public static final class AutoMlTablesInputs.Transformation.CategoricalTransformation extends GeneratedMessageV3 implements AutoMlTablesInputs.Transformation.CategoricalTransformationOrBuilder
Training pipeline will perform following transformation functions.
- The categorical string as is--no change to case, punctuation,
spelling,
tense, and so on.
- Convert the category name to a dictionary lookup index and generate an
embedding for each index.
- Categories that appear less than 5 times in the training dataset are
treated as the "unknown" category. The "unknown" category gets its own
special lookup index and resulting embedding.
Protobuf type
google.cloud.aiplatform.v1.schema.trainingjob.definition.AutoMlTablesInputs.Transformation.CategoricalTransformation
Static Fields
public static final int COLUMN_NAME_FIELD_NUMBER
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Static Methods
public static AutoMlTablesInputs.Transformation.CategoricalTransformation getDefaultInstance()
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public static final Descriptors.Descriptor getDescriptor()
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public static AutoMlTablesInputs.Transformation.CategoricalTransformation.Builder newBuilder()
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public static AutoMlTablesInputs.Transformation.CategoricalTransformation.Builder newBuilder(AutoMlTablesInputs.Transformation.CategoricalTransformation prototype)
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public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseDelimitedFrom(InputStream input)
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public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseDelimitedFrom(InputStream input, ExtensionRegistryLite extensionRegistry)
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public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseFrom(byte[] data)
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Name | Description |
data | byte[]
|
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public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseFrom(byte[] data, ExtensionRegistryLite extensionRegistry)
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public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseFrom(ByteString data)
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public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseFrom(ByteString data, ExtensionRegistryLite extensionRegistry)
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public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseFrom(CodedInputStream input)
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public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseFrom(CodedInputStream input, ExtensionRegistryLite extensionRegistry)
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public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseFrom(InputStream input)
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public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseFrom(InputStream input, ExtensionRegistryLite extensionRegistry)
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public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseFrom(ByteBuffer data)
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public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseFrom(ByteBuffer data, ExtensionRegistryLite extensionRegistry)
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public static Parser<AutoMlTablesInputs.Transformation.CategoricalTransformation> parser()
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Methods
public boolean equals(Object obj)
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public String getColumnName()
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Type | Description |
String | The columnName.
|
public ByteString getColumnNameBytes()
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Type | Description |
ByteString | The bytes for columnName.
|
public AutoMlTablesInputs.Transformation.CategoricalTransformation getDefaultInstanceForType()
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public Parser<AutoMlTablesInputs.Transformation.CategoricalTransformation> getParserForType()
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public int getSerializedSize()
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public final UnknownFieldSet getUnknownFields()
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protected GeneratedMessageV3.FieldAccessorTable internalGetFieldAccessorTable()
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public final boolean isInitialized()
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public AutoMlTablesInputs.Transformation.CategoricalTransformation.Builder newBuilderForType()
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protected AutoMlTablesInputs.Transformation.CategoricalTransformation.Builder newBuilderForType(GeneratedMessageV3.BuilderParent parent)
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protected Object newInstance(GeneratedMessageV3.UnusedPrivateParameter unused)
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public AutoMlTablesInputs.Transformation.CategoricalTransformation.Builder toBuilder()
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public void writeTo(CodedOutputStream output)
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