public static final class AutoMlForecastingInputs.Transformation.CategoricalTransformation extends GeneratedMessage implements AutoMlForecastingInputs.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.v1beta1.schema.trainingjob.definition.AutoMlForecastingInputs.Transformation.CategoricalTransformation
Inheritance
Object > AbstractMessageLite<MessageType,BuilderType> > AbstractMessage > GeneratedMessage > AutoMlForecastingInputs.Transformation.CategoricalTransformationStatic 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 |
|
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> |
|
getSerializedSize()
public int getSerializedSize()| Returns | |
|---|---|
| Type | Description |
int |
|
hashCode()
public int hashCode()| Returns | |
|---|---|
| Type | Description |
int |
|
internalGetFieldAccessorTable()
protected GeneratedMessage.FieldAccessorTable internalGetFieldAccessorTable()| Returns | |
|---|---|
| Type | Description |
FieldAccessorTable |
|
isInitialized()
public final boolean isInitialized()| Returns | |
|---|---|
| Type | Description |
boolean |
|
newBuilderForType()
public AutoMlForecastingInputs.Transformation.CategoricalTransformation.Builder newBuilderForType()| Returns | |
|---|---|
| Type | Description |
AutoMlForecastingInputs.Transformation.CategoricalTransformation.Builder |
|
newBuilderForType(AbstractMessage.BuilderParent parent)
protected AutoMlForecastingInputs.Transformation.CategoricalTransformation.Builder newBuilderForType(AbstractMessage.BuilderParent parent)| Parameter | |
|---|---|
| Name | Description |
parent |
BuilderParent |
| Returns | |
|---|---|
| Type | Description |
AutoMlForecastingInputs.Transformation.CategoricalTransformation.Builder |
|
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 |
| Exceptions | |
|---|---|
| Type | Description |
IOException |
|