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Class: Aws::SageMaker::Types::DescribeHyperParameterTuningJobResponse

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

Overview

Instance Attribute Summary collapse

Instance Attribute Details

#best_training_jobTypes::HyperParameterTrainingJobSummary

A TrainingJobSummary object that describes the training job that completed with the best current HyperParameterTuningJobObjective.



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 4031

class DescribeHyperParameterTuningJobResponse < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :hyper_parameter_tuning_job_status,
  :creation_time,
  :hyper_parameter_tuning_end_time,
  :last_modified_time,
  :training_job_status_counters,
  :objective_status_counters,
  :best_training_job,
  :overall_best_training_job,
  :warm_start_config,
  :failure_reason)
  include Aws::Structure
end

#creation_timeTime

The date and time that the tuning job started.

Returns:

  • (Time)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 4031

class DescribeHyperParameterTuningJobResponse < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :hyper_parameter_tuning_job_status,
  :creation_time,
  :hyper_parameter_tuning_end_time,
  :last_modified_time,
  :training_job_status_counters,
  :objective_status_counters,
  :best_training_job,
  :overall_best_training_job,
  :warm_start_config,
  :failure_reason)
  include Aws::Structure
end

#failure_reasonString

If the tuning job failed, the reason it failed.

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 4031

class DescribeHyperParameterTuningJobResponse < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :hyper_parameter_tuning_job_status,
  :creation_time,
  :hyper_parameter_tuning_end_time,
  :last_modified_time,
  :training_job_status_counters,
  :objective_status_counters,
  :best_training_job,
  :overall_best_training_job,
  :warm_start_config,
  :failure_reason)
  include Aws::Structure
end

#hyper_parameter_tuning_end_timeTime

The date and time that the tuning job ended.

Returns:

  • (Time)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 4031

class DescribeHyperParameterTuningJobResponse < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :hyper_parameter_tuning_job_status,
  :creation_time,
  :hyper_parameter_tuning_end_time,
  :last_modified_time,
  :training_job_status_counters,
  :objective_status_counters,
  :best_training_job,
  :overall_best_training_job,
  :warm_start_config,
  :failure_reason)
  include Aws::Structure
end

#hyper_parameter_tuning_job_arnString

The Amazon Resource Name (ARN) of the tuning job.

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 4031

class DescribeHyperParameterTuningJobResponse < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :hyper_parameter_tuning_job_status,
  :creation_time,
  :hyper_parameter_tuning_end_time,
  :last_modified_time,
  :training_job_status_counters,
  :objective_status_counters,
  :best_training_job,
  :overall_best_training_job,
  :warm_start_config,
  :failure_reason)
  include Aws::Structure
end

#hyper_parameter_tuning_job_configTypes::HyperParameterTuningJobConfig

The HyperParameterTuningJobConfig object that specifies the configuration of the tuning job.



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 4031

class DescribeHyperParameterTuningJobResponse < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :hyper_parameter_tuning_job_status,
  :creation_time,
  :hyper_parameter_tuning_end_time,
  :last_modified_time,
  :training_job_status_counters,
  :objective_status_counters,
  :best_training_job,
  :overall_best_training_job,
  :warm_start_config,
  :failure_reason)
  include Aws::Structure
end

#hyper_parameter_tuning_job_nameString

The name of the tuning job.

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 4031

class DescribeHyperParameterTuningJobResponse < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :hyper_parameter_tuning_job_status,
  :creation_time,
  :hyper_parameter_tuning_end_time,
  :last_modified_time,
  :training_job_status_counters,
  :objective_status_counters,
  :best_training_job,
  :overall_best_training_job,
  :warm_start_config,
  :failure_reason)
  include Aws::Structure
end

#hyper_parameter_tuning_job_statusString

The status of the tuning job: InProgress, Completed, Failed, Stopping, or Stopped.

