Class: AWSCDK::StepFunctionsTasks::SageMakerCreateTransformJobProps

Inherits:
AWSCDK::StepFunctions::TaskStateBaseProps
  • Object
show all
Defined in:
step_functions_tasks/sage_maker_create_transform_job_props.rb

Overview

Properties for creating an Amazon SageMaker transform job task.

Instance Attribute Summary collapse

Class Method Summary collapse

Instance Method Summary collapse

Constructor Details

#initialize(comment: nil, query_language: nil, state_name: nil, credentials: nil, heartbeat: nil, heartbeat_timeout: nil, integration_pattern: nil, task_timeout: nil, timeout: nil, assign: nil, input_path: nil, output_path: nil, outputs: nil, result_path: nil, result_selector: nil, model_name:, transform_input:, transform_job_name:, transform_output:, batch_strategy: nil, environment: nil, max_concurrent_transforms: nil, max_payload: nil, model_client_options: nil, role: nil, tags: nil, transform_resources: nil) ⇒ SageMakerCreateTransformJobProps

Returns a new instance of SageMakerCreateTransformJobProps.

Parameters:

  • comment (String, nil) (defaults to: nil) —

    A comment describing this state.

  • query_language (AWSCDK::StepFunctions::QueryLanguage, nil) (defaults to: nil) —

    The name of the query language used by the state.

  • state_name (String, nil) (defaults to: nil) —

    Optional name for this state.

  • credentials (AWSCDK::StepFunctions::Credentials, nil) (defaults to: nil) —

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

  • heartbeat (AWSCDK::Duration, nil) (defaults to: nil) —

    Timeout for the heartbeat.

  • heartbeat_timeout (AWSCDK::StepFunctions::Timeout, nil) (defaults to: nil) —

    Timeout for the heartbeat.

  • integration_pattern (AWSCDK::StepFunctions::IntegrationPattern, nil) (defaults to: nil) —

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

  • task_timeout (AWSCDK::StepFunctions::Timeout, nil) (defaults to: nil) —

    Timeout for the task.

  • timeout (AWSCDK::Duration, nil) (defaults to: nil) —

    Timeout for the task.

  • assign (Hash{String => Object}, nil) (defaults to: nil) —

    Workflow variables to store in this step.

  • input_path (String, nil) (defaults to: nil) —

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

  • output_path (String, nil) (defaults to: nil) —

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

  • outputs (Object, nil) (defaults to: nil) —

    Used to specify and transform output from the state.

  • result_path (String, nil) (defaults to: nil) —

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

  • result_selector (Hash{String => Object}, nil) (defaults to: nil) —

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

  • model_name (String) —

    Name of the model that you want to use for the transform job.

  • transform_input (AWSCDK::StepFunctionsTasks::TransformInput) —

    Dataset to be transformed and the Amazon S3 location where it is stored.

  • transform_job_name (String) —

    Transform Job Name.

  • transform_output (AWSCDK::StepFunctionsTasks::TransformOutput) —

    S3 location where you want Amazon SageMaker to save the results from the transform job.

  • batch_strategy (AWSCDK::StepFunctionsTasks::BatchStrategy, nil) (defaults to: nil) —

    Number of records to include in a mini-batch for an HTTP inference request.

  • environment (Hash{String => String}, nil) (defaults to: nil) —

    Environment variables to set in the Docker container.

  • max_concurrent_transforms (Numeric, nil) (defaults to: nil) —

    Maximum number of parallel requests that can be sent to each instance in a transform job.

  • max_payload (AWSCDK::Size, nil) (defaults to: nil) —

    Maximum allowed size of the payload, in MB.

  • model_client_options (AWSCDK::StepFunctionsTasks::ModelClientOptions, nil) (defaults to: nil) —

    Configures the timeout and maximum number of retries for processing a transform job invocation.

  • role (AWSCDK::IAM::IRole, nil) (defaults to: nil) —

    Role for the Transform Job.

  • tags (Hash{String => String}, nil) (defaults to: nil) —

    Tags to be applied to the train job.

  • transform_resources (AWSCDK::StepFunctionsTasks::TransformResources, nil) (defaults to: nil) —

    ML compute instances for the transform job.



