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public static final class AutoMlTablesInputs.Transformation.CategoricalTransformation extends GeneratedMessageV3 implements AutoMlTablesInputs.Transformation.CategoricalTransformationOrBuilderTraining 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
Inheritance
Object > AbstractMessageLite<MessageType,BuilderType> > AbstractMessage > GeneratedMessageV3 > AutoMlTablesInputs.Transformation.CategoricalTransformationFields
COLUMN_NAME_FIELD_NUMBER
public static final int COLUMN_NAME_FIELD_NUMBER| Type | Description |
| int |
Methods
equals(Object obj)
public boolean equals(Object obj)| Name | Description |
| obj | Object |
| Type | Description |
| boolean |
getColumnName()
public String getColumnName()string column_name = 1;
| Type | Description |
| String | The columnName. |
getColumnNameBytes()
public ByteString getColumnNameBytes()string column_name = 1;
| Type | Description |
| ByteString | The bytes for columnName. |
getDefaultInstance()
public static AutoMlTablesInputs.Transformation.CategoricalTransformation getDefaultInstance()| Type | Description |
| AutoMlTablesInputs.Transformation.CategoricalTransformation |
getDefaultInstanceForType()
public AutoMlTablesInputs.Transformation.CategoricalTransformation getDefaultInstanceForType()| Type | Description |
| AutoMlTablesInputs.Transformation.CategoricalTransformation |
getDescriptor()
public static final Descriptors.Descriptor getDescriptor()| Type | Description |
| Descriptor |
getParserForType()
public Parser<AutoMlTablesInputs.Transformation.CategoricalTransformation> getParserForType()| Type | Description |
| Parser<CategoricalTransformation> |
getSerializedSize()
public int getSerializedSize()| Type | Description |
| int |
getUnknownFields()
public final UnknownFieldSet getUnknownFields()| Type | Description |
| UnknownFieldSet |
hashCode()
public int hashCode()| Type | Description |
| int |
internalGetFieldAccessorTable()
protected GeneratedMessageV3.FieldAccessorTable internalGetFieldAccessorTable()| Type | Description |
| FieldAccessorTable |
isInitialized()
public final boolean isInitialized()| Type | Description |
| boolean |
newBuilder()
public static AutoMlTablesInputs.Transformation.CategoricalTransformation.Builder newBuilder()| Type | Description |
| AutoMlTablesInputs.Transformation.CategoricalTransformation.Builder |
newBuilder(AutoMlTablesInputs.Transformation.CategoricalTransformation prototype)
public static AutoMlTablesInputs.Transformation.CategoricalTransformation.Builder newBuilder(AutoMlTablesInputs.Transformation.CategoricalTransformation prototype)| Name | Description |
| prototype | AutoMlTablesInputs.Transformation.CategoricalTransformation |
| Type | Description |
| AutoMlTablesInputs.Transformation.CategoricalTransformation.Builder |
newBuilderForType()
public AutoMlTablesInputs.Transformation.CategoricalTransformation.Builder newBuilderForType()| Type | Description |
| AutoMlTablesInputs.Transformation.CategoricalTransformation.Builder |
newBuilderForType(GeneratedMessageV3.BuilderParent parent)
protected AutoMlTablesInputs.Transformation.CategoricalTransformation.Builder newBuilderForType(GeneratedMessageV3.BuilderParent parent)| Name | Description |
| parent | BuilderParent |
| Type | Description |
| AutoMlTablesInputs.Transformation.CategoricalTransformation.Builder |
newInstance(GeneratedMessageV3.UnusedPrivateParameter unused)
protected Object newInstance(GeneratedMessageV3.UnusedPrivateParameter unused)| Name | Description |
| unused | UnusedPrivateParameter |
| Type | Description |
| Object |
parseDelimitedFrom(InputStream input)
public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseDelimitedFrom(InputStream input)| Name | Description |
| input | InputStream |
| Type | Description |
| AutoMlTablesInputs.Transformation.CategoricalTransformation |
| Type | Description |
| IOException |
parseDelimitedFrom(InputStream input, ExtensionRegistryLite extensionRegistry)
public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseDelimitedFrom(InputStream input, ExtensionRegistryLite extensionRegistry)| Name | Description |
| input | InputStream |
| extensionRegistry | ExtensionRegistryLite |
| Type | Description |
