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

Inherits:
Object
  • Object
show all
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 collapse

Instance Method Summary collapse

Constructor Details

#initialize(**args) ⇒ GoogleCloudAiplatformV1beta1StudySpecDecayCurveAutomatedStoppingSpec

Returns a new instance of GoogleCloudAiplatformV1beta1StudySpecDecayCurveAutomatedStoppingSpec.



24102
24103
24104
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 24102

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) 


24099
24100
24101
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 24099

def use_elapsed_duration
  @use_elapsed_duration
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



24107
24108
24109
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 24107

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