Class HyperParameterTuningResourceConfig

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

The configuration of resources, including compute instances and storage volumes for use in training jobs launched by hyperparameter tuning jobs. HyperParameterTuningResourceConfig is similar to ResourceConfig , but has the additional InstanceConfigs and AllocationStrategy fields to allow for flexible instance management. Specify one or more instance types, count, and the allocation strategy for instance selection.

HyperParameterTuningResourceConfig supports the capabilities of ResourceConfig with the exception of KeepAlivePeriodInSeconds. Hyperparameter tuning jobs use warm pools by default, which reuse clusters between training jobs.

See Also:

  • Method Details

    • instanceType

      public final TrainingInstanceType instanceType()

      The instance type used to run hyperparameter optimization tuning jobs. See descriptions of instance types for more information.

      If the service returns an enum value that is not available in the current SDK version, instanceType will return TrainingInstanceType.UNKNOWN_TO_SDK_VERSION. The raw value returned by the service is available from instanceTypeAsString().

      Returns:
      The instance type used to run hyperparameter optimization tuning jobs. See descriptions of instance types for more information.
      See Also:

    • instanceTypeAsString

      public final String instanceTypeAsString()

      The instance type used to run hyperparameter optimization tuning jobs. See descriptions of instance types for more information.

      If the service returns an enum value that is not available in the current SDK version, instanceType will return TrainingInstanceType.UNKNOWN_TO_SDK_VERSION. The raw value returned by the service is available from instanceTypeAsString().

      Returns:
      The instance type used to run hyperparameter optimization tuning jobs. See descriptions of instance types for more information.
      See Also:

    • instanceCount

      public final Integer instanceCount()

      The number of compute instances of type InstanceType to use. For distributed training, select a value greater than 1.

      Returns:
      The number of compute instances of type InstanceType to use. For distributed training, select a value greater than 1.

    • volumeSizeInGB

      public final Integer volumeSizeInGB()

      The volume size in GB for the storage volume to be used in processing hyperparameter optimization jobs (optional). These volumes store model artifacts, incremental states and optionally, scratch space for training algorithms. Do not provide a value for this parameter if a value for InstanceConfigs is also specified.

      Some instance types have a fixed total local storage size. If you select one of these instances for training, VolumeSizeInGB cannot be greater than this total size. For a list of instance types with local instance storage and their sizes, see instance store volumes.

      SageMaker supports only the General Purpose SSD (gp2) storage volume type.

      Returns:
      The volume size in GB for the storage volume to be used in processing hyperparameter optimization jobs (optional). These volumes store model artifacts, incremental states and optionally, scratch space for training algorithms. Do not provide a value for this parameter if a value for InstanceConfigs is also specified.

      Some instance types have a fixed total local storage size. If you select one of these instances for training, VolumeSizeInGB cannot be greater than this total size. For a list of instance types with local instance storage and their sizes, see instance store volumes.

      SageMaker supports only the General Purpose SSD (gp2) storage volume type.

    • volumeKmsKeyId

      public final String volumeKmsKeyId()

      A key used by Amazon Web Services Key Management Service to encrypt data on the storage volume attached to the compute instances used to run the training job. You can use either of the following formats to specify a key.

      KMS Key ID:

      "1234abcd-12ab-34cd-56ef-1234567890ab"

      Amazon Resource Name (ARN) of a KMS key:

      "arn:aws:kms:us-west-2:111122223333:key/1234abcd-12ab-34cd-56ef-1234567890ab"

      Some instances use local storage, which use a hardware module to encrypt storage volumes. If you choose one of these instance types, you cannot request a VolumeKmsKeyId. For a list of instance types that use local storage, see instance store volumes. For more information about Amazon Web Services Key Management Service, see KMS encryption for more information.

      Returns:
      A key used by Amazon Web Services Key Management Service to encrypt data on the storage volume attached to the compute instances used to run the training job. You can use either of the following formats to specify a key.