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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 34

def initialize(comment: nil, query_language: nil, state_name: nil, credentials: nil, heartbeat: nil, heartbeat_timeout: nil, integration_pattern: nil, task_timeout: nil, timeout: nil, assign: nil, input_path: nil, output_path: nil, outputs: nil, result_path: nil, result_selector: nil, model_name:, transform_input:, transform_job_name:, transform_output:, batch_strategy: nil, environment: nil, max_concurrent_transforms: nil, max_payload: nil, model_client_options: nil, role: nil, tags: nil, transform_resources: nil)
  @comment = comment
  Jsii::Type.check_type(@comment, JSON.parse(Base64.strict_decode64("eyJwcmltaXRpdmUiOiJzdHJpbmcifQ==")), "comment") unless @comment.nil?
  @query_language = query_language
  Jsii::Type.check_type(@query_language, JSON.parse(Base64.strict_decode64("eyJmcW4iOiJhd3MtY2RrLWxpYi5hd3Nfc3RlcGZ1bmN0aW9ucy5RdWVyeUxhbmd1YWdlIn0=")), "queryLanguage") unless @query_language.nil?
  @state_name = state_name
  Jsii::Type.check_type(@state_name, JSON.parse(Base64.strict_decode64("eyJwcmltaXRpdmUiOiJzdHJpbmcifQ==")), "stateName") unless @state_name.nil?
  @credentials = credentials.is_a?(Hash) ? ::AWSCDK::StepFunctions::Credentials.new(**credentials.transform_keys(&:to_sym)) : credentials
  Jsii::Type.check_type(@credentials, JSON.parse(Base64.strict_decode64("eyJmcW4iOiJhd3MtY2RrLWxpYi5hd3Nfc3RlcGZ1bmN0aW9ucy5DcmVkZW50aWFscyJ9")), "credentials") unless @credentials.nil?
  @heartbeat = heartbeat
  Jsii::Type.check_type(@heartbeat, JSON.parse(Base64.strict_decode64("eyJmcW4iOiJhd3MtY2RrLWxpYi5EdXJhdGlvbiJ9")), "heartbeat") unless @heartbeat.nil?
  @heartbeat_timeout = heartbeat_timeout
  Jsii::Type.check_type(@heartbeat_timeout, JSON.parse(Base64.strict_decode64("eyJmcW4iOiJhd3MtY2RrLWxpYi5hd3Nfc3RlcGZ1bmN0aW9ucy5UaW1lb3V0In0=")), "heartbeatTimeout") unless @heartbeat_timeout.nil?
  @integration_pattern = integration_pattern
  Jsii::Type.check_type(@integration_pattern, JSON.parse(Base64.strict_decode64("eyJmcW4iOiJhd3MtY2RrLWxpYi5hd3Nfc3RlcGZ1bmN0aW9ucy5JbnRlZ3JhdGlvblBhdHRlcm4ifQ==")), "integrationPattern") unless @integration_pattern.nil?
  @task_timeout = task_timeout
  Jsii::Type.check_type(@task_timeout, JSON.parse(Base64.strict_decode64("eyJmcW4iOiJhd3MtY2RrLWxpYi5hd3Nfc3RlcGZ1bmN0aW9ucy5UaW1lb3V0In0=")), "taskTimeout") unless @task_timeout.nil?
  @timeout = timeout
  Jsii::Type.check_type(@timeout, JSON.parse(Base64.strict_decode64("eyJmcW4iOiJhd3MtY2RrLWxpYi5EdXJhdGlvbiJ9")), "timeout") unless @timeout.nil?
  @assign = assign
  Jsii::Type.check_type(@assign, JSON.parse(Base64.strict_decode64("eyJjb2xsZWN0aW9uIjp7ImVsZW1lbnR0eXBlIjp7InByaW1pdGl2ZSI6ImFueSJ9LCJraW5kIjoibWFwIn19")), "assign") unless @assign.nil?
  @input_path = input_path
  Jsii::Type.check_type(@input_path, JSON.parse(Base64.strict_decode64("eyJwcmltaXRpdmUiOiJzdHJpbmcifQ==")), "inputPath") unless @input_path.nil?
  @output_path = output_path
  Jsii::Type.check_type(@output_path, JSON.parse(Base64.strict_decode64("eyJwcmltaXRpdmUiOiJzdHJpbmcifQ==")), "outputPath") unless @output_path.nil?
  @outputs = outputs
  Jsii::Type.check_type(@outputs, JSON.parse(Base64.strict_decode64("eyJwcmltaXRpdmUiOiJhbnkifQ==")), "outputs") unless @outputs.nil?
  @result_path = result_path
  Jsii::Type.check_type(@result_path, JSON.parse(Base64.strict_decode64("eyJwcmltaXRpdmUiOiJzdHJpbmcifQ==")), "resultPath") unless @result_path.nil?
