def test_random_grid_search_for_glm():
"""
Create and instantiate classes, call test methods to test randomize grid search for GLM Gaussian
or Binomial families.
:return: None
"""
# randomize grid search for Gaussian
test_glm_gaussian_random_grid = Test_glm_random_grid_search("gaussian")
test_glm_gaussian_random_grid.test1_glm_random_grid_search_model_number("mse(xval=True)") # this test must be run.
test_glm_gaussian_random_grid.test2_glm_random_grid_search_max_model()
test_glm_gaussian_random_grid.test3_glm_random_grid_search_max_runtime_secs()
test_glm_gaussian_random_grid.test4_glm_random_grid_search_metric("MSE", False)
# test_glm_gaussian_random_grid.test4_glm_random_grid_search_metric("r2", True) # R2 was removed as a stopping metric
# test_glm_gaussian_random_grid.tear_down() # obsolete
# exit with error if any tests have failed
if test_glm_gaussian_random_grid.test_failed > 0:
sys.exit(1)
else:
pyunit_utils.remove_files(os.path.join(test_glm_gaussian_random_grid.current_dir,
test_glm_gaussian_random_grid.json_filename))
def tear_down(self):
pyunit_utils.remove_files(
os.path.join(self.current_dir, self.json_filename))
pyunit_utils.remove_files(
os.path.join(self.current_dir, self.json_filename_bad))
def tear_down(self):
pyunit_utils.remove_files(os.path.join(self.current_dir, self.json_filename))
pyunit_utils.remove_files(os.path.join(self.current_dir, self.json_filename_bad))
