class ModelRunServiceTest(TestWithFullModelRun):
def setUp(self):
super(ModelRunServiceTest, self).setUp()
self.job_runner_client = JobRunnerClient(config)
self.model_run_service = ModelRunService(job_runner_client=self.job_runner_client)
self.clean_database()
def test_GIVEN_no_model_runs_WHEN_get_model_runs_for_user_THEN_empty_list(self):
# Add a user who doesn't have any model runs
with session_scope(Session) as session:
user = User()
user.name = 'Has No Model Runs'
session.add(user)
# Get the users model runs
model_runs = self.model_run_service.get_models_for_user(user)
assert_that(model_runs, is_([]))
def test_GIVEN_non_existent_user_WHEN_get_model_runs_for_user_THEN_returns_empty_list(self):
user = User()
user.id = -100
user.name = "Doesn't Exist"
model_runs = self.model_run_service.get_models_for_user(user)
assert_that(model_runs, is_([]))
def test_GIVEN_two_users_with_one_model_each_WHEN_get_model_runs_for_user_THEN_returns_correct_model(self):
# Add two users and give them each one model run
with session_scope(Session) as session:
# First add two users
user1 = User()
user1.name = 'user1'
user2 = User()
user2.name = 'user2'
session.add_all([user1, user2])
session.commit()
# Give them each a model
model_run1 = ModelRun()
model_run1.name = "MR1"
model_run1.user_id = user1.id
model_run2 = ModelRun()
model_run2.name = "MR2"
model_run2.user_id = user2.id
session.add_all([model_run1, model_run2])
# Get the users model runs
model_runs = self.model_run_service.get_models_for_user(user1)
assert_that(len(model_runs), is_(1))
assert_that(model_runs[0].name, is_("MR1"))
def test_GIVEN_user_has_published_model_run_WHEN_get_model_runs_for_user_THEN_published_model_is_returned(self):
# Add one user and give them a published and unpublished model run
with session_scope(Session) as session:
# First add user
user1 = User()
user1.name = 'user1'
session.add(user1)
session.commit()
# Give a model
model_run1 = ModelRun()
model_run1.name = "MR1"
model_run1.user_id = user1.id
model_run1.status = self._status(constants.MODEL_RUN_STATUS_CREATED)
model_run2 = ModelRun()
model_run2.name = "MR2"
model_run2.status = self._status(constants.MODEL_RUN_STATUS_PUBLISHED)
model_run2.user_id = user1.id
model_run2.status = self._status(constants.MODEL_RUN_STATUS_COMPLETED)
session.add_all([model_run1, model_run2])
# Get the users model runs
model_runs = self.model_run_service.get_models_for_user(user1)
assert_that(len(model_runs), is_(2))
def test_GIVEN_user_has_public_model_run_WHEN_get_model_runs_for_user_THEN_public_model_is_returned(self):
# Add one user and give them a public and unpublished model run
with session_scope(Session) as session:
# First add user
user1 = User()
user1.name = 'user1'
session.add(user1)
session.commit()
# Give a model
model_run1 = ModelRun()
model_run1.name = "MR1"
model_run1.user_id = user1.id
model_run1.status = self._status(constants.MODEL_RUN_STATUS_CREATED)
model_run2 = ModelRun()
model_run2.name = "MR2"
model_run2.status = self._status(constants.MODEL_RUN_STATUS_PUBLIC)
model_run2.user_id = user1.id
session.add_all([model_run1, model_run2])
# Get the users model runs
model_runs = self.model_run_service.get_models_for_user(user1)
assert_that(len(model_runs), is_(2))
def test_GIVEN_user_has_published_model_run_WHEN_get_published_model_runs_THEN_only_published_model_run_returned(self):
# Add one user and give them a published and unpublished model run
with session_scope(Session) as session:
# First add user
user1 = User()
user1.name = 'user1'
session.add(user1)
session.commit()
# Give them each a model
model_run1 = ModelRun()
model_run1.name = "MR1"
model_run1.user_id = user1.id
model_run2 = ModelRun()
model_run2.name = "MR2"
model_run2.status = self._status(constants.MODEL_RUN_STATUS_PUBLISHED)
model_run2.user_id = user1.id
session.add_all([model_run1, model_run2])
# Get the published model runs
model_runs = self.model_run_service.get_published_models()
assert_that(len(model_runs), is_(1))
assert_that(model_runs[0].name, is_("MR2"))
def test_GIVEN_user_has_public_model_run_WHEN_get_published_model_runs_THEN_only_public_model_run_returned(self):
# Add one user and give them a published and unpublished model run
with session_scope(Session) as session:
# First add user
user1 = User()
user1.name = 'user1'
session.add(user1)
session.commit()
# Give them each a model
model_run1 = ModelRun()
model_run1.name = "MR1"
model_run1.user_id = user1.id
model_run2 = ModelRun()
model_run2.name = "MR2"
model_run2.status = self._status(constants.MODEL_RUN_STATUS_PUBLIC)
model_run2.user_id = user1.id
session.add_all([model_run1, model_run2])
# Get the published model runs
model_runs = self.model_run_service.get_published_models()
assert_that(len(model_runs), is_(1))
assert_that(model_runs[0].name, is_("MR2"))
def test_GIVEN_no_published_or_public_runs_WHEN_get_published_model_runs_THEN_empty_list(self):
model_runs = self.model_run_service.get_published_models()
assert_that(model_runs, is_([]))
def test_WHEN_get_user_model_runs_THEN_list_ordered_by_date_created_newest_first(self):
with session_scope(Session) as session:
# First add user
user1 = User()
user1.name = 'user1'
session.add(user1)
session.commit()
# Create three published models not in datetime order
model_run1 = ModelRun()
model_run1.user_id = user1.id
model_run1.name = "MR1"
model_run1.date_created = datetime(2013, 12, 7, 17, 15, 30)
session.add(model_run1)
session.commit()
model_run2 = ModelRun()
model_run2.user_id = user1.id
model_run2.name = "MR2"
model_run2.date_created = datetime(2014, 6, 9, 12, 30, 24)
session.add(model_run2)
session.commit()
model_run3 = ModelRun()
model_run3.user_id = user1.id
model_run3.name = "MR3"
model_run3.date_created = datetime(2014, 6, 9, 11, 39, 30)
session.add_all([model_run1, model_run2, model_run3])
model_runs = self.model_run_service.get_models_for_user(user1)
assert_that(model_runs[0].name, is_("MR2"))
assert_that(model_runs[1].name, is_("MR3"))
assert_that(model_runs[2].name, is_("MR1"))
def test_WHEN_get_published_model_runs_THEN_list_ordered_by_date_created_newest_first(self):
with session_scope(Session) as session:
