Class AutoMlForecastingInputs.Transformation.CategoricalTransformation (3.5.0)

Version 3.5.0

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public static final class AutoMlForecastingInputs.Transformation.CategoricalTransformation extends GeneratedMessageV3 implements AutoMlForecastingInputs.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.v1beta1.schema.trainingjob.definition.AutoMlForecastingInputs.Transformation.CategoricalTransformation

Inheritance

Object > AbstractMessageLite<MessageType,BuilderType> > AbstractMessage > GeneratedMessageV3 > AutoMlForecastingInputs.Transformation.CategoricalTransformation

Implements

AutoMlForecastingInputs.Transformation.CategoricalTransformationOrBuilder

Inherited Members

AbstractMessage.equals(Object)

AbstractMessage.findInitializationErrors()

AbstractMessage.getInitializationErrorString()

AbstractMessage.hashBoolean(boolean)

AbstractMessage.hashCode()

AbstractMessage.hashEnum(Internal.EnumLite)

AbstractMessage.hashEnumList(List<? extends Internal.EnumLite>)

AbstractMessage.hashFields(int,Map<Descriptors.FieldDescriptor,Object>)

AbstractMessage.hashLong(long)

AbstractMessage.toString()

AbstractMessageLite.<T>addAll(Iterable<T>,Collection<? super T>)

AbstractMessageLite.<T>addAll(Iterable<T>,List<? super T>)

AbstractMessageLite.checkByteStringIsUtf8(ByteString)

AbstractMessageLite.toByteArray()

AbstractMessageLite.toByteString()

AbstractMessageLite.writeDelimitedTo(OutputStream)

AbstractMessageLite.writeTo(OutputStream)

GeneratedMessageV3.<M>parseDelimitedWithIOException(Parser<M>,InputStream)

GeneratedMessageV3.<M>parseDelimitedWithIOException(Parser<M>,InputStream,ExtensionRegistryLite)

GeneratedMessageV3.<M>parseWithIOException(Parser<M>,CodedInputStream)

GeneratedMessageV3.<M>parseWithIOException(Parser<M>,CodedInputStream,ExtensionRegistryLite)

GeneratedMessageV3.<M>parseWithIOException(Parser<M>,InputStream)

GeneratedMessageV3.<M>parseWithIOException(Parser<M>,InputStream,ExtensionRegistryLite)

GeneratedMessageV3.<V>serializeBooleanMapTo(CodedOutputStream,MapField<Boolean,V>,MapEntry<Boolean,V>,int)

GeneratedMessageV3.<V>serializeIntegerMapTo(CodedOutputStream,MapField<Integer,V>,MapEntry<Integer,V>,int)

GeneratedMessageV3.<V>serializeLongMapTo(CodedOutputStream,MapField<Long,V>,MapEntry<Long,V>,int)

GeneratedMessageV3.<V>serializeStringMapTo(CodedOutputStream,MapField<String,V>,MapEntry<String,V>,int)

GeneratedMessageV3.canUseUnsafe()

GeneratedMessageV3.computeStringSize(int,Object)

GeneratedMessageV3.computeStringSizeNoTag(Object)

GeneratedMessageV3.emptyBooleanList()

GeneratedMessageV3.emptyDoubleList()

GeneratedMessageV3.emptyFloatList()

GeneratedMessageV3.emptyIntList()

GeneratedMessageV3.emptyLongList()

GeneratedMessageV3.getAllFields()

GeneratedMessageV3.getDescriptorForType()

GeneratedMessageV3.getField(Descriptors.FieldDescriptor)

GeneratedMessageV3.getOneofFieldDescriptor(Descriptors.OneofDescriptor)

GeneratedMessageV3.getParserForType()

GeneratedMessageV3.getRepeatedField(Descriptors.FieldDescriptor,int)

GeneratedMessageV3.getRepeatedFieldCount(Descriptors.FieldDescriptor)

GeneratedMessageV3.getSerializedSize()

GeneratedMessageV3.getUnknownFields()

