def test_example_runs_with_non_default_optimizer_kwargs(self):
     """Simple integration test for example with non default kwargs."""
     run_example(
         num_to_sample=1,
         verbose=False,
         testapp=self.testapp,
         gp_next_points_kwargs={
             'optimizer_info': {
                 'num_multistarts':
                 TEST_OPTIMIZER_MULTISTARTS,
                 'num_random_samples':
                 TEST_OPTIMIZER_NUM_RANDOM_SAMPLES,
                 'optimizer_parameters':
                 TEST_GRADIENT_DESCENT_PARAMETERS._asdict(),
             }
         },
         gp_hyper_opt_kwargs={
             'optimizer_info': {
                 'num_multistarts':
                 TEST_OPTIMIZER_MULTISTARTS,
                 'num_random_samples':
                 TEST_OPTIMIZER_NUM_RANDOM_SAMPLES,
                 'optimizer_parameters':
                 TEST_GRADIENT_DESCENT_PARAMETERS._asdict(),
             }
         },
         gp_mean_var_kwargs={},
         rest_port=1337,
     )
 def test_example_runs(self):
     """Simple integration test for example."""
     run_example(
             num_to_sample=1,
             verbose=False,
             testapp=self.testapp,
             optimizer_info={
                 'num_multistarts': TEST_OPTIMIZER_MULTISTARTS,
                 'num_random_samples': TEST_OPTIMIZER_NUM_RANDOM_SAMPLES,
                 'optimizer_parameters': TEST_GRADIENT_DESCENT_PARAMETERS._asdict(),
                 })
 def test_example_runs_with_non_default_optimizer_kwargs(self):
     """Simple integration test for example with non default kwargs."""
     run_example(
             num_to_sample=1,
             verbose=False,
             testapp=self.testapp,
             gp_next_points_kwargs={
                 'optimizer_info': {
                     'num_multistarts': TEST_OPTIMIZER_MULTISTARTS,
                     'num_random_samples': TEST_OPTIMIZER_NUM_RANDOM_SAMPLES,
                     'optimizer_parameters': TEST_GRADIENT_DESCENT_PARAMETERS._asdict(),
                     }
                 },
             gp_hyper_opt_kwargs={
                 'optimizer_info': {
                     'num_multistarts': TEST_OPTIMIZER_MULTISTARTS,
                     'num_random_samples': TEST_OPTIMIZER_NUM_RANDOM_SAMPLES,
                     'optimizer_parameters': TEST_GRADIENT_DESCENT_PARAMETERS._asdict(),
                     }
                 },
             gp_mean_var_kwargs={},
             rest_port=1337,
             )