixed (in module ax.utils.stats.statstools)
num_trials() (ax.core.experiment.Experiment property)
(ax.Experiment 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_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.OptimizationConfig property)
objective_at_true_best() (ax.benchmark.benchmark_runner.BenchmarkResult property)
objective_mean() (ax.core.trial.Trial property)
(ax.Trial 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)
ObservationData (class in ax.core.observation)
ObservationFeatures (class in ax.core.observation)
observations_from_data() (in module ax.core.observation)
observed (ax.storage.sqa_store.sqa_classes.SQAGenerationStrategy attribute)
observed() (ax.modelbridge.cross_validation.CVResult property)
OC_TEMPLATE (in module ax.core.optimization_config)
OH_PARAM_INFIX (in module ax.modelbridge.transforms.one_hot)
OneHot (class in ax.modelbridge.transforms.one_hot)
OneHotEncoder (class in ax.modelbridge.transforms.one_hot)
ONLY_ONE_FIELDS (in module ax.storage.sqa_store.sqa_classes)
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.SumConstraint property)
(ax.core.parameter_constraint.SumConstraint property)
opt_config_and_tracking_metrics_from_sqa() (ax.storage.sqa_store.decoder.Decoder method)
optimization_config() (ax.benchmark.benchmark_problem.BenchmarkProblem property)
(ax.Experiment property)
(ax.GeneratorRun property)
(ax.core.experiment.Experiment property)
(ax.core.generator_run.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)
optimum() (ax.benchmark.benchmark_runner.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_design_data() (ax.modelbridge.base.ModelBridge 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.OptimizationConfig property)
OutcomeConstraint (class in ax)
(class in ax.core.outcome_constraint)
P
p_html() (in module ax.utils.report.render)
PARAM_CLASSES (in module ax.service.utils.instantiation)
param_df() (ax.core.generator_run.GeneratorRun property)
(ax.GeneratorRun property)
PARAM_TYPES (in module ax.service.utils.instantiation)
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_PYTHON_TYPE_MAP (in module ax.core.parameter)
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.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.Experiment property)
(ax.OrderConstraint property)
(ax.SumConstraint 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.plot.base.PlotInSampleArm property)
(ax.plot.base.PlotOutOfSampleArm property)
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 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)
predicted() (ax.modelbridge.cross_validation.CVResult property)
PROBLEM_METHOD_DELIMETER (in module ax.benchmark.benchmark_runner)
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 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)
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)
raw_data_to_evaluation() (in module ax.service.utils.instantiation)
RawData (in module ax.plot.helper)
reason() (ax.core.batch_trial.AbandonedArm property)
recommended_max_parallelism() (ax.modelbridge.generation_strategy.GenerationStep property)
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)
relativize_data() (in module ax.plot.helper)
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)
REPORT_ELEMENT_TEMPLATE (in module ax.utils.report.render)
REQUIRED_COLUMNS (in module ax.core.data)
required_columns() (ax.core.data.Data static method)
(ax.Data static method)
resize_subtitles() (in module ax.plot.helper)
REVERSE_METRIC_REGISTRY (in module ax.storage.metric_registry)
REVERSE_RUNNER_REGISTRY (in module ax.storage.runner_registry)
reweight_status_quo() (ax.core.batch_trial.BatchTrial method)
rgb() (in module ax.plot.helper)
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_DELIMETER (in module ax.benchmark.benchmark_runner)
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.Experiment method)
(ax.core.multi_type_experiment.MultiTypeExperiment method)
runner_from_sqa() (ax.storage.sqa_store.decoder.Decoder method)
RUNNER_REGISTRY (in module ax.storage.runner_registry)
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)
save() (ax.service.ax_client.AxClient 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_experiment_and_generation_strategy() (in module ax.service.utils.storage)
save_generation_strategy() (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 property)
se_hat() (ax.plot.base.PlotInSampleArm property)
(ax.plot.base.PlotOutOfSampleArm property)
search_space() (ax.benchmark.benchmark_problem.BenchmarkProblem property)
(ax.Experiment property)
(ax.GeneratorRun property)
(ax.core.experiment.Experiment property)
(ax.core.generator_run.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)
