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.



7147
7148
7149
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 7147

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) 


7135
7136
7137
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 7135

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) 


7140
7141
7142
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 7140

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) 


7145
7146
7147
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 7145

def validation_fraction
  @validation_fraction
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



7152
7153
7154
7155
7156
 
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 7152

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