Python start_group_experiments Examples

Example #1

File: hyperband.py Project: rohansaphal97/polyaxon

def hp_hyperband_start(self, experiment_group_id):
    experiment_group = get_valid_experiment_group(experiment_group_id=experiment_group_id)
    if not experiment_group:
        return

    should_retry = base.start_group_experiments(experiment_group=experiment_group)
    if should_retry:
        # Schedule another task
        self.retry(countdown=Intervals.EXPERIMENTS_SCHEDULER)

    hp_hyperband_iterate.delay(experiment_group_id=experiment_group_id)

Example #2

def hp_random_search_start(self, experiment_group_id):
    experiment_group = get_running_experiment_group(
        experiment_group_id=experiment_group_id)
    if not experiment_group:
        return

    should_retry = base.start_group_experiments(
        experiment_group=experiment_group)
    if should_retry:
        # Schedule another task
        self.retry(countdown=Intervals.EXPERIMENTS_SCHEDULER)
        return
    experiment_group.set_status(status=ExperimentGroupLifeCycle.SUCCEEDED)

Example #3

File: grid.py Project: xenonstack/polyaxon

def hp_grid_search_start(self, experiment_group_id):
    experiment_group = get_running_experiment_group(
        experiment_group_id=experiment_group_id)
    if not experiment_group:
        return

    should_retry = base.start_group_experiments(
        experiment_group=experiment_group)
    if should_retry:
        # Schedule another task
        self.retry(countdown=Intervals.EXPERIMENTS_SCHEDULER)
        return

    base.check_group_experiments_finished(experiment_group_id)