Amazonka.SageMaker.Types.MonitoringJobDefinition

Documentation

data MonitoringJobDefinition

Defines the monitoring job.

See: newMonitoringJobDefinition smart constructor.

Constructors

MonitoringJobDefinition'

Fields

• baselineConfig :: Maybe MonitoringBaselineConfig

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

• environment :: Maybe (HashMap Text Text)

  Sets the environment variables in the Docker container.

• networkConfig :: Maybe NetworkConfig

  Specifies networking options for an monitoring job.

• stoppingCondition :: Maybe MonitoringStoppingCondition

  Specifies a time limit for how long the monitoring job is allowed to run.

• monitoringInputs :: NonEmpty MonitoringInput

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

• monitoringOutputConfig :: MonitoringOutputConfig

  The array of outputs from the monitoring job to be uploaded to Amazon Simple Storage Service (Amazon S3).

• monitoringResources :: 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.

• monitoringAppSpecification :: MonitoringAppSpecification

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

• roleArn :: Text

  The Amazon Resource Name (ARN) of an IAM role that Amazon SageMaker can assume to perform tasks on your behalf.

Instances

FromJSON MonitoringJobDefinition

Defined in Amazonka.SageMaker.Types.MonitoringJobDefinition

Methods

parseJSON :: Value -> Parser MonitoringJobDefinition

parseJSONList :: Value -> Parser [MonitoringJobDefinition]

ToJSON MonitoringJobDefinition

Defined in Amazonka.SageMaker.Types.MonitoringJobDefinition

Methods

toJSON :: MonitoringJobDefinition -> Value

toEncoding :: MonitoringJobDefinition -> Encoding

toJSONList :: [MonitoringJobDefinition] -> Value

toEncodingList :: [MonitoringJobDefinition] -> Encoding

Generic MonitoringJobDefinition

Defined in Amazonka.SageMaker.Types.MonitoringJobDefinition

Associated Types

type Rep MonitoringJobDefinition :: Type -> Type

Methods

from :: MonitoringJobDefinition -> Rep MonitoringJobDefinition x

to :: Rep MonitoringJobDefinition x -> MonitoringJobDefinition

Read MonitoringJobDefinition

Defined in Amazonka.SageMaker.Types.MonitoringJobDefinition

Methods

readsPrec :: Int -> ReadS MonitoringJobDefinition

readList :: ReadS [MonitoringJobDefinition]

readPrec :: ReadPrec MonitoringJobDefinition

readListPrec :: ReadPrec [MonitoringJobDefinition]

Show MonitoringJobDefinition

Defined in Amazonka.SageMaker.Types.MonitoringJobDefinition

Methods

showsPrec :: Int -> MonitoringJobDefinition -> ShowS

show :: MonitoringJobDefinition -> String

showList :: [MonitoringJobDefinition] -> ShowS

NFData MonitoringJobDefinition

Defined in Amazonka.SageMaker.Types.MonitoringJobDefinition

Methods

rnf :: MonitoringJobDefinition -> ()

Eq MonitoringJobDefinition

Defined in Amazonka.SageMaker.Types.MonitoringJobDefinition

Methods

(==) :: MonitoringJobDefinition -> MonitoringJobDefinition -> Bool

(/=) :: MonitoringJobDefinition -> MonitoringJobDefinition -> Bool

Hashable MonitoringJobDefinition

Defined in Amazonka.SageMaker.Types.MonitoringJobDefinition

Methods

hashWithSalt :: Int -> MonitoringJobDefinition -> Int

hash :: MonitoringJobDefinition -> Int

type Rep MonitoringJobDefinition

Defined in Amazonka.SageMaker.Types.MonitoringJobDefinition

type Rep MonitoringJobDefinition = D1 ('MetaData "MonitoringJobDefinition" "Amazonka.SageMaker.Types.MonitoringJobDefinition" "amazonka-sagemaker-2.0-9SyrKZ4KqhsL1qX9u3ILA3" 'False) (C1 ('MetaCons "MonitoringJobDefinition'" 'PrefixI 'True) (((S1 ('MetaSel ('Just "baselineConfig") 'NoSourceUnpackedness 'NoSourceStrictness 'DecidedStrict) (Rec0 (Maybe MonitoringBaselineConfig)) :*: S1 ('MetaSel ('Just "environment") 'NoSourceUnpackedness 'NoSourceStrictness 'DecidedStrict) (Rec0 (Maybe (HashMap Text Text)))) :*: (S1 ('MetaSel ('Just "networkConfig") 'NoSourceUnpackedness 'NoSourceStrictness 'DecidedStrict) (Rec0 (Maybe NetworkConfig)) :*: S1 ('MetaSel ('Just "stoppingCondition") 'NoSourceUnpackedness 'NoSourceStrictness 'DecidedStrict) (Rec0 (Maybe MonitoringStoppingCondition)))) :*: ((S1 ('MetaSel ('Just "monitoringInputs") 'NoSourceUnpackedness 'NoSourceStrictness 'DecidedStrict) (Rec0 (NonEmpty MonitoringInput)) :*: S1 ('MetaSel ('Just "monitoringOutputConfig") 'NoSourceUnpackedness 'NoSourceStrictness 'DecidedStrict) (Rec0 MonitoringOutputConfig)) :*: (S1 ('MetaSel ('Just "monitoringResources") 'NoSourceUnpackedness 'NoSourceStrictness 'DecidedStrict) (Rec0 MonitoringResources) :*: (S1 ('MetaSel ('Just "monitoringAppSpecification") 'NoSourceUnpackedness 'NoSourceStrictness 'DecidedStrict) (Rec0 MonitoringAppSpecification) :*: S1 ('MetaSel ('Just "roleArn") 'NoSourceUnpackedness 'NoSourceStrictness 'DecidedStrict) (Rec0 Text))))))

