Class: Google::Apis::AiplatformV1::GoogleCloudAiplatformV1FractionSplit

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

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) ⇒ GoogleCloudAiplatformV1FractionSplit

Returns a new instance of GoogleCloudAiplatformV1FractionSplit.



12149
12150
12151
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 12149

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) 


12137
12138
12139
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 12137

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) 


12142
12143
12144
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 12142

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) 


12147
12148
12149
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 12147

def validation_fraction
  @validation_fraction
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



12154
12155
12156
12157
12158
 
# File 'lib/google/apis/aiplatform_v1/classes.rb', line 12154

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