AWS::SageMaker::MonitoringSchedule MonitoringJobDefinition

Defines the monitoring job.

Syntax

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

JSON


{
  "BaselineConfig" : BaselineConfig,
  "Environment" : {Key: Value, ...},
  "MonitoringAppSpecification" : MonitoringAppSpecification,
  "MonitoringInputs" : [ MonitoringInput, ... ],
  "MonitoringOutputConfig" : MonitoringOutputConfig,
  "MonitoringResources" : MonitoringResources,
  "NetworkConfig" : NetworkConfig,
  "RoleArn" : String,
  "StoppingCondition" : StoppingCondition
}

YAML


  BaselineConfig: 
    BaselineConfig
  Environment: 
    Key: Value
  MonitoringAppSpecification: 
    MonitoringAppSpecification
  MonitoringInputs: 
    - MonitoringInput
  MonitoringOutputConfig: 
    MonitoringOutputConfig
  MonitoringResources: 
    MonitoringResources
  NetworkConfig: 
    NetworkConfig
  RoleArn: String
  StoppingCondition: 
    StoppingCondition

Properties

BaselineConfig

Baseline configuration used to validate that the data conforms to the specified constraints and statistics

Required: No

Type: BaselineConfig

Update requires: No interruption

Environment

Sets the environment variables in the Docker container.

Required: No

Type: Object of String

Pattern: [a-zA-Z_][a-zA-Z0-9_]*

Minimum: 1

Maximum: 256

Update requires: No interruption

MonitoringAppSpecification

Configures the monitoring job to run a specified Docker container image.

Required: Yes

Type: MonitoringAppSpecification

Update requires: No interruption

MonitoringInputs

The array of inputs for the monitoring job. Currently we support monitoring an Amazon SageMaker AI Endpoint.

Required: Yes

Type: Array of MonitoringInput

Minimum: 1

Maximum: 1

Update requires: No interruption

MonitoringOutputConfig

The array of outputs from the monitoring job to be uploaded to Amazon S3.

Required: Yes

Type: MonitoringOutputConfig

Update requires: No interruption

MonitoringResources

Identifies the resources, ML compute instances, and ML storage volumes to deploy for a monitoring job. In distributed processing, you specify more than one instance.

Required: Yes

Type: MonitoringResources

Update requires: No interruption

NetworkConfig