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.



39262
39263
39264
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 39262

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) 


39250
39251
39252
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 39250

def observed_quantile
  @observed_quantile
end

#quantile ⇒ Float

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

Returns:

  • (Float) 


39255
39256
39257
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 39255

def quantile
  @quantile
end

#scaled_pinball_loss ⇒ Float

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

Returns:

  • (Float) 


39260
39261
39262
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 39260

def scaled_pinball_loss
  @scaled_pinball_loss
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



39267
39268
39269
39270
39271
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 39267

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