# Create three published models not in datetime order
model_run1 = ModelRun()
model_run1.name = "MR1"
model_run1.date_created = datetime(2013, 12, 7, 17, 15, 30)
model_run1.status = self._status(constants.MODEL_RUN_STATUS_PUBLISHED)
session.add(model_run1)
session.commit()
model_run2 = ModelRun()
model_run2.name = "MR2"
model_run2.date_created = datetime(2014, 6, 9, 12, 30, 24)
model_run2.status = self._status(constants.MODEL_RUN_STATUS_PUBLIC)
session.add(model_run2)
session.commit()
model_run3 = ModelRun()
model_run3.name = "MR3"
model_run3.status = self._status(constants.MODEL_RUN_STATUS_PUBLISHED)
model_run3.date_created = datetime(2014, 6, 9, 11, 39, 30)
session.add(model_run3)
session.commit()
model_runs = self.model_run_service.get_published_models()
assert_that(model_runs[0].name, is_("MR2"))
assert_that(model_runs[1].name, is_("MR3"))
assert_that(model_runs[2].name, is_("MR1"))
def test_WHEN_get_code_versions_THEN_returns_list_including_default_code_version(self):
models = self.model_run_service.get_code_versions()
assert_that(len(models), is_not(0), "There should be at least one code version on the list")
assert_that([x.name for x in models], has_item(config['default_code_version']), "The list of code versions")
def test_GIVEN_valid_code_version_id_WHEN_get_code_version_THEN_code_version_returned(self):
expectedModel = self.model_run_service.get_code_versions()[0]
model = self.model_run_service.get_code_version_by_id(expectedModel.id)
assert_that(model.id, is_(expectedModel.id), "Id")
assert_that(model.name, is_(expectedModel.name), "Name")
def test_GIVEN_non_existent_code_version_id_WHEN_get_code_version_THEN_raises_NoResultFound_exception(self):
with self.assertRaises(NoResultFound, msg="Should have thrown a NoResultFound exception"):
model = self.model_run_service.get_code_version_by_id(-100)
def test_GIVEN_user_has_model_run_WHEN_get_model_run_by_id_THEN_model_run_returned(self):
# Add a user and give them a model
with session_scope(Session) as session:
# First add user
user = User()
user.name = 'user1'
session.add(user)
session.commit()
# Give them a model
model_run = ModelRun()
model_run.name = "MR1"
model_run.user_id = user.id
model_run.status = self._status(constants.MODEL_RUN_STATUS_PUBLIC)
session.add(model_run)
# Get the users model runs
model_run_returned = self.model_run_service.get_model_by_id(user, model_run.id)
assert_that(model_run_returned.name, is_("MR1"))
def test_GIVEN_model_run_has_parameters_WHEN_get_model_run_by_id_THEN_model_run_has_parameter_values_loaded(self):
# Add a user and give them a model
user = self.login()
model_run = self.create_run_model(0, "MR1", user)
with session_scope(Session) as session:
# Add parameter value
parameter_value = ParameterValue()
parameter_value.parameter_id = 1
parameter_value.set_value_from_python(123)
parameter = Parameter()
parameter.name = "Param"
parameter.parameter_values = [parameter_value]
# Give them a model
model_run = session.query(ModelRun).filter(ModelRun.id == model_run.id).one()
model_run.parameter_values = [parameter_value]
session.add(model_run)
with session_scope(Session) as session:
model_run_id = session.query(ModelRun).filter(ModelRun.name == model_run.name).one().id
# Get the users model runs
model_run_returned = self.model_run_service.get_model_by_id(user, model_run_id)
pv = model_run_returned.parameter_values[0]
assert_that(pv.value, is_('123'))
assert_that(pv.parameter.name, is_("Param"))
def test_GIVEN_model_run_id_belongs_to_another_user_WHEN_get_model_run_by_id_THEN_NoResultFound_exception(self):
# Add two users and give one a model
with session_scope(Session) as session:
user = User()
user.name = 'user1'
user2 = User()
user2.name = 'user2'
session.add_all([user, user2])
session.commit()
# Give them a model
model_run = ModelRun()
model_run.name = "MR1"
model_run.user_id = user.id
model_run.status = self._status(constants.MODEL_RUN_STATUS_COMPLETED)
session.add(model_run)
# Get the users model runs
with self.assertRaises(NoResultFound, msg="Should have thrown a NoResultFound exception"):
self.model_run_service.get_model_by_id(user2, model_run.id)
def test_GIVEN_no_defining_model_run_WHEN_get_defining_model_run_THEN_error_returned(self):
user = self.login()
with self.assertRaises(NoResultFound, msg="Should have thrown a NoResultFound exception"):self.model_run_service.get_parameters_for_model_being_created(user)
def test_GIVEN_incomplete_model_WHEN_publish_model_THEN_ServiceException_raised(self):
# Add a user and give them a model
with session_scope(Session) as session:
user = User()
user.name = 'user1'
session.add(user)
session.commit()
# Give them a model
model_run = ModelRun()
model_run.name = "MR1"
model_run.user_id = user.id
model_run.status = self._status(constants.MODEL_RUN_STATUS_FAILED)
session.add(model_run)
# Get the users model runs
with self.assertRaises(ServiceException, msg="Should have raised a ServiceException"):
self.model_run_service.publish_model(user, model_run.id)
def test_GIVEN_model_belongs_to_another_user_WHEN_publish_model_THEN_ServiceException_raised(self):
# Add two users and give one a model
with session_scope(Session) as session:
user = User()
user.name = 'user1'
user2 = User()
user2.name = 'user2'
session.add_all([user, user2])
session.commit()
# Give them a model
model_run = ModelRun()
model_run.name = "MR1"
model_run.user_id = user.id
model_run.status = self._status(constants.MODEL_RUN_STATUS_COMPLETED)
session.add(model_run)
# Get the users model runs
with self.assertRaises(ServiceException, msg="Should have raised a ServiceException"):
self.model_run_service.publish_model(user2, model_run.id)
def test_GIVEN_nonexistent_model_id_WHEN_publish_model_THEN_ServiceException_raised(self):
# Add a user
with session_scope(Session) as session:
user = User()
user.name = 'user1'
session.add(user)
with self.assertRaises(ServiceException, msg="Should have raised a ServiceException"):
self.model_run_service.publish_model(user, -100)
def test_GIVEN_user_has_completed_model_WHEN_publish_model_THEN_model_published(self):
# Add a user and give them a model
with session_scope(Session) as session:
