Starts a hyperparameter tuning job¶

Description¶

Starts a hyperparameter tuning job. A hyperparameter tuning job finds the best version of a model by running many training jobs on your dataset using the algorithm you choose and values for hyperparameters within ranges that you specify. It then chooses the hyperparameter values that result in a model that performs the best, as measured by an objective metric that you choose.

A hyperparameter tuning job automatically creates Amazon SageMaker experiments, trials, and trial components for each training job that it runs. You can view these entities in Amazon SageMaker Studio. For more information, see View Experiments, Trials, and Trial Components.

Do not include any security-sensitive information including account access IDs, secrets, or tokens in any hyperparameter fields. As part of the shared responsibility model, you are responsible for any potential exposure, unauthorized access, or compromise of your sensitive data if caused by any security-sensitive information included in the request hyperparameter variable or plain text fields..

Usage¶

sagemaker_create_hyper_parameter_tuning_job(HyperParameterTuningJobName,
  HyperParameterTuningJobConfig, TrainingJobDefinition,
  TrainingJobDefinitions, WarmStartConfig, Tags, Autotune)

Arguments¶

HyperParameterTuningJobName

[required] The name of the tuning job. This name is the prefix for the names of all training jobs that this tuning job launches. The name must be unique within the same Amazon Web Services account and Amazon Web Services Region. The name must have 1 to 32 characters. Valid characters are a-z, A-Z, 0-9, and : + = @ _ % - (hyphen). The name is not case sensitive.
HyperParameterTuningJobConfig

[required] The HyperParameterTuningJobConfig object that describes the tuning job, including the search strategy, the objective metric used to evaluate training jobs, ranges of parameters to search, and resource limits for the tuning job. For more information, see How Hyperparameter Tuning Works.
TrainingJobDefinition

The HyperParameterTrainingJobDefinition object that describes the training jobs that this tuning job launches, including static hyperparameters, input data configuration, output data configuration, resource configuration, and stopping condition.
TrainingJobDefinitions

A list of the HyperParameterTrainingJobDefinition objects launched for this tuning job.
WarmStartConfig

Specifies the configuration for starting the hyperparameter tuning job using one or more previous tuning jobs as a starting point. The results of previous tuning jobs are used to inform which combinations of hyperparameters to search over in the new tuning job.

All training jobs launched by the new hyperparameter tuning job are evaluated by using the objective metric. If you specify IDENTICAL_DATA_AND_ALGORITHM as the WarmStartType value for the warm start configuration, the training job that performs the best in the new tuning job is compared to the best training jobs from the parent tuning jobs. From these, the training job that performs the best as measured by the objective metric is returned as the overall best training job.

All training jobs launched by parent hyperparameter tuning jobs and the new hyperparameter tuning jobs count against the limit of training jobs for the tuning job.
Tags

An array of key-value pairs. You can use tags to categorize your Amazon Web Services resources in different ways, for example, by purpose, owner, or environment. For more information, see Tagging Amazon Web Services Resources.

Tags that you specify for the tuning job are also added to all training jobs that the tuning job launches.
Autotune

Configures SageMaker Automatic model tuning (AMT) to automatically find optimal parameters for the following fields:
- ParameterRanges: The names and ranges of parameters that a hyperparameter tuning job can optimize.
- ResourceLimits: The maximum resources that can be used for a training job. These resources include the maximum number of training jobs, the maximum runtime of a tuning job, and the maximum number of training jobs to run at the same time.
- TrainingJobEarlyStoppingType: A flag that specifies whether or not to use early stopping for training jobs launched by a hyperparameter tuning job.
- RetryStrategy: The number of times to retry a training job.
- Strategy: Specifies how hyperparameter tuning chooses the combinations of hyperparameter values to use for the training jobs that it launches.
- ConvergenceDetected: A flag to indicate that Automatic model tuning (AMT) has detected model convergence.

Value¶

A list with the following syntax:

list(
  HyperParameterTuningJobArn = "string"
)