GeneratedMessageV3.hasField(Descriptors.FieldDescriptor)

GeneratedMessageV3.hasOneof(Descriptors.OneofDescriptor)

GeneratedMessageV3.internalGetFieldAccessorTable()

GeneratedMessageV3.internalGetMapField(int)

GeneratedMessageV3.isInitialized()

GeneratedMessageV3.isStringEmpty(Object)

GeneratedMessageV3.makeExtensionsImmutable()

GeneratedMessageV3.mergeFromAndMakeImmutableInternal(CodedInputStream,ExtensionRegistryLite)

GeneratedMessageV3.mutableCopy(Internal.BooleanList)

GeneratedMessageV3.mutableCopy(Internal.DoubleList)

GeneratedMessageV3.mutableCopy(Internal.FloatList)

GeneratedMessageV3.mutableCopy(Internal.IntList)

GeneratedMessageV3.mutableCopy(Internal.LongList)

GeneratedMessageV3.newBooleanList()

GeneratedMessageV3.newBuilderForType(AbstractMessage.BuilderParent)

GeneratedMessageV3.newBuilderForType(GeneratedMessageV3.BuilderParent)

GeneratedMessageV3.newDoubleList()

GeneratedMessageV3.newFloatList()

GeneratedMessageV3.newInstance(GeneratedMessageV3.UnusedPrivateParameter)

GeneratedMessageV3.newIntList()

GeneratedMessageV3.newLongList()

GeneratedMessageV3.parseUnknownField(CodedInputStream,UnknownFieldSet.Builder,ExtensionRegistryLite,int)

GeneratedMessageV3.parseUnknownFieldProto3(CodedInputStream,UnknownFieldSet.Builder,ExtensionRegistryLite,int)

GeneratedMessageV3.writeReplace()

GeneratedMessageV3.writeString(CodedOutputStream,int,Object)

GeneratedMessageV3.writeStringNoTag(CodedOutputStream,Object)

GeneratedMessageV3.writeTo(CodedOutputStream)

Object.clone()

Object.finalize()

Object.getClass()

Object.notify()

Object.notifyAll()

Object.wait()

Object.wait(long)

Object.wait(long,int)

Static Fields

COLUMN_NAME_FIELD_NUMBER

public static final int COLUMN_NAME_FIELD_NUMBER

Field Value

Type	Description
int

Static Methods

getDefaultInstance()

public static AutoMlForecastingInputs.Transformation.CategoricalTransformation getDefaultInstance()

Returns

Type	Description
AutoMlForecastingInputs.Transformation.CategoricalTransformation

getDescriptor()

public static final Descriptors.Descriptor getDescriptor()

Returns

Type	Description
Descriptor

newBuilder()

public static AutoMlForecastingInputs.Transformation.CategoricalTransformation.Builder newBuilder()

Returns

Type	Description
AutoMlForecastingInputs.Transformation.CategoricalTransformation.Builder

newBuilder(AutoMlForecastingInputs.Transformation.CategoricalTransformation prototype)

public static AutoMlForecastingInputs.Transformation.CategoricalTransformation.Builder newBuilder(AutoMlForecastingInputs.Transformation.CategoricalTransformation prototype)

Parameter

Name	Description
prototype	AutoMlForecastingInputs.Transformation.CategoricalTransformation

Returns

Type	Description
AutoMlForecastingInputs.Transformation.CategoricalTransformation.Builder

parseDelimitedFrom(InputStream input)

public static AutoMlForecastingInputs.Transformation.CategoricalTransformation parseDelimitedFrom(InputStream input)

Parameter

Name	Description
input	InputStream

Returns

Type	Description
AutoMlForecastingInputs.Transformation.CategoricalTransformation

Exceptions

Type	Description
IOException

parseDelimitedFrom(InputStream input, ExtensionRegistryLite extensionRegistry)

public static AutoMlForecastingInputs.Transformation.CategoricalTransformation parseDelimitedFrom(InputStream input, ExtensionRegistryLite extensionRegistry)