SESSION_FACTORY (in module ax.storage.sqa_store.db)
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)
should_stop_early() (ax.service.ax_client.AxClient method)
signature() (ax.Arm property)
(ax.core.arm.Arm property)
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)
slice_config_to_trace() (in module ax.plot.helper)
SlicePredictions (in module ax.plot.slice)
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)
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)
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.Experiment property)
(ax.core.batch_trial.BatchTrial property)
(ax.core.experiment.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)
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.Experiment method)
(ax.core.multi_type_experiment.MultiTypeExperiment method)
SyntheticRunner (class in ax.runners.synthetic)
T
T (in module ax.modelbridge.transforms.one_hot)
(in module ax.storage.sqa_store.db)
(in module ax.utils.common.typeutils)
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)
TAcqfConstructor (in module ax.models.torch.botorch)
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)
TBounds (in module ax.core.types)
TBucket (in module ax.core.types)
TConfig (in module ax.core.types)
TContextStratum (in module ax.core.types)
TEAL (ax.plot.color.COLORS attribute)
Tensoray (in module ax.models.model_utils)
TEvaluationFunction (in module ax.core.simple_experiment)
TEvaluationOutcome (in module ax.core.types)
TFidelityTrialEvaluation (in module ax.core.types)
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.Experiment property)
(ax.GeneratorRun property)
(ax.core.experiment.Experiment property)
(ax.core.generator_run.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)
TModelConstructor (in module ax.models.torch.botorch)
TModelCov (in module ax.core.types)
TModelFactory (in module ax.modelbridge.generation_strategy)
TModelMean (in module ax.core.types)
TModelPredict (in module ax.core.types)
TModelPredictArm (in module ax.core.types)
TModelPredictor (in module ax.models.torch.botorch)
TNullableGeneratorRunsDict (in module ax.plot.helper)
to_json_snapshot() (ax.service.ax_client.AxClient method)
TOptimizer (in module ax.models.torch.botorch)
TorchModel (class in ax.models.torch_base)
TorchModelBridge (class in ax.modelbridge.torch)
total_variance() (in module ax.utils.stats.statstools)
TParamCounter (in module ax.core.types)
TParameterization (in module ax.core.types)
TParameterRepresentation (in module ax.service.utils.instantiation)
TParameterType (in module ax.core.parameter)
TParamValue (in module ax.core.types)
TParamValueList (in module ax.core.types)
TPdTimestamp (in module ax.core.data)
Traces (in module ax.plot.scatter)
(in module ax.plot.trace)
TRACKING (ax.storage.utils.MetricIntent attribute)
training_in_design() (ax.modelbridge.base.ModelBridge property)
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)
transform_type_from_json() (in module ax.storage.json_store.decoder)
transform_type_to_dict() (in module ax.storage.json_store.encoders)
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_PARAM (in module ax.modelbridge.transforms.trial_as_task)
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_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)
TTrialEvaluation (in module ax.core.types)
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
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_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_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.storage.sqa_store.sqa_classes.SQAParameter attribute)
upper() (ax.core.parameter.RangeParameter property)
(ax.RangeParameter property)
UPPER_BOUND_MISMATCH (in module ax.core.outcome_constraint)
upper_parameter() (ax.core.parameter_constraint.OrderConstraint property)
(ax.OrderConstraint property)
url() (ax.service.ax_client.DBSettings property)
uses_non_registered_models() (ax.modelbridge.generation_strategy.GenerationStrategy property)
V
V (in module ax.utils.common.typeutils)
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 property)
values() (ax.core.parameter.ChoiceParameter property)
view_defaults() (ax.Models method)
view_kwargs() (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.ScalarizedObjective attribute)
weights() (ax.BatchTrial property)
(ax.GeneratorRun property)
(ax.core.batch_trial.BatchTrial property)
(ax.core.generator_run.GeneratorRun property)
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 property)
y_hat() (ax.plot.base.PlotInSampleArm property)
(ax.plot.base.PlotOutOfSampleArm property)
Z
Z (in module ax.plot.base)
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
Related Topics
Documentation overview
Quick search