Request syntax¶

svc$create_hyper_parameter_tuning_job(
  HyperParameterTuningJobName = "string",
  HyperParameterTuningJobConfig = list(
    Strategy = "Bayesian"|"Random"|"Hyperband"|"Grid",
    StrategyConfig = list(
      HyperbandStrategyConfig = list(
        MinResource = 123,
        MaxResource = 123
      )
    ),
    HyperParameterTuningJobObjective = list(
      Type = "Maximize"|"Minimize",
      MetricName = "string"
    ),
    ResourceLimits = list(
      MaxNumberOfTrainingJobs = 123,
      MaxParallelTrainingJobs = 123,
      MaxRuntimeInSeconds = 123
    ),
    ParameterRanges = list(
      IntegerParameterRanges = list(
        list(
          Name = "string",
          MinValue = "string",
          MaxValue = "string",
          ScalingType = "Auto"|"Linear"|"Logarithmic"|"ReverseLogarithmic"
        )
      ),
      ContinuousParameterRanges = list(
        list(
          Name = "string",
          MinValue = "string",
          MaxValue = "string",
          ScalingType = "Auto"|"Linear"|"Logarithmic"|"ReverseLogarithmic"
        )
      ),
      CategoricalParameterRanges = list(
        list(
          Name = "string",
          Values = list(
            "string"
          )
        )
      ),
      AutoParameters = list(
        list(
          Name = "string",
          ValueHint = "string"
        )
      )
    ),
    TrainingJobEarlyStoppingType = "Off"|"Auto",
    TuningJobCompletionCriteria = list(
      TargetObjectiveMetricValue = 123.0,
      BestObjectiveNotImproving = list(
        MaxNumberOfTrainingJobsNotImproving = 123
      ),
      ConvergenceDetected = list(
        CompleteOnConvergence = "Disabled"|"Enabled"
      )
    ),
    RandomSeed = 123
  ),
  TrainingJobDefinition = list(
    DefinitionName = "string",
    TuningObjective = list(
      Type = "Maximize"|"Minimize",
      MetricName = "string"
    ),
    HyperParameterRanges = list(
      IntegerParameterRanges = list(
        list(
          Name = "string",
          MinValue = "string",
          MaxValue = "string",
          ScalingType = "Auto"|"Linear"|"Logarithmic"|"ReverseLogarithmic"
        )
      ),
      ContinuousParameterRanges = list(
        list(
          Name = "string",
          MinValue = "string",
          MaxValue = "string",
          ScalingType = "Auto"|"Linear"|"Logarithmic"|"ReverseLogarithmic"
        )
      ),
      CategoricalParameterRanges = list(
        list(
          Name = "string",
          Values = list(
            "string"
          )
        )
      ),
      AutoParameters = list(
        list(
          Name = "string",
          ValueHint = "string"
        )
      )
    ),
    StaticHyperParameters = list(
      "string"
    ),
    AlgorithmSpecification = list(
      TrainingImage = "string",
      TrainingInputMode = "Pipe"|"File"|"FastFile",
      AlgorithmName = "string",
      MetricDefinitions = list(
        list(
          Name = "string",
          Regex = "string"
        )
      )
    ),
    RoleArn = "string",
    InputDataConfig = list(
      list(
        ChannelName = "string",
        DataSource = list(
          S3DataSource = list(
            S3DataType = "ManifestFile"|"S3Prefix"|"AugmentedManifestFile"|"Converse",
            S3Uri = "string",
            S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
            AttributeNames = list(
              "string"
            ),
            InstanceGroupNames = list(
              "string"
            ),
            ModelAccessConfig = list(
              AcceptEula = TRUE|FALSE
            ),
            HubAccessConfig = list(
              HubContentArn = "string"
            )
          ),
          FileSystemDataSource = list(
            FileSystemId = "string",
            FileSystemAccessMode = "rw"|"ro",
            FileSystemType = "EFS"|"FSxLustre",
            DirectoryPath = "string"
          ),
          DatasetSource = list(
            DatasetArn = "string"
          )
        ),
        ContentType = "string",
        CompressionType = "None"|"Gzip",
        RecordWrapperType = "None"|"RecordIO",
        InputMode = "Pipe"|"File"|"FastFile",
        ShuffleConfig = list(
          Seed = 123
        )
      )
    ),
    VpcConfig = list(
      SecurityGroupIds = list(
        "string"
      ),
      Subnets = list(
        "string"
      )
    ),
    OutputDataConfig = list(
      KmsKeyId = "string",
      S3OutputPath = "string",
      CompressionType = "GZIP"|"NONE"
    ),
    ResourceConfig = list(
      InstanceType = "ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.p3dn.24xlarge"|"ml.p4d.24xlarge"|"ml.p4de.24xlarge"|"ml.p5.48xlarge"|"ml.p5e.48xlarge"|"ml.p5en.48xlarge"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.c5n.xlarge"|"ml.c5n.2xlarge"|"ml.c5n.4xlarge"|"ml.c5n.9xlarge"|"ml.c5n.18xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.g6.xlarge"|"ml.g6.2xlarge"|"ml.g6.4xlarge"|"ml.g6.8xlarge"|"ml.g6.16xlarge"|"ml.g6.12xlarge"|"ml.g6.24xlarge"|"ml.g6.48xlarge"|"ml.g6e.xlarge"|"ml.g6e.2xlarge"|"ml.g6e.4xlarge"|"ml.g6e.8xlarge"|"ml.g6e.16xlarge"|"ml.g6e.12xlarge"|"ml.g6e.24xlarge"|"ml.g6e.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.trn2.48xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge"|"ml.p6-b200.48xlarge"|"ml.m7i.large"|"ml.m7i.xlarge"|"ml.m7i.2xlarge"|"ml.m7i.4xlarge"|"ml.m7i.8xlarge"|"ml.m7i.12xlarge"|"ml.m7i.16xlarge"|"ml.m7i.24xlarge"|"ml.m7i.48xlarge"|"ml.c7i.large"|"ml.c7i.xlarge"|"ml.c7i.2xlarge"|"ml.c7i.4xlarge"|"ml.c7i.8xlarge"|"ml.c7i.12xlarge"|"ml.c7i.16xlarge"|"ml.c7i.24xlarge"|"ml.c7i.48xlarge"|"ml.r7i.large"|"ml.r7i.xlarge"|"ml.r7i.2xlarge"|"ml.r7i.4xlarge"|"ml.r7i.8xlarge"|"ml.r7i.12xlarge"|"ml.r7i.16xlarge"|"ml.r7i.24xlarge"|"ml.r7i.48xlarge"|"ml.p6e-gb200.36xlarge"|"ml.p5.4xlarge"|"ml.p6-b300.48xlarge"|"ml.g7e.2xlarge"|"ml.g7e.4xlarge"|"ml.g7e.8xlarge"|"ml.g7e.12xlarge"|"ml.g7e.24xlarge"|"ml.g7e.48xlarge"|"ml.g7.2xlarge"|"ml.g7.4xlarge"|"ml.g7.8xlarge"|"ml.g7.12xlarge"|"ml.g7.24xlarge"|"ml.g7.48xlarge"|"ml.r6i.large"|"ml.r6i.xlarge"|"ml.r6i.2xlarge"|"ml.r6i.4xlarge"|"ml.r6i.8xlarge"|"ml.r6i.12xlarge"|"ml.r6i.16xlarge"|"ml.r6i.24xlarge"|"ml.r6i.32xlarge"|"ml.m8i.large"|"ml.m8i.xlarge"|"ml.m8i.2xlarge"|"ml.m8i.4xlarge"|"ml.m8i.8xlarge"|"ml.m8i.12xlarge"|"ml.m8i.16xlarge"|"ml.m8i.24xlarge"|"ml.m8i.32xlarge"|"ml.m8i.48xlarge"|"ml.m8i.96xlarge"|"ml.c8i.xlarge"|"ml.c8i.2xlarge"|"ml.c8i.4xlarge"|"ml.c8i.8xlarge"|"ml.c8i.12xlarge"|"ml.c8i.16xlarge"|"ml.c8i.24xlarge"|"ml.c8i.32xlarge"|"ml.c8i.48xlarge"|"ml.c8i.96xlarge"|"ml.r8i.large"|"ml.r8i.xlarge"|"ml.r8i.2xlarge"|"ml.r8i.4xlarge"|"ml.r8i.8xlarge"|"ml.r8i.12xlarge"|"ml.r8i.16xlarge"|"ml.r8i.24xlarge"|"ml.r8i.32xlarge"|"ml.r8i.48xlarge"|"ml.r8i.96xlarge"|"ml.m7i-flex.large"|"ml.m7i-flex.xlarge"|"ml.m7i-flex.2xlarge"|"ml.m7i-flex.4xlarge"|"ml.m7i-flex.8xlarge"|"ml.m7i-flex.12xlarge"|"ml.m7i-flex.16xlarge"|"ml.c7i-flex.xlarge"|"ml.c7i-flex.2xlarge"|"ml.c7i-flex.4xlarge"|"ml.c7i-flex.8xlarge"|"ml.c7i-flex.12xlarge"|"ml.c7i-flex.16xlarge"|"ml.m8i-flex.large"|"ml.m8i-flex.xlarge"|"ml.m8i-flex.2xlarge"|"ml.m8i-flex.4xlarge"|"ml.m8i-flex.8xlarge"|"ml.m8i-flex.12xlarge"|"ml.m8i-flex.16xlarge"|"ml.c8i-flex.xlarge"|"ml.c8i-flex.2xlarge"|"ml.c8i-flex.4xlarge"|"ml.c8i-flex.8xlarge"|"ml.c8i-flex.12xlarge"|"ml.c8i-flex.16xlarge"|"ml.r8i-flex.large"|"ml.r8i-flex.xlarge"|"ml.r8i-flex.2xlarge"|"ml.r8i-flex.4xlarge"|"ml.r8i-flex.8xlarge"|"ml.r8i-flex.12xlarge"|"ml.r8i-flex.16xlarge",
