Class: Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1StudySpecDecayCurveAutomatedStoppingSpec

Inherits:

Object

• Object
• Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1StudySpecDecayCurveAutomatedStoppingSpec

Includes:

Core::Hashable, Core::JsonObjectSupport

Defined in:

lib/google/apis/aiplatform_v1beta1/classes.rb,
lib/google/apis/aiplatform_v1beta1/representations.rb,
lib/google/apis/aiplatform_v1beta1/representations.rb

Overview

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.

Instance Attribute Summary

• #use_elapsed_duration ⇒ Boolean (also: #use_elapsed_duration?)

  True if Measurement.elapsed_duration is used as the x-axis of each Trials Decay Curve.

Instance Method Summary

• #initialize(**args) ⇒ GoogleCloudAiplatformV1beta1StudySpecDecayCurveAutomatedStoppingSpec constructor

  A new instance of GoogleCloudAiplatformV1beta1StudySpecDecayCurveAutomatedStoppingSpec.

• #update!(**args) ⇒ Object

  Update properties of this object.

Constructor Details

#initialize(**args) ⇒ GoogleCloudAiplatformV1beta1StudySpecDecayCurveAutomatedStoppingSpec

Returns a new instance of GoogleCloudAiplatformV1beta1StudySpecDecayCurveAutomatedStoppingSpec.

# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 37439

def initialize(**args)
   update!(**args)
end

Instance Attribute Details

#use_elapsed_duration ⇒ Boolean Also known as: use_elapsed_duration?

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. Corresponds to the JSON property useElapsedDuration

Returns:

• (Boolean)

# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 37436

def use_elapsed_duration
  @use_elapsed_duration
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object

# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 37444

def update!(**args)
  @use_elapsed_duration = args[:use_elapsed_duration] if args.key?(:use_elapsed_duration)
end