Class: Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1FractionSplit

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

Assigns the input data to training, validation, and test sets as per the given fractions. Any of training_fraction, validation_fraction and test_fraction may optionally be provided, they must sum to up to 1. If the provided ones sum to less than 1, the remainder is assigned to sets as decided by Vertex AI. If none of the fractions are set, by default roughly 80% of data is used for training, 10% for validation, and 10% for test.

Instance Attribute Summary collapse

Instance Method Summary collapse

Constructor Details

#initialize(**args) ⇒ GoogleCloudAiplatformV1beta1FractionSplit

Returns a new instance of GoogleCloudAiplatformV1beta1FractionSplit.



11144
11145
11146
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 11144

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

Instance Attribute Details

#test_fraction ⇒ Float

The fraction of the input data that is to be used to evaluate the Model. Corresponds to the JSON property testFraction

Returns:

  • (Float) 


11132
11133
11134
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 11132

def test_fraction
  @test_fraction
end

#training_fraction ⇒ Float

The fraction of the input data that is to be used to train the Model. Corresponds to the JSON property trainingFraction

Returns:

  • (Float) 


11137
11138
11139
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 11137

def training_fraction
  @training_fraction
end

#validation_fraction ⇒ Float

The fraction of the input data that is to be used to validate the Model. Corresponds to the JSON property validationFraction

Returns:

  • (Float) 


11142
11143
11144
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 11142

def validation_fraction
  @validation_fraction
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



11149
11150
11151
11152
11153
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 11149

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