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training_jobs_for_hyper_parameter_tuning_jobs

Creates, updates, deletes, gets or lists a training_jobs_for_hyper_parameter_tuning_jobs resource.

Overview

Nametraining_jobs_for_hyper_parameter_tuning_jobs
TypeResource
Idaws.sagemaker.training_jobs_for_hyper_parameter_tuning_jobs

Fields

The following fields are returned by SELECT queries:

NameDatatypeDescription
creation_timestring (date-time)The date and time that the training job was created.
failure_reasonstringThe reason that the training job failed.
final_hyper_parameter_tuning_job_objective_metricobjectThe FinalHyperParameterTuningJobObjectiveMetric object that specifies the value of the objective metric of the tuning job that launched this training job.
objective_statusstringThe status of the objective metric for the training job: Succeeded: The final objective metric for the training job was evaluated by the hyperparameter tuning job and used in the hyperparameter tuning process. Pending: The training job is in progress and evaluation of its final objective metric is pending. Failed: The final objective metric for the training job was not evaluated, and was not used in the hyperparameter tuning process. This typically occurs when the training job failed or did not emit an objective metric. (Succeeded, Pending, Failed)
training_end_timestring (date-time)Specifies the time when the training job ends on training instances. You are billed for the time interval between the value of TrainingStartTime and this time. For successful jobs and stopped jobs, this is the time after model artifacts are uploaded. For failed jobs, this is the time when SageMaker detects a job failure.
training_job_arnstringThe Amazon Resource Name (ARN) of the training job. (pattern: <code>arn:aws[a-z-]:sagemaker:[a-z0-9-]:[0-9]{12}:training-job/[a-zA-Z0-9](-*[a-zA-Z0-9]){0,62}</code>)
training_job_definition_namestringThe training job definition name. (pattern: <code>[a-zA-Z0-9](-*[a-zA-Z0-9]){0,63}</code>)
training_job_namestringThe name of the training job. (pattern: <code>[a-zA-Z0-9](-*[a-zA-Z0-9]){0,62}</code>)
training_job_statusstringThe status of the training job. (InProgress, Completed, Failed, Stopping, Stopped, Deleting)
training_start_timestring (date-time)The date and time that the training job started.
tuned_hyper_parametersobjectA list of the hyperparameters for which you specified ranges to search.
tuning_job_namestringThe HyperParameter tuning job that launched the training job. (pattern: <code>[a-zA-Z0-9](-*[a-zA-Z0-9]){0,31}</code>)

Methods

The following methods are available for this resource:

NameAccessible byRequired ParamsOptional ParamsDescription
list_training_jobs_for_hyper_parameter_tuning_jobselectregionGets a list of TrainingJobSummary objects that describe the training jobs that a hyperparameter tuning job launched.

Parameters

Parameters can be passed in the WHERE clause of a query. Check the Methods section to see which parameters are required or optional for each operation.

NameDatatypeDescription
regionstringAWS region (default: us-east-1)

SELECT examples

Gets a list of TrainingJobSummary objects that describe the training jobs that a hyperparameter tuning job launched.

SELECT
creation_time,
failure_reason,
final_hyper_parameter_tuning_job_objective_metric,
objective_status,
training_end_time,
training_job_arn,
training_job_definition_name,
training_job_name,
training_job_status,
training_start_time,
tuned_hyper_parameters,
tuning_job_name
FROM aws.sagemaker.training_jobs_for_hyper_parameter_tuning_jobs
WHERE region = '{{ region }}' -- required
;