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AWS::SageMaker::TrainingJob DebugRuleConfiguration - AWS CloudFormation
SyntaxProperties

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AWS::SageMaker::TrainingJob DebugRuleConfiguration

Configuration information for SageMaker Debugger rules for debugging. To learn more about how to configure the DebugRuleConfiguration parameter, see Use the SageMaker and Debugger Configuration API Operations to Create, Update, and Debug Your Training Job.

Syntax

To declare this entity in your CloudFormation template, use the following syntax:

JSON

{
  "InstanceType" : String,
  "LocalPath" : String,
  "RuleConfigurationName" : String,
  "RuleEvaluatorImage" : String,
  "RuleParameters" : {Key: Value, ...},
  "S3OutputPath" : String,
  "VolumeSizeInGB" : Integer
}

YAML

  InstanceType: String
  LocalPath: String
  RuleConfigurationName: String
  RuleEvaluatorImage: String
  RuleParameters: 
    Key: Value
  S3OutputPath: String
  VolumeSizeInGB: Integer

Properties

InstanceType

The instance type to deploy a custom rule for debugging a training job.

Required: No

Type: String

Allowed values: 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

Update requires: Replacement

LocalPath

Path to local storage location for output of rules. Defaults to /opt/ml/processing/output/rule/.

Required: No

Type: String

Maximum: 4096

Update requires: Replacement

RuleConfigurationName

The name of the rule configuration. It must be unique relative to other rule configuration names.

Required: Yes

Type: String

Pattern: .*

Minimum: 1

Maximum: 256

Update requires: Replacement

RuleEvaluatorImage

The Amazon Elastic Container (ECR) Image for the managed rule evaluation.

Required: Yes

Type: String

Maximum: 255

Update requires: Replacement

RuleParameters

Runtime configuration for rule container.

Required: No

Type: Object of String

Pattern: .*

Maximum: 256

Update requires: Replacement

S3OutputPath

Path to Amazon S3 storage location for rules.

Required: No

Type: String

Pattern: ^(https|s3)://([^/]+)/?(.*)$

Maximum: 1024

Update requires: Replacement

VolumeSizeInGB

The size, in GB, of the ML storage volume attached to the processing instance.

Required: No

Type: Integer

Minimum: 0

Update requires: Replacement