Class: Google::Apis::MlV1::GoogleCloudMlV1HyperparameterOutput

Inherits:
Object
  • Object
show all
Includes:
Core::Hashable, Core::JsonObjectSupport
Defined in:
generated/google/apis/ml_v1/classes.rb,
generated/google/apis/ml_v1/representations.rb,
generated/google/apis/ml_v1/representations.rb

Overview

Represents the result of a single hyperparameter tuning trial from a training job. The TrainingOutput object that is returned on successful completion of a training job with hyperparameter tuning includes a list of HyperparameterOutput objects, one for each successful trial.

Instance Attribute Summary collapse

Instance Method Summary collapse

Methods included from Core::JsonObjectSupport

#to_json

Methods included from Core::Hashable

process_value, #to_h

Constructor Details

#initialize(**args) ⇒ GoogleCloudMlV1HyperparameterOutput

Returns a new instance of GoogleCloudMlV1HyperparameterOutput



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# File 'generated/google/apis/ml_v1/classes.rb', line 354

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

Instance Attribute Details

#all_metrics ⇒ Array<Google::Apis::MlV1::GoogleCloudMlV1HyperparameterOutputHyperparameterMetric>

All recorded object metrics for this trial. This field is not currently populated. Corresponds to the JSON property allMetrics

Returns:



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# File 'generated/google/apis/ml_v1/classes.rb', line 326

def all_metrics
  @all_metrics
end

#built_in_algorithm_output ⇒ Google::Apis::MlV1::GoogleCloudMlV1BuiltInAlgorithmOutput

Represents output related to a built-in algorithm Job. Corresponds to the JSON property builtInAlgorithmOutput

Returns:



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# File 'generated/google/apis/ml_v1/classes.rb', line 331

def built_in_algorithm_output
  @built_in_algorithm_output
end

#final_metric ⇒ Google::Apis::MlV1::GoogleCloudMlV1HyperparameterOutputHyperparameterMetric

An observed value of a metric. Corresponds to the JSON property finalMetric

Returns:



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# File 'generated/google/apis/ml_v1/classes.rb', line 336

def final_metric
  @final_metric
end

#hyperparameters ⇒ Hash<String,String>

The hyperparameters given to this trial. Corresponds to the JSON property hyperparameters

Returns:

  • (Hash<String,String>) 


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# File 'generated/google/apis/ml_v1/classes.rb', line 341

def hyperparameters
  @hyperparameters
end

#is_trial_stopped_early ⇒ Boolean Also known as: is_trial_stopped_early?

True if the trial is stopped early. Corresponds to the JSON property isTrialStoppedEarly

Returns:

  • (Boolean) 


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# File 'generated/google/apis/ml_v1/classes.rb', line 346

def is_trial_stopped_early
  @is_trial_stopped_early
end

#trial_id ⇒ String

The trial id for these results. Corresponds to the JSON property trialId

Returns:

  • (String) 


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# File 'generated/google/apis/ml_v1/classes.rb', line 352

def trial_id
  @trial_id
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



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# File 'generated/google/apis/ml_v1/classes.rb', line 359

def update!(**args)
  @all_metrics = args[:all_metrics] if args.key?(:all_metrics)
  @built_in_algorithm_output = args[:built_in_algorithm_output] if args.key?(:built_in_algorithm_output)
  @final_metric = args[:final_metric] if args.key?(:final_metric)
  @hyperparameters = args[:hyperparameters] if args.key?(:hyperparameters)
  @is_trial_stopped_early = args[:is_trial_stopped_early] if args.key?(:is_trial_stopped_early)
  @trial_id = args[:trial_id] if args.key?(:trial_id)
end