| AutoMlTablesInputs.Transformation.CategoricalTransformation |
| Type | Description |
| IOException |
parseFrom(byte[] data)
public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseFrom(byte[] data)| Name | Description |
| data | byte[] |
| Type | Description |
| AutoMlTablesInputs.Transformation.CategoricalTransformation |
| Type | Description |
| InvalidProtocolBufferException |
parseFrom(byte[] data, ExtensionRegistryLite extensionRegistry)
public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseFrom(byte[] data, ExtensionRegistryLite extensionRegistry)| Name | Description |
| data | byte[] |
| extensionRegistry | ExtensionRegistryLite |
| Type | Description |
| AutoMlTablesInputs.Transformation.CategoricalTransformation |
| Type | Description |
| InvalidProtocolBufferException |
parseFrom(ByteString data)
public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseFrom(ByteString data)| Name | Description |
| data | ByteString |
| Type | Description |
| AutoMlTablesInputs.Transformation.CategoricalTransformation |
| Type | Description |
| InvalidProtocolBufferException |
parseFrom(ByteString data, ExtensionRegistryLite extensionRegistry)
public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseFrom(ByteString data, ExtensionRegistryLite extensionRegistry)| Name | Description |
| data | ByteString |
| extensionRegistry | ExtensionRegistryLite |
| Type | Description |
| AutoMlTablesInputs.Transformation.CategoricalTransformation |
| Type | Description |
| InvalidProtocolBufferException |
parseFrom(CodedInputStream input)
public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseFrom(CodedInputStream input)| Name | Description |
| input | CodedInputStream |
| Type | Description |
| AutoMlTablesInputs.Transformation.CategoricalTransformation |
| Type | Description |
| IOException |
parseFrom(CodedInputStream input, ExtensionRegistryLite extensionRegistry)
public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseFrom(CodedInputStream input, ExtensionRegistryLite extensionRegistry)| Name | Description |
| input | CodedInputStream |
| extensionRegistry | ExtensionRegistryLite |
| Type | Description |
| AutoMlTablesInputs.Transformation.CategoricalTransformation |
| Type | Description |
| IOException |
parseFrom(InputStream input)
public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseFrom(InputStream input)| Name | Description |
| input | InputStream |
| Type | Description |
| AutoMlTablesInputs.Transformation.CategoricalTransformation |
| Type | Description |
| IOException |
parseFrom(InputStream input, ExtensionRegistryLite extensionRegistry)
public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseFrom(InputStream input, ExtensionRegistryLite extensionRegistry)| Name | Description |
| input | InputStream |
| extensionRegistry | ExtensionRegistryLite |
| Type | Description |
| AutoMlTablesInputs.Transformation.CategoricalTransformation |
| Type | Description |
| IOException |
parseFrom(ByteBuffer data)
public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseFrom(ByteBuffer data)| Name | Description |
| data | ByteBuffer |
| Type | Description |
| AutoMlTablesInputs.Transformation.CategoricalTransformation |
| Type | Description |
| InvalidProtocolBufferException |
parseFrom(ByteBuffer data, ExtensionRegistryLite extensionRegistry)
public static AutoMlTablesInputs.Transformation.CategoricalTransformation parseFrom(ByteBuffer data, ExtensionRegistryLite extensionRegistry)| Name | Description |
| data | ByteBuffer |
| extensionRegistry | ExtensionRegistryLite |
| Type | Description |
| AutoMlTablesInputs.Transformation.CategoricalTransformation |
| Type | Description |
| InvalidProtocolBufferException |
parser()
public static Parser<AutoMlTablesInputs.Transformation.CategoricalTransformation> parser()| Type | Description |
| Parser<CategoricalTransformation> |
toBuilder()
public AutoMlTablesInputs.Transformation.CategoricalTransformation.Builder toBuilder()| Type | Description |
| AutoMlTablesInputs.Transformation.CategoricalTransformation.Builder |
writeTo(CodedOutputStream output)
public void writeTo(CodedOutputStream output)| Name | Description |
| output | CodedOutputStream |
| Type | Description |
| IOException |