def test_download(self, os_mock, send_file_mock):
send_file_mock.return_value = {'status': True}
create_data_server_model(save=True)
create_eval_model(TEST_APPLICATION_ID, description='eval desc', save=True)
url = f'/api/projects/{TEST_PROJECT_ID}/applications/{TEST_APPLICATION_ID}/evaluations/1/download'
response = self.client.get(url)
self.assertEqual(200, response.status_code)
def test_get_all(self):
create_eval_model(TEST_APPLICATION_ID, description='eval desc', save=True)
url = f'/api/projects/{TEST_PROJECT_ID}/applications/{TEST_APPLICATION_ID}/evaluations'
response = self.client.get(url)
self.assertEqual(200, response.status_code)
self.assertEqual(len(response.json), 1)
self.assertEqual(response.json[0]['evaluation_id'], 1)
self.assertEqual(response.json[0]['application_id'], TEST_APPLICATION_ID)
self.assertEqual(response.json[0]['description'], 'eval desc')
def test_post_not_found(self):
evaluation_id = create_eval_model(TEST_APPLICATION_ID, save=True).evaluation_id
non_exist_model_id = 100
response = self.client.post(
f'/api/projects/{TEST_PROJECT_ID}/applications/{TEST_APPLICATION_ID}/evaluate',
data={'evaluation_id': evaluation_id, 'model_id': non_exist_model_id})
self.assertEqual(404, response.status_code)
def test_post_duplicated(self):
saved_response = deepcopy(self.default_response)
evaluation_id = create_eval_model(TEST_APPLICATION_ID, save=True).evaluation_id
create_eval_result_model(
model_id=TEST_MODEL_ID, evaluation_id=evaluation_id, result=json.dumps(saved_response), save=True)
url = f'/api/projects/{TEST_PROJECT_ID}/applications/{TEST_APPLICATION_ID}/evaluate'
data = {'evaluation_id': evaluation_id, 'model_id': TEST_MODEL_ID}
response = self.client.post(url, data=data)
self.assertEqual(400, response.status_code)
def test_get_not_found(self, mock_stub_class):
evaluation_model = create_eval_model(TEST_APPLICATION_ID, save=True)
eval_result_model = create_eval_result_model(
model_id=TEST_MODEL_ID, evaluation_id=evaluation_model.evaluation_id, save=True)
response = self.client.get(
f'/api/projects/{TEST_PROJECT_ID}/applications/{TEST_APPLICATION_ID}/'
f'evaluation_results/{eval_result_model.evaluation_result_id}')
self.assertEqual(404, response.status_code)
response = self.client.get(
f'/api/projects/{TEST_PROJECT_ID}/applications/{TEST_APPLICATION_ID}/evaluation_results/101')
self.assertEqual(404, response.status_code)
def test_get_all(self):
evaluation_model = create_eval_model(TEST_APPLICATION_ID, description='eval desc', save=True)
create_eval_result_model(model_id=TEST_MODEL_ID,
evaluation_id=evaluation_model.evaluation_id,
save=True)
url = f'/api/projects/{TEST_PROJECT_ID}/applications/{TEST_APPLICATION_ID}/evaluation_results'
response = self.client.get(url)
self.assertEqual(200, response.status_code)
self.assertEqual(len(response.json), 1)
self.assertEqual(response.json[0]['evaluation_result_id'], 1)
self.assertEqual(response.json[0]['evaluation']['description'], 'eval desc')
self.assertEqual(response.json[0]['model']['description'], 'rekcurd-test-model')
def test_put(self):
evaluation_id = create_eval_model(TEST_APPLICATION_ID, save=True).evaluation_id
create_eval_result_model(
model_id=TEST_MODEL_ID, evaluation_id=evaluation_id, result=json.dumps(self.default_response), save=True)
url = f'/api/projects/{TEST_PROJECT_ID}/applications/{TEST_APPLICATION_ID}/evaluate'
data = {'evaluation_id': evaluation_id, 'model_id': TEST_MODEL_ID}
response = self.client.put(url, data=data)
self.assertEqual(200, response.status_code)
self.assertEqual(response.json, self.default_response)
evaluation_model = db.session.query(EvaluationResultModel).filter(
EvaluationResultModel.model_id == TEST_MODEL_ID,
EvaluationResultModel.evaluation_id == evaluation_id).one()
self.assertEqual(evaluation_model.result, self.default_response)