Parameters

Name	Description
input	InputStream
extensionRegistry	ExtensionRegistryLite

Returns

Type	Description
AutoMlForecastingInputs.Transformation.CategoricalTransformation

Exceptions

Type	Description
IOException

parseFrom(byte[] data)

public static AutoMlForecastingInputs.Transformation.CategoricalTransformation parseFrom(byte[] data)

Parameter

Name	Description
data	byte[]

Returns

Type	Description
AutoMlForecastingInputs.Transformation.CategoricalTransformation

Exceptions

Type	Description
InvalidProtocolBufferException

parseFrom(byte[] data, ExtensionRegistryLite extensionRegistry)

public static AutoMlForecastingInputs.Transformation.CategoricalTransformation parseFrom(byte[] data, ExtensionRegistryLite extensionRegistry)

Parameters

Name	Description
data	byte[]
extensionRegistry	ExtensionRegistryLite

Returns

Type	Description
AutoMlForecastingInputs.Transformation.CategoricalTransformation

Exceptions

Type	Description
InvalidProtocolBufferException

parseFrom(ByteString data)

public static AutoMlForecastingInputs.Transformation.CategoricalTransformation parseFrom(ByteString data)

Parameter

Name	Description
data	ByteString

Returns

Type	Description
AutoMlForecastingInputs.Transformation.CategoricalTransformation

Exceptions

Type	Description
InvalidProtocolBufferException

parseFrom(ByteString data, ExtensionRegistryLite extensionRegistry)

public static AutoMlForecastingInputs.Transformation.CategoricalTransformation parseFrom(ByteString data, ExtensionRegistryLite extensionRegistry)

Parameters

Name	Description
data	ByteString
extensionRegistry	ExtensionRegistryLite

Returns

Type	Description
AutoMlForecastingInputs.Transformation.CategoricalTransformation

Exceptions

Type	Description
InvalidProtocolBufferException

parseFrom(CodedInputStream input)

public static AutoMlForecastingInputs.Transformation.CategoricalTransformation parseFrom(CodedInputStream input)

Parameter

Name	Description
input	CodedInputStream

Returns

Type	Description
AutoMlForecastingInputs.Transformation.CategoricalTransformation

Exceptions

Type	Description
IOException

parseFrom(CodedInputStream input, ExtensionRegistryLite extensionRegistry)

public static AutoMlForecastingInputs.Transformation.CategoricalTransformation parseFrom(CodedInputStream input, ExtensionRegistryLite extensionRegistry)

Parameters

Name	Description
input	CodedInputStream
extensionRegistry	ExtensionRegistryLite

Returns

Type	Description
AutoMlForecastingInputs.Transformation.CategoricalTransformation

Exceptions

Type	Description
IOException

parseFrom(InputStream input)

public static AutoMlForecastingInputs.Transformation.CategoricalTransformation parseFrom(InputStream input)

Parameter

Name	Description
input	InputStream

Returns

Type	Description
AutoMlForecastingInputs.Transformation.CategoricalTransformation

Exceptions

Type	Description
IOException

parseFrom(InputStream input, ExtensionRegistryLite extensionRegistry)

public static AutoMlForecastingInputs.Transformation.CategoricalTransformation parseFrom(InputStream input, ExtensionRegistryLite extensionRegistry)

Parameters

Name	Description
input	InputStream
extensionRegistry	ExtensionRegistryLite

Returns

Type	Description
AutoMlForecastingInputs.Transformation.CategoricalTransformation

Exceptions

Type	Description
IOException

parseFrom(ByteBuffer data)

public static AutoMlForecastingInputs.Transformation.CategoricalTransformation parseFrom(ByteBuffer data)

Parameter

Name	Description
data	ByteBuffer

Returns

Type	Description
AutoMlForecastingInputs.Transformation.CategoricalTransformation

