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v2.274.0

SageMakerCreateModelJsonataProps Struct ​

Properties for creating an Amazon SageMaker model using JSONata.

Example ​

ts
// The code below shows an example of how to instantiate this type.
// The values are placeholders you should change.
import * as cdk from 'aws-cdk-lib';
import { aws_ec2 as ec2 } from 'aws-cdk-lib';
import { aws_iam as iam } from 'aws-cdk-lib';
import { aws_stepfunctions as stepfunctions } from 'aws-cdk-lib';
import { aws_stepfunctions_tasks as stepfunctions_tasks } from 'aws-cdk-lib';

declare const assign: any;
declare const containerDefinition: stepfunctions_tasks.ContainerDefinition;
declare const outputs: any;
declare const role: iam.Role;
declare const subnet: ec2.Subnet;
declare const subnetFilter: ec2.SubnetFilter;
declare const taskInput: stepfunctions.TaskInput;
declare const taskRole: stepfunctions.TaskRole;
declare const timeout: stepfunctions.Timeout;
declare const vpc: ec2.Vpc;
const sageMakerCreateModelJsonataProps: stepfunctions_tasks.SageMakerCreateModelJsonataProps = {
  modelName: 'modelName',
  primaryContainer: containerDefinition,

  // the properties below are optional
  assign: {
    assignKey: assign,
  },
  comment: 'comment',
  containers: [containerDefinition],
  credentials: {
    role: taskRole,
  },
  enableNetworkIsolation: false,
  heartbeat: cdk.Duration.minutes(30),
  heartbeatTimeout: timeout,
  integrationPattern: stepfunctions.IntegrationPattern.REQUEST_RESPONSE,
  outputs: outputs,
  queryLanguage: stepfunctions.QueryLanguage.JSON_PATH,
  role: role,
  stateName: 'stateName',
  subnetSelection: {
    availabilityZones: ['availabilityZones'],
    onePerAz: false,
    subnetFilters: [subnetFilter],
    subnetGroupName: 'subnetGroupName',
    subnets: [subnet],
    subnetType: ec2.SubnetType.PRIVATE_ISOLATED,
  },
  tags: taskInput,
  taskTimeout: timeout,
  timeout: cdk.Duration.minutes(30),
  vpc: vpc,
};

Properties ​

assignoptional{ [key: string]: any }assignoptionaltyping.Mapping[str, Any]assignoptionalMap<String, Object>AssignoptionalIDictionary<string, object>Assignoptional*map[string]interface{}#
Workflow variables to store in this step.

Default: Not assign variables

Using workflow variables, you can store data in a step and retrieve that data in future steps.

commentoptionalstringcommentoptionalstrcommentoptionalStringCommentoptionalstringCommentoptional*string#
A comment describing this state.

Default: No comment

containersoptionalIContainerDefinition[]containersoptionaltyping.List[IContainerDefinition]containersoptionalList<IContainerDefinition>ContainersoptionalIContainerDefinition[]Containersoptional*[]IContainerDefinition= None#
Specifies the containers in the inference pipeline.
credentialsoptionalCredentialscredentialsoptionalCredentialscredentialsoptionalCredentialsCredentialsoptionalCredentialsCredentialsoptionalCredentials#
Credentials for an IAM Role that the State Machine assumes for executing the task.

Default: None (Task is executed using the State Machine's execution role)

This enables cross-account resource invocations.

enableNetworkIsolationoptionalbooleanenable_network_isolationoptionalboolenableNetworkIsolationoptionalBooleanEnableNetworkIsolationoptionalboolEnableNetworkIsolationoptional*bool= false#
Isolates the model container.

No inbound or outbound network calls can be made to or from the model container.

heartbeatoptionalDurationheartbeatoptionalDurationheartbeatoptionalDurationHeartbeatoptionalDurationHeartbeatoptionalDuration= Nonedeprecated#
use `heartbeatTimeout`
heartbeatTimeoutoptionalTimeoutheartbeat_timeoutoptionalTimeoutheartbeatTimeoutoptionalTimeoutHeartbeatTimeoutoptionalTimeoutHeartbeatTimeoutoptionalTimeout= None#
Timeout for the heartbeat.

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

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

Default: IntegrationPattern.REQUEST_RESPONSE for most tasks. IntegrationPattern.RUN_JOB for the following exceptions: BatchSubmitJob, EmrAddStep, EmrCreateCluster, EmrTerminationCluster, and EmrContainersStartJobRun.

You can control these AWS services using service integration patterns.

Depending on the AWS Service, the Service Integration Pattern availability will vary.

modelNamestringmodel_namestrmodelNameStringModelNamestringModelName*stringrequired#
The name of the new model.
outputsoptionalanyoutputsoptionalAnyoutputsoptionalObjectOutputsoptionalobjectOutputsoptionalinterface{}#
Used to specify and transform output from the state.

Default: $states.result or $states.errorOutput

notes

When specified, the value overrides the state output default. The output field accepts any JSON value (object, array, string, number, boolean, null). Any string value, including those inside objects or arrays, will be evaluated as JSONata if surrounded by {% %} characters. Output also accepts a JSONata expression directly.

primaryContainerIContainerDefinitionprimary_containerIContainerDefinitionprimaryContainerIContainerDefinitionPrimaryContainerIContainerDefinitionPrimaryContainerIContainerDefinitionrequired#
The definition of the primary docker image containing inference code, associated artifacts, and custom environment map that the inference code uses when the model is deployed for predictions.
queryLanguageoptionalQueryLanguagequery_languageoptionalQueryLanguagequeryLanguageoptionalQueryLanguageQueryLanguageoptionalQueryLanguageQueryLanguageoptionalQueryLanguage= JSONPath#
The name of the query language used by the state.

If the state does not contain a queryLanguage field, then it will use the query language specified in the top-level queryLanguage field.

roleoptionalIRoleroleoptionalIRoleroleoptionalIRoleRoleoptionalIRoleRoleoptionalIRole#
An execution role that you can pass in a CreateModel API request.

Default: a role will be created.

stateNameoptionalstringstate_nameoptionalstrstateNameoptionalStringStateNameoptionalstringStateNameoptional*string#
Optional name for this state.

Default: The construct ID will be used as state name

subnetSelectionoptionalSubnetSelectionsubnet_selectionoptionalSubnetSelectionsubnetSelectionoptionalSubnetSelectionSubnetSelectionoptionalSubnetSelectionSubnetSelectionoptionalSubnetSelection#
The subnets of the VPC to which the hosted model is connected (Note this parameter is only used when VPC is provided).

Default: Private Subnets are selected

tagsoptionalTaskInputtagsoptionalTaskInputtagsoptionalTaskInputTagsoptionalTaskInputTagsoptionalTaskInput#
Tags to be applied to the model.

Default: No tags

taskTimeoutoptionalTimeouttask_timeoutoptionalTimeouttaskTimeoutoptionalTimeoutTaskTimeoutoptionalTimeoutTaskTimeoutoptionalTimeout= None#
Timeout for the task.

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

timeoutoptionalDurationtimeoutoptionalDurationtimeoutoptionalDurationTimeoutoptionalDurationTimeoutoptionalDuration= Nonedeprecated#
use `taskTimeout`
vpcoptionalIVpcvpcoptionalIVpcvpcoptionalIVpcVpcoptionalIVpcVpcoptionalIVpc= None#
The VPC that is accessible by the hosted model.