newMonitoringJobDefinition

Arguments

:: NonEmpty MonitoringInput

$sel:monitoringInputs:MonitoringJobDefinition'

-> MonitoringOutputConfig

$sel:monitoringOutputConfig:MonitoringJobDefinition'

-> MonitoringResources

$sel:monitoringResources:MonitoringJobDefinition'

-> MonitoringAppSpecification

$sel:monitoringAppSpecification:MonitoringJobDefinition'

-> Text

$sel:roleArn:MonitoringJobDefinition'

-> MonitoringJobDefinition

Create a value of MonitoringJobDefinition with all optional fields omitted.

Use generic-lens or optics to modify other optional fields.

The following record fields are available, with the corresponding lenses provided for backwards compatibility:

$sel:baselineConfig:MonitoringJobDefinition', monitoringJobDefinition_baselineConfig - Baseline configuration used to validate that the data conforms to the specified constraints and statistics

$sel:environment:MonitoringJobDefinition', monitoringJobDefinition_environment - Sets the environment variables in the Docker container.

$sel:networkConfig:MonitoringJobDefinition', monitoringJobDefinition_networkConfig - Specifies networking options for an monitoring job.

$sel:stoppingCondition:MonitoringJobDefinition', monitoringJobDefinition_stoppingCondition - Specifies a time limit for how long the monitoring job is allowed to run.

$sel:monitoringInputs:MonitoringJobDefinition', monitoringJobDefinition_monitoringInputs - The array of inputs for the monitoring job. Currently we support monitoring an Amazon SageMaker Endpoint.

$sel:monitoringOutputConfig:MonitoringJobDefinition', monitoringJobDefinition_monitoringOutputConfig - The array of outputs from the monitoring job to be uploaded to Amazon Simple Storage Service (Amazon S3).

$sel:monitoringResources:MonitoringJobDefinition', monitoringJobDefinition_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.

$sel:monitoringAppSpecification:MonitoringJobDefinition', monitoringJobDefinition_monitoringAppSpecification - Configures the monitoring job to run a specified Docker container image.

$sel:roleArn:MonitoringJobDefinition', monitoringJobDefinition_roleArn - The Amazon Resource Name (ARN) of an IAM role that Amazon SageMaker can assume to perform tasks on your behalf.

monitoringJobDefinition_baselineConfig :: Lens' MonitoringJobDefinition (Maybe MonitoringBaselineConfig)

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

monitoringJobDefinition_environment :: Lens' MonitoringJobDefinition (Maybe (HashMap Text Text))

Sets the environment variables in the Docker container.

monitoringJobDefinition_networkConfig :: Lens' MonitoringJobDefinition (Maybe NetworkConfig)

Specifies networking options for an monitoring job.

monitoringJobDefinition_stoppingCondition :: Lens' MonitoringJobDefinition (Maybe MonitoringStoppingCondition)

Specifies a time limit for how long the monitoring job is allowed to run.

monitoringJobDefinition_monitoringInputs :: Lens' MonitoringJobDefinition (NonEmpty MonitoringInput)

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

monitoringJobDefinition_monitoringOutputConfig :: Lens' MonitoringJobDefinition MonitoringOutputConfig

The array of outputs from the monitoring job to be uploaded to Amazon Simple Storage Service (Amazon S3).

monitoringJobDefinition_monitoringResources :: Lens' MonitoringJobDefinition 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.

monitoringJobDefinition_monitoringAppSpecification :: Lens' MonitoringJobDefinition MonitoringAppSpecification

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

monitoringJobDefinition_roleArn :: Lens' MonitoringJobDefinition Text

The Amazon Resource Name (ARN) of an IAM role that Amazon SageMaker can assume to perform tasks on your behalf.