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Update a model training job to request a new Debugger profiling configuration or to change warm pool retention length

Description

Update a model training job to request a new Debugger profiling configuration or to change warm pool retention length.

Usage

sagemaker_update_training_job(TrainingJobName, ProfilerConfig,
  ProfilerRuleConfigurations, ResourceConfig, RemoteDebugConfig)

Arguments

  • TrainingJobName

    [required] The name of a training job to update the Debugger profiling configuration.

  • ProfilerConfig

    Configuration information for Amazon SageMaker Debugger system monitoring, framework profiling, and storage paths.

  • ProfilerRuleConfigurations

    Configuration information for Amazon SageMaker Debugger rules for profiling system and framework metrics.

  • ResourceConfig

    The training job ResourceConfig to update warm pool retention length.

  • RemoteDebugConfig

    Configuration for remote debugging while the training job is running. You can update the remote debugging configuration when the SecondaryStatus of the job is Downloading or Training.To learn more about the remote debugging functionality of SageMaker, see Access a training container through Amazon Web Services Systems Manager (SSM) for remote debugging.

Value

A list with the following syntax:

list(
  TrainingJobArn = "string"
)

Request syntax

svc$update_training_job(
  TrainingJobName = "string",
  ProfilerConfig = list(
    S3OutputPath = "string",
    ProfilingIntervalInMilliseconds = 123,
    ProfilingParameters = list(
      "string"
    ),
    DisableProfiler = TRUE|FALSE
  ),
  ProfilerRuleConfigurations = list(
    list(
      RuleConfigurationName = "string",
      LocalPath = "string",
      S3OutputPath = "string",
      RuleEvaluatorImage = "string",
      InstanceType = "ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"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.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"|"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.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"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.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.g6.xlarge"|"ml.g6.2xlarge"|"ml.g6.4xlarge"|"ml.g6.8xlarge"|"ml.g6.12xlarge"|"ml.g6.16xlarge"|"ml.g6.24xlarge"|"ml.g6.48xlarge"|"ml.g6e.xlarge"|"ml.g6e.2xlarge"|"ml.g6e.4xlarge"|"ml.g6e.8xlarge"|"ml.g6e.12xlarge"|"ml.g6e.16xlarge"|"ml.g6e.24xlarge"|"ml.g6e.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.4xlarge"|"ml.c6i.8xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"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.p5.4xlarge"|"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",
      VolumeSizeInGB = 123,
      RuleParameters = list(
        "string"
      )
    )
  ),
  ResourceConfig = list(
    KeepAlivePeriodInSeconds = 123
  ),
  RemoteDebugConfig = list(
    EnableRemoteDebug = TRUE|FALSE
  )
)