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 4031

class DescribeHyperParameterTuningJobResponse < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :hyper_parameter_tuning_job_status,
  :creation_time,
  :hyper_parameter_tuning_end_time,
  :last_modified_time,
  :training_job_status_counters,
  :objective_status_counters,
  :best_training_job,
  :overall_best_training_job,
  :warm_start_config,
  :failure_reason)
  include Aws::Structure
end

#last_modified_timeTime

The date and time that the status of the tuning job was modified.

Returns:

  • (Time)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 4031

class DescribeHyperParameterTuningJobResponse < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :hyper_parameter_tuning_job_status,
  :creation_time,
  :hyper_parameter_tuning_end_time,
  :last_modified_time,
  :training_job_status_counters,
  :objective_status_counters,
  :best_training_job,
  :overall_best_training_job,
  :warm_start_config,
  :failure_reason)
  include Aws::Structure
end

#objective_status_countersTypes::ObjectiveStatusCounters

The ObjectiveStatusCounters object that specifies the number of training jobs, categorized by the status of their final objective metric, that this tuning job launched.



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 4031

class DescribeHyperParameterTuningJobResponse < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :hyper_parameter_tuning_job_status,
  :creation_time,
  :hyper_parameter_tuning_end_time,
  :last_modified_time,
  :training_job_status_counters,
  :objective_status_counters,
  :best_training_job,
  :overall_best_training_job,
  :warm_start_config,
  :failure_reason)
  include Aws::Structure
end

#overall_best_training_jobTypes::HyperParameterTrainingJobSummary

If the hyperparameter tuning job is an warm start tuning job with a WarmStartType of IDENTICAL_DATA_AND_ALGORITHM, this is the TrainingJobSummary for the training job with the best objective metric value of all training jobs launched by this tuning job and all parent jobs specified for the warm start tuning job.



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 4031

class DescribeHyperParameterTuningJobResponse < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :hyper_parameter_tuning_job_status,
  :creation_time,
  :hyper_parameter_tuning_end_time,
  :last_modified_time,
  :training_job_status_counters,
  :objective_status_counters,
  :best_training_job,
  :overall_best_training_job,
  :warm_start_config,
  :failure_reason)
  include Aws::Structure
end

#training_job_definitionTypes::HyperParameterTrainingJobDefinition

The HyperParameterTrainingJobDefinition object that specifies the definition of the training jobs that this tuning job launches.



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 4031

class DescribeHyperParameterTuningJobResponse < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :hyper_parameter_tuning_job_status,
  :creation_time,
  :hyper_parameter_tuning_end_time,
  :last_modified_time,
  :training_job_status_counters,
  :objective_status_counters,
  :best_training_job,
  :overall_best_training_job,
  :warm_start_config,
  :failure_reason)
  include Aws::Structure
end

#training_job_status_countersTypes::TrainingJobStatusCounters

The TrainingJobStatusCounters object that specifies the number of training jobs, categorized by status, that this tuning job launched.



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 4031

class DescribeHyperParameterTuningJobResponse < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :hyper_parameter_tuning_job_status,
  :creation_time,
  :hyper_parameter_tuning_end_time,
  :last_modified_time,
  :training_job_status_counters,
  :objective_status_counters,
  :best_training_job,
  :overall_best_training_job,
  :warm_start_config,
  :failure_reason)
  include Aws::Structure
end

#warm_start_configTypes::HyperParameterTuningJobWarmStartConfig

The configuration for starting the hyperparameter parameter tuning job using one or more previous tuning jobs as a starting point. The results of previous tuning jobs are used to inform which combinations of hyperparameters to search over in the new tuning job.



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 4031

class DescribeHyperParameterTuningJobResponse < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :hyper_parameter_tuning_job_status,
  :creation_time,
  :hyper_parameter_tuning_end_time,
  :last_modified_time,
  :training_job_status_counters,
  :objective_status_counters,
  :best_training_job,
  :overall_best_training_job,
  :warm_start_config,
  :failure_reason)
  include Aws::Structure
end