user = User()
user.name = 'user1'
session.add(user)
session.commit()
# Give them a model
model_run = ModelRun()
model_run.name = "MR1"
model_run.user_id = user.id
model_run.status = self._status(constants.MODEL_RUN_STATUS_COMPLETED)
session.add(model_run)
# Get the users model runs
self.model_run_service.publish_model(user, model_run.id)
with session_scope(Session) as session:
updated_model_run = session.query(ModelRun).join(ModelRunStatus).filter(ModelRun.id == model_run.id).one()
assert_that(updated_model_run.status.name, is_(constants.MODEL_RUN_STATUS_PUBLISHED))
def test_GIVEN_complete_model_WHEN_make_public_model_THEN_ServiceException_raised(self):
# Add a user and give them a model
with session_scope(Session) as session:
user = User()
user.name = 'user1'
session.add(user)
session.commit()
# Give them a model
model_run = ModelRun()
model_run.name = "MR1"
model_run.user_id = user.id
model_run.status = self._status(constants.MODEL_RUN_STATUS_COMPLETED)
session.add(model_run)
# Get the users model runs
with self.assertRaises(ServiceException, msg="Should have raised a ServiceException"):
self.model_run_service.make_public_model(user, model_run.id)
def test_GIVEN_model_belongs_to_another_user_WHEN_make_public_model_THEN_ServiceException_raised(self):
# Add two users and give one a model
with session_scope(Session) as session:
user = User()
user.name = 'user1'
user2 = User()
user2.name = 'user2'
session.add_all([user, user2])
session.commit()
# Give them a model
model_run = ModelRun()
model_run.name = "MR1"
model_run.user_id = user.id
model_run.status = self._status(constants.MODEL_RUN_STATUS_PUBLISHED)
session.add(model_run)
# Get the users model runs
with self.assertRaises(ServiceException, msg="Should have raised a ServiceException"):
self.model_run_service.make_public_model(user2, model_run.id)
def test_GIVEN_nonexistent_model_id_WHEN_make_public_model_THEN_ServiceException_raised(self):
# Add a user
with session_scope(Session) as session:
user = User()
user.name = 'user1'
session.add(user)
with self.assertRaises(ServiceException, msg="Should have raised a ServiceException"):
self.model_run_service.make_public_model(user, -100)
def test_GIVEN_user_has_published_model_WHEN_make_public_model_THEN_model_public(self):
# Add a user and give them a model
with session_scope(Session) as session:
user = User()
user.name = 'user1'
session.add(user)
session.commit()
# Give them a model
model_run = ModelRun()
model_run.name = "MR1"
model_run.user_id = user.id
model_run.status = self._status(constants.MODEL_RUN_STATUS_PUBLISHED)
session.add(model_run)
# Get the users model runs
self.model_run_service.make_public_model(user, model_run.id)
with session_scope(Session) as session:
updated_model_run = session.query(ModelRun).join(ModelRunStatus).filter(ModelRun.id == model_run.id).one()
assert_that(updated_model_run.status.name, is_(constants.MODEL_RUN_STATUS_PUBLIC))
def test_GIVEN_default_science_configurations_THEN_all_configurations_returned(self):
results = self.model_run_service.get_scientific_configurations()
assert_that(len(results), greater_than(0), "at least one default configuration")
assert_that(results[0]['id'], not_none(), "Configuration has an id")
assert_that(results[0]['name'], not_none(), "Configuration has a name")
assert_that(results[0]['description'], not_none(), "Configuration has a description")
def test_GIVEN_model_with_parameters_WHEN_get_parameter_value_THEN_parameter_value_returned(self):
with session_scope(Session) as session:
user = User()
user.name = 'user1'
session.add(user)
session.commit()
param = session.query(Parameter).first()
param_id = param.id
param_name = param.name
param_namelist = param.namelist.name
model_run = ModelRun()
model_run.name = "MR1"
model_run.user_id = user.id
model_run.status = self._status(constants.MODEL_RUN_STATUS_CREATED)
session.add(model_run)
session.commit()
parameter1 = ParameterValue()
parameter1.parameter_id = param_id
parameter1.set_value_from_python("param1 value")
parameter1.model_run_id = model_run.id
session.add(parameter1)
model_run_returned = self.model_run_service.get_model_being_created_with_non_default_parameter_values(user)
param_value_returned = model_run_returned.get_python_parameter_value([param_namelist, param_name])
assert_that(param_value_returned, is_("param1 value"))
def test_GIVEN_no_run_model_WHEN_create_run_model_with_science_config_THEN_model_created_with_parameter_values_copied(self):
user = self.login()
expected_name = "model run name"
expected_description = "some slightly long winded description"
self.model_run_service.update_model_run(
user,
expected_name,
constants.DEFAULT_SCIENCE_CONFIGURATION,
expected_description)
parameter_values_count = self.count_parameter_values_in_model_being_created(user)
assert_that(parameter_values_count, is_not(0), "parameter values have been set")
def test_GIVEN_run_model_WHEN_create_run_model_with_same_science_config_THEN_model_updated_with_new_parameter_values_copied(self):
user = self.login()
expected_name = "model run name"
expected_description = "some slightly long winded description"
self.model_run_service.update_model_run(
user,
expected_name,
constants.DEFAULT_SCIENCE_CONFIGURATION,
expected_description)
expected_parameters_count = self.count_parameter_values_in_model_being_created(user)
self.model_run_service.update_model_run(
user,
expected_name,
constants.DEFAULT_SCIENCE_CONFIGURATION,
expected_description)
parameter_values_count = self.count_parameter_values_in_model_being_created(user)
assert_that(parameter_values_count, is_(expected_parameters_count), "parameter values have been set and old ones removed")
def test_GIVEN_run_model_with_time_extent_WHEN_create_run_model_with_same_science_config_THEN_model_updated_with_new_parameter_values_copied_and_has_time_extent(self):
user = self.login()
expected_name = "model run name"
expected_description = "some slightly long winded description"
self.model_run_service.update_model_run(
user,
expected_name,
constants.DEFAULT_SCIENCE_CONFIGURATION,
expected_description)