      InstanceCount = 123,
      VolumeSizeInGB = 123,
      VolumeKmsKeyId = "string",
      KeepAlivePeriodInSeconds = 123,
      InstanceGroups = list(
        list(
          InstanceType = "ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.p3dn.24xlarge"|"ml.p4d.24xlarge"|"ml.p4de.24xlarge"|"ml.p5.48xlarge"|"ml.p5e.48xlarge"|"ml.p5en.48xlarge"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.c5n.xlarge"|"ml.c5n.2xlarge"|"ml.c5n.4xlarge"|"ml.c5n.9xlarge"|"ml.c5n.18xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.g6.xlarge"|"ml.g6.2xlarge"|"ml.g6.4xlarge"|"ml.g6.8xlarge"|"ml.g6.16xlarge"|"ml.g6.12xlarge"|"ml.g6.24xlarge"|"ml.g6.48xlarge"|"ml.g6e.xlarge"|"ml.g6e.2xlarge"|"ml.g6e.4xlarge"|"ml.g6e.8xlarge"|"ml.g6e.16xlarge"|"ml.g6e.12xlarge"|"ml.g6e.24xlarge"|"ml.g6e.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.trn2.48xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge"|"ml.p6-b200.48xlarge"|"ml.m7i.large"|"ml.m7i.xlarge"|"ml.m7i.2xlarge"|"ml.m7i.4xlarge"|"ml.m7i.8xlarge"|"ml.m7i.12xlarge"|"ml.m7i.16xlarge"|"ml.m7i.24xlarge"|"ml.m7i.48xlarge"|"ml.c7i.large"|"ml.c7i.xlarge"|"ml.c7i.2xlarge"|"ml.c7i.4xlarge"|"ml.c7i.8xlarge"|"ml.c7i.12xlarge"|"ml.c7i.16xlarge"|"ml.c7i.24xlarge"|"ml.c7i.48xlarge"|"ml.r7i.large"|"ml.r7i.xlarge"|"ml.r7i.2xlarge"|"ml.r7i.4xlarge"|"ml.r7i.8xlarge"|"ml.r7i.12xlarge"|"ml.r7i.16xlarge"|"ml.r7i.24xlarge"|"ml.r7i.48xlarge"|"ml.p6e-gb200.36xlarge"|"ml.p5.4xlarge"|"ml.p6-b300.48xlarge"|"ml.g7e.2xlarge"|"ml.g7e.4xlarge"|"ml.g7e.8xlarge"|"ml.g7e.12xlarge"|"ml.g7e.24xlarge"|"ml.g7e.48xlarge"|"ml.g7.2xlarge"|"ml.g7.4xlarge"|"ml.g7.8xlarge"|"ml.g7.12xlarge"|"ml.g7.24xlarge"|"ml.g7.48xlarge"|"ml.r6i.large"|"ml.r6i.xlarge"|"ml.r6i.2xlarge"|"ml.r6i.4xlarge"|"ml.r6i.8xlarge"|"ml.r6i.12xlarge"|"ml.r6i.16xlarge"|"ml.r6i.24xlarge"|"ml.r6i.32xlarge"|"ml.m8i.large"|"ml.m8i.xlarge"|"ml.m8i.2xlarge"|"ml.m8i.4xlarge"|"ml.m8i.8xlarge"|"ml.m8i.12xlarge"|"ml.m8i.16xlarge"|"ml.m8i.24xlarge"|"ml.m8i.32xlarge"|"ml.m8i.48xlarge"|"ml.m8i.96xlarge"|"ml.c8i.xlarge"|"ml.c8i.2xlarge"|"ml.c8i.4xlarge"|"ml.c8i.8xlarge"|"ml.c8i.12xlarge"|"ml.c8i.16xlarge"|"ml.c8i.24xlarge"|"ml.c8i.32xlarge"|"ml.c8i.48xlarge"|"ml.c8i.96xlarge"|"ml.r8i.large"|"ml.r8i.xlarge"|"ml.r8i.2xlarge"|"ml.r8i.4xlarge"|"ml.r8i.8xlarge"|"ml.r8i.12xlarge"|"ml.r8i.16xlarge"|"ml.r8i.24xlarge"|"ml.r8i.32xlarge"|"ml.r8i.48xlarge"|"ml.r8i.96xlarge"|"ml.m7i-flex.large"|"ml.m7i-flex.xlarge"|"ml.m7i-flex.2xlarge"|"ml.m7i-flex.4xlarge"|"ml.m7i-flex.8xlarge"|"ml.m7i-flex.12xlarge"|"ml.m7i-flex.16xlarge"|"ml.c7i-flex.xlarge"|"ml.c7i-flex.2xlarge"|"ml.c7i-flex.4xlarge"|"ml.c7i-flex.8xlarge"|"ml.c7i-flex.12xlarge"|"ml.c7i-flex.16xlarge"|"ml.m8i-flex.large"|"ml.m8i-flex.xlarge"|"ml.m8i-flex.2xlarge"|"ml.m8i-flex.4xlarge"|"ml.m8i-flex.8xlarge"|"ml.m8i-flex.12xlarge"|"ml.m8i-flex.16xlarge"|"ml.c8i-flex.xlarge"|"ml.c8i-flex.2xlarge"|"ml.c8i-flex.4xlarge"|"ml.c8i-flex.8xlarge"|"ml.c8i-flex.12xlarge"|"ml.c8i-flex.16xlarge"|"ml.r8i-flex.large"|"ml.r8i-flex.xlarge"|"ml.r8i-flex.2xlarge"|"ml.r8i-flex.4xlarge"|"ml.r8i-flex.8xlarge"|"ml.r8i-flex.12xlarge"|"ml.r8i-flex.16xlarge",
          InstanceCount = 123,
          InstanceGroupName = "string"
        )
      ),
      TrainingPlanArn = "string",
      InstancePlacementConfig = list(
        EnableMultipleJobs = TRUE|FALSE,
        PlacementSpecifications = list(
          list(
            UltraServerId = "string",
            InstanceCount = 123
          )
        )
      ),
      InstancePreferences = list(
        list(
          InstanceType = "ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.p3dn.24xlarge"|"ml.p4d.24xlarge"|"ml.p4de.24xlarge"|"ml.p5.48xlarge"|"ml.p5e.48xlarge"|"ml.p5en.48xlarge"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.c5n.xlarge"|"ml.c5n.2xlarge"|"ml.c5n.4xlarge"|"ml.c5n.9xlarge"|"ml.c5n.18xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.g6.xlarge"|"ml.g6.2xlarge"|"ml.g6.4xlarge"|"ml.g6.8xlarge"|"ml.g6.16xlarge"|"ml.g6.12xlarge"|"ml.g6.24xlarge"|"ml.g6.48xlarge"|"ml.g6e.xlarge"|"ml.g6e.2xlarge"|"ml.g6e.4xlarge"|"ml.g6e.8xlarge"|"ml.g6e.16xlarge"|"ml.g6e.12xlarge"|"ml.g6e.24xlarge"|"ml.g6e.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.trn2.48xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge"|"ml.p6-b200.48xlarge"|"ml.m7i.large"|"ml.m7i.xlarge"|"ml.m7i.2xlarge"|"ml.m7i.4xlarge"|"ml.m7i.8xlarge"|"ml.m7i.12xlarge"|"ml.m7i.16xlarge"|"ml.m7i.24xlarge"|"ml.m7i.48xlarge"|"ml.c7i.large"|"ml.c7i.xlarge"|"ml.c7i.2xlarge"|"ml.c7i.4xlarge"|"ml.c7i.8xlarge"|"ml.c7i.12xlarge"|"ml.c7i.16xlarge"|"ml.c7i.24xlarge"|"ml.c7i.48xlarge"|"ml.r7i.large"|"ml.r7i.xlarge"|"ml.r7i.2xlarge"|"ml.r7i.4xlarge"|"ml.r7i.8xlarge"|"ml.r7i.12xlarge"|"ml.r7i.16xlarge"|"ml.r7i.24xlarge"|"ml.r7i.48xlarge"|"ml.p6e-gb200.36xlarge"|"ml.p5.4xlarge"|"ml.p6-b300.48xlarge"|"ml.g7e.2xlarge"|"ml.g7e.4xlarge"|"ml.g7e.8xlarge"|"ml.g7e.12xlarge"|"ml.g7e.24xlarge"|"ml.g7e.48xlarge"|"ml.g7.2xlarge"|"ml.g7.4xlarge"|"ml.g7.8xlarge"|"ml.g7.12xlarge"|"ml.g7.24xlarge"|"ml.g7.48xlarge"|"ml.r6i.large"|"ml.r6i.xlarge"|"ml.r6i.2xlarge"|"ml.r6i.4xlarge"|"ml.r6i.8xlarge"|"ml.r6i.12xlarge"|"ml.r6i.16xlarge"|"ml.r6i.24xlarge"|"ml.r6i.32xlarge"|"ml.m8i.large"|"ml.m8i.xlarge"|"ml.m8i.2xlarge"|"ml.m8i.4xlarge"|"ml.m8i.8xlarge"|"ml.m8i.12xlarge"|"ml.m8i.16xlarge"|"ml.m8i.24xlarge"|"ml.m8i.32xlarge"|"ml.m8i.48xlarge"|"ml.m8i.96xlarge"|"ml.c8i.xlarge"|"ml.c8i.2xlarge"|"ml.c8i.4xlarge"|"ml.c8i.8xlarge"|"ml.c8i.12xlarge"|"ml.c8i.16xlarge"|"ml.c8i.24xlarge"|"ml.c8i.32xlarge"|"ml.c8i.48xlarge"|"ml.c8i.96xlarge"|"ml.r8i.large"|"ml.r8i.xlarge"|"ml.r8i.2xlarge"|"ml.r8i.4xlarge"|"ml.r8i.8xlarge"|"ml.r8i.12xlarge"|"ml.r8i.16xlarge"|"ml.r8i.24xlarge"|"ml.r8i.32xlarge"|"ml.r8i.48xlarge"|"ml.r8i.96xlarge"|"ml.m7i-flex.large"|"ml.m7i-flex.xlarge"|"ml.m7i-flex.2xlarge"|"ml.m7i-flex.4xlarge"|"ml.m7i-flex.8xlarge"|"ml.m7i-flex.12xlarge"|"ml.m7i-flex.16xlarge"|"ml.c7i-flex.xlarge"|"ml.c7i-flex.2xlarge"|"ml.c7i-flex.4xlarge"|"ml.c7i-flex.8xlarge"|"ml.c7i-flex.12xlarge"|"ml.c7i-flex.16xlarge"|"ml.m8i-flex.large"|"ml.m8i-flex.xlarge"|"ml.m8i-flex.2xlarge"|"ml.m8i-flex.4xlarge"|"ml.m8i-flex.8xlarge"|"ml.m8i-flex.12xlarge"|"ml.m8i-flex.16xlarge"|"ml.c8i-flex.xlarge"|"ml.c8i-flex.2xlarge"|"ml.c8i-flex.4xlarge"|"ml.c8i-flex.8xlarge"|"ml.c8i-flex.12xlarge"|"ml.c8i-flex.16xlarge"|"ml.r8i-flex.large"|"ml.r8i-flex.xlarge"|"ml.r8i-flex.2xlarge"|"ml.r8i-flex.4xlarge"|"ml.r8i-flex.8xlarge"|"ml.r8i-flex.12xlarge"|"ml.r8i-flex.16xlarge",
