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AWS::SageMaker::HyperParameterTuningJob

Version 262.0.0, issued

Each version of the AWS CloudFormation resource specification that changed AWS::SageMaker::HyperParameterTuningJob, compared with the version before it.

  • added
  • modified
  • removed

01Added resource types1

addedAWS::SageMaker::HyperParameterTuningJobdocs ↗#Link to AWS::SageMaker::HyperParameterTuningJob

Type: AWS::SageMaker::HyperParameterTuningJobProperties:  WarmStartConfig:    ParentHyperParameterTuningJobs:      - HyperParameterTuningJobName: String    WarmStartType: String  TrainingJobDefinitions:    - EnableManagedSpotTraining: Boolean      AlgorithmSpecification:        TrainingInputMode: String        MetricDefinitions:          - Regex: String            Name: String        TrainingImage: String        AlgorithmName: String      OutputDataConfig:        KmsKeyId: String        S3OutputPath: String        CompressionType: String      VpcConfig:        Subnets:          - String        SecurityGroupIds:          - String      CheckpointConfig:        S3Uri: String        LocalPath: String      InputDataConfig:        - ChannelName: String          DataSource:            S3DataSource:              S3DataDistributionType: String              S3Uri: String              S3DataType: String      RoleArn: String      EnableNetworkIsolation: Boolean      EnableInterContainerTrafficEncryption: Boolean      StoppingCondition:        MaxRuntimeInSeconds: Integer        MaxPendingTimeInSeconds: Integer        MaxWaitTimeInSeconds: Integer      StaticHyperParameters:        <key>: String      Environment:        <key>: String      DefinitionName: String      ResourceConfig:        InstanceCount: Integer        VolumeSizeInGB: Integer        InstancePlacementConfig:          EnableMultipleJobs: Boolean          PlacementSpecifications:            - InstanceCount: Integer              UltraServerId: String        KeepAlivePeriodInSeconds: Integer        InstanceGroups:          - InstanceCount: Integer            InstanceGroupName: String            InstanceType: String        VolumeKmsKeyId: String        TrainingPlanArn: String        InstanceType: String      TuningObjective:        MetricName: String        Type: String      RetryStrategy:        MaximumRetryAttempts: Integer      HyperParameterRanges:        IntegerParameterRanges:          - ScalingType: String            MinValue: String            MaxValue: String            Name: String        CategoricalParameterRanges:          - Values:              - String            Name: String        ContinuousParameterRanges:          - ScalingType: String            MinValue: String            MaxValue: String            Name: String        AutoParameters:          - ValueHint: String            Name: String  HyperParameterTuningJobName: String  TrainingJobDefinition:  # TrainingJobDefinition: see above  Autotune:    Mode: String  HyperParameterTuningJobConfig:    RandomSeed: Integer    TrainingJobEarlyStoppingType: String    StrategyConfig:      HyperbandStrategyConfig:        MaxResource: Integer        MinResource: Integer    HyperParameterTuningJobObjective:      MetricName: String      Type: String    ResourceLimits:      MaxRuntimeInSeconds: Integer      MaxParallelTrainingJobs: Integer      MaxNumberOfTrainingJobs: Integer    Strategy: String    ParameterRanges:  # ParameterRanges: see above    TuningJobCompletionCriteria:      BestObjectiveNotImproving:        MaxNumberOfTrainingJobsNotImproving: Integer      ConvergenceDetected:        CompleteOnConvergence: String      TargetObjectiveMetricValue: Double  Tags:    - Value: String      Key: StringFn::GetAtt:  TrainingJobStatusCounters.InProgress: Integer  HyperParameterTuningJobStatus: String  TrainingJobStatusCounters.RetryableError: Integer  TrainingJobStatusCounters.NonRetryableError: Integer  TrainingJobStatusCounters.Completed: Integer  TrainingJobStatusCounters:    RetryableError: Integer    Stopped: Integer    Completed: Integer    InProgress: Integer    NonRetryableError: Integer  ObjectiveStatusCounters.Pending: Integer  ObjectiveStatusCounters.Failed: Integer  CreationTime: String  ObjectiveStatusCounters:    Succeeded: Integer    Failed: Integer    Pending: Integer  TrainingJobStatusCounters.Stopped: Integer  ObjectiveStatusCounters.Succeeded: Integer  HyperParameterTuningJobArn: String