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

Inherits:

Struct

Object
Struct
Aws::SageMaker::Types::HyperParameterTuningJobSearchEntity

show all

Includes:: Aws::Structure

Defined in:: lib/aws-sdk-sagemaker/types.rb

Overview

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

[1]: docs.aws.amazon.com/sagemaker/latest/APIReference/API_SearchRecord.html

Constant Summary collapse

SENSITIVE =

[]

Instance Attribute Summary collapse

#best_training_job ⇒ Types::HyperParameterTrainingJobSummary

The container for the summary information about a training job.
#consumed_resources ⇒ Types::HyperParameterTuningJobConsumedResources

The total amount of resources consumed by a hyperparameter tuning job.
#creation_time ⇒ Time

The time that a hyperparameter tuning job was created.
#failure_reason ⇒ String

The error that was created when a hyperparameter tuning job failed.
#hyper_parameter_tuning_end_time ⇒ Time

The time that a hyperparameter tuning job ended.
#hyper_parameter_tuning_job_arn ⇒ String

The Amazon Resource Name (ARN) of a hyperparameter tuning job.
#hyper_parameter_tuning_job_config ⇒ Types::HyperParameterTuningJobConfig

Configures a hyperparameter tuning job.
#hyper_parameter_tuning_job_name ⇒ String

The name of a hyperparameter tuning job.
#hyper_parameter_tuning_job_status ⇒ String

The status of a hyperparameter tuning job.
#last_modified_time ⇒ Time

The time that a hyperparameter tuning job was last modified.
#objective_status_counters ⇒ Types::ObjectiveStatusCounters

Specifies the number of training jobs that this hyperparameter tuning job launched, categorized by the status of their objective metric.
#overall_best_training_job ⇒ Types::HyperParameterTrainingJobSummary

The container for the summary information about a training job.
#tags ⇒ Array<Types::Tag>

The tags associated with a hyperparameter tuning job.
#training_job_definition ⇒ Types::HyperParameterTrainingJobDefinition

Defines the training jobs launched by a hyperparameter tuning job.
#training_job_definitions ⇒ Array<Types::HyperParameterTrainingJobDefinition>

The job definitions included in a hyperparameter tuning job.
#training_job_status_counters ⇒ Types::TrainingJobStatusCounters

The numbers of training jobs launched by a hyperparameter tuning job, categorized by status.
#tuning_job_completion_details ⇒ Types::HyperParameterTuningJobCompletionDetails

Information about either a current or completed hyperparameter tuning job.
#warm_start_config ⇒ Types::HyperParameterTuningJobWarmStartConfig

Specifies the configuration for a hyperparameter tuning job that uses one or more previous hyperparameter tuning jobs as a starting point.

Instance Attribute Details

#best_training_job ⇒ `Types::HyperParameterTrainingJobSummary`

The container for the summary information about a training job.

Returns:

(Types::HyperParameterTrainingJobSummary)

# File 'lib/aws-sdk-sagemaker/types.rb', line 23393

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,
  :tuning_job_completion_details,
  :consumed_resources,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#consumed_resources ⇒ `Types::HyperParameterTuningJobConsumedResources`

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

Returns:

(Types::HyperParameterTuningJobConsumedResources)

# File 'lib/aws-sdk-sagemaker/types.rb', line 23393

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,
  :tuning_job_completion_details,
  :consumed_resources,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#creation_time ⇒ `Time`

The time that a hyperparameter tuning job was created.

Returns:

(Time)

# File 'lib/aws-sdk-sagemaker/types.rb', line 23393

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,
  :tuning_job_completion_details,
  :consumed_resources,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#failure_reason ⇒ `String`

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

Returns:

(String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 23393

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,
  :tuning_job_completion_details,
  :consumed_resources,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#hyper_parameter_tuning_end_time ⇒ `Time`

The time that a hyperparameter tuning job ended.

Returns:

(Time)

# File 'lib/aws-sdk-sagemaker/types.rb', line 23393

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,
  :tuning_job_completion_details,
  :consumed_resources,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#hyper_parameter_tuning_job_arn ⇒ `String`

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

Returns:

(String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 23393

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,
  :tuning_job_completion_details,
  :consumed_resources,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#hyper_parameter_tuning_job_config ⇒ `Types::HyperParameterTuningJobConfig`

Configures a hyperparameter tuning job.

Returns:

(Types::HyperParameterTuningJobConfig)

# File 'lib/aws-sdk-sagemaker/types.rb', line 23393

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,
  :tuning_job_completion_details,
  :consumed_resources,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#hyper_parameter_tuning_job_name ⇒ `String`

The name of a hyperparameter tuning job.

Returns:

(String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 23393

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,
  :tuning_job_completion_details,
  :consumed_resources,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#hyper_parameter_tuning_job_status ⇒ `String`

The status of a hyperparameter tuning job.

Returns:

(String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 23393

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,
  :tuning_job_completion_details,
  :consumed_resources,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#last_modified_time ⇒ `Time`

The time that a hyperparameter tuning job was last modified.

Returns:

(Time)

# File 'lib/aws-sdk-sagemaker/types.rb', line 23393

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,
  :tuning_job_completion_details,
  :consumed_resources,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#objective_status_counters ⇒ `Types::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.