          InstanceCount = 123,
          TrainingPlanArns = list(
            "string"
          )
        )
      ),
      SelectedInstanceType = "ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.p3dn.24xlarge"|"ml.p4d.24xlarge"|"ml.p4de.24xlarge"|"ml.p5.48xlarge"|"ml.p5e.48xlarge"|"ml.p5en.48xlarge"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.c5n.xlarge"|"ml.c5n.2xlarge"|"ml.c5n.4xlarge"|"ml.c5n.9xlarge"|"ml.c5n.18xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.g6.xlarge"|"ml.g6.2xlarge"|"ml.g6.4xlarge"|"ml.g6.8xlarge"|"ml.g6.16xlarge"|"ml.g6.12xlarge"|"ml.g6.24xlarge"|"ml.g6.48xlarge"|"ml.g6e.xlarge"|"ml.g6e.2xlarge"|"ml.g6e.4xlarge"|"ml.g6e.8xlarge"|"ml.g6e.16xlarge"|"ml.g6e.12xlarge"|"ml.g6e.24xlarge"|"ml.g6e.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.trn2.48xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge"|"ml.p6-b200.48xlarge"|"ml.m7i.large"|"ml.m7i.xlarge"|"ml.m7i.2xlarge"|"ml.m7i.4xlarge"|"ml.m7i.8xlarge"|"ml.m7i.12xlarge"|"ml.m7i.16xlarge"|"ml.m7i.24xlarge"|"ml.m7i.48xlarge"|"ml.c7i.large"|"ml.c7i.xlarge"|"ml.c7i.2xlarge"|"ml.c7i.4xlarge"|"ml.c7i.8xlarge"|"ml.c7i.12xlarge"|"ml.c7i.16xlarge"|"ml.c7i.24xlarge"|"ml.c7i.48xlarge"|"ml.r7i.large"|"ml.r7i.xlarge"|"ml.r7i.2xlarge"|"ml.r7i.4xlarge"|"ml.r7i.8xlarge"|"ml.r7i.12xlarge"|"ml.r7i.16xlarge"|"ml.r7i.24xlarge"|"ml.r7i.48xlarge"|"ml.p6e-gb200.36xlarge"|"ml.p5.4xlarge"|"ml.p6-b300.48xlarge"|"ml.g7e.2xlarge"|"ml.g7e.4xlarge"|"ml.g7e.8xlarge"|"ml.g7e.12xlarge"|"ml.g7e.24xlarge"|"ml.g7e.48xlarge"|"ml.g7.2xlarge"|"ml.g7.4xlarge"|"ml.g7.8xlarge"|"ml.g7.12xlarge"|"ml.g7.24xlarge"|"ml.g7.48xlarge"|"ml.r6i.large"|"ml.r6i.xlarge"|"ml.r6i.2xlarge"|"ml.r6i.4xlarge"|"ml.r6i.8xlarge"|"ml.r6i.12xlarge"|"ml.r6i.16xlarge"|"ml.r6i.24xlarge"|"ml.r6i.32xlarge"|"ml.m8i.large"|"ml.m8i.xlarge"|"ml.m8i.2xlarge"|"ml.m8i.4xlarge"|"ml.m8i.8xlarge"|"ml.m8i.12xlarge"|"ml.m8i.16xlarge"|"ml.m8i.24xlarge"|"ml.m8i.32xlarge"|"ml.m8i.48xlarge"|"ml.m8i.96xlarge"|"ml.c8i.xlarge"|"ml.c8i.2xlarge"|"ml.c8i.4xlarge"|"ml.c8i.8xlarge"|"ml.c8i.12xlarge"|"ml.c8i.16xlarge"|"ml.c8i.24xlarge"|"ml.c8i.32xlarge"|"ml.c8i.48xlarge"|"ml.c8i.96xlarge"|"ml.r8i.large"|"ml.r8i.xlarge"|"ml.r8i.2xlarge"|"ml.r8i.4xlarge"|"ml.r8i.8xlarge"|"ml.r8i.12xlarge"|"ml.r8i.16xlarge"|"ml.r8i.24xlarge"|"ml.r8i.32xlarge"|"ml.r8i.48xlarge"|"ml.r8i.96xlarge"|"ml.m7i-flex.large"|"ml.m7i-flex.xlarge"|"ml.m7i-flex.2xlarge"|"ml.m7i-flex.4xlarge"|"ml.m7i-flex.8xlarge"|"ml.m7i-flex.12xlarge"|"ml.m7i-flex.16xlarge"|"ml.c7i-flex.xlarge"|"ml.c7i-flex.2xlarge"|"ml.c7i-flex.4xlarge"|"ml.c7i-flex.8xlarge"|"ml.c7i-flex.12xlarge"|"ml.c7i-flex.16xlarge"|"ml.m8i-flex.large"|"ml.m8i-flex.xlarge"|"ml.m8i-flex.2xlarge"|"ml.m8i-flex.4xlarge"|"ml.m8i-flex.8xlarge"|"ml.m8i-flex.12xlarge"|"ml.m8i-flex.16xlarge"|"ml.c8i-flex.xlarge"|"ml.c8i-flex.2xlarge"|"ml.c8i-flex.4xlarge"|"ml.c8i-flex.8xlarge"|"ml.c8i-flex.12xlarge"|"ml.c8i-flex.16xlarge"|"ml.r8i-flex.large"|"ml.r8i-flex.xlarge"|"ml.r8i-flex.2xlarge"|"ml.r8i-flex.4xlarge"|"ml.r8i-flex.8xlarge"|"ml.r8i-flex.12xlarge"|"ml.r8i-flex.16xlarge",
      SelectedInstanceCount = 123
    ),
    HyperParameterTuningResourceConfig = list(
      InstanceType = "ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.p3dn.24xlarge"|"ml.p4d.24xlarge"|"ml.p4de.24xlarge"|"ml.p5.48xlarge"|"ml.p5e.48xlarge"|"ml.p5en.48xlarge"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.c5n.xlarge"|"ml.c5n.2xlarge"|"ml.c5n.4xlarge"|"ml.c5n.9xlarge"|"ml.c5n.18xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.g6.xlarge"|"ml.g6.2xlarge"|"ml.g6.4xlarge"|"ml.g6.8xlarge"|"ml.g6.16xlarge"|"ml.g6.12xlarge"|"ml.g6.24xlarge"|"ml.g6.48xlarge"|"ml.g6e.xlarge"|"ml.g6e.2xlarge"|"ml.g6e.4xlarge"|"ml.g6e.8xlarge"|"ml.g6e.16xlarge"|"ml.g6e.12xlarge"|"ml.g6e.24xlarge"|"ml.g6e.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.trn2.48xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge"|"ml.p6-b200.48xlarge"|"ml.m7i.large"|"ml.m7i.xlarge"|"ml.m7i.2xlarge"|"ml.m7i.4xlarge"|"ml.m7i.8xlarge"|"ml.m7i.12xlarge"|"ml.m7i.16xlarge"|"ml.m7i.24xlarge"|"ml.m7i.48xlarge"|"ml.c7i.large"|"ml.c7i.xlarge"|"ml.c7i.2xlarge"|"ml.c7i.4xlarge"|"ml.c7i.8xlarge"|"ml.c7i.12xlarge"|"ml.c7i.16xlarge"|"ml.c7i.24xlarge"|"ml.c7i.48xlarge"|"ml.r7i.large"|"ml.r7i.xlarge"|"ml.r7i.2xlarge"|"ml.r7i.4xlarge"|"ml.r7i.8xlarge"|"ml.r7i.12xlarge"|"ml.r7i.16xlarge"|"ml.r7i.24xlarge"|"ml.r7i.48xlarge"|"ml.p6e-gb200.36xlarge"|"ml.p5.4xlarge"|"ml.p6-b300.48xlarge"|"ml.g7e.2xlarge"|"ml.g7e.4xlarge"|"ml.g7e.8xlarge"|"ml.g7e.12xlarge"|"ml.g7e.24xlarge"|"ml.g7e.48xlarge"|"ml.g7.2xlarge"|"ml.g7.4xlarge"|"ml.g7.8xlarge"|"ml.g7.12xlarge"|"ml.g7.24xlarge"|"ml.g7.48xlarge"|"ml.r6i.large"|"ml.r6i.xlarge"|"ml.r6i.2xlarge"|"ml.r6i.4xlarge"|"ml.r6i.8xlarge"|"ml.r6i.12xlarge"|"ml.r6i.16xlarge"|"ml.r6i.24xlarge"|"ml.r6i.32xlarge"|"ml.m8i.large"|"ml.m8i.xlarge"|"ml.m8i.2xlarge"|"ml.m8i.4xlarge"|"ml.m8i.8xlarge"|"ml.m8i.12xlarge"|"ml.m8i.16xlarge"|"ml.m8i.24xlarge"|"ml.m8i.32xlarge"|"ml.m8i.48xlarge"|"ml.m8i.96xlarge"|"ml.c8i.xlarge"|"ml.c8i.2xlarge"|"ml.c8i.4xlarge"|"ml.c8i.8xlarge"|"ml.c8i.12xlarge"|"ml.c8i.16xlarge"|"ml.c8i.24xlarge"|"ml.c8i.32xlarge"|"ml.c8i.48xlarge"|"ml.c8i.96xlarge"|"ml.r8i.large"|"ml.r8i.xlarge"|"ml.r8i.2xlarge"|"ml.r8i.4xlarge"|"ml.r8i.8xlarge"|"ml.r8i.12xlarge"|"ml.r8i.16xlarge"|"ml.r8i.24xlarge"|"ml.r8i.32xlarge"|"ml.r8i.48xlarge"|"ml.r8i.96xlarge"|"ml.m7i-flex.large"|"ml.m7i-flex.xlarge"|"ml.m7i-flex.2xlarge"|"ml.m7i-flex.4xlarge"|"ml.m7i-flex.8xlarge"|"ml.m7i-flex.12xlarge"|"ml.m7i-flex.16xlarge"|"ml.c7i-flex.xlarge"|"ml.c7i-flex.2xlarge"|"ml.c7i-flex.4xlarge"|"ml.c7i-flex.8xlarge"|"ml.c7i-flex.12xlarge"|"ml.c7i-flex.16xlarge"|"ml.m8i-flex.large"|"ml.m8i-flex.xlarge"|"ml.m8i-flex.2xlarge"|"ml.m8i-flex.4xlarge"|"ml.m8i-flex.8xlarge"|"ml.m8i-flex.12xlarge"|"ml.m8i-flex.16xlarge"|"ml.c8i-flex.xlarge"|"ml.c8i-flex.2xlarge"|"ml.c8i-flex.4xlarge"|"ml.c8i-flex.8xlarge"|"ml.c8i-flex.12xlarge"|"ml.c8i-flex.16xlarge"|"ml.r8i-flex.large"|"ml.r8i-flex.xlarge"|"ml.r8i-flex.2xlarge"|"ml.r8i-flex.4xlarge"|"ml.r8i-flex.8xlarge"|"ml.r8i-flex.12xlarge"|"ml.r8i-flex.16xlarge",