      KMS Key ID:

      "1234abcd-12ab-34cd-56ef-1234567890ab"

      Amazon Resource Name (ARN) of a KMS key:

      "arn:aws:kms:us-west-2:111122223333:key/1234abcd-12ab-34cd-56ef-1234567890ab"

      Some instances use local storage, which use a hardware module to encrypt storage volumes. If you choose one of these instance types, you cannot request a VolumeKmsKeyId. For a list of instance types that use local storage, see instance store volumes. For more information about Amazon Web Services Key Management Service, see KMS encryption for more information.

    • allocationStrategy

      public final HyperParameterTuningAllocationStrategy allocationStrategy()

      The strategy that determines the order of preference for resources specified in InstanceConfigs used in hyperparameter optimization.

      If the service returns an enum value that is not available in the current SDK version, allocationStrategy will return HyperParameterTuningAllocationStrategy.UNKNOWN_TO_SDK_VERSION. The raw value returned by the service is available from allocationStrategyAsString().

      Returns:
      The strategy that determines the order of preference for resources specified in InstanceConfigs used in hyperparameter optimization.
      See Also:

    • allocationStrategyAsString

      public final String allocationStrategyAsString()

      The strategy that determines the order of preference for resources specified in InstanceConfigs used in hyperparameter optimization.

      If the service returns an enum value that is not available in the current SDK version, allocationStrategy will return HyperParameterTuningAllocationStrategy.UNKNOWN_TO_SDK_VERSION. The raw value returned by the service is available from allocationStrategyAsString().

      Returns:
      The strategy that determines the order of preference for resources specified in InstanceConfigs used in hyperparameter optimization.
      See Also:

    • hasInstanceConfigs

      public final boolean hasInstanceConfigs()
      For responses, this returns true if the service returned a value for the InstanceConfigs property. This DOES NOT check that the value is non-empty (for which, you should check the isEmpty() method on the property). This is useful because the SDK will never return a null collection or map, but you may need to differentiate between the service returning nothing (or null) and the service returning an empty collection or map. For requests, this returns true if a value for the property was specified in the request builder, and false if a value was not specified.

    • instanceConfigs

      public final List<HyperParameterTuningInstanceConfig> instanceConfigs()

      A list containing the configuration(s) for one or more resources for processing hyperparameter jobs. These resources include compute instances and storage volumes to use in model training jobs launched by hyperparameter tuning jobs. The AllocationStrategy controls the order in which multiple configurations provided in InstanceConfigs are used.

      If you only want to use a single instance configuration inside the HyperParameterTuningResourceConfig API, do not provide a value for InstanceConfigs. Instead, use InstanceType, VolumeSizeInGB and InstanceCount. If you use InstanceConfigs, do not provide values for InstanceType, VolumeSizeInGB or InstanceCount.

      Attempts to modify the collection returned by this method will result in an UnsupportedOperationException.

      This method will never return null. If you would like to know whether the service returned this field (so that you can differentiate between null and empty), you can use the hasInstanceConfigs() method.

      Returns:
      A list containing the configuration(s) for one or more resources for processing hyperparameter jobs. These resources include compute instances and storage volumes to use in model training jobs launched by hyperparameter tuning jobs. The AllocationStrategy controls the order in which multiple configurations provided in InstanceConfigs are used.

      If you only want to use a single instance configuration inside the HyperParameterTuningResourceConfig API, do not provide a value for InstanceConfigs. Instead, use InstanceType, VolumeSizeInGB and InstanceCount. If you use InstanceConfigs, do not provide values for InstanceType, VolumeSizeInGB or InstanceCount.

    • toBuilder

      public HyperParameterTuningResourceConfig.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<HyperParameterTuningResourceConfig.Builder,HyperParameterTuningResourceConfig>
      Returns:
      a builder for type T

    • builder

      public static HyperParameterTuningResourceConfig.Builder builder()

    • serializableBuilderClass

      public static Class<? extends HyperParameterTuningResourceConfig.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.