def trial_components(sagemaker_boto_client):
trial_component_objs = [
trial_component.TrialComponent.create(
trial_component_name=trial_component_name, sagemaker_boto_client=sagemaker_boto_client
)
for trial_component_name in names()
]
yield trial_component_objs
for trial_component_obj in trial_component_objs:
trial_component_obj.delete()
def experiments(sagemaker_boto_client):
experiment_objs = [
experiment.Experiment.create(
experiment_name=experiment_name,
sagemaker_boto_client=sagemaker_boto_client)
for experiment_name in names()
]
yield experiment_objs
for experiment_obj in experiment_objs:
experiment_obj.delete()
def experiments(sagemaker_boto_client):
experiment_objs = []
for experiment_name in names():
experiment_objs.append(
experiment.Experiment.create(experiment_name=experiment_name, sagemaker_boto_client=sagemaker_boto_client)
)
time.sleep(1)
yield experiment_objs
for experiment_obj in experiment_objs:
experiment_obj.delete()
def trials(experiment_obj, sagemaker_boto_client):
trial_objs = []
for trial_name in names():
next_trial = trial.Trial.create(
trial_name=trial_name,
experiment_name=experiment_obj.experiment_name,
sagemaker_boto_client=sagemaker_boto_client)
trial_objs.append(next_trial)
time.sleep(0.5)
yield trial_objs
for trial_obj in trial_objs:
trial_obj.delete()
def trial_components_in_trial(sagemaker_boto_client, trial_obj):
trial_components = [
trial_component.TrialComponent.create(
trial_component_name=trial_component_name, sagemaker_boto_client=sagemaker_boto_client
)
for trial_component_name in names()
]
for trial_component_obj in trial_components:
trial_obj.add_trial_component(trial_component_obj)
yield trial_components
for trial_component_obj in trial_components:
trial_obj.remove_trial_component(trial_component_obj)
trial_component_obj.delete()