      InstanceCount = 123,
      VolumeSizeInGB = 123,
      VolumeKmsKeyId = "string",
      AllocationStrategy = "Prioritized",
      InstanceConfigs = list(
        list(
          InstanceType = "ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.p3dn.24xlarge"|"ml.p4d.24xlarge"|"ml.p4de.24xlarge"|"ml.p5.48xlarge"|"ml.p5e.48xlarge"|"ml.p5en.48xlarge"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.c5n.xlarge"|"ml.c5n.2xlarge"|"ml.c5n.4xlarge"|"ml.c5n.9xlarge"|"ml.c5n.18xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.g6.xlarge"|"ml.g6.2xlarge"|"ml.g6.4xlarge"|"ml.g6.8xlarge"|"ml.g6.16xlarge"|"ml.g6.12xlarge"|"ml.g6.24xlarge"|"ml.g6.48xlarge"|"ml.g6e.xlarge"|"ml.g6e.2xlarge"|"ml.g6e.4xlarge"|"ml.g6e.8xlarge"|"ml.g6e.16xlarge"|"ml.g6e.12xlarge"|"ml.g6e.24xlarge"|"ml.g6e.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.trn2.48xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge"|"ml.p6-b200.48xlarge"|"ml.m7i.large"|"ml.m7i.xlarge"|"ml.m7i.2xlarge"|"ml.m7i.4xlarge"|"ml.m7i.8xlarge"|"ml.m7i.12xlarge"|"ml.m7i.16xlarge"|"ml.m7i.24xlarge"|"ml.m7i.48xlarge"|"ml.c7i.large"|"ml.c7i.xlarge"|"ml.c7i.2xlarge"|"ml.c7i.4xlarge"|"ml.c7i.8xlarge"|"ml.c7i.12xlarge"|"ml.c7i.16xlarge"|"ml.c7i.24xlarge"|"ml.c7i.48xlarge"|"ml.r7i.large"|"ml.r7i.xlarge"|"ml.r7i.2xlarge"|"ml.r7i.4xlarge"|"ml.r7i.8xlarge"|"ml.r7i.12xlarge"|"ml.r7i.16xlarge"|"ml.r7i.24xlarge"|"ml.r7i.48xlarge"|"ml.p6e-gb200.36xlarge"|"ml.p5.4xlarge"|"ml.p6-b300.48xlarge"|"ml.g7e.2xlarge"|"ml.g7e.4xlarge"|"ml.g7e.8xlarge"|"ml.g7e.12xlarge"|"ml.g7e.24xlarge"|"ml.g7e.48xlarge"|"ml.g7.2xlarge"|"ml.g7.4xlarge"|"ml.g7.8xlarge"|"ml.g7.12xlarge"|"ml.g7.24xlarge"|"ml.g7.48xlarge"|"ml.r6i.large"|"ml.r6i.xlarge"|"ml.r6i.2xlarge"|"ml.r6i.4xlarge"|"ml.r6i.8xlarge"|"ml.r6i.12xlarge"|"ml.r6i.16xlarge"|"ml.r6i.24xlarge"|"ml.r6i.32xlarge"|"ml.m8i.large"|"ml.m8i.xlarge"|"ml.m8i.2xlarge"|"ml.m8i.4xlarge"|"ml.m8i.8xlarge"|"ml.m8i.12xlarge"|"ml.m8i.16xlarge"|"ml.m8i.24xlarge"|"ml.m8i.32xlarge"|"ml.m8i.48xlarge"|"ml.m8i.96xlarge"|"ml.c8i.xlarge"|"ml.c8i.2xlarge"|"ml.c8i.4xlarge"|"ml.c8i.8xlarge"|"ml.c8i.12xlarge"|"ml.c8i.16xlarge"|"ml.c8i.24xlarge"|"ml.c8i.32xlarge"|"ml.c8i.48xlarge"|"ml.c8i.96xlarge"|"ml.r8i.large"|"ml.r8i.xlarge"|"ml.r8i.2xlarge"|"ml.r8i.4xlarge"|"ml.r8i.8xlarge"|"ml.r8i.12xlarge"|"ml.r8i.16xlarge"|"ml.r8i.24xlarge"|"ml.r8i.32xlarge"|"ml.r8i.48xlarge"|"ml.r8i.96xlarge"|"ml.m7i-flex.large"|"ml.m7i-flex.xlarge"|"ml.m7i-flex.2xlarge"|"ml.m7i-flex.4xlarge"|"ml.m7i-flex.8xlarge"|"ml.m7i-flex.12xlarge"|"ml.m7i-flex.16xlarge"|"ml.c7i-flex.xlarge"|"ml.c7i-flex.2xlarge"|"ml.c7i-flex.4xlarge"|"ml.c7i-flex.8xlarge"|"ml.c7i-flex.12xlarge"|"ml.c7i-flex.16xlarge"|"ml.m8i-flex.large"|"ml.m8i-flex.xlarge"|"ml.m8i-flex.2xlarge"|"ml.m8i-flex.4xlarge"|"ml.m8i-flex.8xlarge"|"ml.m8i-flex.12xlarge"|"ml.m8i-flex.16xlarge"|"ml.c8i-flex.xlarge"|"ml.c8i-flex.2xlarge"|"ml.c8i-flex.4xlarge"|"ml.c8i-flex.8xlarge"|"ml.c8i-flex.12xlarge"|"ml.c8i-flex.16xlarge"|"ml.r8i-flex.large"|"ml.r8i-flex.xlarge"|"ml.r8i-flex.2xlarge"|"ml.r8i-flex.4xlarge"|"ml.r8i-flex.8xlarge"|"ml.r8i-flex.12xlarge"|"ml.r8i-flex.16xlarge",
          InstanceCount = 123,
          VolumeSizeInGB = 123
        )
      )
    ),
    StoppingCondition = list(
      MaxRuntimeInSeconds = 123,
      MaxWaitTimeInSeconds = 123,
      MaxPendingTimeInSeconds = 123
    ),
    EnableNetworkIsolation = TRUE|FALSE,
    EnableInterContainerTrafficEncryption = TRUE|FALSE,
    EnableManagedSpotTraining = TRUE|FALSE,
    CheckpointConfig = list(
      S3Uri = "string",
      LocalPath = "string"
    ),
    RetryStrategy = list(
      MaximumRetryAttempts = 123
    ),
    Environment = list(
      "string"
    )
  ),
  TrainingJobDefinitions = list(
    list(
      DefinitionName = "string",
      TuningObjective = list(
        Type = "Maximize"|"Minimize",
        MetricName = "string"
      ),
      HyperParameterRanges = list(
        IntegerParameterRanges = list(
          list(
            Name = "string",
            MinValue = "string",
            MaxValue = "string",
            ScalingType = "Auto"|"Linear"|"Logarithmic"|"ReverseLogarithmic"
          )
        ),
        ContinuousParameterRanges = list(
          list(
            Name = "string",
            MinValue = "string",
            MaxValue = "string",
            ScalingType = "Auto"|"Linear"|"Logarithmic"|"ReverseLogarithmic"
          )
        ),
        CategoricalParameterRanges = list(
          list(
            Name = "string",
            Values = list(
              "string"
            )
          )
        ),
        AutoParameters = list(
          list(
            Name = "string",
            ValueHint = "string"
          )
        )
      ),
      StaticHyperParameters = list(
        "string"
      ),
      AlgorithmSpecification = list(
        TrainingImage = "string",
        TrainingInputMode = "Pipe"|"File"|"FastFile",
        AlgorithmName = "string",
        MetricDefinitions = list(
          list(
            Name = "string",
            Regex = "string"
          )
        )
      ),
      RoleArn = "string",
      InputDataConfig = list(
        list(
          ChannelName = "string",
          DataSource = list(
            S3DataSource = list(
              S3DataType = "ManifestFile"|"S3Prefix"|"AugmentedManifestFile"|"Converse",
              S3Uri = "string",
              S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
              AttributeNames = list(
                "string"
              ),
              InstanceGroupNames = list(
                "string"
              ),
              ModelAccessConfig = list(
                AcceptEula = TRUE|FALSE
              ),
              HubAccessConfig = list(
                HubContentArn = "string"
              )
            ),
            FileSystemDataSource = list(
              FileSystemId = "string",
              FileSystemAccessMode = "rw"|"ro",
              FileSystemType = "EFS"|"FSxLustre",
              DirectoryPath = "string"
            ),
            DatasetSource = list(
              DatasetArn = "string"
            )
          ),
          ContentType = "string",
          CompressionType = "None"|"Gzip",
          RecordWrapperType = "None"|"RecordIO",
          InputMode = "Pipe"|"File"|"FastFile",
          ShuffleConfig = list(
            Seed = 123
          )
        )
      ),
      VpcConfig = list(
        SecurityGroupIds = list(
          "string"
