def METHOD_NAME():
    """Tests if the same hyperparameters are sampled if sampling_seed is set"""
    with open("examples/yaml/demo_hyperparameter_sampling.yml", "r", encoding="utf8") as stream:
        config = yaml.safe_load(stream)
    config['sampling_seed'] = 1
    samples1 = sample_hyperparameters(config, sampling_seed=config['sampling_seed'])
    config['sampling_seed'] = 2
    samples2 = sample_hyperparameters(config, sampling_seed=config['sampling_seed'])
    assert_frame_not_equal(samples1, samples2)