GoogleCloudAiplatformV1StratifiedSplit class
Assigns input data to the training, validation, and test sets so that the
distribution of values found in the categorical column (as specified by the
key field) is mirrored within each split.
The fraction values determine the relative sizes of the splits. For example, if the specified column has three values, with 50% of the rows having value "A", 25% value "B", and 25% value "C", and the split fractions are specified as 80/10/10, then the training set will constitute 80% of the training data, with about 50% of the training set rows having the value "A" for the specified column, about 25% having the value "B", and about 25% having the value "C". Only the top 500 occurring values are used; any values not in the top 500 values are randomly assigned to a split. If less than three rows contain a specific value, those rows are randomly assigned. Supported only for tabular Datasets.
Constructors
- GoogleCloudAiplatformV1StratifiedSplit({String? key, double? testFraction, double? trainingFraction, double? validationFraction})
- GoogleCloudAiplatformV1StratifiedSplit.fromJson(Map json_)
Properties
- hashCode → int
-
The hash code for this object.
no setterinherited
- key ↔ String?
-
The key is a name of one of the Dataset's data columns.
getter/setter pair
- runtimeType → Type
-
A representation of the runtime type of the object.
no setterinherited
- testFraction ↔ double?
-
The fraction of the input data that is to be used to evaluate the Model.
getter/setter pair
- trainingFraction ↔ double?
-
The fraction of the input data that is to be used to train the Model.
getter/setter pair
- validationFraction ↔ double?
-
The fraction of the input data that is to be used to validate the Model.
getter/setter pair
Methods
-
noSuchMethod(
Invocation invocation) → dynamic -
Invoked when a nonexistent method or property is accessed.
inherited
-
toJson(
) → Map< String, dynamic> -
toString(
) → String -
A string representation of this object.
inherited
Operators
-
operator ==(
Object other) → bool -
The equality operator.
inherited