Class: Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1FractionSplit
- Inherits:
-
Object
- Object
- Google::Apis::AiplatformV1beta1::GoogleCloudAiplatformV1beta1FractionSplit
- 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
-
#test_fraction ⇒ Float
The fraction of the input data that is to be used to evaluate the Model.
-
#training_fraction ⇒ Float
The fraction of the input data that is to be used to train the Model.
-
#validation_fraction ⇒ Float
The fraction of the input data that is to be used to validate the Model.
Instance Method Summary collapse
-
#initialize(**args) ⇒ GoogleCloudAiplatformV1beta1FractionSplit
constructor
A new instance of GoogleCloudAiplatformV1beta1FractionSplit.
-
#update!(**args) ⇒ Object
Update properties of this object.
Constructor Details
#initialize(**args) ⇒ GoogleCloudAiplatformV1beta1FractionSplit
Returns a new instance of GoogleCloudAiplatformV1beta1FractionSplit.
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# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 10683 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
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# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 10671 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
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# File 'lib/google/apis/aiplatform_v1beta1/classes.rb', line 10676 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
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# 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
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# 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 |