self.model_run_service.save_parameter(constants.JULES_PARAM_LATLON_REGION, True, user)
expected_parameters_count = self.count_parameter_values_in_model_being_created(user)
self.model_run_service.update_model_run(
user,
expected_name,
constants.DEFAULT_SCIENCE_CONFIGURATION,
expected_description)
parameter_values_count = self.count_parameter_values_in_model_being_created(user)
assert_that(parameter_values_count, is_(expected_parameters_count), "parameter values have been set and old ones removed")
def count_parameter_values_in_model_being_created(self, user):
"""
Count the number of parameter values that this model has
"""
with session_scope(Session) as session:
parameter_values = session \
.query(ParameterValue) \
.join(ModelRun) \
.join(ModelRunStatus) \
.filter(ModelRunStatus.name == constants.MODEL_RUN_STATUS_CREATED) \
.filter(ModelRun.user == user) \
.count()
return parameter_values
class TestModelRunExtents(TestController):
def setUp(self):
super(TestModelRunExtents, self).setUp()
self.clean_database()
self.user = self.login()
self.model_run_service = ModelRunService()
with session_scope(Session) as session:
self.driving_data = DrivingDataset()
self.driving_data.name = "d1"
self.driving_data.boundary_lat_north = 47.5
self.driving_data.boundary_lat_south = 13.8
self.driving_data.boundary_lon_east = 123.1
self.driving_data.boundary_lon_west = -15.0
self.driving_data.time_start = datetime.datetime(1901, 1, 1, 0, 0, 0)
self.driving_data.time_end = datetime.datetime(2001, 1, 1, 0, 0, 0)
session.add(self.driving_data)
session.commit()
self.model_run = ModelRun()
self.model_run.name = "MR1"
self.model_run.status = self._status(MODEL_RUN_STATUS_CREATED)
self.model_run.driving_dataset_id = self.driving_data.id
self.model_run.user = self.user
self.model_run.science_configuration_id = 2
param1 = self.model_run_service.get_parameter_by_constant(JULES_PARAM_DRIVE_INTERP)
pv1 = ParameterValue()
pv1.parameter_id = param1.id
pv1.set_value_from_python(8 * ['nf'])
param2 = self.model_run_service.get_parameter_by_constant(JULES_PARAM_DRIVE_DATA_PERIOD)
pv2 = ParameterValue()
pv2.parameter_id = param2.id
pv2.set_value_from_python(60 * 60)
self.model_run.parameter_values = [pv1, pv2]
session.add(self.model_run)
def set_up_single_cell_user_driving_data(self):
self.clean_database()
del self.driving_data
self.user = self.login()
user_upload_id = DatasetService().get_id_for_user_upload_driving_dataset()
with session_scope(Session) as session:
self.model_run = ModelRun()
self.model_run.name = "MR1"
self.model_run.status = self._status(MODEL_RUN_STATUS_CREATED)
self.model_run.driving_dataset_id = user_upload_id
self.model_run.user = self.user
self.model_run.driving_data_lat = 25
self.model_run.driving_data_lon = 40
self.model_run.driving_data_rows = 248
self.model_run.science_configuration_id = 2
param1 = self.model_run_service.get_parameter_by_constant(JULES_PARAM_DRIVE_INTERP)
pv1 = ParameterValue()
pv1.parameter_id = param1.id
pv1.set_value_from_python(8 * ['nf'])
param2 = self.model_run_service.get_parameter_by_constant(JULES_PARAM_DRIVE_DATA_PERIOD)
pv2 = ParameterValue()
pv2.parameter_id = param2.id
pv2.set_value_from_python(60 * 60)
param3 = self.model_run_service.get_parameter_by_constant(JULES_PARAM_DRIVE_DATA_START)
pv3 = ParameterValue()
pv3.parameter_id = param3.id
pv3.value = "'1901-01-01 00:00:00'"
param4 = self.model_run_service.get_parameter_by_constant(JULES_PARAM_DRIVE_DATA_END)
pv4 = ParameterValue()
pv4.parameter_id = param4.id
pv4.value = "'1901-01-31 21:00:00'"
self.model_run.parameter_values = [pv1, pv2, pv3, pv4]
session.add(self.model_run)
def test_GIVEN_no_created_model_WHEN_page_get_THEN_redirect_to_create(self):
self.clean_database()
self.login()
response = self.app.get(
url(controller='model_run', action='extents'))
assert_that(response.status_code, is_(302), "Response is redirect")
assert_that(urlparse(response.response.location).path, is_(url(controller='model_run', action='create')), "url")
def test_GIVEN_no_driving_dataset_selected_for_model_WHEN_page_get_THEN_redirect_to_driving_data(self):
model_run = self.model_run_service.get_model_being_created_with_non_default_parameter_values(self.user)
with session_scope(Session) as session:
model_run.driving_dataset_id = None
session.add(model_run)
response = self.app.get(
url(controller='model_run', action='extents'))
assert_that(response.status_code, is_(302), "Response is redirect")
assert_that(urlparse(response.response.location).path,
is_(url(controller='model_run', action='driving_data')), "url")
def test_GIVEN_nothing_WHEN_page_get_THEN_extents_page_rendered(self):
response = self.app.get(
url(controller='model_run', action='extents'))
assert_that(response.normal_body, contains_string("Specify Model Run Extents"))
self.assert_model_run_creation_action(self.user, 'extents')
def test_GIVEN_driving_dataset_selected_for_model_WHEN_page_get_THEN_driving_data_spatial_extents_rendered(self):
response = self.app.get(
url(controller='model_run', action='extents'))
assert_that(response.normal_body, contains_string(str(self.driving_data.boundary_lat_north)))
assert_that(response.normal_body, contains_string(str(self.driving_data.boundary_lat_south)))
assert_that(response.normal_body, contains_string(str(self.driving_data.boundary_lon_east)))
assert_that(response.normal_body, contains_string(str(self.driving_data.boundary_lon_west)))
def test_GIVEN_driving_dataset_selected_for_model_WHEN_page_get_THEN_driving_data_temporal_extents_rendered(self):
response = self.app.get(
url(controller='model_run', action='extents'))
assert_that(response.normal_body, contains_string("1901-01-01"))
assert_that(response.normal_body, contains_string("1911-01-01"))
def test_GIVEN_multi_cell_spatial_extents_already_chosen_WHEN_page_get_THEN_existing_extents_rendered(self):
self.model_run_service.save_parameter(JULES_PARAM_LON_BOUNDS, [12.3, 35.5], self.user)
self.model_run_service.save_parameter(JULES_PARAM_LAT_BOUNDS, [50, 70], self.user)
self.model_run_service.save_parameter(JULES_PARAM_USE_SUBGRID, True, self.user)
self.model_run_service.save_parameter(JULES_PARAM_LATLON_REGION, True, self.user)
