Class: Aws::SageMaker::Types::AutoMLJobCompletionCriteria

Inherits:
Struct
  • Object
show all
Includes:
Aws::Structure
Defined in:
lib/aws-sdk-sagemaker/types.rb

Overview

How long a job is allowed to run, or how many candidates a job is allowed to generate.

See Also:

Constant Summary collapse

SENSITIVE = 
[]

Instance Attribute Summary collapse

Instance Attribute Details

#max_auto_ml_job_runtime_in_seconds ⇒ Integer

The maximum runtime, in seconds, an AutoML job has to complete.

If an AutoML job exceeds the maximum runtime, the job is stopped automatically and its processing is ended gracefully. The AutoML job identifies the best model whose training was completed and marks it as the best-performing model. Any unfinished steps of the job, such as automatic one-click Autopilot model deployment, are not completed.

Returns:

  • (Integer) 


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# File 'lib/aws-sdk-sagemaker/types.rb', line 2348

class AutoMLJobCompletionCriteria < Struct.new(
  :max_candidates,
  :max_runtime_per_training_job_in_seconds,
  :max_auto_ml_job_runtime_in_seconds)
  SENSITIVE = []
  include Aws::Structure
end

#max_candidates ⇒ Integer

The maximum number of times a training job is allowed to run.

For text and image classification, time-series forecasting, as well as text generation (LLMs fine-tuning) problem types, the supported value is 1. For tabular problem types, the maximum value is 750.

Returns:

  • (Integer) 


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# File 'lib/aws-sdk-sagemaker/types.rb', line 2348

class AutoMLJobCompletionCriteria < Struct.new(
  :max_candidates,
  :max_runtime_per_training_job_in_seconds,
  :max_auto_ml_job_runtime_in_seconds)
  SENSITIVE = []
  include Aws::Structure
end

#max_runtime_per_training_job_in_seconds ⇒ Integer

The maximum time, in seconds, that each training job executed inside hyperparameter tuning is allowed to run as part of a hyperparameter tuning job. For more information, see the [StoppingCondition] used by the [CreateHyperParameterTuningJob] action.

For job V2s (jobs created by calling ‘CreateAutoMLJobV2`), this field controls the runtime of the job candidate.

For [TextGenerationJobConfig] problem types, the maximum time defaults to 72 hours (259200 seconds).

[1]: docs.aws.amazon.com/sagemaker/latest/APIReference/API_StoppingCondition.html [2]: docs.aws.amazon.com/sagemaker/latest/APIReference/API_CreateHyperParameterTuningJob.html [3]: docs.aws.amazon.com/sagemaker/latest/APIReference/API_TextClassificationJobConfig.html

Returns:

  • (Integer) 


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# File 'lib/aws-sdk-sagemaker/types.rb', line 2348

class AutoMLJobCompletionCriteria < Struct.new(
  :max_candidates,
  :max_runtime_per_training_job_in_seconds,
  :max_auto_ml_job_runtime_in_seconds)
  SENSITIVE = []
  include Aws::Structure
end