        ),
        Subnets = list(
          "string"
        )
      ),
      OutputDataConfig = list(
        KmsKeyId = "string",
        S3OutputPath = "string",
        CompressionType = "GZIP"|"NONE"
      ),
      ResourceConfig = list(
        InstanceType = "ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.p3dn.24xlarge"|"ml.p4d.24xlarge"|"ml.p4de.24xlarge"|"ml.p5.48xlarge"|"ml.p5e.48xlarge"|"ml.p5en.48xlarge"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.c5n.xlarge"|"ml.c5n.2xlarge"|"ml.c5n.4xlarge"|"ml.c5n.9xlarge"|"ml.c5n.18xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.g6.xlarge"|"ml.g6.2xlarge"|"ml.g6.4xlarge"|"ml.g6.8xlarge"|"ml.g6.16xlarge"|"ml.g6.12xlarge"|"ml.g6.24xlarge"|"ml.g6.48xlarge"|"ml.g6e.xlarge"|"ml.g6e.2xlarge"|"ml.g6e.4xlarge"|"ml.g6e.8xlarge"|"ml.g6e.16xlarge"|"ml.g6e.12xlarge"|"ml.g6e.24xlarge"|"ml.g6e.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.trn2.48xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge"|"ml.p6-b200.48xlarge"|"ml.m7i.large"|"ml.m7i.xlarge"|"ml.m7i.2xlarge"|"ml.m7i.4xlarge"|"ml.m7i.8xlarge"|"ml.m7i.12xlarge"|"ml.m7i.16xlarge"|"ml.m7i.24xlarge"|"ml.m7i.48xlarge"|"ml.c7i.large"|"ml.c7i.xlarge"|"ml.c7i.2xlarge"|"ml.c7i.4xlarge"|"ml.c7i.8xlarge"|"ml.c7i.12xlarge"|"ml.c7i.16xlarge"|"ml.c7i.24xlarge"|"ml.c7i.48xlarge"|"ml.r7i.large"|"ml.r7i.xlarge"|"ml.r7i.2xlarge"|"ml.r7i.4xlarge"|"ml.r7i.8xlarge"|"ml.r7i.12xlarge"|"ml.r7i.16xlarge"|"ml.r7i.24xlarge"|"ml.r7i.48xlarge"|"ml.p6e-gb200.36xlarge"|"ml.p5.4xlarge"|"ml.p6-b300.48xlarge"|"ml.g7e.2xlarge"|"ml.g7e.4xlarge"|"ml.g7e.8xlarge"|"ml.g7e.12xlarge"|"ml.g7e.24xlarge"|"ml.g7e.48xlarge"|"ml.g7.2xlarge"|"ml.g7.4xlarge"|"ml.g7.8xlarge"|"ml.g7.12xlarge"|"ml.g7.24xlarge"|"ml.g7.48xlarge"|"ml.r6i.large"|"ml.r6i.xlarge"|"ml.r6i.2xlarge"|"ml.r6i.4xlarge"|"ml.r6i.8xlarge"|"ml.r6i.12xlarge"|"ml.r6i.16xlarge"|"ml.r6i.24xlarge"|"ml.r6i.32xlarge"|"ml.m8i.large"|"ml.m8i.xlarge"|"ml.m8i.2xlarge"|"ml.m8i.4xlarge"|"ml.m8i.8xlarge"|"ml.m8i.12xlarge"|"ml.m8i.16xlarge"|"ml.m8i.24xlarge"|"ml.m8i.32xlarge"|"ml.m8i.48xlarge"|"ml.m8i.96xlarge"|"ml.c8i.xlarge"|"ml.c8i.2xlarge"|"ml.c8i.4xlarge"|"ml.c8i.8xlarge"|"ml.c8i.12xlarge"|"ml.c8i.16xlarge"|"ml.c8i.24xlarge"|"ml.c8i.32xlarge"|"ml.c8i.48xlarge"|"ml.c8i.96xlarge"|"ml.r8i.large"|"ml.r8i.xlarge"|"ml.r8i.2xlarge"|"ml.r8i.4xlarge"|"ml.r8i.8xlarge"|"ml.r8i.12xlarge"|"ml.r8i.16xlarge"|"ml.r8i.24xlarge"|"ml.r8i.32xlarge"|"ml.r8i.48xlarge"|"ml.r8i.96xlarge"|"ml.m7i-flex.large"|"ml.m7i-flex.xlarge"|"ml.m7i-flex.2xlarge"|"ml.m7i-flex.4xlarge"|"ml.m7i-flex.8xlarge"|"ml.m7i-flex.12xlarge"|"ml.m7i-flex.16xlarge"|"ml.c7i-flex.xlarge"|"ml.c7i-flex.2xlarge"|"ml.c7i-flex.4xlarge"|"ml.c7i-flex.8xlarge"|"ml.c7i-flex.12xlarge"|"ml.c7i-flex.16xlarge"|"ml.m8i-flex.large"|"ml.m8i-flex.xlarge"|"ml.m8i-flex.2xlarge"|"ml.m8i-flex.4xlarge"|"ml.m8i-flex.8xlarge"|"ml.m8i-flex.12xlarge"|"ml.m8i-flex.16xlarge"|"ml.c8i-flex.xlarge"|"ml.c8i-flex.2xlarge"|"ml.c8i-flex.4xlarge"|"ml.c8i-flex.8xlarge"|"ml.c8i-flex.12xlarge"|"ml.c8i-flex.16xlarge"|"ml.r8i-flex.large"|"ml.r8i-flex.xlarge"|"ml.r8i-flex.2xlarge"|"ml.r8i-flex.4xlarge"|"ml.r8i-flex.8xlarge"|"ml.r8i-flex.12xlarge"|"ml.r8i-flex.16xlarge",
        InstanceCount = 123,
        VolumeSizeInGB = 123,
        VolumeKmsKeyId = "string",
        KeepAlivePeriodInSeconds = 123,
        InstanceGroups = list(
          list(
            InstanceType = "ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.p3dn.24xlarge"|"ml.p4d.24xlarge"|"ml.p4de.24xlarge"|"ml.p5.48xlarge"|"ml.p5e.48xlarge"|"ml.p5en.48xlarge"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.c5n.xlarge"|"ml.c5n.2xlarge"|"ml.c5n.4xlarge"|"ml.c5n.9xlarge"|"ml.c5n.18xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.g6.xlarge"|"ml.g6.2xlarge"|"ml.g6.4xlarge"|"ml.g6.8xlarge"|"ml.g6.16xlarge"|"ml.g6.12xlarge"|"ml.g6.24xlarge"|"ml.g6.48xlarge"|"ml.g6e.xlarge"|"ml.g6e.2xlarge"|"ml.g6e.4xlarge"|"ml.g6e.8xlarge"|"ml.g6e.16xlarge"|"ml.g6e.12xlarge"|"ml.g6e.24xlarge"|"ml.g6e.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.trn2.48xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge"|"ml.p6-b200.48xlarge"|"ml.m7i.large"|"ml.m7i.xlarge"|"ml.m7i.2xlarge"|"ml.m7i.4xlarge"|"ml.m7i.8xlarge"|"ml.m7i.12xlarge"|"ml.m7i.16xlarge"|"ml.m7i.24xlarge"|"ml.m7i.48xlarge"|"ml.c7i.large"|"ml.c7i.xlarge"|"ml.c7i.2xlarge"|"ml.c7i.4xlarge"|"ml.c7i.8xlarge"|"ml.c7i.12xlarge"|"ml.c7i.16xlarge"|"ml.c7i.24xlarge"|"ml.c7i.48xlarge"|"ml.r7i.large"|"ml.r7i.xlarge"|"ml.r7i.2xlarge"|"ml.r7i.4xlarge"|"ml.r7i.8xlarge"|"ml.r7i.12xlarge"|"ml.r7i.16xlarge"|"ml.r7i.24xlarge"|"ml.r7i.48xlarge"|"ml.p6e-gb200.36xlarge"|"ml.p5.4xlarge"|"ml.p6-b300.48xlarge"|"ml.g7e.2xlarge"|"ml.g7e.4xlarge"|"ml.g7e.8xlarge"|"ml.g7e.12xlarge"|"ml.g7e.24xlarge"|"ml.g7e.48xlarge"|"ml.g7.2xlarge"|"ml.g7.4xlarge"|"ml.g7.8xlarge"|"ml.g7.12xlarge"|"ml.g7.24xlarge"|"ml.g7.48xlarge"|"ml.r6i.large"|"ml.r6i.xlarge"|"ml.r6i.2xlarge"|"ml.r6i.4xlarge"|"ml.r6i.8xlarge"|"ml.r6i.12xlarge"|"ml.r6i.16xlarge"|"ml.r6i.24xlarge"|"ml.r6i.32xlarge"|"ml.m8i.large"|"ml.m8i.xlarge"|"ml.m8i.2xlarge"|"ml.m8i.4xlarge"|"ml.m8i.8xlarge"|"ml.m8i.12xlarge"|"ml.m8i.16xlarge"|"ml.m8i.24xlarge"|"ml.m8i.32xlarge"|"ml.m8i.48xlarge"|"ml.m8i.96xlarge"|"ml.c8i.xlarge"|"ml.c8i.2xlarge"|"ml.c8i.4xlarge"|"ml.c8i.8xlarge"|"ml.c8i.12xlarge"|"ml.c8i.16xlarge"|"ml.c8i.24xlarge"|"ml.c8i.32xlarge"|"ml.c8i.48xlarge"|"ml.c8i.96xlarge"|"ml.r8i.large"|"ml.r8i.xlarge"|"ml.r8i.2xlarge"|"ml.r8i.4xlarge"|"ml.r8i.8xlarge"|"ml.r8i.12xlarge"|"ml.r8i.16xlarge"|"ml.r8i.24xlarge"|"ml.r8i.32xlarge"|"ml.r8i.48xlarge"|"ml.r8i.96xlarge"|"ml.m7i-flex.large"|"ml.m7i-flex.xlarge"|"ml.m7i-flex.2xlarge"|"ml.m7i-flex.4xlarge"|"ml.m7i-flex.8xlarge"|"ml.m7i-flex.12xlarge"|"ml.m7i-flex.16xlarge"|"ml.c7i-flex.xlarge"|"ml.c7i-flex.2xlarge"|"ml.c7i-flex.4xlarge"|"ml.c7i-flex.8xlarge"|"ml.c7i-flex.12xlarge"|"ml.c7i-flex.16xlarge"|"ml.m8i-flex.large"|"ml.m8i-flex.xlarge"|"ml.m8i-flex.2xlarge"|"ml.m8i-flex.4xlarge"|"ml.m8i-flex.8xlarge"|"ml.m8i-flex.12xlarge"|"ml.m8i-flex.16xlarge"|"ml.c8i-flex.xlarge"|"ml.c8i-flex.2xlarge"|"ml.c8i-flex.4xlarge"|"ml.c8i-flex.8xlarge"|"ml.c8i-flex.12xlarge"|"ml.c8i-flex.16xlarge"|"ml.r8i-flex.large"|"ml.r8i-flex.xlarge"|"ml.r8i-flex.2xlarge"|"ml.r8i-flex.4xlarge"|"ml.r8i-flex.8xlarge"|"ml.r8i-flex.12xlarge"|"ml.r8i-flex.16xlarge",
            InstanceCount = 123,
            InstanceGroupName = "string"
          )
        ),
        TrainingPlanArn = "string",
        InstancePlacementConfig = list(
          EnableMultipleJobs = TRUE|FALSE,
          PlacementSpecifications = list(
            list(
              UltraServerId = "string",
