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.



10683
10684
10685
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 10683

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

Instance Attribute Details

#test_fractionFloat

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

Returns:

  • (Float)


10671
10672
10673
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 10671

def test_fraction
  @test_fraction
end

#training_fractionFloat

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

Returns:

  • (Float)


10676
10677
10678
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 10676

def training_fraction
  @training_fraction
end

#validation_fractionFloat

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

Returns:

  • (Float)


10681
10682
10683
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 10681

def validation_fraction
  @validation_fraction
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object



10688
10689
10690
10691
10692
# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 10688

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