SageMakerCreateTransformJobProps Struct
Properties for creating an Amazon SageMaker transform job task.
Example
new tasks.SageMakerCreateTransformJob(this, 'Batch Inference', {
transformJobName: 'MyTransformJob',
modelName: 'MyModelName',
modelClientOptions: {
invocationsMaxRetries: 3, // default is 0
invocationsTimeout: Duration.minutes(5), // default is 60 seconds
},
transformInput: {
transformDataSource: {
s3DataSource: {
s3Uri: 's3://inputbucket/train',
s3DataType: tasks.S3DataType.S3_PREFIX,
}
}
},
transformOutput: {
s3OutputPath: 's3://outputbucket/TransformJobOutputPath',
},
transformResources: {
instanceCount: 1,
instanceType: ec2.InstanceType.of(ec2.InstanceClass.M4, ec2.InstanceSize.XLARGE),
}
});
Properties
assign{ [key: string]: any }assigntyping.Mapping[str, Any]assignMap<String, Object>AssignIDictionary<string, object>Assign*map[string]interface{}#Default: Not assign variables
Using workflow variables, you can store data in a step and retrieve that data in future steps.
batchStrategyBatchStrategybatch_strategyBatchStrategybatchStrategyBatchStrategyBatchStrategyBatchStrategyBatchStrategyBatchStrategy#Default: No batch strategy
Default: No comment
credentialsCredentialscredentialsCredentialscredentialsCredentialsCredentialsCredentialsCredentialsCredentials#Default: None (Task is executed using the State Machine's execution role)
This enables cross-account resource invocations.
environment{ [key: string]: string }environmenttyping.Mapping[str, str]environmentMap<String, String>EnvironmentIDictionary<string, string>Environment*map[string]*string#Default: No environment variables
heartbeatDurationheartbeatDurationheartbeatDurationHeartbeatDurationHeartbeatDuration= Nonedeprecated#heartbeatTimeoutTimeoutheartbeat_timeoutTimeoutheartbeatTimeoutTimeoutHeartbeatTimeoutTimeoutHeartbeatTimeoutTimeout= None#[disable-awslint:duration-prop-type] is needed because all props interface in aws-stepfunctions-tasks extend this interface
May also be the special value JsonPath.DISCARD, which will cause the effective input to be the empty object {}.
integrationPatternIntegrationPatternintegration_patternIntegrationPatternintegrationPatternIntegrationPatternIntegrationPatternIntegrationPatternIntegrationPatternIntegrationPattern#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.
maxConcurrentTransformsnumbermax_concurrent_transformsint | floatmaxConcurrentTransformsNumberMaxConcurrentTransformsdoubleMaxConcurrentTransforms*float64#Default: Amazon SageMaker checks the optional execution-parameters to determine the settings for your chosen algorithm. If the execution-parameters endpoint is not enabled, the default value is 1.
modelClientOptionsModelClientOptionsmodel_client_optionsModelClientOptionsmodelClientOptionsModelClientOptionsModelClientOptionsModelClientOptionsModelClientOptionsModelClientOptions#Default: 0 retries and 60 seconds of timeout
May also be the special value JsonPath.DISCARD, which will cause the effective output to be the empty object {}.
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.
queryLanguageQueryLanguagequery_languageQueryLanguagequeryLanguageQueryLanguageQueryLanguageQueryLanguageQueryLanguageQueryLanguage= JSONPath#If the state does not contain a queryLanguage field, then it will use the query language specified in the top-level queryLanguage field.
May also be the special value JsonPath.DISCARD, which will cause the state's input to become its output.
resultSelector{ [key: string]: any }result_selectortyping.Mapping[str, Any]resultSelectorMap<String, Object>ResultSelectorIDictionary<string, object>ResultSelector*map[string]interface{}= None#You can use ResultSelector to create a payload with values that are static or selected from the state's raw result.
Default: A role is created with AmazonSageMakerFullAccess managed policy
Default: The construct ID will be used as state name
tags{ [key: string]: string }tagstyping.Mapping[str, str]tagsMap<String, String>TagsIDictionary<string, string>Tags*map[string]*string#Default: No tags
[disable-awslint:duration-prop-type] is needed because all props interface in aws-stepfunctions-tasks extend this interface
transformInputTransformInputtransform_inputTransformInputtransformInputTransformInputTransformInputTransformInputTransformInputTransformInputrequired#transformJobNamestringtransform_job_namestrtransformJobNameStringTransformJobNamestringTransformJobName*stringrequired#transformOutputTransformOutputtransform_outputTransformOutputtransformOutputTransformOutputTransformOutputTransformOutputTransformOutputTransformOutputrequired#transformResourcesTransformResourcestransform_resourcesTransformResourcestransformResourcesTransformResourcesTransformResourcesTransformResourcesTransformResourcesTransformResources#Default: 1 instance of type M4.XLarge