""" This file contains tests for the API of your model. You can run these tests by installing test requirements: ```bash pip install -r requirements-test.txt ``` Then execute `pytest` in the directory of this file. - Change `NewModel` to the name of the class in your model.py file. - Change the `request` and `expected_response` variables to match the input and output of your model. """ import pytest import json from model import GLiNERModel @pytest.fixture def client(): from _wsgi import init_app app = init_app(model_class=GLiNERModel) app.config['TESTING'] = True with app.test_client() as client: yield client def test_predict(client): request = { 'tasks': [{'id': 6, 'data': {'id': '5316', 'sample_id': '83dd3f62-4dd5-45eb-8626-ee8539963194', 'tokens': ['atomoxetine', '[', 'oral', 'suspension', ']', 'norepinephrine', 'reuptake', 'inhibitor'], 'ner_tags': ['B-Medication/Vaccine', 'O', 'O', 'O', 'O', 'O', 'O', 'O'], 'ner_tags_index': [63, 0, 0, 0, 0, 0, 0, 0], 'text': 'atomoxetine [ oral suspension ] norepinephrine reuptake inhibitor'}, 'meta': {}, 'created_at': '2024-04-13T19:22:37.153686Z', 'updated_at': '2024-05-03T00:03:22.356871Z', 'is_labeled': False, 'overlap': 1, 'inner_id': 6, 'total_annotations': 1, 'cancelled_annotations': 0, 'total_predictions': 0, 'comment_count': 0, 'unresolved_comment_count': 0, 'last_comment_updated_at': None, 'project': 2, 'updated_by': 1, 'file_upload': None, 'comment_authors': [], 'predictions': [], }], # Your labeling configuration here 'label_config': ' \\n \\n\\n\\n' } expected_response = {"results": [{"model_version": "GLiNERModel-v0.0.1", "result": [ {"from_name": "label", "score": 0.922, "to_name": "text", "type": "labels", "value": {"end": 11, "labels": ["Medication/Vaccine"], "start": 0, "text": "atomoxetine"}}, {"from_name": "label", "score": 0.7053, "to_name": "text", "type": "labels", "value": {"end": 65, "labels": ["Medication/Vaccine"], "start": 32, "text": "norepinephrine reuptake inhibitor"}}], "score": 0.7053}]} response = client.post('/predict', data=json.dumps(request), content_type='application/json') assert response.status_code == 200 response = json.loads(response.data) assert expected_response == response