response = self.app.get(
url(controller='model_run', action='extents'))
assert_that(response.normal_body, contains_string("12.3"))
assert_that(response.normal_body, contains_string("35.5"))
assert_that(response.normal_body, contains_string("50"))
assert_that(response.normal_body, contains_string("70"))
def test_GIVEN_single_cell_spatial_extents_already_chosen_WHEN_page_get_THEN_existing_extents_rendered(self):
self.model_run_service.save_parameter(JULES_PARAM_USE_SUBGRID, True, self.user)
self.model_run_service.save_parameter(JULES_PARAM_LATLON_REGION, False, self.user)
self.model_run_service.save_parameter(JULES_PARAM_NPOINTS, 1, self.user)
self.model_run_service.save_parameter(JULES_PARAM_POINTS_FILE, [55, 12.3], self.user)
response = self.app.get(
url(controller='model_run', action='extents'))
assert_that(response.normal_body, contains_string("55"))
assert_that(response.normal_body, contains_string("12.3"))
def test_GIVEN_temporal_extents_already_chosen_WHEN_page_get_THEN_existing_extents_rendered(self):
self.model_run_service.save_parameter(JULES_PARAM_LON_BOUNDS, [12.3, 35.5], self.user)
self.model_run_service.save_parameter(JULES_PARAM_LAT_BOUNDS, [50, 70], self.user)
self.model_run_service.save_parameter(JULES_PARAM_USE_SUBGRID, True, self.user)
self.model_run_service.save_parameter(JULES_PARAM_LATLON_REGION, True, self.user)
start_time = datetime.datetime(1935, 3, 5, 17, 12, 11)
end_time = datetime.datetime(1969, 7, 21, 20, 17, 00)
self.model_run_service.save_parameter(JULES_PARAM_RUN_START, start_time, self.user)
self.model_run_service.save_parameter(JULES_PARAM_RUN_END, end_time, self.user)
response = self.app.get(
url(controller='model_run', action='extents'))
assert_that(response.normal_body, contains_string(start_time.strftime("%Y-%m-%d")))
assert_that(response.normal_body, contains_string(end_time.strftime("%Y-%m-%d")))
def test_GIVEN_invalid_multi_cell_spatial_extents_already_chosen_WHEN_page_get_THEN_errors_shown(self):
self.model_run_service.save_parameter(JULES_PARAM_LON_BOUNDS, [40, 500], self.user)
self.model_run_service.save_parameter(JULES_PARAM_LAT_BOUNDS, [20, 25], self.user)
self.model_run_service.save_parameter(JULES_PARAM_USE_SUBGRID, True, self.user)
self.model_run_service.save_parameter(JULES_PARAM_LATLON_REGION, True, self.user)
response = self.app.get(
url(controller='model_run', action='extents'))
assert_that(response.normal_body, contains_string("Longitude must be between -180 and 180"))
def test_GIVEN_invalid_single_cell_spatial_extents_already_chosen_WHEN_page_get_THEN_errors_shown(self):
self.model_run_service.save_parameter(JULES_PARAM_USE_SUBGRID, True, self.user)
self.model_run_service.save_parameter(JULES_PARAM_LATLON_REGION, False, self.user)
self.model_run_service.save_parameter(JULES_PARAM_NPOINTS, 1, self.user)
self.model_run_service.save_parameter(JULES_PARAM_POINTS_FILE, [55, 593], self.user)
response = self.app.get(
url(controller='model_run', action='extents'))
assert_that(response.normal_body, contains_string("Longitude must be between -180 and 180"))
def test_GIVEN_invalid_temporal_extents_already_chosen_WHEN_page_get_THEN_errors_shown(self):
self.model_run_service.save_parameter(JULES_PARAM_LON_BOUNDS, [12.3, 35.5], self.user)
self.model_run_service.save_parameter(JULES_PARAM_LAT_BOUNDS, [50, 70], self.user)
self.model_run_service.save_parameter(JULES_PARAM_USE_SUBGRID, True, self.user)
self.model_run_service.save_parameter(JULES_PARAM_LATLON_REGION, True, self.user)
start_time = datetime.datetime(1900, 10, 14, 17, 12, 11)
end_time = datetime.datetime(1969, 7, 21, 20, 17, 00)
self.model_run_service.save_parameter(JULES_PARAM_RUN_START, start_time, self.user)
self.model_run_service.save_parameter(JULES_PARAM_RUN_END, end_time, self.user)
response = self.app.get(
url(controller='model_run', action='extents'))
assert_that(response.normal_body, contains_string("Start date cannot be earlier than 1901-01-01"))
def test_GIVEN_invalid_multi_cell_spatial_extents_WHEN_post_THEN_errors_rendered(self):
response = self.app.post(
url(controller='model_run', action='extents'),
params={
'submit': u'Next',
'site': u'multi',
'lat_n': 25,
'lat_s': 20,
'lon_e': 40,
'lon_w': 500,
'start_date': '1940-10-13',
'end_date': '1950-10-13'
})
assert_that(response.normal_body, contains_string("Longitude must be between -180 and 180"))
def test_GIVEN_invalid_single_cell_spatial_extents_WHEN_post_THEN_errors_rendered(self):
response = self.app.post(
url(controller='model_run', action='extents'),
params={
'submit': u'Next',
'site': u'single',
'lat': -88,
'lon': 40,
'start_date': '1940-10-13',
'end_date': '1950-10-13'
})
assert_that(response.normal_body, contains_string("Latitude (-88 deg N) cannot be south of 13.8 deg N"))
def test_GIVEN_invalid_temporal_extents_WHEN_post_THEN_errors_rendered(self):
response = self.app.post(
url(controller='model_run', action='extents'),
params={
'submit': u'Next',
'site': u'multi',
'lat_n': 25,
'lat_s': 20,
'lon_e': 40,
'lon_w': 35,
'start_date': '1900-10-14',
'end_date': '1950-10-13'
})
assert_that(response.normal_body, contains_string("Start date cannot be earlier than 1901-01-01"))
def test_GIVEN_valid_multi_cell_extents_WHEN_post_THEN_extents_saved(self):
self.app.post(
url(controller='model_run', action='extents'),
params={
'submit': u'Next',
'site': u'multi',
'lat_n': 25,
'lat_s': 20,
'lon_e': 40,
'lon_w': 35,
'start_date': '1940-10-13',
'end_date': '1950-10-13'
})
model_run = self.model_run_service.get_model_being_created_with_non_default_parameter_values(self.user)
lat_bounds = model_run.get_parameter_values(JULES_PARAM_LAT_BOUNDS)[0].value
lon_bounds = model_run.get_parameter_values(JULES_PARAM_LON_BOUNDS)[0].value
use_subgrid = model_run.get_parameter_values(JULES_PARAM_USE_SUBGRID)[0].value
latlon_region = model_run.get_parameter_values(JULES_PARAM_LATLON_REGION)[0].value
start_run = model_run.get_parameter_values(JULES_PARAM_RUN_START)[0].value
end_run = model_run.get_parameter_values(JULES_PARAM_RUN_END)[0].value
assert_that(lat_bounds, is_("20 25"))
assert_that(lon_bounds, is_("35 40"))
assert_that(use_subgrid, is_(".true."))
