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.



37584
37585
37586
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 37584

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) 


37572
37573
37574
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 37572

def observed_quantile
  @observed_quantile
end

#quantile ⇒ Float

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

Returns:

  • (Float) 


37577
37578
37579
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 37577

def quantile
  @quantile
end

#scaled_pinball_loss ⇒ Float

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

Returns:

  • (Float) 


37582
37583
37584
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 37582

def scaled_pinball_loss
  @scaled_pinball_loss
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



37589
37590
37591
37592
37593
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 37589

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