Exceptions

Type	Description
InvalidProtocolBufferException

parseFrom(ByteBuffer data, ExtensionRegistryLite extensionRegistry)

public static AutoMlForecastingInputs.Transformation.CategoricalTransformation parseFrom(ByteBuffer data, ExtensionRegistryLite extensionRegistry)

Parameters

Name	Description
data	ByteBuffer
extensionRegistry	ExtensionRegistryLite

Returns

Type	Description
AutoMlForecastingInputs.Transformation.CategoricalTransformation

Exceptions

Type	Description
InvalidProtocolBufferException

parser()

public static Parser<AutoMlForecastingInputs.Transformation.CategoricalTransformation> parser()

Returns

Type	Description
Parser<CategoricalTransformation>

Methods

equals(Object obj)

public boolean equals(Object obj)

Parameter

Name	Description
obj	Object

Returns

Type	Description
boolean

Overrides

AbstractMessage.equals(Object other)

getColumnName()

public String getColumnName()

string column_name = 1;

Returns

Type	Description
String	The columnName.

getColumnNameBytes()

public ByteString getColumnNameBytes()

string column_name = 1;

Returns

Type	Description
ByteString	The bytes for columnName.

getDefaultInstanceForType()

public AutoMlForecastingInputs.Transformation.CategoricalTransformation getDefaultInstanceForType()

Returns

Type	Description
AutoMlForecastingInputs.Transformation.CategoricalTransformation

getParserForType()

public Parser<AutoMlForecastingInputs.Transformation.CategoricalTransformation> getParserForType()

Returns

Type	Description
Parser<CategoricalTransformation>

Overrides

GeneratedMessageV3.getParserForType()

getSerializedSize()

public int getSerializedSize()

Returns

Type	Description
int

Overrides

GeneratedMessageV3.getSerializedSize()

getUnknownFields()

public final UnknownFieldSet getUnknownFields()

Returns

Type	Description
UnknownFieldSet

Overrides

GeneratedMessageV3.getUnknownFields()

hashCode()

public int hashCode()

Returns

Type	Description
int

Overrides

AbstractMessage.hashCode()

internalGetFieldAccessorTable()

protected GeneratedMessageV3.FieldAccessorTable internalGetFieldAccessorTable()

Returns

Type	Description
FieldAccessorTable

Overrides

GeneratedMessageV3.internalGetFieldAccessorTable()

isInitialized()

public final boolean isInitialized()

Returns

Type	Description
boolean

Overrides

GeneratedMessageV3.isInitialized()

newBuilderForType()

public AutoMlForecastingInputs.Transformation.CategoricalTransformation.Builder newBuilderForType()

Returns

Type	Description
AutoMlForecastingInputs.Transformation.CategoricalTransformation.Builder

newBuilderForType(GeneratedMessageV3.BuilderParent parent)

protected AutoMlForecastingInputs.Transformation.CategoricalTransformation.Builder newBuilderForType(GeneratedMessageV3.BuilderParent parent)

Parameter

Name	Description
parent	BuilderParent

Returns

Type	Description
AutoMlForecastingInputs.Transformation.CategoricalTransformation.Builder

Overrides

GeneratedMessageV3.newBuilderForType(GeneratedMessageV3.BuilderParent parent)

newInstance(GeneratedMessageV3.UnusedPrivateParameter unused)

protected Object newInstance(GeneratedMessageV3.UnusedPrivateParameter unused)

Parameter

Name	Description
unused	UnusedPrivateParameter

Returns

Type	Description
Object

Overrides

GeneratedMessageV3.newInstance(GeneratedMessageV3.UnusedPrivateParameter unused)

toBuilder()

public AutoMlForecastingInputs.Transformation.CategoricalTransformation.Builder toBuilder()

Returns

Type	Description
AutoMlForecastingInputs.Transformation.CategoricalTransformation.Builder

writeTo(CodedOutputStream output)

public void writeTo(CodedOutputStream output)

Parameter

Name	Description
output	CodedOutputStream

Overrides

GeneratedMessageV3.writeTo(CodedOutputStream output)

Exceptions

Type	Description
IOException