              InstanceCount = 123
            )
          )
        ),
        InstancePreferences = list(
          list(
            InstanceType = "ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.p3dn.24xlarge"|"ml.p4d.24xlarge"|"ml.p4de.24xlarge"|"ml.p5.48xlarge"|"ml.p5e.48xlarge"|"ml.p5en.48xlarge"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.c5n.xlarge"|"ml.c5n.2xlarge"|"ml.c5n.4xlarge"|"ml.c5n.9xlarge"|"ml.c5n.18xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.g6.xlarge"|"ml.g6.2xlarge"|"ml.g6.4xlarge"|"ml.g6.8xlarge"|"ml.g6.16xlarge"|"ml.g6.12xlarge"|"ml.g6.24xlarge"|"ml.g6.48xlarge"|"ml.g6e.xlarge"|"ml.g6e.2xlarge"|"ml.g6e.4xlarge"|"ml.g6e.8xlarge"|"ml.g6e.16xlarge"|"ml.g6e.12xlarge"|"ml.g6e.24xlarge"|"ml.g6e.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.trn2.48xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge"|"ml.p6-b200.48xlarge"|"ml.m7i.large"|"ml.m7i.xlarge"|"ml.m7i.2xlarge"|"ml.m7i.4xlarge"|"ml.m7i.8xlarge"|"ml.m7i.12xlarge"|"ml.m7i.16xlarge"|"ml.m7i.24xlarge"|"ml.m7i.48xlarge"|"ml.c7i.large"|"ml.c7i.xlarge"|"ml.c7i.2xlarge"|"ml.c7i.4xlarge"|"ml.c7i.8xlarge"|"ml.c7i.12xlarge"|"ml.c7i.16xlarge"|"ml.c7i.24xlarge"|"ml.c7i.48xlarge"|"ml.r7i.large"|"ml.r7i.xlarge"|"ml.r7i.2xlarge"|"ml.r7i.4xlarge"|"ml.r7i.8xlarge"|"ml.r7i.12xlarge"|"ml.r7i.16xlarge"|"ml.r7i.24xlarge"|"ml.r7i.48xlarge"|"ml.p6e-gb200.36xlarge"|"ml.p5.4xlarge"|"ml.p6-b300.48xlarge"|"ml.g7e.2xlarge"|"ml.g7e.4xlarge"|"ml.g7e.8xlarge"|"ml.g7e.12xlarge"|"ml.g7e.24xlarge"|"ml.g7e.48xlarge"|"ml.g7.2xlarge"|"ml.g7.4xlarge"|"ml.g7.8xlarge"|"ml.g7.12xlarge"|"ml.g7.24xlarge"|"ml.g7.48xlarge"|"ml.r6i.large"|"ml.r6i.xlarge"|"ml.r6i.2xlarge"|"ml.r6i.4xlarge"|"ml.r6i.8xlarge"|"ml.r6i.12xlarge"|"ml.r6i.16xlarge"|"ml.r6i.24xlarge"|"ml.r6i.32xlarge"|"ml.m8i.large"|"ml.m8i.xlarge"|"ml.m8i.2xlarge"|"ml.m8i.4xlarge"|"ml.m8i.8xlarge"|"ml.m8i.12xlarge"|"ml.m8i.16xlarge"|"ml.m8i.24xlarge"|"ml.m8i.32xlarge"|"ml.m8i.48xlarge"|"ml.m8i.96xlarge"|"ml.c8i.xlarge"|"ml.c8i.2xlarge"|"ml.c8i.4xlarge"|"ml.c8i.8xlarge"|"ml.c8i.12xlarge"|"ml.c8i.16xlarge"|"ml.c8i.24xlarge"|"ml.c8i.32xlarge"|"ml.c8i.48xlarge"|"ml.c8i.96xlarge"|"ml.r8i.large"|"ml.r8i.xlarge"|"ml.r8i.2xlarge"|"ml.r8i.4xlarge"|"ml.r8i.8xlarge"|"ml.r8i.12xlarge"|"ml.r8i.16xlarge"|"ml.r8i.24xlarge"|"ml.r8i.32xlarge"|"ml.r8i.48xlarge"|"ml.r8i.96xlarge"|"ml.m7i-flex.large"|"ml.m7i-flex.xlarge"|"ml.m7i-flex.2xlarge"|"ml.m7i-flex.4xlarge"|"ml.m7i-flex.8xlarge"|"ml.m7i-flex.12xlarge"|"ml.m7i-flex.16xlarge"|"ml.c7i-flex.xlarge"|"ml.c7i-flex.2xlarge"|"ml.c7i-flex.4xlarge"|"ml.c7i-flex.8xlarge"|"ml.c7i-flex.12xlarge"|"ml.c7i-flex.16xlarge"|"ml.m8i-flex.large"|"ml.m8i-flex.xlarge"|"ml.m8i-flex.2xlarge"|"ml.m8i-flex.4xlarge"|"ml.m8i-flex.8xlarge"|"ml.m8i-flex.12xlarge"|"ml.m8i-flex.16xlarge"|"ml.c8i-flex.xlarge"|"ml.c8i-flex.2xlarge"|"ml.c8i-flex.4xlarge"|"ml.c8i-flex.8xlarge"|"ml.c8i-flex.12xlarge"|"ml.c8i-flex.16xlarge"|"ml.r8i-flex.large"|"ml.r8i-flex.xlarge"|"ml.r8i-flex.2xlarge"|"ml.r8i-flex.4xlarge"|"ml.r8i-flex.8xlarge"|"ml.r8i-flex.12xlarge"|"ml.r8i-flex.16xlarge",
            InstanceCount = 123,
            TrainingPlanArns = list(
              "string"
            )
          )
        ),
        SelectedInstanceType = "ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.p3dn.24xlarge"|"ml.p4d.24xlarge"|"ml.p4de.24xlarge"|"ml.p5.48xlarge"|"ml.p5e.48xlarge"|"ml.p5en.48xlarge"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.c5n.xlarge"|"ml.c5n.2xlarge"|"ml.c5n.4xlarge"|"ml.c5n.9xlarge"|"ml.c5n.18xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.g6.xlarge"|"ml.g6.2xlarge"|"ml.g6.4xlarge"|"ml.g6.8xlarge"|"ml.g6.16xlarge"|"ml.g6.12xlarge"|"ml.g6.24xlarge"|"ml.g6.48xlarge"|"ml.g6e.xlarge"|"ml.g6e.2xlarge"|"ml.g6e.4xlarge"|"ml.g6e.8xlarge"|"ml.g6e.16xlarge"|"ml.g6e.12xlarge"|"ml.g6e.24xlarge"|"ml.g6e.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.trn2.48xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge"|"ml.p6-b200.48xlarge"|"ml.m7i.large"|"ml.m7i.xlarge"|"ml.m7i.2xlarge"|"ml.m7i.4xlarge"|"ml.m7i.8xlarge"|"ml.m7i.12xlarge"|"ml.m7i.16xlarge"|"ml.m7i.24xlarge"|"ml.m7i.48xlarge"|"ml.c7i.large"|"ml.c7i.xlarge"|"ml.c7i.2xlarge"|"ml.c7i.4xlarge"|"ml.c7i.8xlarge"|"ml.c7i.12xlarge"|"ml.c7i.16xlarge"|"ml.c7i.24xlarge"|"ml.c7i.48xlarge"|"ml.r7i.large"|"ml.r7i.xlarge"|"ml.r7i.2xlarge"|"ml.r7i.4xlarge"|"ml.r7i.8xlarge"|"ml.r7i.12xlarge"|"ml.r7i.16xlarge"|"ml.r7i.24xlarge"|"ml.r7i.48xlarge"|"ml.p6e-gb200.36xlarge"|"ml.p5.4xlarge"|"ml.p6-b300.48xlarge"|"ml.g7e.2xlarge"|"ml.g7e.4xlarge"|"ml.g7e.8xlarge"|"ml.g7e.12xlarge"|"ml.g7e.24xlarge"|"ml.g7e.48xlarge"|"ml.g7.2xlarge"|"ml.g7.4xlarge"|"ml.g7.8xlarge"|"ml.g7.12xlarge"|"ml.g7.24xlarge"|"ml.g7.48xlarge"|"ml.r6i.large"|"ml.r6i.xlarge"|"ml.r6i.2xlarge"|"ml.r6i.4xlarge"|"ml.r6i.8xlarge"|"ml.r6i.12xlarge"|"ml.r6i.16xlarge"|"ml.r6i.24xlarge"|"ml.r6i.32xlarge"|"ml.m8i.large"|"ml.m8i.xlarge"|"ml.m8i.2xlarge"|"ml.m8i.4xlarge"|"ml.m8i.8xlarge"|"ml.m8i.12xlarge"|"ml.m8i.16xlarge"|"ml.m8i.24xlarge"|"ml.m8i.32xlarge"|"ml.m8i.48xlarge"|"ml.m8i.96xlarge"|"ml.c8i.xlarge"|"ml.c8i.2xlarge"|"ml.c8i.4xlarge"|"ml.c8i.8xlarge"|"ml.c8i.12xlarge"|"ml.c8i.16xlarge"|"ml.c8i.24xlarge"|"ml.c8i.32xlarge"|"ml.c8i.48xlarge"|"ml.c8i.96xlarge"|"ml.r8i.large"|"ml.r8i.xlarge"|"ml.r8i.2xlarge"|"ml.r8i.4xlarge"|"ml.r8i.8xlarge"|"ml.r8i.12xlarge"|"ml.r8i.16xlarge"|"ml.r8i.24xlarge"|"ml.r8i.32xlarge"|"ml.r8i.48xlarge"|"ml.r8i.96xlarge"|"ml.m7i-flex.large"|"ml.m7i-flex.xlarge"|"ml.m7i-flex.2xlarge"|"ml.m7i-flex.4xlarge"|"ml.m7i-flex.8xlarge"|"ml.m7i-flex.12xlarge"|"ml.m7i-flex.16xlarge"|"ml.c7i-flex.xlarge"|"ml.c7i-flex.2xlarge"|"ml.c7i-flex.4xlarge"|"ml.c7i-flex.8xlarge"|"ml.c7i-flex.12xlarge"|"ml.c7i-flex.16xlarge"|"ml.m8i-flex.large"|"ml.m8i-flex.xlarge"|"ml.m8i-flex.2xlarge"|"ml.m8i-flex.4xlarge"|"ml.m8i-flex.8xlarge"|"ml.m8i-flex.12xlarge"|"ml.m8i-flex.16xlarge"|"ml.c8i-flex.xlarge"|"ml.c8i-flex.2xlarge"|"ml.c8i-flex.4xlarge"|"ml.c8i-flex.8xlarge"|"ml.c8i-flex.12xlarge"|"ml.c8i-flex.16xlarge"|"ml.r8i-flex.large"|"ml.r8i-flex.xlarge"|"ml.r8i-flex.2xlarge"|"ml.r8i-flex.4xlarge"|"ml.r8i-flex.8xlarge"|"ml.r8i-flex.12xlarge"|"ml.r8i-flex.16xlarge",
        SelectedInstanceCount = 123
      ),
      HyperParameterTuningResourceConfig = list(
