Class: Aws::SageMaker::Types::HyperParameterTuningJobSearchEntity

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

Overview

An entity returned by the SearchRecord API containing the properties of a hyperparameter tuning job.

Constant Summary collapse

SENSITIVE =
[]

Instance Attribute Summary collapse

Instance Attribute Details

#best_training_jobTypes::HyperParameterTrainingJobSummary

The container for the summary information about a training job.



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19460

class HyperParameterTuningJobSearchEntity < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :training_job_definitions,
  :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,
  :tags,
  :tuning_job_completion_details,
  :consumed_resources)
  SENSITIVE = []
  include Aws::Structure
end

#consumed_resourcesTypes::HyperParameterTuningJobConsumedResources

The total amount of resources consumed by a hyperparameter tuning job.



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19460

class HyperParameterTuningJobSearchEntity < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :training_job_definitions,
  :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,
  :tags,
  :tuning_job_completion_details,
  :consumed_resources)
  SENSITIVE = []
  include Aws::Structure
end

#creation_timeTime

The time that a hyperparameter tuning job was created.

Returns:

  • (Time)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19460

class HyperParameterTuningJobSearchEntity < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :training_job_definitions,
  :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,
  :tags,
  :tuning_job_completion_details,
  :consumed_resources)
  SENSITIVE = []
  include Aws::Structure
end

#failure_reasonString

The error that was created when a hyperparameter tuning job failed.

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19460

class HyperParameterTuningJobSearchEntity < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :training_job_definitions,
  :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,
  :tags,
  :tuning_job_completion_details,
  :consumed_resources)
  SENSITIVE = []
  include Aws::Structure
end

#hyper_parameter_tuning_end_timeTime

The time that a hyperparameter tuning job ended.

Returns:

  • (Time)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19460

class HyperParameterTuningJobSearchEntity < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :training_job_definitions,
  :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,
  :tags,
  :tuning_job_completion_details,
  :consumed_resources)
  SENSITIVE = []
  include Aws::Structure
end

#hyper_parameter_tuning_job_arnString

The Amazon Resource Name (ARN) of a hyperparameter tuning job.

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19460

class HyperParameterTuningJobSearchEntity < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :training_job_definitions,
  :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,
  :tags,
  :tuning_job_completion_details,
  :consumed_resources)
  SENSITIVE = []
  include Aws::Structure
end

#hyper_parameter_tuning_job_configTypes::HyperParameterTuningJobConfig

Configures a hyperparameter tuning job.



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19460

class HyperParameterTuningJobSearchEntity < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :training_job_definitions,
  :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,
  :tags,
  :tuning_job_completion_details,
  :consumed_resources)
  SENSITIVE = []
  include Aws::Structure
end

#hyper_parameter_tuning_job_nameString

The name of a hyperparameter tuning job.

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19460

class HyperParameterTuningJobSearchEntity < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :training_job_definitions,
  :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,
  :tags,
  :tuning_job_completion_details,
  :consumed_resources)
  SENSITIVE = []
  include Aws::Structure
end

#hyper_parameter_tuning_job_statusString

The status of a hyperparameter tuning job.

Returns:

  • (String)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19460

class HyperParameterTuningJobSearchEntity < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :training_job_definitions,
  :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,
  :tags,
  :tuning_job_completion_details,
  :consumed_resources)
  SENSITIVE = []
  include Aws::Structure
end

#last_modified_timeTime

The time that a hyperparameter tuning job was last modified.

Returns:

  • (Time)


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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19460

class HyperParameterTuningJobSearchEntity < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :training_job_definitions,
  :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,
  :tags,
  :tuning_job_completion_details,
  :consumed_resources)
  SENSITIVE = []
  include Aws::Structure
end

#objective_status_countersTypes::ObjectiveStatusCounters

Specifies the number of training jobs that this hyperparameter tuning job launched, categorized by the status of their objective metric. The objective metric status shows whether the final objective metric for the training job has been evaluated by the tuning job and used in the hyperparameter tuning process.



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19460

class HyperParameterTuningJobSearchEntity < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :training_job_definitions,
  :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,
  :tags,
  :tuning_job_completion_details,
  :consumed_resources)
  SENSITIVE = []
  include Aws::Structure
end

#overall_best_training_jobTypes::HyperParameterTrainingJobSummary

The container for the summary information about a training job.



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19460

class HyperParameterTuningJobSearchEntity < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :training_job_definitions,
  :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,
  :tags,
  :tuning_job_completion_details,
  :consumed_resources)
  SENSITIVE = []
  include Aws::Structure
end

#tagsArray<Types::Tag>

The tags associated with a hyperparameter tuning job. For more information see Tagging Amazon Web Services resources.

Returns:



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19460

class HyperParameterTuningJobSearchEntity < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :training_job_definitions,
  :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,
  :tags,
  :tuning_job_completion_details,
  :consumed_resources)
  SENSITIVE = []
  include Aws::Structure
end

#training_job_definitionTypes::HyperParameterTrainingJobDefinition

Defines the training jobs launched by a hyperparameter tuning job.



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19460

class HyperParameterTuningJobSearchEntity < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :training_job_definitions,
  :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,
  :tags,
  :tuning_job_completion_details,
  :consumed_resources)
  SENSITIVE = []
  include Aws::Structure
end

#training_job_definitionsArray<Types::HyperParameterTrainingJobDefinition>

The job definitions included in a hyperparameter tuning job.



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19460

class HyperParameterTuningJobSearchEntity < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :training_job_definitions,
  :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,
  :tags,
  :tuning_job_completion_details,
  :consumed_resources)
  SENSITIVE = []
  include Aws::Structure
end

#training_job_status_countersTypes::TrainingJobStatusCounters

The numbers of training jobs launched by a hyperparameter tuning job, categorized by status.



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19460

class HyperParameterTuningJobSearchEntity < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :training_job_definitions,
  :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,
  :tags,
  :tuning_job_completion_details,
  :consumed_resources)
  SENSITIVE = []
  include Aws::Structure
end

#tuning_job_completion_detailsTypes::HyperParameterTuningJobCompletionDetails

Information about either a current or completed hyperparameter tuning job.



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19460

class HyperParameterTuningJobSearchEntity < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :training_job_definitions,
  :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,
  :tags,
  :tuning_job_completion_details,
  :consumed_resources)
  SENSITIVE = []
  include Aws::Structure
end

#warm_start_configTypes::HyperParameterTuningJobWarmStartConfig

Specifies the configuration for a hyperparameter tuning job that uses one or more previous hyperparameter 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.

All training jobs launched by the new hyperparameter tuning job are evaluated by using the objective metric, and the training job that performs the best is compared to the best training jobs from the parent tuning jobs. From these, the training job that performs the best as measured by the objective metric is returned as the overall best training job.

All training jobs launched by parent hyperparameter tuning jobs and the new hyperparameter tuning jobs count against the limit of training jobs for the tuning job.



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# File 'gems/aws-sdk-sagemaker/lib/aws-sdk-sagemaker/types.rb', line 19460

class HyperParameterTuningJobSearchEntity < Struct.new(
  :hyper_parameter_tuning_job_name,
  :hyper_parameter_tuning_job_arn,
  :hyper_parameter_tuning_job_config,
  :training_job_definition,
  :training_job_definitions,
  :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,
  :tags,
  :tuning_job_completion_details,
  :consumed_resources)
  SENSITIVE = []
  include Aws::Structure
end