assert_that(latlon_region, is_(".true."))
assert_that(str(start_run), is_("'1940-10-13 00:00:00'"))
assert_that(str(end_run), is_("'1950-10-13 23:00:00'")) # Time is moved forward to match the acceptable end
def test_GIVEN_valid_single_cell_extents_WHEN_post_THEN_extents_saved(self):
self.set_up_single_cell_user_driving_data()
self.app.post(
url(controller='model_run', action='extents'),
params={
'submit': u'Next',
'site': u'single',
'lat': 25,
'lon': 40,
'start_date': '1901-01-4',
'end_date': '1901-01-13',
'average_over_cell': 1
})
model_run = self.model_run_service.get_model_being_created_with_non_default_parameter_values(self.user)
pointfile = model_run.get_parameter_values(JULES_PARAM_POINTS_FILE)[0].value
n_points = model_run.get_parameter_values(JULES_PARAM_NPOINTS)[0].value
use_subgrid = model_run.get_parameter_values(JULES_PARAM_USE_SUBGRID)[0].value
latlon_region = model_run.get_parameter_values(JULES_PARAM_LATLON_REGION)[0].value
l_point_data = model_run.get_parameter_values(JULES_PARAM_SWITCHES_L_POINT_DATA)[0].value
start_run = model_run.get_parameter_values(JULES_PARAM_RUN_START)[0].value
end_run = model_run.get_parameter_values(JULES_PARAM_RUN_END)[0].value
assert_that(pointfile, is_("25 40"))
assert_that(n_points, is_("1"))
assert_that(use_subgrid, is_(".true."))
assert_that(latlon_region, is_(".false."))
assert_that(l_point_data, is_(".false."))
assert_that(str(start_run), is_("'1901-01-04 00:00:00'"))
assert_that(str(end_run), is_("'1901-01-13 20:00:00'")) # Interpolation flag brings us forward an hour
def test_GIVEN_valid_extents_WHEN_post_THEN_redirect_to_output(self):
response = self.app.post(
url(controller='model_run', action='extents'),
params={
'submit': u'Next',
'site': u'multi',
'lat_n': 25,
'lat_s': 20,
'lon_e': 40,
'lon_w': 35,
'start_date': '1940-10-13',
'end_date': '1950-10-13'
})
assert_that(response.status_code, is_(302), "Response is redirect")
assert_that(urlparse(response.response.location).path,
is_(url(controller='model_run', action='land_cover')), "url")
def test_GIVEN_valid_extents_and_user_over_quota_WHEN_post_THEN_redirect_to_catalogue(self):
self.create_run_model(storage_in_mb=self.user.storage_quota_in_gb * 1024 + 1, name="big_run", user=self.user)
response = self.app.post(
url(controller='model_run', action='extents'),
params={
'submit': u'Next',
'site': u'multi',
'lat_n': 25,
'lat_s': 20,
'lon_e': 40,
'lon_w': 35,
'start_date': '1940-10-13',
'end_date': '1950-10-13'
})
assert_that(response.status_code, is_(302), "Response is redirect")
assert_that(urlparse(response.response.location).path,
is_(url(controller='model_run', action='index')), "url")
def test_GIVEN_bng_WHEN_bng_to_latlon_service_called_THEN_correct_latlon_returned(self):
# BNG test values are from http://www.bgs.ac.uk/data/webservices/convertForm.cfm
bng_easting = 429157
bng_northing = 623009
lat = 55.5
lon = -1.54
delta = 0.00001
response = self.app.post(
url(controller='model_run', action='bng_to_latlon'),
params={
'bng_easting': bng_easting,
'bng_northing': bng_northing
})
json = response.json_body
assert_that(json['lat'], is_(close_to(lat, delta)))
assert_that(json['lon'], is_(close_to(lon, delta)))
def test_GIVEN_invalid_bng_WHEN_bng_to_latlon_service_called_THEN_error_returned(self):
response = self.app.post(
url(controller='model_run', action='bng_to_latlon'),
params={
'bng_easting': u'asd',
'bng_northing': u'1.1,23413'
})
json = response.json_body
assert_that(json['is_error'], is_(True))
class TestModelRunOutput(TestController):
def setUp(self):
super(TestModelRunOutput, self).setUp()
self.clean_database()
self.user = self.login()
self.valid_params = {
'submit': u'Next',
'ov_select_1': 1,
'ov_yearly_1': 1,
'ov_monthly_1': 1,
'ov_select_2': 1,
'ov_hourly_2': 1,
'ov_daily_2': 1,
'ov_select_3': 1,
'ov_monthly_3': 1
}
self.model_run_service = ModelRunService()
param_run_start = self.model_run_service.get_parameter_by_constant(JULES_PARAM_RUN_START)
param_run_end = self.model_run_service.get_parameter_by_constant(JULES_PARAM_RUN_END)
with session_scope(Session) as session:
self.model_run = self.model_run_service._create_new_model_run(session, self.user)
self.model_run.name = "MR1"
pv_run_start = ParameterValue()
pv_run_start.parameter_id = param_run_start.id
pv_run_start.value = "'1901-01-01 00:00:00'"
pv_run_end = ParameterValue()
pv_run_end.parameter_id = param_run_end.id
pv_run_end.value = "'1902-01-01 00:00:00'"
self.model_run.parameter_values = [pv_run_start, pv_run_end]
session.add(self.model_run)
def test_GIVEN_no_model_being_created_WHEN_page_get_THEN_redirect_to_create_model_run(self):
self.clean_database()
self.user = self.login()
response = self.app.get(
url(controller='model_run', action='output'))
assert_that(response.status_code, is_(302), "Response is redirect")
assert_that(urlparse(response.response.location).path, is_(url(controller='model_run', action='create')), "url")
def test_GIVEN_model_run_created_WHEN_page_get_THEN_page_loaded(self):
response = self.app.get(
url(controller='model_run', action='output'))
assert_that(response.normal_body, contains_string("Select Output Variables"))
self.assert_model_run_creation_action(self.user, 'output')
