Class StratifiedSplit (3.45.0)

public final class StratifiedSplit extends GeneratedMessageV3 implements StratifiedSplitOrBuilder

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.

Protobuf type google.cloud.aiplatform.v1.StratifiedSplit

Static Fields

KEY_FIELD_NUMBER

public static final int KEY_FIELD_NUMBER
Field Value
Type Description
int

TEST_FRACTION_FIELD_NUMBER

public static final int TEST_FRACTION_FIELD_NUMBER
Field Value
Type Description
int

TRAINING_FRACTION_FIELD_NUMBER

public static final int TRAINING_FRACTION_FIELD_NUMBER
Field Value
Type Description
int

VALIDATION_FRACTION_FIELD_NUMBER

public static final int VALIDATION_FRACTION_FIELD_NUMBER
Field Value
Type Description
int

Static Methods

getDefaultInstance()

public static StratifiedSplit getDefaultInstance()
Returns
Type Description
StratifiedSplit

getDescriptor()

public static final Descriptors.Descriptor getDescriptor()
Returns
Type Description
Descriptor

newBuilder()

public static StratifiedSplit.Builder newBuilder()
Returns
Type Description
StratifiedSplit.Builder

newBuilder(StratifiedSplit prototype)

public static StratifiedSplit.Builder newBuilder(StratifiedSplit prototype)
Parameter
Name Description
prototype StratifiedSplit
Returns
Type Description
StratifiedSplit.Builder

parseDelimitedFrom(InputStream input)

public static StratifiedSplit parseDelimitedFrom(InputStream input)
Parameter
Name Description
input InputStream
Returns
Type Description
StratifiedSplit
Exceptions
Type Description
IOException

parseDelimitedFrom(InputStream input, ExtensionRegistryLite extensionRegistry)

public static StratifiedSplit parseDelimitedFrom(InputStream input, ExtensionRegistryLite extensionRegistry)
Parameters
Name Description
input InputStream
extensionRegistry ExtensionRegistryLite
Returns
Type Description
StratifiedSplit
Exceptions
Type Description
IOException

parseFrom(byte[] data)

public static StratifiedSplit parseFrom(byte[] data)
Parameter
Name Description
data byte[]
Returns
Type Description
StratifiedSplit
Exceptions
Type Description
InvalidProtocolBufferException

parseFrom(byte[] data, ExtensionRegistryLite extensionRegistry)

public static StratifiedSplit parseFrom(byte[] data, ExtensionRegistryLite extensionRegistry)
Parameters
Name Description
data byte[]
extensionRegistry ExtensionRegistryLite
Returns
Type Description
StratifiedSplit
Exceptions
Type Description
InvalidProtocolBufferException

parseFrom(ByteString data)

public static StratifiedSplit parseFrom(ByteString data)
Parameter
Name Description
data ByteString
Returns
Type Description
StratifiedSplit
Exceptions
Type Description
InvalidProtocolBufferException

parseFrom(ByteString data, ExtensionRegistryLite extensionRegistry)

public static StratifiedSplit parseFrom(ByteString data, ExtensionRegistryLite extensionRegistry)
Parameters
Name Description
data ByteString
extensionRegistry ExtensionRegistryLite
Returns
Type Description
StratifiedSplit
Exceptions
Type Description
InvalidProtocolBufferException

parseFrom(CodedInputStream input)

public static StratifiedSplit parseFrom(CodedInputStream input)
Parameter
Name Description
input CodedInputStream
Returns
Type Description
StratifiedSplit
Exceptions
Type Description
IOException

parseFrom(CodedInputStream input, ExtensionRegistryLite extensionRegistry)

public static StratifiedSplit parseFrom(CodedInputStream input, ExtensionRegistryLite extensionRegistry)
Parameters
Name Description
input CodedInputStream
extensionRegistry ExtensionRegistryLite
Returns
Type Description
StratifiedSplit
Exceptions
Type Description
IOException

parseFrom(InputStream input)

public static StratifiedSplit parseFrom(InputStream input)
Parameter
Name Description
input InputStream
Returns
Type Description
StratifiedSplit
Exceptions
Type Description
IOException

