Class DecayCurveAutomatedStoppingSpec (0.6.0)

Version 0.6.0

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DecayCurveAutomatedStoppingSpec(
    mapping=None, *, ignore_unknown_fields=False, **kwargs
)

The decay curve automated stopping rule builds a Gaussian Process Regressor to predict the final objective value of a Trial based on the already completed Trials and the intermediate measurements of the current Trial. Early stopping is requested for the current Trial if there is very low probability to exceed the optimal value found so far.

Attribute

Name	Description
use_elapsed_duration	bool True if ``Measurement.elapsed_duration`` is used as the x-axis of each Trials Decay Curve. Otherwise, ``Measurement.step_count`` will be used as the x-axis.

Inheritance

builtins.object > proto.message.Message > DecayCurveAutomatedStoppingSpec