Ax Instantiation Utility Functions

Utility functions to instantiate Ax objects

boa.ax_instantiation_utils.instantiate_search_space_from_json(parameters: list[Dict[str, Union[str, bool, float, int, NoneType, Sequence[Union[str, bool, float, int, NoneType]], Dict[str, List[str]]]]] = None, parameter_constraints: Optional[list[str]] = None) → SearchSpace

Parameters:

• parameters (list[Dict[str, Union[str, bool, float, int, NoneType, Sequence[Union[str, bool, float, int, NoneType]], Dict[str, List[str]]]]]) –

• parameter_constraints (Optional[list[str]]) –

Return type:

SearchSpace

boa.ax_instantiation_utils.get_generation_strategy(config: BOAConfig, experiment: Experiment = None, **kwargs)

Parameters:

• config (BOAConfig) –

• experiment (Experiment) –

boa.ax_instantiation_utils.choose_generation_strategy_from_experiment(experiment: Experiment, config: BOAConfig, **kwargs) → GenerationStrategy

Parameters:

• experiment (Experiment) –

• config (BOAConfig) –

Return type:

GenerationStrategy

boa.ax_instantiation_utils.get_scheduler(experiment: Experiment, config: BOAConfig = None, **kwargs) → Scheduler

Parameters:

• experiment (Experiment) –

• config (BOAConfig) –

Return type:

Scheduler

boa.ax_instantiation_utils.get_experiment(config: BOAConfig, runner: Runner, wrapper: BaseWrapper = None, **kwargs)

Parameters:

• config (BOAConfig) –

• runner (Runner) –

• wrapper (BaseWrapper) –