aws-cdk-lib.aws_stepfunctions_tasks.SageMakerCreateEndpointConfigProps

interface SageMakerCreateEndpointConfigProps

LanguageType name
.NETAmazon.CDK.AWS.StepFunctions.Tasks.SageMakerCreateEndpointConfigProps
Gogithub.com/aws/aws-cdk-go/awscdk/v2/awsstepfunctionstasks#SageMakerCreateEndpointConfigProps
Javasoftware.amazon.awscdk.services.stepfunctions.tasks.SageMakerCreateEndpointConfigProps
Pythonaws_cdk.aws_stepfunctions_tasks.SageMakerCreateEndpointConfigProps
TypeScript (source)aws-cdk-lib » aws_stepfunctions_tasks » SageMakerCreateEndpointConfigProps

Properties for creating an Amazon SageMaker endpoint configuration.

See also: https://docs.aws.amazon.com/step-functions/latest/dg/connect-sagemaker.html

Example

new tasks.SageMakerCreateEndpointConfig(this, 'SagemakerEndpointConfig', {
  endpointConfigName: 'MyEndpointConfig',
  productionVariants: [{
  initialInstanceCount: 2,
  instanceType: ec2.InstanceType.of(ec2.InstanceClass.M5, ec2.InstanceSize.XLARGE),
    modelName: 'MyModel',
    variantName: 'awesome-variant',
  }],
});

Properties

NameTypeDescription
endpointConfigNamestringThe name of the endpoint configuration.
productionVariantsProductionVariant[]An list of ProductionVariant objects, one for each model that you want to host at this endpoint.
comment?stringAn optional description for this state.
credentials?CredentialsCredentials for an IAM Role that the State Machine assumes for executing the task.
heartbeat?⚠️DurationTimeout for the heartbeat.
heartbeatTimeout?TimeoutTimeout for the heartbeat.
inputPath?stringJSONPath expression to select part of the state to be the input to this state.
integrationPattern?IntegrationPatternAWS Step Functions integrates with services directly in the Amazon States Language.
kmsKey?IKeyAWS Key Management Service key that Amazon SageMaker uses to encrypt data on the storage volume attached to the ML compute instance that hosts the endpoint.
outputPath?stringJSONPath expression to select select a portion of the state output to pass to the next state.
resultPath?stringJSONPath expression to indicate where to inject the state's output.
resultSelector?{ [string]: any }The JSON that will replace the state's raw result and become the effective result before ResultPath is applied.
tags?TaskInputTags to be applied to the endpoint configuration.
taskTimeout?TimeoutTimeout for the task.
timeout?⚠️DurationTimeout for the task.

endpointConfigName

Type: string

The name of the endpoint configuration.


productionVariants

Type: ProductionVariant[]

An list of ProductionVariant objects, one for each model that you want to host at this endpoint.

Identifies a model that you want to host and the resources to deploy for hosting it. If you are deploying multiple models, tell Amazon SageMaker how to distribute traffic among the models by specifying variant weights.


comment?

Type: string (optional, default: No comment)

An optional description for this state.


credentials?

Type: Credentials (optional, default: None (Task is executed using the State Machine's execution role))

Credentials for an IAM Role that the State Machine assumes for executing the task.

This enables cross-account resource invocations.

See also: https://docs.aws.amazon.com/step-functions/latest/dg/concepts-access-cross-acct-resources.html


heartbeat?⚠️

⚠️ Deprecated: use heartbeatTimeout

Type: Duration (optional, default: None)

Timeout for the heartbeat.


heartbeatTimeout?

Type: Timeout (optional, default: None)

Timeout for the heartbeat.

[disable-awslint:duration-prop-type] is needed because all props interface in aws-stepfunctions-tasks extend this interface


inputPath?

Type: string (optional, default: The entire task input (JSON path '$'))

JSONPath expression to select part of the state to be the input to this state.

May also be the special value JsonPath.DISCARD, which will cause the effective input to be the empty object {}.


integrationPattern?

Type: IntegrationPattern (optional, default: IntegrationPattern.REQUEST_RESPONSE for most tasks. IntegrationPattern.RUN_JOB for the following exceptions: BatchSubmitJob, EmrAddStep, EmrCreateCluster, EmrTerminationCluster, and EmrContainersStartJobRun.)

AWS Step Functions integrates with services directly in the Amazon States Language.

You can control these AWS services using service integration patterns

See also: https://docs.aws.amazon.com/step-functions/latest/dg/connect-to-resource.html#connect-wait-token


kmsKey?

Type: IKey (optional, default: None)

AWS Key Management Service key that Amazon SageMaker uses to encrypt data on the storage volume attached to the ML compute instance that hosts the endpoint.


outputPath?

Type: string (optional, default: The entire JSON node determined by the state input, the task result, and resultPath is passed to the next state (JSON path '$'))

JSONPath expression to select select a portion of the state output to pass to the next state.

May also be the special value JsonPath.DISCARD, which will cause the effective output to be the empty object {}.


resultPath?

Type: string (optional, default: Replaces the entire input with the result (JSON path '$'))

JSONPath expression to indicate where to inject the state's output.

May also be the special value JsonPath.DISCARD, which will cause the state's input to become its output.


resultSelector?

Type: { [string]: any } (optional, default: None)

The JSON that will replace the state's raw result and become the effective result before ResultPath is applied.

You can use ResultSelector to create a payload with values that are static or selected from the state's raw result.

See also: https://docs.aws.amazon.com/step-functions/latest/dg/input-output-inputpath-params.html#input-output-resultselector


tags?

Type: TaskInput (optional, default: No tags)

Tags to be applied to the endpoint configuration.


taskTimeout?

Type: Timeout (optional, default: None)

Timeout for the task.

[disable-awslint:duration-prop-type] is needed because all props interface in aws-stepfunctions-tasks extend this interface


timeout?⚠️

⚠️ Deprecated: use taskTimeout

Type: Duration (optional, default: None)

Timeout for the task.