Class MLSyntheticDataParameters

java.lang.Object
software.amazon.awssdk.services.cleanroomsml.model.MLSyntheticDataParameters
All Implemented Interfaces:
Serializable, SdkPojo, ToCopyableBuilder<MLSyntheticDataParameters.Builder,MLSyntheticDataParameters>
@Generated("software.amazon.awssdk:codegen") public final class MLSyntheticDataParameters extends Object implements SdkPojo, Serializable, ToCopyableBuilder<MLSyntheticDataParameters.Builder,MLSyntheticDataParameters>

Parameters that control the generation of synthetic data for custom model training, including privacy settings and column classification details.

See Also:

  • Method Details

    • epsilon

      public final Double epsilon()

      The epsilon value for differential privacy, which controls the privacy-utility tradeoff in synthetic data generation. Lower values provide stronger privacy guarantees but may reduce data utility.

      Returns:
      The epsilon value for differential privacy, which controls the privacy-utility tradeoff in synthetic data generation. Lower values provide stronger privacy guarantees but may reduce data utility.

    • maxMembershipInferenceAttackScore

      public final Double maxMembershipInferenceAttackScore()

      The maximum acceptable score for membership inference attack vulnerability. Synthetic data generation fails if the score for the resulting data exceeds this threshold.

      Returns:
      The maximum acceptable score for membership inference attack vulnerability. Synthetic data generation fails if the score for the resulting data exceeds this threshold.

    • columnClassification

      public final ColumnClassificationDetails columnClassification()

      Classification details for data columns that specify how each column should be treated during synthetic data generation.

      Returns:
      Classification details for data columns that specify how each column should be treated during synthetic data generation.

    • toBuilder

      public MLSyntheticDataParameters.Builder toBuilder()
      Description copied from interface: ToCopyableBuilder
      Take this object and create a builder that contains all of the current property values of this object.
      Specified by:
      toBuilder in interface ToCopyableBuilder<MLSyntheticDataParameters.Builder,MLSyntheticDataParameters>
      Returns:
      a builder for type T

    • builder

      public static MLSyntheticDataParameters.Builder builder()

    • serializableBuilderClass

      public static Class<? extends MLSyntheticDataParameters.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)
      Description copied from interface: SdkPojo
      Indicates whether some other object is "equal to" this one by SDK fields. An SDK field is a modeled, non-inherited field in an SdkPojo class, and is generated based on a service model.

      If an SdkPojo class does not have any inherited fields, equalsBySdkFields and equals are essentially the same.

      Specified by:
      equalsBySdkFields in interface SdkPojo
      Parameters:
      obj - the object to be compared with
      Returns:
      true if the other object equals to this object by sdk fields, false otherwise.

    • 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
      Returns:
      List of SdkField in this POJO. May be empty list but should never be null.

    • sdkFieldNameToField

      public final Map<String,SdkField<?>> sdkFieldNameToField()
      Specified by:
      sdkFieldNameToField in interface SdkPojo
      Returns:
      The mapping between the field name and its corresponding field.