software.amazon.awssdk.services.sagemaker.model

Class AutoMLCandidateGenerationConfig

java.lang.Object

software.amazon.awssdk.services.sagemaker.model.AutoMLCandidateGenerationConfig

All Implemented Interfaces:

Serializable, SdkPojo, ToCopyableBuilder<AutoMLCandidateGenerationConfig.Builder,AutoMLCandidateGenerationConfig>

@Generated(value="software.amazon.awssdk:codegen")
public final class AutoMLCandidateGenerationConfig
extends Object
implements SdkPojo, Serializable, ToCopyableBuilder<AutoMLCandidateGenerationConfig.Builder,AutoMLCandidateGenerationConfig>

Stores the config information for how a candidate is generated (optional).

See Also:

Serialized Form

Nested Class Summary

Nested Classes

Modifier and Type	Class and Description
static interface	AutoMLCandidateGenerationConfig.Builder

Method Summary

Modifier and Type	Method and Description
static AutoMLCandidateGenerationConfig.Builder	builder()
boolean	equals(Object obj)
boolean	equalsBySdkFields(Object obj)
String	featureSpecificationS3Uri() A URL to the Amazon S3 data source containing selected features from the input data source to run an Autopilot job.
<T> Optional<T>	getValueForField(String fieldName, Class<T> clazz)
int	hashCode()
List<SdkField<?>>	sdkFields()
static Class<? extends AutoMLCandidateGenerationConfig.Builder>	serializableBuilderClass()
AutoMLCandidateGenerationConfig.Builder	toBuilder()
String	toString() Returns a string representation of this object.

Methods inherited from class java.lang.Object

clone, finalize, getClass, notify, notifyAll, wait, wait, wait

Methods inherited from interface software.amazon.awssdk.utils.builder.ToCopyableBuilder

copy

Method Detail

featureSpecificationS3Uri

public final String featureSpecificationS3Uri()

A URL to the Amazon S3 data source containing selected features from the input data source to run an Autopilot job. You can input FeatureAttributeNames (optional) in JSON format as shown below:

{ "FeatureAttributeNames":["col1", "col2", ...] }.

You can also specify the data type of the feature (optional) in the format shown below:

{ "FeatureDataTypes":{"col1":"numeric", "col2":"categorical" ... } }

These column keys may not include the target column.

In ensembling mode, Autopilot will only support the following data types: numeric, categorical, text and datetime. In HPO mode, Autopilot can support numeric, categorical, text, datetime and sequence.

If only FeatureDataTypes is provided, the column keys (col1, col2,..) should be a subset of the column names in the input data.

If both FeatureDataTypes and FeatureAttributeNames are provided, then the column keys should be a subset of the column names provided in FeatureAttributeNames.

The key name FeatureAttributeNames is fixed. The values listed in ["col1", "col2", ...] is case sensitive and should be a list of strings containing unique values that are a subset of the column names in the input data. The list of columns provided must not include the target column.

Returns:

A URL to the Amazon S3 data source containing selected features from the input data source to run an Autopilot job. You can input FeatureAttributeNames (optional) in JSON format as shown below:

{ "FeatureAttributeNames":["col1", "col2", ...] }.

You can also specify the data type of the feature (optional) in the format shown below:

{ "FeatureDataTypes":{"col1":"numeric", "col2":"categorical" ... } }

These column keys may not include the target column.

In ensembling mode, Autopilot will only support the following data types: numeric, categorical, text and datetime. In HPO mode, Autopilot can support numeric, categorical, text, datetime and sequence.

If only FeatureDataTypes is provided, the column keys (col1, col2 ,..) should be a subset of the column names in the input data.

If both FeatureDataTypes and FeatureAttributeNames are provided, then the column keys should be a subset of the column names provided in FeatureAttributeNames.

The key name FeatureAttributeNames is fixed. The values listed in ["col1", "col2", ...] is case sensitive and should be a list of strings containing unique values that are a subset of the column names in the input data. The list of columns provided must not include the target column.

toBuilder

public AutoMLCandidateGenerationConfig.Builder toBuilder()

Specified by:

toBuilder in interface ToCopyableBuilder<AutoMLCandidateGenerationConfig.Builder,AutoMLCandidateGenerationConfig>

builder

public static AutoMLCandidateGenerationConfig.Builder builder()

serializableBuilderClass

public static Class<? extends AutoMLCandidateGenerationConfig.Builder> serializableBuilderClass()

hashCode

public final int hashCode()

Overrides:

hashCode in class Object

equals

public final boolean equals(Object obj)

Overrides:

equals in class Object

equalsBySdkFields

public final boolean equalsBySdkFields(Object obj)

Specified by:

equalsBySdkFields in interface SdkPojo

toString

public final String toString()

Returns a string representation of this object. This is useful for testing and debugging. Sensitive data will be redacted from this string using a placeholder value.

Overrides:

toString in class Object

getValueForField

public final <T> Optional<T> getValueForField(String fieldName,
                                              Class<T> clazz)

sdkFields

public final List<SdkField<?>> sdkFields()

Specified by:

sdkFields in interface SdkPojo