def test_GIVEN_output_parameters_already_chosen_WHEN_page_get_THEN_parameters_rendered(self):
self.app.post(
url(controller='model_run', action='output'),
params=self.valid_params)
response = self.app.get(url(controller='model_run', action='output'))
doc = html.fromstring(response.normal_body)
# Check that the first output variable is displayed, selected and the yearly and monthly period boxes selected:
output_row_1 = doc.xpath('//div[@id="output_row_1"]/@style')
assert_that(output_row_1, is_not(contains_string('display:none')))
ov_select_1 = doc.xpath('//input[@name="ov_select_1"]/@checked')
ov_yearly_1 = doc.xpath('//input[@name="ov_yearly_1"]/@checked')
ov_monthly_1 = doc.xpath('//input[@name="ov_monthly_1"]/@checked')
ov_daily_1 = doc.xpath('//input[@name="ov_daily_1"]/@checked')
ov_hourly_1 = doc.xpath('//input[@name="ov_hourly_1"]/@checked')
assert_that(len(ov_select_1), is_(1))
assert_that(len(ov_yearly_1), is_(1))
assert_that(len(ov_monthly_1), is_(1))
assert_that(len(ov_daily_1), is_(0))
assert_that(len(ov_hourly_1), is_(0))
# For the second we expect the same but with the hourly period box selected
output_row_2 = doc.xpath('//div[@id="output_row_2"]/@style')
assert_that(output_row_2, is_not(contains_string('display:none')))
ov_select_2 = doc.xpath('//input[@name="ov_select_2"]/@checked')
ov_yearly_2 = doc.xpath('//input[@name="ov_yearly_2"]/@checked')
ov_monthly_2 = doc.xpath('//input[@name="ov_monthly_2"]/@checked')
ov_daily_2 = doc.xpath('//input[@name="ov_daily_2"]/@checked')
ov_hourly_2 = doc.xpath('//input[@name="ov_hourly_2"]/@checked')
assert_that(len(ov_select_2), is_(1))
assert_that(len(ov_yearly_2), is_(0))
assert_that(len(ov_monthly_2), is_(0))
assert_that(len(ov_daily_2), is_(1))
assert_that(len(ov_hourly_2), is_(1))
# For the third we expect the monthly box selected
output_row_3 = doc.xpath('//div[@id="output_row_3"]/@style')
assert_that(output_row_3, is_not(contains_string('display:none')))
ov_select_3 = doc.xpath('//input[@name="ov_select_3"]/@checked')
ov_yearly_3 = doc.xpath('//input[@name="ov_yearly_3"]/@checked')
ov_monthly_3 = doc.xpath('//input[@name="ov_monthly_3"]/@checked')
ov_daily_3 = doc.xpath('//input[@name="ov_daily_3"]/@checked')
ov_hourly_3 = doc.xpath('//input[@name="ov_hourly_3"]/@checked')
assert_that(len(ov_select_3), is_(1))
assert_that(len(ov_yearly_3), is_(0))
assert_that(len(ov_monthly_3), is_(1))
assert_that(len(ov_daily_3), is_(0))
assert_that(len(ov_hourly_3), is_(0))
# Finally we check that no other output parameters are selected or visible
ov_selects = doc.xpath('//input[contains(@name, "ov_select_") and not(@checked)]')
n_output_params = len(self.model_run_service.get_output_variables(include_depends_on_nsmax=False))
assert_that(len(ov_selects), is_(n_output_params - 3))
invisible_rows = doc.xpath('//div[contains(@id, "output_row_") and contains(@style, "display:none")]')
assert_that(len(invisible_rows), is_(n_output_params - 3))
def test_GIVEN_selected_outputs_WHEN_post_THEN_redirected_to_next_page(self):
response = self.app.post(
url(controller='model_run', action='output'),
params=self.valid_params)
assert_that(response.status_code, is_(302), "Response is redirect")
assert_that(urlparse(response.response.location).path,
is_(url(controller='model_run', action='submit')), "url")
def test_GIVEN_selected_outputs_and_user_over_quota_WHEN_post_THEN_redirected_to_catalogue(self):
self.create_run_model(storage_in_mb=self.user.storage_quota_in_gb * 1024 + 1, name="big_run", user=self.user)
response = self.app.post(
url(controller='model_run', action='output'),
params=self.valid_params)
assert_that(response.status_code, is_(302), "Response is redirect")
assert_that(urlparse(response.response.location).path,
is_(url(controller='model_run', action='index')), "url")
def test_GIVEN_selected_outputs_WHEN_post_THEN_params_stored_in_database(self):
self.app.post(
url(controller='model_run', action='output'),
params=self.valid_params)
model_run = self.model_run_service.get_model_being_created_with_non_default_parameter_values(self.user)
# Check we have the right number of profiles
n_expected = 5
p_output_nprofiles = model_run.get_parameter_values(JULES_PARAM_OUTPUT_NPROFILES)[0].get_value_as_python()
assert_that(p_output_nprofiles, is_(n_expected))
pv_var = model_run.get_parameter_values(JULES_PARAM_OUTPUT_VAR)
pv_nvars = model_run.get_parameter_values(JULES_PARAM_OUTPUT_NVARS)
pv_profile_name = model_run.get_parameter_values(JULES_PARAM_OUTPUT_PROFILE_NAME)
pv_output_main_run = model_run.get_parameter_values(JULES_PARAM_OUTPUT_MAIN_RUN)
pv_output_period = model_run.get_parameter_values(JULES_PARAM_OUTPUT_PERIOD)
pv_output_types = model_run.get_parameter_values(JULES_PARAM_OUTPUT_TYPE)
# Check they are all 5
assert_that(len(pv_var), is_(n_expected))
assert_that(len(pv_nvars), is_(n_expected))
assert_that(len(pv_profile_name), is_(n_expected))
assert_that(len(pv_output_main_run), is_(n_expected))
assert_that(len(pv_output_period), is_(n_expected))
assert_that(len(pv_output_types), is_(n_expected))
# Create list of values so we can check they are correct (easier than checking ParameterValue objects)
var_vals = [pv.get_value_as_python() for pv in pv_var]
