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public static final class AutoMlTablesInputs.Transformation.NumericTransformation extends GeneratedMessageV3 implements AutoMlTablesInputs.Transformation.NumericTransformationOrBuilderTraining pipeline will perform following transformation functions.
- The value converted to float32.
- The z_score of the value.
- log(value+1) when the value is greater than or equal to 0. Otherwise, this transformation is not applied and the value is considered a missing value.
- z_score of log(value+1) when the value is greater than or equal to 0. Otherwise, this transformation is not applied and the value is considered a missing value.
- A boolean value that indicates whether the value is valid.
Protobuf type
google.cloud.aiplatform.v1beta1.schema.trainingjob.definition.AutoMlTablesInputs.Transformation.NumericTransformation
Inheritance
Object > AbstractMessageLite<MessageType,BuilderType> > AbstractMessage > GeneratedMessageV3 > AutoMlTablesInputs.Transformation.NumericTransformationStatic Fields
COLUMN_NAME_FIELD_NUMBER
public static final int COLUMN_NAME_FIELD_NUMBER| Field Value | |
|---|---|
| Type | Description |
int |
|
INVALID_VALUES_ALLOWED_FIELD_NUMBER
public static final int INVALID_VALUES_ALLOWED_FIELD_NUMBER| Field Value | |
|---|---|
| Type | Description |
int |
|
Static Methods
getDefaultInstance()
public static AutoMlTablesInputs.Transformation.NumericTransformation getDefaultInstance()| Returns | |
|---|---|
| Type | Description |
AutoMlTablesInputs.Transformation.NumericTransformation |
|
getDescriptor()
public static final Descriptors.Descriptor getDescriptor()| Returns | |
|---|---|
| Type | Description |
Descriptor |
|
newBuilder()
public static AutoMlTablesInputs.Transformation.NumericTransformation.Builder newBuilder()| Returns | |
|---|---|
| Type | Description |
AutoMlTablesInputs.Transformation.NumericTransformation.Builder |
|
newBuilder(AutoMlTablesInputs.Transformation.NumericTransformation prototype)
public static AutoMlTablesInputs.Transformation.NumericTransformation.Builder newBuilder(AutoMlTablesInputs.Transformation.NumericTransformation prototype)| Parameter | |
|---|---|
| Name | Description |
prototype |
AutoMlTablesInputs.Transformation.NumericTransformation |
| Returns | |
|---|---|
| Type | Description |
AutoMlTablesInputs.Transformation.NumericTransformation.Builder |
|
parseDelimitedFrom(InputStream input)
public static AutoMlTablesInputs.Transformation.NumericTransformation parseDelimitedFrom(InputStream input)| Parameter | |
|---|---|
| Name | Description |
input |
InputStream |
| Returns | |
|---|---|
| Type | Description |
AutoMlTablesInputs.Transformation.NumericTransformation |
|
| Exceptions | |
|---|---|
| Type | Description |
IOException |
|
parseDelimitedFrom(InputStream input, ExtensionRegistryLite extensionRegistry)
public static AutoMlTablesInputs.Transformation.NumericTransformation parseDelimitedFrom(InputStream input, ExtensionRegistryLite extensionRegistry)| Parameters | |
|---|---|
| Name | Description |
input |
InputStream |
extensionRegistry |
ExtensionRegistryLite |
| Returns | |
|---|---|
| Type | Description |
AutoMlTablesInputs.Transformation.NumericTransformation |
|
| Exceptions | |
|---|---|
| Type | Description |
IOException |
|
parseFrom(byte[] data)
public static AutoMlTablesInputs.Transformation.NumericTransformation parseFrom(byte[] data)| Parameter | |
|---|---|
| Name | Description |
data |
byte[] |
| Returns | |
|---|---|
| Type | Description |
AutoMlTablesInputs.Transformation.NumericTransformation |
|
| Exceptions | |
|---|---|
| Type | Description |
InvalidProtocolBufferException |
|
parseFrom(byte[] data, ExtensionRegistryLite extensionRegistry)
public static AutoMlTablesInputs.Transformation.NumericTransformation parseFrom(byte[] data, ExtensionRegistryLite extensionRegistry)| Parameters | |
|---|---|
| Name | Description |
data |
byte[] |
extensionRegistry |
ExtensionRegistryLite |
| Returns | |
|---|---|
| Type | Description |
AutoMlTablesInputs.Transformation.NumericTransformation |
|
| Exceptions | |
|---|---|
| Type | Description |
InvalidProtocolBufferException |
|
parseFrom(ByteString data)
public static AutoMlTablesInputs.Transformation.NumericTransformation parseFrom(ByteString data)| Parameter | |
|---|---|
| Name | Description |
data |
ByteString |
| Returns | |
|---|---|
| Type | Description |
AutoMlTablesInputs.Transformation.NumericTransformation |
|
| Exceptions | |
|---|---|
| Type | Description |
InvalidProtocolBufferException |
|
parseFrom(ByteString data, ExtensionRegistryLite extensionRegistry)
public static AutoMlTablesInputs.Transformation.NumericTransformation parseFrom(ByteString data, ExtensionRegistryLite extensionRegistry)| Parameters | |
|---|---|
| Name | Description |
data |
ByteString |
extensionRegistry |
ExtensionRegistryLite |
| Returns | |
|---|---|
| Type | Description |
AutoMlTablesInputs.Transformation.NumericTransformation |
|
| Exceptions | |
|---|---|
| Type | Description |
InvalidProtocolBufferException |
|
parseFrom(CodedInputStream input)
public static AutoMlTablesInputs.Transformation.NumericTransformation parseFrom(CodedInputStream input)| Parameter | |
|---|---|
| Name | Description |
input |