def test_post(self):
evaluation_id = create_eval_model(TEST_APPLICATION_ID, save=True).evaluation_id
# create another service to confirm that the API works with multiple candidates
create_service_model(application_id=TEST_APPLICATION_ID, model_id=TEST_MODEL_ID,
service_id="new-service", display_name="new-service", save=True)
response = self.client.post(
f'/api/projects/{TEST_PROJECT_ID}/applications/{TEST_APPLICATION_ID}/evaluate',
data={'evaluation_id': evaluation_id, 'model_id': TEST_MODEL_ID})
self.assertEqual(200, response.status_code)
self.assertEqual(response.json, self.default_response)
evaluation_model_exists = db.session.query(EvaluationResultModel).filter(
EvaluationResultModel.model_id == TEST_MODEL_ID,
EvaluationResultModel.evaluation_id == evaluation_id).one_or_none() is not None
self.assertEqual(evaluation_model_exists, True)
def test_delete(self):
create_data_server_model(save=True)
evaluation_model = create_eval_model(TEST_APPLICATION_ID, save=True)
eval_result_model = create_eval_result_model(
model_id=TEST_MODEL_ID, evaluation_id=evaluation_model.evaluation_id, save=True)
response = self.client.delete(
f'/api/projects/{TEST_PROJECT_ID}/applications/{TEST_APPLICATION_ID}/'
f'evaluation_results/{eval_result_model.evaluation_result_id}')
self.assertEqual(200, response.status_code)
self.assertEqual(response.json, {'status': True, 'message': 'Success.'})
self.assertEqual(EvaluationResultModel.query.all(), [])
response = self.client.delete(
f'/api/projects/{TEST_PROJECT_ID}/applications/{TEST_APPLICATION_ID}/evaluation_results/101')
self.assertEqual(404, response.status_code)
self.assertEqual(response.json, {'status': False, 'message': 'Not Found.'})
def test_post_without_param(self):
create_eval_model(TEST_APPLICATION_ID, checksum='12345', save=True)
create_eval_model(TEST_APPLICATION_ID, checksum='6789', save=True)
create_eval_model(TEST_APPLICATION_ID, checksum='abc', save=True)
newest_eval_id = create_eval_model(TEST_APPLICATION_ID, save=True).evaluation_id
response = self.client.post(
f'/api/projects/{TEST_PROJECT_ID}/applications/{TEST_APPLICATION_ID}/evaluate',
data={'model_id': TEST_MODEL_ID})
self.assertEqual(200, response.status_code)
self.assertEqual(response.json, self.default_response)
evaluation_model_exists = db.session.query(EvaluationResultModel).filter(
EvaluationResultModel.model_id == TEST_MODEL_ID,
EvaluationResultModel.evaluation_id == newest_eval_id).one_or_none() is not None
self.assertEqual(evaluation_model_exists, True)
def test_get(self):
evaluation_model = create_eval_model(TEST_APPLICATION_ID, save=True)
eval_result_model = create_eval_result_model(
model_id=TEST_MODEL_ID, evaluation_id=evaluation_model.evaluation_id,
result=json.dumps(default_metrics), save=True)
response = self.client.get(
f'/api/projects/{TEST_PROJECT_ID}/applications/{TEST_APPLICATION_ID}/'
f'evaluation_results/{eval_result_model.evaluation_result_id}')
self.assertEqual(200, response.status_code)
self.assertEqual(response.json['status'], True)
self.assertEqual(response.json['metrics'], dict(default_metrics, result_id=1))
details = response.json['details']
self.assertEqual(len(details), 4)
self.assertEqual(
details[0], {'input': 'input', 'label': 'test', 'output': 'test', 'score': 1.0, 'is_correct': True})
self.assertEqual(
details[1],
{'input': 0.5, 'label': [0.9, 1.3], 'output': [0.9, 0.3], 'score': [0.5, 0.5], 'is_correct': False})
def test_put_new(self):
evaluation_id = create_eval_model(TEST_APPLICATION_ID, save=True).evaluation_id
url = f'/api/projects/{TEST_PROJECT_ID}/applications/{TEST_APPLICATION_ID}/evaluate'
data = {'evaluation_id': evaluation_id, 'model_id': TEST_MODEL_ID}
response = self.client.put(url, data=data)
self.assertEqual(400, response.status_code)