parseFrom(InputStream input, ExtensionRegistryLite extensionRegistry)

public static StratifiedSplit parseFrom(InputStream input, ExtensionRegistryLite extensionRegistry)
Parameters
Name Description
input InputStream
extensionRegistry ExtensionRegistryLite
Returns
Type Description
StratifiedSplit
Exceptions
Type Description
IOException

parseFrom(ByteBuffer data)

public static StratifiedSplit parseFrom(ByteBuffer data)
Parameter
Name Description
data ByteBuffer
Returns
Type Description
StratifiedSplit
Exceptions
Type Description
InvalidProtocolBufferException

parseFrom(ByteBuffer data, ExtensionRegistryLite extensionRegistry)

public static StratifiedSplit parseFrom(ByteBuffer data, ExtensionRegistryLite extensionRegistry)
Parameters
Name Description
data ByteBuffer
extensionRegistry ExtensionRegistryLite
Returns
Type Description
StratifiedSplit
Exceptions
Type Description
InvalidProtocolBufferException

parser()

public static Parser<StratifiedSplit> parser()
Returns
Type Description
Parser<StratifiedSplit>

Methods

equals(Object obj)

public boolean equals(Object obj)
Parameter
Name Description
obj Object
Returns
Type Description
boolean
Overrides

getDefaultInstanceForType()

public StratifiedSplit getDefaultInstanceForType()
Returns
Type Description
StratifiedSplit

getKey()

public String getKey()

Required. The key is a name of one of the Dataset's data columns. The key provided must be for a categorical column.

string key = 4 [(.google.api.field_behavior) = REQUIRED];

Returns
Type Description
String

The key.

getKeyBytes()

public ByteString getKeyBytes()

Required. The key is a name of one of the Dataset's data columns. The key provided must be for a categorical column.

string key = 4 [(.google.api.field_behavior) = REQUIRED];

Returns
Type Description
ByteString

The bytes for key.

getParserForType()

public Parser<StratifiedSplit> getParserForType()
Returns
Type Description
Parser<StratifiedSplit>
Overrides

getSerializedSize()

public int getSerializedSize()
Returns
Type Description
int
Overrides

getTestFraction()

public double getTestFraction()

The fraction of the input data that is to be used to evaluate the Model.

double test_fraction = 3;

Returns
Type Description
double

The testFraction.

getTrainingFraction()

public double getTrainingFraction()

The fraction of the input data that is to be used to train the Model.

double training_fraction = 1;

Returns
Type Description
double

The trainingFraction.

getValidationFraction()

public double getValidationFraction()

The fraction of the input data that is to be used to validate the Model.

double validation_fraction = 2;

Returns
Type Description
double

The validationFraction.

hashCode()

public int hashCode()
Returns
Type Description
int
Overrides

internalGetFieldAccessorTable()

protected GeneratedMessageV3.FieldAccessorTable internalGetFieldAccessorTable()
Returns
Type Description
FieldAccessorTable
Overrides

isInitialized()

public final boolean isInitialized()
Returns
Type Description
boolean
Overrides

newBuilderForType()

public StratifiedSplit.Builder newBuilderForType()
Returns
Type Description
StratifiedSplit.Builder

newBuilderForType(GeneratedMessageV3.BuilderParent parent)

protected StratifiedSplit.Builder newBuilderForType(GeneratedMessageV3.BuilderParent parent)
Parameter
Name Description
parent BuilderParent
Returns
Type Description
StratifiedSplit.Builder
Overrides

newInstance(GeneratedMessageV3.UnusedPrivateParameter unused)

protected Object newInstance(GeneratedMessageV3.UnusedPrivateParameter unused)
Parameter
Name Description
unused UnusedPrivateParameter
Returns
Type Description
Object
Overrides

toBuilder()

public StratifiedSplit.Builder toBuilder()
Returns
Type Description
StratifiedSplit.Builder

writeTo(CodedOutputStream output)

public void writeTo(CodedOutputStream output)
Parameter
Name Description
output CodedOutputStream
Overrides
Exceptions
Type Description
IOException