AWS CDK Reference

Appearance

v2.274.0

SageMakerCreateModelProps Struct ​

Properties for creating an Amazon SageMaker model.

Source
aws-stepfunctions-tasks/lib/sagemaker/create-model.ts

Example ​

ts
new tasks.SageMakerCreateModel(this, 'Sagemaker', {
  modelName: 'MyModel',
  primaryContainer: new tasks.ContainerDefinition({
    image: tasks.DockerImage.fromJsonExpression(sfn.JsonPath.stringAt('$.Model.imageName')),
    mode: tasks.Mode.SINGLE_MODEL,
    modelS3Location: tasks.S3Location.fromJsonExpression('$.TrainingJob.ModelArtifacts.S3ModelArtifacts'),
  }),
});

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

inputPathoptionalstringinput_pathoptionalstrinputPathoptionalStringInputPathoptionalstringInputPathoptional*string= $#
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 {}.

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.
outputPathoptionalstringoutput_pathoptionalstroutputPathoptionalStringOutputPathoptionalstringOutputPathoptional*string= $#
JSONPath expression to select part of the state to be the output to this state.

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

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.

resultPathoptionalstringresult_pathoptionalstrresultPathoptionalStringResultPathoptionalstringResultPathoptional*string= $#
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.

resultSelectoroptional{ [key: string]: any }result_selectoroptionaltyping.Mapping[str, Any]resultSelectoroptionalMap<String, Object>ResultSelectoroptionalIDictionary<string, object>ResultSelectoroptional*map[string]interface{}= 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.

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.