Class: Aws::SageMaker::Types::Autotune

Inherits:

Struct

• Object
• Struct
• Aws::SageMaker::Types::Autotune

Includes:

Aws::Structure

Defined in:

lib/aws-sdk-sagemaker/types.rb

Overview

A flag to indicate if you want to use Autotune to automatically find optimal values for the following fields:

• [ParameterRanges]: The names and ranges of parameters that a hyperparameter tuning job can optimize.

• [ResourceLimits]: The maximum resources that can be used for a training job. These resources include the maximum number of training jobs, the maximum runtime of a tuning job, and the maximum number of training jobs to run at the same time.

• [TrainingJobEarlyStoppingType]: A flag that specifies whether or not to use early stopping for training jobs launched by a hyperparameter tuning job.

• [RetryStrategy]: The number of times to retry a training job.

• [Strategy]: Specifies how hyperparameter tuning chooses the combinations of hyperparameter values to use for the training jobs that it launches.

• [ConvergenceDetected]: A flag to indicate that Automatic model tuning (AMT) has detected model convergence.

[1]: docs.aws.amazon.com/sagemaker/latest/APIReference/API_HyperParameterTuningJobConfig.html#sagemaker-Type-HyperParameterTuningJobConfig-ParameterRanges [2]: docs.aws.amazon.com/sagemaker/latest/APIReference/API_ResourceLimits.html [3]: docs.aws.amazon.com/sagemaker/latest/APIReference/API_HyperParameterTuningJobConfig.html#sagemaker-Type-HyperParameterTuningJobConfig-TrainingJobEarlyStoppingType [4]: docs.aws.amazon.com/sagemaker/latest/APIReference/API_HyperParameterTrainingJobDefinition.html#sagemaker-Type-HyperParameterTrainingJobDefinition-RetryStrategy [5]: docs.aws.amazon.com/sagemaker/latest/APIReference/API_HyperParameterTuningJobConfig.html [6]: docs.aws.amazon.com/sagemaker/latest/APIReference/API_ConvergenceDetected.html

See Also:

• AWS API Documentation

Constant Summary

SENSITIVE =

[]

Instance Attribute Summary

• #mode ⇒ String

  Set ‘Mode` to `Enabled` if you want to use Autotune.

Instance Attribute Details

#mode ⇒ String

Set ‘Mode` to `Enabled` if you want to use Autotune.

Returns:

• (String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 2776

class Autotune < Struct.new(
  :mode)
  SENSITIVE = []
  include Aws::Structure
end