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:

Serialized Form

Nested Class Summary

Nested Classes
Modifier and Type Class Description

static interface HyperParameterTuningResourceConfig.Builder

Method Summary

All Methods Static Methods Instance Methods Concrete Methods
Modifier and Type	Method	Description
`HyperParameterTuningAllocationStrategy`	`allocationStrategy()`	The strategy that determines the order of preference for resources specified in `InstanceConfigs` used in hyperparameter optimization.
`String`	`allocationStrategyAsString()`	The strategy that determines the order of preference for resources specified in `InstanceConfigs` used in hyperparameter optimization.
`static HyperParameterTuningResourceConfig.Builder`	`builder()`
`boolean`	`equals(Object obj)`
`boolean`	`equalsBySdkFields(Object obj)`
`<T> Optional<T>`	`getValueForField(String fieldName, Class<T> clazz)`
`int`	`hashCode()`
`boolean`	`hasInstanceConfigs()`	For responses, this returns true if the service returned a value for the InstanceConfigs property.
`List<HyperParameterTuningInstanceConfig>`	`instanceConfigs()`	A list containing the configuration(s) for one or more resources for processing hyperparameter jobs.
`Integer`	`instanceCount()`	The number of compute instances of type `InstanceType` to use.
`TrainingInstanceType`	`instanceType()`	The instance type used to run hyperparameter optimization tuning jobs.
`String`	`instanceTypeAsString()`	The instance type used to run hyperparameter optimization tuning jobs.
`Map<String,SdkField<?>>`	`sdkFieldNameToField()`
`List<SdkField<?>>`	`sdkFields()`
`static Class<? extends HyperParameterTuningResourceConfig.Builder>`	`serializableBuilderClass()`
`HyperParameterTuningResourceConfig.Builder`	`toBuilder()`
`String`	`toString()`	Returns a string representation of this object.
`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.
`Integer`	`volumeSizeInGB()`	The volume size in GB for the storage volume to be used in processing hyperparameter optimization jobs (optional).

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
  - 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:
    
    TrainingInstanceType
  - 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:
    
    TrainingInstanceType
  - 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:
    
    HyperParameterTuningAllocationStrategy
  - 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:
    
    HyperParameterTuningAllocationStrategy
  - 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()
```
    Specified by:
    
    toBuilder in interface ToCopyableBuilder<HyperParameterTuningResourceConfig.Builder,HyperParameterTuningResourceConfig>
  - 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)
```
    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
  - sdkFieldNameToField
```
public final Map<String,SdkField<?>> sdkFieldNameToField()
```
    Specified by:
    
    sdkFieldNameToField in interface SdkPojo

Class HyperParameterTuningResourceConfig

Nested Class Summary

Method Summary

Methods inherited from class java.lang.Object

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

Method Detail

instanceType

instanceTypeAsString

instanceCount

volumeSizeInGB

volumeKmsKeyId

allocationStrategy

allocationStrategyAsString

hasInstanceConfigs

instanceConfigs

toBuilder

builder

serializableBuilderClass

hashCode

equals

equalsBySdkFields

toString

getValueForField

sdkFields

sdkFieldNameToField