  @result_selector = result_selector
  Jsii::Type.check_type(@result_selector, JSON.parse(Base64.strict_decode64("eyJjb2xsZWN0aW9uIjp7ImVsZW1lbnR0eXBlIjp7InByaW1pdGl2ZSI6ImFueSJ9LCJraW5kIjoibWFwIn19")), "resultSelector") unless @result_selector.nil?
  @model_name = model_name
  Jsii::Type.check_type(@model_name, JSON.parse(Base64.strict_decode64("eyJwcmltaXRpdmUiOiJzdHJpbmcifQ==")), "modelName")
  @transform_input = transform_input.is_a?(Hash) ? ::AWSCDK::StepFunctionsTasks::TransformInput.new(**transform_input.transform_keys(&:to_sym)) : transform_input
  Jsii::Type.check_type(@transform_input, JSON.parse(Base64.strict_decode64("eyJmcW4iOiJhd3MtY2RrLWxpYi5hd3Nfc3RlcGZ1bmN0aW9uc190YXNrcy5UcmFuc2Zvcm1JbnB1dCJ9")), "transformInput")
  @transform_job_name = transform_job_name
  Jsii::Type.check_type(@transform_job_name, JSON.parse(Base64.strict_decode64("eyJwcmltaXRpdmUiOiJzdHJpbmcifQ==")), "transformJobName")
  @transform_output = transform_output.is_a?(Hash) ? ::AWSCDK::StepFunctionsTasks::TransformOutput.new(**transform_output.transform_keys(&:to_sym)) : transform_output
  Jsii::Type.check_type(@transform_output, JSON.parse(Base64.strict_decode64("eyJmcW4iOiJhd3MtY2RrLWxpYi5hd3Nfc3RlcGZ1bmN0aW9uc190YXNrcy5UcmFuc2Zvcm1PdXRwdXQifQ==")), "transformOutput")
  @batch_strategy = batch_strategy
  Jsii::Type.check_type(@batch_strategy, JSON.parse(Base64.strict_decode64("eyJmcW4iOiJhd3MtY2RrLWxpYi5hd3Nfc3RlcGZ1bmN0aW9uc190YXNrcy5CYXRjaFN0cmF0ZWd5In0=")), "batchStrategy") unless @batch_strategy.nil?
  @environment = environment
  Jsii::Type.check_type(@environment, JSON.parse(Base64.strict_decode64("eyJjb2xsZWN0aW9uIjp7ImVsZW1lbnR0eXBlIjp7InByaW1pdGl2ZSI6InN0cmluZyJ9LCJraW5kIjoibWFwIn19")), "environment") unless @environment.nil?
  @max_concurrent_transforms = max_concurrent_transforms
  Jsii::Type.check_type(@max_concurrent_transforms, JSON.parse(Base64.strict_decode64("eyJwcmltaXRpdmUiOiJudW1iZXIifQ==")), "maxConcurrentTransforms") unless @max_concurrent_transforms.nil?
  @max_payload = max_payload
  Jsii::Type.check_type(@max_payload, JSON.parse(Base64.strict_decode64("eyJmcW4iOiJhd3MtY2RrLWxpYi5TaXplIn0=")), "maxPayload") unless @max_payload.nil?
  @model_client_options = model_client_options.is_a?(Hash) ? ::AWSCDK::StepFunctionsTasks::ModelClientOptions.new(**model_client_options.transform_keys(&:to_sym)) : model_client_options
  Jsii::Type.check_type(@model_client_options, JSON.parse(Base64.strict_decode64("eyJmcW4iOiJhd3MtY2RrLWxpYi5hd3Nfc3RlcGZ1bmN0aW9uc190YXNrcy5Nb2RlbENsaWVudE9wdGlvbnMifQ==")), "modelClientOptions") unless @model_client_options.nil?
  @role = role
  Jsii::Type.check_type(@role, JSON.parse(Base64.strict_decode64("eyJmcW4iOiJhd3MtY2RrLWxpYi5hd3NfaWFtLklSb2xlIn0=")), "role") unless @role.nil?
  @tags = tags
  Jsii::Type.check_type(@tags, JSON.parse(Base64.strict_decode64("eyJjb2xsZWN0aW9uIjp7ImVsZW1lbnR0eXBlIjp7InByaW1pdGl2ZSI6InN0cmluZyJ9LCJraW5kIjoibWFwIn19")), "tags") unless @tags.nil?
  @transform_resources = transform_resources.is_a?(Hash) ? ::AWSCDK::StepFunctionsTasks::TransformResources.new(**transform_resources.transform_keys(&:to_sym)) : transform_resources
  Jsii::Type.check_type(@transform_resources, JSON.parse(Base64.strict_decode64("eyJmcW4iOiJhd3MtY2RrLWxpYi5hd3Nfc3RlcGZ1bmN0aW9uc190YXNrcy5UcmFuc2Zvcm1SZXNvdXJjZXMifQ==")), "transformResources") unless @transform_resources.nil?
end

