Class: Google::Apis::AiplatformV1::GoogleCloudAiplatformV1SchemaModelevaluationMetricsForecastingEvaluationMetricsQuantileMetricsEntry

Inherits:
Object
  • Object
show all
Includes:
Core::Hashable, Core::JsonObjectSupport
Defined in:
lib/google/apis/aiplatform_v1/classes.rb,
lib/google/apis/aiplatform_v1/representations.rb,
lib/google/apis/aiplatform_v1/representations.rb

Overview

Entry for the Quantiles loss type optimization objective.

Instance Attribute Summary collapse

Instance Method Summary collapse

Constructor Details

#initialize(**args) ⇒ GoogleCloudAiplatformV1SchemaModelevaluationMetricsForecastingEvaluationMetricsQuantileMetricsEntry

Returns a new instance of GoogleCloudAiplatformV1SchemaModelevaluationMetricsForecastingEvaluationMetricsQuantileMetricsEntry.



19769
19770
19771
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 19769

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

Instance Attribute Details

#observed_quantile ⇒ Float

This is a custom metric that calculates the percentage of true values that were less than the predicted value for that quantile. Only populated when optimization_objective is minimize-quantile-loss and each entry corresponds to an entry in quantiles The percent value can be used to compare with the quantile value, which is the target value. Corresponds to the JSON property observedQuantile

Returns:

  • (Float) 


19757
19758
19759
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 19757

def observed_quantile
  @observed_quantile
end

#quantile ⇒ Float

The quantile for this entry. Corresponds to the JSON property quantile

Returns:

  • (Float) 


19762
19763
19764
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 19762

def quantile
  @quantile
end

#scaled_pinball_loss ⇒ Float

The scaled pinball loss of this quantile. Corresponds to the JSON property scaledPinballLoss

Returns:

  • (Float) 


19767
19768
19769
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 19767

def scaled_pinball_loss
  @scaled_pinball_loss
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



19774
19775
19776
19777
19778
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 19774

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