nvars_vals = [pv.get_value_as_python() for pv in pv_nvars]
profile_name_vals = [pv.get_value_as_python() for pv in pv_profile_name]
output_main_run_vals = [pv.get_value_as_python() for pv in pv_output_main_run]
output_period_vals = [pv.get_value_as_python() for pv in pv_output_period]
output_types = [pv.get_value_as_python() for pv in pv_output_types]
# Check that we got the correct values
# The order is assured consistent by the sort in model_run.get_parameter_values()
output_var_1 = self.model_run_service.get_output_variable_by_id(1)
output_var_2 = self.model_run_service.get_output_variable_by_id(2)
output_var_3 = self.model_run_service.get_output_variable_by_id(3)
assert_that(var_vals, is_([output_var_1.name, output_var_1.name, output_var_2.name,
output_var_2.name, output_var_3.name]))
assert_that(nvars_vals, is_([1, 1, 1, 1, 1]))
assert_that(profile_name_vals, is_([output_var_1.name + '_yearly', output_var_1.name + '_monthly',
output_var_2.name + '_daily', output_var_2.name + '_hourly',
output_var_3.name + '_monthly']))
assert_that(output_main_run_vals, is_([True, True, True, True, True]))
assert_that(output_period_vals, is_([-2, -1, JULES_DAILY_PERIOD, JULES_HOURLY_PERIOD, -1]))
assert_that(output_types, is_(['M', 'M', 'M', 'M', 'M']))
def test_GIVEN_selected_outputs_WHEN_go_back_THEN_previous_paged_rendered(self):
params = self.valid_params
params['submit'] = u'Back'
response = self.app.post(
url(controller='model_run', action='output'),
params=params)
assert_that(response.status_code, is_(302), "Response is redirect")
assert_that(urlparse(response.response.location).path,
is_(url(controller='model_run', action='land_cover')), "url")
def test_GIVEN_nsmax_set_zero_WHEN_page_get_THEN_nsmax_parameters_not_available_on_page(self):
self.model_run_service.save_parameter(JULES_PARAM_NSMAX, 0, self.user)
response = self.app.get(
url(controller='model_run', action='output'))
for output_name in DEPENDS_ON_NSMAX:
assert_that(response.normal_body, is_not(contains_string(output_name)))
def test_GIVEN_nsmax_set_three_WHEN_page_get_THEN_nsmax_parameters_shown_on_page(self):
self.model_run_service.save_parameter(JULES_PARAM_NSMAX, 3, self.user)
response = self.app.get(
url(controller='model_run', action='output'))
output_variables = self.model_run_service.get_output_variables(include_depends_on_nsmax=True)
for output_variable in output_variables:
if output_variable.depends_on_nsmax:
assert_that(response.normal_body, contains_string(str(output_variable.name)))
def test_GIVEN_page_already_run_once_WHEN_page_post_THEN_new_parameters_overwrite_old_parameters(self):
self.app.post(
url(controller='model_run', action='output'),
params=self.valid_params)
new_params = {
'submit': u'Next',
'ov_select_1': 1,
'ov_hourly_1': 1,
'ov_select_10': 1,
'ov_yearly_10': 1,
'ov_monthly_10': 1
}
self.app.post(
url(controller='model_run', action='output'),
params=new_params)
model_run = self.model_run_service.get_model_being_created_with_non_default_parameter_values(self.user)
# Check we have the right number of profiles
n_expected = 3
p_output_nprofiles = model_run.get_parameter_values(JULES_PARAM_OUTPUT_NPROFILES)[0].get_value_as_python()
assert_that(p_output_nprofiles, is_(n_expected))
pv_var = model_run.get_parameter_values(JULES_PARAM_OUTPUT_VAR)
pv_nvars = model_run.get_parameter_values(JULES_PARAM_OUTPUT_NVARS)
pv_profile_name = model_run.get_parameter_values(JULES_PARAM_OUTPUT_PROFILE_NAME)
pv_output_main_run = model_run.get_parameter_values(JULES_PARAM_OUTPUT_MAIN_RUN)
pv_output_period = model_run.get_parameter_values(JULES_PARAM_OUTPUT_PERIOD)
pv_output_types = model_run.get_parameter_values(JULES_PARAM_OUTPUT_TYPE)
# Check they are all 3 (not 4 anymore)
assert_that(len(pv_var), is_(n_expected))
assert_that(len(pv_nvars), is_(n_expected))
assert_that(len(pv_profile_name), is_(n_expected))
assert_that(len(pv_output_main_run), is_(n_expected))
assert_that(len(pv_output_period), is_(n_expected))
assert_that(len(pv_output_types), is_(n_expected))
# Create list of values so we can check they are correct (easier than checking ParameterValue objects)
var_vals = [pv.get_value_as_python() for pv in pv_var]
nvars_vals = [pv.get_value_as_python() for pv in pv_nvars]
profile_name_vals = [pv.get_value_as_python() for pv in pv_profile_name]
output_main_run_vals = [pv.get_value_as_python() for pv in pv_output_main_run]
output_period_vals = [pv.get_value_as_python() for pv in pv_output_period]
output_types = [pv.get_value_as_python() for pv in pv_output_types]
# Check that we got the correct values
# The order is assured consistent by the sort in model_run.get_parameter_values()
output_var_1 = self.model_run_service.get_output_variable_by_id(1)
output_var_10 = self.model_run_service.get_output_variable_by_id(10)
assert_that(var_vals, is_([output_var_1.name, output_var_10.name, output_var_10.name]))
assert_that(nvars_vals, is_([1, 1, 1]))
assert_that(profile_name_vals, is_([output_var_1.name + '_hourly', output_var_10.name + '_yearly',
output_var_10.name + '_monthly']))
assert_that(output_main_run_vals, is_([True, True, True]))
assert_that(output_period_vals, is_([JULES_HOURLY_PERIOD, -2, -1]))
assert_that(output_types, is_(['M', 'M', 'M']))