CodedInputStream |
| Returns | |
|---|---|
| Type | Description |
AutoMlTablesInputs.Transformation.NumericTransformation |
|
| Exceptions | |
|---|---|
| Type | Description |
IOException |
|
parseFrom(CodedInputStream input, ExtensionRegistryLite extensionRegistry)
public static AutoMlTablesInputs.Transformation.NumericTransformation parseFrom(CodedInputStream input, ExtensionRegistryLite extensionRegistry)| Parameters | |
|---|---|
| Name | Description |
input |
CodedInputStream |
extensionRegistry |
ExtensionRegistryLite |
| Returns | |
|---|---|
| Type | Description |
AutoMlTablesInputs.Transformation.NumericTransformation |
|
| Exceptions | |
|---|---|
| Type | Description |
IOException |
|
parseFrom(InputStream input)
public static AutoMlTablesInputs.Transformation.NumericTransformation parseFrom(InputStream input)| Parameter | |
|---|---|
| Name | Description |
input |
InputStream |
| Returns | |
|---|---|
| Type | Description |
AutoMlTablesInputs.Transformation.NumericTransformation |
|
| Exceptions | |
|---|---|
| Type | Description |
IOException |
|
parseFrom(InputStream input, ExtensionRegistryLite extensionRegistry)
public static AutoMlTablesInputs.Transformation.NumericTransformation parseFrom(InputStream input, ExtensionRegistryLite extensionRegistry)| Parameters | |
|---|---|
| Name | Description |
input |
InputStream |
extensionRegistry |
ExtensionRegistryLite |
| Returns | |
|---|---|
| Type | Description |
AutoMlTablesInputs.Transformation.NumericTransformation |
|
| Exceptions | |
|---|---|
| Type | Description |
IOException |
|
parseFrom(ByteBuffer data)
public static AutoMlTablesInputs.Transformation.NumericTransformation parseFrom(ByteBuffer data)| Parameter | |
|---|---|
| Name | Description |
data |
ByteBuffer |
| Returns | |
|---|---|
| Type | Description |
AutoMlTablesInputs.Transformation.NumericTransformation |
|
| Exceptions | |
|---|---|
| Type | Description |
InvalidProtocolBufferException |
|
parseFrom(ByteBuffer data, ExtensionRegistryLite extensionRegistry)
public static AutoMlTablesInputs.Transformation.NumericTransformation parseFrom(ByteBuffer data, ExtensionRegistryLite extensionRegistry)| Parameters | |
|---|---|
| Name | Description |
data |
ByteBuffer |
extensionRegistry |
ExtensionRegistryLite |
| Returns | |
|---|---|
| Type | Description |
AutoMlTablesInputs.Transformation.NumericTransformation |
|
| Exceptions | |
|---|---|
| Type | Description |
InvalidProtocolBufferException |
|
parser()
public static Parser<AutoMlTablesInputs.Transformation.NumericTransformation> parser()| Returns | |
|---|---|
| Type | Description |
Parser<NumericTransformation> |
|
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 AutoMlTablesInputs.Transformation.NumericTransformation getDefaultInstanceForType()| Returns | |
|---|---|
| Type | Description |
AutoMlTablesInputs.Transformation.NumericTransformation |
|
getInvalidValuesAllowed()
public boolean getInvalidValuesAllowed()If invalid values is allowed, the training pipeline will create a boolean feature that indicated whether the value is valid. Otherwise, the training pipeline will discard the input row from trainining data.
bool invalid_values_allowed = 2;
| Returns | |
|---|---|
| Type | Description |
boolean |
The invalidValuesAllowed. |
getParserForType()
public Parser<AutoMlTablesInputs.Transformation.NumericTransformation> getParserForType()| Returns | |
|---|---|
| Type | Description |
Parser<NumericTransformation> |
|
getSerializedSize()
public int getSerializedSize()| Returns | |
|---|---|
| Type | Description |
int |
|
hashCode()
public int hashCode()| Returns | |
|---|---|
| Type | Description |
int |
|
internalGetFieldAccessorTable()
protected GeneratedMessageV3.FieldAccessorTable internalGetFieldAccessorTable()| Returns | |
|---|---|
| Type | Description |
FieldAccessorTable |
|
isInitialized()
public final boolean isInitialized()| Returns | |
|---|---|
| Type | Description |
boolean |
|
newBuilderForType()
public AutoMlTablesInputs.Transformation.NumericTransformation.Builder newBuilderForType()| Returns | |
|---|---|
| Type | Description |
AutoMlTablesInputs.Transformation.NumericTransformation.Builder |
|
newBuilderForType(GeneratedMessageV3.BuilderParent parent)
protected AutoMlTablesInputs.Transformation.NumericTransformation.Builder newBuilderForType(GeneratedMessageV3.BuilderParent parent)| Parameter | |
|---|---|
| Name | Description |
parent |
BuilderParent |
| Returns | |
|---|---|
| Type | Description |
AutoMlTablesInputs.Transformation.NumericTransformation.Builder |
|
newInstance(GeneratedMessageV3.UnusedPrivateParameter unused)
protected Object newInstance(GeneratedMessageV3.UnusedPrivateParameter unused)| Parameter | |
|---|---|
| Name | Description |
unused |
UnusedPrivateParameter |
| Returns | |
|---|---|
| Type | Description |
Object |
|
toBuilder()
public AutoMlTablesInputs.Transformation.NumericTransformation.Builder toBuilder()| Returns | |
|---|---|
| Type | Description |
AutoMlTablesInputs.Transformation.NumericTransformation.Builder |
|
writeTo(CodedOutputStream output)
public void writeTo(CodedOutputStream output)| Parameter | |
|---|---|
| Name | Description |
output |
CodedOutputStream |
| Exceptions | |
|---|---|
| Type | Description |
IOException |
|