Instance Attribute Details

#assign ⇒ Hash{String => Object}? (readonly)

Note:

Default: - Not assign variables

Workflow variables to store in this step.

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

Returns:

  • (Hash{String => Object}, nil)

See Also:



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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 162

def assign
  @assign
end

#batch_strategy ⇒ AWSCDK::StepFunctionsTasks::BatchStrategy? (readonly)

Note:

Default: - No batch strategy

Number of records to include in a mini-batch for an HTTP inference request.

Returns:



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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 228

def batch_strategy
  @batch_strategy
end

#comment ⇒ String? (readonly)

Note:

Default: No comment

A comment describing this state.

Returns:

  • (String, nil) 


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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 95

def comment
  @comment
end

#credentials ⇒ AWSCDK::StepFunctions::Credentials? (readonly)

Note:

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.

Returns:

See Also:



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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 116

def credentials
  @credentials
end

#environment ⇒ Hash{String => String}? (readonly)

Note:

Default: - No environment variables

Environment variables to set in the Docker container.

Returns:

  • (Hash{String => String}, nil) 


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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 233

def environment
  @environment
end

#heartbeat ⇒ AWSCDK::Duration? (readonly)

Deprecated.

use heartbeatTimeout

Note:

Default: - None

Timeout for the heartbeat.

Returns:



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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 122

def heartbeat
  @heartbeat
end

#heartbeat_timeout ⇒ AWSCDK::StepFunctions::Timeout? (readonly)

Note:

Default: - None

Timeout for the heartbeat.

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

Returns:



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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 130

def heartbeat_timeout
  @heartbeat_timeout
end

#input_path ⇒ String? (readonly)

Note:

Default: $

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 {}.

Returns:

  • (String, nil) 


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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 170

def input_path
  @input_path
end

#integration_pattern ⇒ AWSCDK::StepFunctions::IntegrationPattern? (readonly)

Note:

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.

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

Returns:

See Also:



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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 140

def integration_pattern
  @integration_pattern
end

#max_concurrent_transforms ⇒ Numeric? (readonly)

Note:

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.

Maximum number of parallel requests that can be sent to each instance in a transform job.

Returns:

  • (Numeric, nil) 


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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 238

def max_concurrent_transforms
  @max_concurrent_transforms
end

#max_payload ⇒ AWSCDK::Size? (readonly)

Note:

Default: 6

Maximum allowed size of the payload, in MB.

Returns:



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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 243

def max_payload
  @max_payload
end

#model_client_options ⇒ AWSCDK::StepFunctionsTasks::ModelClientOptions? (readonly)

Note:

Default: - 0 retries and 60 seconds of timeout

Configures the timeout and maximum number of retries for processing a transform job invocation.

Returns:



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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 248

def model_client_options
  @model_client_options
end

#model_name ⇒ String (readonly)

Name of the model that you want to use for the transform job.

Returns:

  • (String) 


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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 211

def model_name
  @model_name
end

#output_path ⇒ String? (readonly)

Note:

Default: $

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 {}.

Returns:

  • (String, nil) 


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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 178

def output_path
  @output_path
end

#outputs ⇒ Object? (readonly)

Note:

Default: - $states.result or $states.errorOutput

Used to specify and transform output from the state.

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.

Returns:

  • (Object, nil)

See Also:



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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 190

def outputs
  @outputs
end

#query_language ⇒ AWSCDK::StepFunctions::QueryLanguage? (readonly)

Note:

Default: - JSONPath

The name of the query language used by the state.

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

Returns:



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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 103

def query_language
  @query_language
end

#result_path ⇒ String? (readonly)

Note:

Default: $

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.

Returns:

  • (String, nil) 


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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 198

def result_path
  @result_path
end

#result_selector ⇒ Hash{String => Object}? (readonly)

Note:

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.