        InstanceType = "ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.p3dn.24xlarge"|"ml.p4d.24xlarge"|"ml.p4de.24xlarge"|"ml.p5.48xlarge"|"ml.p5e.48xlarge"|"ml.p5en.48xlarge"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.c5n.xlarge"|"ml.c5n.2xlarge"|"ml.c5n.4xlarge"|"ml.c5n.9xlarge"|"ml.c5n.18xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.g6.xlarge"|"ml.g6.2xlarge"|"ml.g6.4xlarge"|"ml.g6.8xlarge"|"ml.g6.16xlarge"|"ml.g6.12xlarge"|"ml.g6.24xlarge"|"ml.g6.48xlarge"|"ml.g6e.xlarge"|"ml.g6e.2xlarge"|"ml.g6e.4xlarge"|"ml.g6e.8xlarge"|"ml.g6e.16xlarge"|"ml.g6e.12xlarge"|"ml.g6e.24xlarge"|"ml.g6e.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.trn2.48xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge"|"ml.p6-b200.48xlarge"|"ml.m7i.large"|"ml.m7i.xlarge"|"ml.m7i.2xlarge"|"ml.m7i.4xlarge"|"ml.m7i.8xlarge"|"ml.m7i.12xlarge"|"ml.m7i.16xlarge"|"ml.m7i.24xlarge"|"ml.m7i.48xlarge"|"ml.c7i.large"|"ml.c7i.xlarge"|"ml.c7i.2xlarge"|"ml.c7i.4xlarge"|"ml.c7i.8xlarge"|"ml.c7i.12xlarge"|"ml.c7i.16xlarge"|"ml.c7i.24xlarge"|"ml.c7i.48xlarge"|"ml.r7i.large"|"ml.r7i.xlarge"|"ml.r7i.2xlarge"|"ml.r7i.4xlarge"|"ml.r7i.8xlarge"|"ml.r7i.12xlarge"|"ml.r7i.16xlarge"|"ml.r7i.24xlarge"|"ml.r7i.48xlarge"|"ml.p6e-gb200.36xlarge"|"ml.p5.4xlarge"|"ml.p6-b300.48xlarge"|"ml.g7e.2xlarge"|"ml.g7e.4xlarge"|"ml.g7e.8xlarge"|"ml.g7e.12xlarge"|"ml.g7e.24xlarge"|"ml.g7e.48xlarge"|"ml.g7.2xlarge"|"ml.g7.4xlarge"|"ml.g7.8xlarge"|"ml.g7.12xlarge"|"ml.g7.24xlarge"|"ml.g7.48xlarge"|"ml.r6i.large"|"ml.r6i.xlarge"|"ml.r6i.2xlarge"|"ml.r6i.4xlarge"|"ml.r6i.8xlarge"|"ml.r6i.12xlarge"|"ml.r6i.16xlarge"|"ml.r6i.24xlarge"|"ml.r6i.32xlarge"|"ml.m8i.large"|"ml.m8i.xlarge"|"ml.m8i.2xlarge"|"ml.m8i.4xlarge"|"ml.m8i.8xlarge"|"ml.m8i.12xlarge"|"ml.m8i.16xlarge"|"ml.m8i.24xlarge"|"ml.m8i.32xlarge"|"ml.m8i.48xlarge"|"ml.m8i.96xlarge"|"ml.c8i.xlarge"|"ml.c8i.2xlarge"|"ml.c8i.4xlarge"|"ml.c8i.8xlarge"|"ml.c8i.12xlarge"|"ml.c8i.16xlarge"|"ml.c8i.24xlarge"|"ml.c8i.32xlarge"|"ml.c8i.48xlarge"|"ml.c8i.96xlarge"|"ml.r8i.large"|"ml.r8i.xlarge"|"ml.r8i.2xlarge"|"ml.r8i.4xlarge"|"ml.r8i.8xlarge"|"ml.r8i.12xlarge"|"ml.r8i.16xlarge"|"ml.r8i.24xlarge"|"ml.r8i.32xlarge"|"ml.r8i.48xlarge"|"ml.r8i.96xlarge"|"ml.m7i-flex.large"|"ml.m7i-flex.xlarge"|"ml.m7i-flex.2xlarge"|"ml.m7i-flex.4xlarge"|"ml.m7i-flex.8xlarge"|"ml.m7i-flex.12xlarge"|"ml.m7i-flex.16xlarge"|"ml.c7i-flex.xlarge"|"ml.c7i-flex.2xlarge"|"ml.c7i-flex.4xlarge"|"ml.c7i-flex.8xlarge"|"ml.c7i-flex.12xlarge"|"ml.c7i-flex.16xlarge"|"ml.m8i-flex.large"|"ml.m8i-flex.xlarge"|"ml.m8i-flex.2xlarge"|"ml.m8i-flex.4xlarge"|"ml.m8i-flex.8xlarge"|"ml.m8i-flex.12xlarge"|"ml.m8i-flex.16xlarge"|"ml.c8i-flex.xlarge"|"ml.c8i-flex.2xlarge"|"ml.c8i-flex.4xlarge"|"ml.c8i-flex.8xlarge"|"ml.c8i-flex.12xlarge"|"ml.c8i-flex.16xlarge"|"ml.r8i-flex.large"|"ml.r8i-flex.xlarge"|"ml.r8i-flex.2xlarge"|"ml.r8i-flex.4xlarge"|"ml.r8i-flex.8xlarge"|"ml.r8i-flex.12xlarge"|"ml.r8i-flex.16xlarge",
        InstanceCount = 123,
        VolumeSizeInGB = 123,
        VolumeKmsKeyId = "string",
        AllocationStrategy = "Prioritized",
        InstanceConfigs = list(
          list(
            InstanceType = "ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.p3dn.24xlarge"|"ml.p4d.24xlarge"|"ml.p4de.24xlarge"|"ml.p5.48xlarge"|"ml.p5e.48xlarge"|"ml.p5en.48xlarge"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.c5n.xlarge"|"ml.c5n.2xlarge"|"ml.c5n.4xlarge"|"ml.c5n.9xlarge"|"ml.c5n.18xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.g6.xlarge"|"ml.g6.2xlarge"|"ml.g6.4xlarge"|"ml.g6.8xlarge"|"ml.g6.16xlarge"|"ml.g6.12xlarge"|"ml.g6.24xlarge"|"ml.g6.48xlarge"|"ml.g6e.xlarge"|"ml.g6e.2xlarge"|"ml.g6e.4xlarge"|"ml.g6e.8xlarge"|"ml.g6e.16xlarge"|"ml.g6e.12xlarge"|"ml.g6e.24xlarge"|"ml.g6e.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.trn2.48xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge"|"ml.p6-b200.48xlarge"|"ml.m7i.large"|"ml.m7i.xlarge"|"ml.m7i.2xlarge"|"ml.m7i.4xlarge"|"ml.m7i.8xlarge"|"ml.m7i.12xlarge"|"ml.m7i.16xlarge"|"ml.m7i.24xlarge"|"ml.m7i.48xlarge"|"ml.c7i.large"|"ml.c7i.xlarge"|"ml.c7i.2xlarge"|"ml.c7i.4xlarge"|"ml.c7i.8xlarge"|"ml.c7i.12xlarge"|"ml.c7i.16xlarge"|"ml.c7i.24xlarge"|"ml.c7i.48xlarge"|"ml.r7i.large"|"ml.r7i.xlarge"|"ml.r7i.2xlarge"|"ml.r7i.4xlarge"|"ml.r7i.8xlarge"|"ml.r7i.12xlarge"|"ml.r7i.16xlarge"|"ml.r7i.24xlarge"|"ml.r7i.48xlarge"|"ml.p6e-gb200.36xlarge"|"ml.p5.4xlarge"|"ml.p6-b300.48xlarge"|"ml.g7e.2xlarge"|"ml.g7e.4xlarge"|"ml.g7e.8xlarge"|"ml.g7e.12xlarge"|"ml.g7e.24xlarge"|"ml.g7e.48xlarge"|"ml.g7.2xlarge"|"ml.g7.4xlarge"|"ml.g7.8xlarge"|"ml.g7.12xlarge"|"ml.g7.24xlarge"|"ml.g7.48xlarge"|"ml.r6i.large"|"ml.r6i.xlarge"|"ml.r6i.2xlarge"|"ml.r6i.4xlarge"|"ml.r6i.8xlarge"|"ml.r6i.12xlarge"|"ml.r6i.16xlarge"|"ml.r6i.24xlarge"|"ml.r6i.32xlarge"|"ml.m8i.large"|"ml.m8i.xlarge"|"ml.m8i.2xlarge"|"ml.m8i.4xlarge"|"ml.m8i.8xlarge"|"ml.m8i.12xlarge"|"ml.m8i.16xlarge"|"ml.m8i.24xlarge"|"ml.m8i.32xlarge"|"ml.m8i.48xlarge"|"ml.m8i.96xlarge"|"ml.c8i.xlarge"|"ml.c8i.2xlarge"|"ml.c8i.4xlarge"|"ml.c8i.8xlarge"|"ml.c8i.12xlarge"|"ml.c8i.16xlarge"|"ml.c8i.24xlarge"|"ml.c8i.32xlarge"|"ml.c8i.48xlarge"|"ml.c8i.96xlarge"|"ml.r8i.large"|"ml.r8i.xlarge"|"ml.r8i.2xlarge"|"ml.r8i.4xlarge"|"ml.r8i.8xlarge"|"ml.r8i.12xlarge"|"ml.r8i.16xlarge"|"ml.r8i.24xlarge"|"ml.r8i.32xlarge"|"ml.r8i.48xlarge"|"ml.r8i.96xlarge"|"ml.m7i-flex.large"|"ml.m7i-flex.xlarge"|"ml.m7i-flex.2xlarge"|"ml.m7i-flex.4xlarge"|"ml.m7i-flex.8xlarge"|"ml.m7i-flex.12xlarge"|"ml.m7i-flex.16xlarge"|"ml.c7i-flex.xlarge"|"ml.c7i-flex.2xlarge"|"ml.c7i-flex.4xlarge"|"ml.c7i-flex.8xlarge"|"ml.c7i-flex.12xlarge"|"ml.c7i-flex.16xlarge"|"ml.m8i-flex.large"|"ml.m8i-flex.xlarge"|"ml.m8i-flex.2xlarge"|"ml.m8i-flex.4xlarge"|"ml.m8i-flex.8xlarge"|"ml.m8i-flex.12xlarge"|"ml.m8i-flex.16xlarge"|"ml.c8i-flex.xlarge"|"ml.c8i-flex.2xlarge"|"ml.c8i-flex.4xlarge"|"ml.c8i-flex.8xlarge"|"ml.c8i-flex.12xlarge"|"ml.c8i-flex.16xlarge"|"ml.r8i-flex.large"|"ml.r8i-flex.xlarge"|"ml.r8i-flex.2xlarge"|"ml.r8i-flex.4xlarge"|"ml.r8i-flex.8xlarge"|"ml.r8i-flex.12xlarge"|"ml.r8i-flex.16xlarge",
            InstanceCount = 123,
            VolumeSizeInGB = 123
          )
        )
      ),
      StoppingCondition = list(
        MaxRuntimeInSeconds = 123,
        MaxWaitTimeInSeconds = 123,
        MaxPendingTimeInSeconds = 123
      ),
      EnableNetworkIsolation = TRUE|FALSE,
      EnableInterContainerTrafficEncryption = TRUE|FALSE,
      EnableManagedSpotTraining = TRUE|FALSE,
      CheckpointConfig = list(
        S3Uri = "string",
        LocalPath = "string"
      ),
      RetryStrategy = list(
        MaximumRetryAttempts = 123
      ),
      Environment = list(
        "string"
      )
    )
  ),
  WarmStartConfig = list(
    ParentHyperParameterTuningJobs = list(
      list(
        HyperParameterTuningJobName = "string"
      )
    ),
    WarmStartType = "IdenticalDataAndAlgorithm"|"TransferLearning"
  ),
  Tags = list(
    list(
      Key = "string",
      Value = "string"
    )
  ),
  Autotune = list(
    Mode = "Enabled"
  )
)