Returns:

(Types::ObjectiveStatusCounters)

# File 'lib/aws-sdk-sagemaker/types.rb', line 23393

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,
  :tuning_job_completion_details,
  :consumed_resources,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#overall_best_training_job ⇒ `Types::HyperParameterTrainingJobSummary`

The container for the summary information about a training job.

Returns:

(Types::HyperParameterTrainingJobSummary)

# File 'lib/aws-sdk-sagemaker/types.rb', line 23393

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,
  :tuning_job_completion_details,
  :consumed_resources,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#tags ⇒ `Array<Types::Tag>`

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

[1]: docs.aws.amazon.com/general/latest/gr/aws_tagging.html

Returns:

(Array<Types::Tag>)

# File 'lib/aws-sdk-sagemaker/types.rb', line 23393

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,
  :tuning_job_completion_details,
  :consumed_resources,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#training_job_definition ⇒ `Types::HyperParameterTrainingJobDefinition`

Defines the training jobs launched by a hyperparameter tuning job.

Returns:

(Types::HyperParameterTrainingJobDefinition)

# File 'lib/aws-sdk-sagemaker/types.rb', line 23393

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,
  :tuning_job_completion_details,
  :consumed_resources,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#training_job_definitions ⇒ `Array<Types::HyperParameterTrainingJobDefinition>`

The job definitions included in a hyperparameter tuning job.

Returns:

(Array<Types::HyperParameterTrainingJobDefinition>)

# File 'lib/aws-sdk-sagemaker/types.rb', line 23393

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,
  :tuning_job_completion_details,
  :consumed_resources,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#training_job_status_counters ⇒ `Types::TrainingJobStatusCounters`

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

Returns:

(Types::TrainingJobStatusCounters)

# File 'lib/aws-sdk-sagemaker/types.rb', line 23393

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,
  :tuning_job_completion_details,
  :consumed_resources,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#tuning_job_completion_details ⇒ `Types::HyperParameterTuningJobCompletionDetails`

Information about either a current or completed hyperparameter tuning job.

Returns:

(Types::HyperParameterTuningJobCompletionDetails)

# File 'lib/aws-sdk-sagemaker/types.rb', line 23393

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,
  :tuning_job_completion_details,
  :consumed_resources,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

#warm_start_config ⇒ `Types::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.

<note markdown=“1”> 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.

</note>

Returns:

(Types::HyperParameterTuningJobWarmStartConfig)

# File 'lib/aws-sdk-sagemaker/types.rb', line 23393

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,
  :tuning_job_completion_details,
  :consumed_resources,
  :tags)
  SENSITIVE = []
  include Aws::Structure
end

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

Overview

Constant Summary collapse

Instance Attribute Summary collapse

Instance Attribute Details

#best_training_job ⇒ Types::HyperParameterTrainingJobSummary

#consumed_resources ⇒ Types::HyperParameterTuningJobConsumedResources

#creation_time ⇒ Time

#failure_reason ⇒ String

#hyper_parameter_tuning_end_time ⇒ Time

#hyper_parameter_tuning_job_arn ⇒ String

#hyper_parameter_tuning_job_config ⇒ Types::HyperParameterTuningJobConfig

#hyper_parameter_tuning_job_name ⇒ String

#hyper_parameter_tuning_job_status ⇒ String

#last_modified_time ⇒ Time

#objective_status_counters ⇒ Types::ObjectiveStatusCounters

#overall_best_training_job ⇒ Types::HyperParameterTrainingJobSummary

#tags ⇒ Array<Types::Tag>

#training_job_definition ⇒ Types::HyperParameterTrainingJobDefinition

#training_job_definitions ⇒ Array<Types::HyperParameterTrainingJobDefinition>

#training_job_status_counters ⇒ Types::TrainingJobStatusCounters

#tuning_job_completion_details ⇒ Types::HyperParameterTuningJobCompletionDetails

#warm_start_config ⇒ Types::HyperParameterTuningJobWarmStartConfig

#best_training_job ⇒ `Types::HyperParameterTrainingJobSummary`

#consumed_resources ⇒ `Types::HyperParameterTuningJobConsumedResources`

#creation_time ⇒ `Time`

#failure_reason ⇒ `String`

#hyper_parameter_tuning_end_time ⇒ `Time`

#hyper_parameter_tuning_job_arn ⇒ `String`

#hyper_parameter_tuning_job_config ⇒ `Types::HyperParameterTuningJobConfig`

#hyper_parameter_tuning_job_name ⇒ `String`

#hyper_parameter_tuning_job_status ⇒ `String`

#last_modified_time ⇒ `Time`

#objective_status_counters ⇒ `Types::ObjectiveStatusCounters`

#overall_best_training_job ⇒ `Types::HyperParameterTrainingJobSummary`

#tags ⇒ `Array<Types::Tag>`

#training_job_definition ⇒ `Types::HyperParameterTrainingJobDefinition`

#training_job_definitions ⇒ `Array<Types::HyperParameterTrainingJobDefinition>`

#training_job_status_counters ⇒ `Types::TrainingJobStatusCounters`

#tuning_job_completion_details ⇒ `Types::HyperParameterTuningJobCompletionDetails`

#warm_start_config ⇒ `Types::HyperParameterTuningJobWarmStartConfig`