Returns:

  • (Hash{String => Object}, nil)

See Also:



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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 207

def result_selector
  @result_selector
end

#role ⇒ AWSCDK::IAM::IRole? (readonly)

Note:

Default: - A role is created with AmazonSageMakerFullAccess managed policy

Role for the Transform Job.

Returns:



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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 253

def role
  @role
end

#state_name ⇒ String? (readonly)

Note:

Default: - The construct ID will be used as state name

Optional name for this state.

Returns:

  • (String, nil) 


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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 108

def state_name
  @state_name
end

#tags ⇒ Hash{String => String}? (readonly)

Note:

Default: - No tags

Tags to be applied to the train job.

Returns:

  • (Hash{String => String}, nil) 


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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 258

def tags
  @tags
end

#task_timeout ⇒ AWSCDK::StepFunctions::Timeout? (readonly)

Note:

Default: - None

Timeout for the task.

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

Returns:



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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 148

def task_timeout
  @task_timeout
end

#timeout ⇒ AWSCDK::Duration? (readonly)

Deprecated.

use taskTimeout

Note:

Default: - None

Timeout for the task.

Returns:



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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 154

def timeout
  @timeout
end

#transform_input ⇒ AWSCDK::StepFunctionsTasks::TransformInput (readonly)

Dataset to be transformed and the Amazon S3 location where it is stored.

Returns:



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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 215

def transform_input
  @transform_input
end

#transform_job_name ⇒ String (readonly)

Transform Job Name.

Returns:

  • (String) 


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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 219

def transform_job_name
  @transform_job_name
end

#transform_output ⇒ AWSCDK::StepFunctionsTasks::TransformOutput (readonly)

S3 location where you want Amazon SageMaker to save the results from the transform job.

Returns:



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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 223

def transform_output
  @transform_output
end

#transform_resources ⇒ AWSCDK::StepFunctionsTasks::TransformResources? (readonly)

Note:

Default: - 1 instance of type M4.XLarge

ML compute instances for the transform job.

Returns:



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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 263

def transform_resources
  @transform_resources
end

Class Method Details

.jsii_properties ⇒ Object 



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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 265

def self.jsii_properties
  {
    :comment => "comment",
    :query_language => "queryLanguage",
    :state_name => "stateName",
    :credentials => "credentials",
    :heartbeat => "heartbeat",
    :heartbeat_timeout => "heartbeatTimeout",
    :integration_pattern => "integrationPattern",
    :task_timeout => "taskTimeout",
    :timeout => "timeout",
    :assign => "assign",
    :input_path => "inputPath",
    :output_path => "outputPath",
    :outputs => "outputs",
    :result_path => "resultPath",
    :result_selector => "resultSelector",
    :model_name => "modelName",
    :transform_input => "transformInput",
    :transform_job_name => "transformJobName",
    :transform_output => "transformOutput",
    :batch_strategy => "batchStrategy",
    :environment => "environment",
    :max_concurrent_transforms => "maxConcurrentTransforms",
    :max_payload => "maxPayload",
    :model_client_options => "modelClientOptions",
    :role => "role",
    :tags => "tags",
    :transform_resources => "transformResources",
  }
end

Instance Method Details

#to_jsii ⇒ Object 



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# File 'step_functions_tasks/sage_maker_create_transform_job_props.rb', line 297

def to_jsii
  result = {}
  result.merge!(super)
  result.merge!({
    "comment" => @comment,
    "queryLanguage" => @query_language,
    "stateName" => @state_name,
    "credentials" => @credentials,
    "heartbeat" => @heartbeat,
    "heartbeatTimeout" => @heartbeat_timeout,
    "integrationPattern" => @integration_pattern,
    "taskTimeout" => @task_timeout,
    "timeout" => @timeout,
    "assign" => @assign,
    "inputPath" => @input_path,
    "outputPath" => @output_path,
    "outputs" => @outputs,
    "resultPath" => @result_path,
    "resultSelector" => @result_selector,
    "modelName" => @model_name,
    "transformInput" => @transform_input,
    "transformJobName" => @transform_job_name,
    "transformOutput" => @transform_output,
    "batchStrategy" => @batch_strategy,
    "environment" => @environment,
    "maxConcurrentTransforms" => @max_concurrent_transforms,
    "maxPayload" => @max_payload,
    "modelClientOptions" => @model_client_options,
    "role" => @role,
    "tags" => @tags,
    "transformResources" => @transform_resources,
  })
  result.compact
end