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| """This file and its contents are licensed under the Apache License 2.0. Please see the included NOTICE for copyright information and LICENSE for a copy of the license.
| """
| import json
|
| import pytest
| from django.apps import apps
| from tasks.models import Annotation, Prediction, Task
| from tasks.serializers import AnnotationSerializer
|
|
| @pytest.mark.skip(reason='HTX-868')
| @pytest.mark.parametrize(
| 'annotation_items, aggregated_class',
| [
| (
| [
| {
| 'id': 1,
| 'review_result': None,
| 'ground_truth': False,
| 'result': [
| {
| 'id': '123',
| 'type': 'choices',
| 'value': {'choices': ['class_AA']},
| 'to_name': 'text',
| 'from_name': 'text_class',
| }
| ],
| 'created_at': 'test',
| 'updated_at': 'test',
| 'lead_time': None,
| 'completed_by': 2,
| }
| ],
| 'class_AA',
| ),
| (
| [
| {
| 'id': 2,
| 'review_result': None,
| 'ground_truth': False,
| 'result': [
| {
| 'id': '123',
| 'type': 'choices',
| 'value': {'choices': ['class_AA']},
| 'to_name': 'text',
| 'from_name': 'text_class',
| }
| ],
| 'created_at': '',
| 'updated_at': '',
| 'lead_time': None,
| 'completed_by': 4,
| },
| {
| 'id': 3,
| 'review_result': None,
| 'ground_truth': False,
| 'result': [
| {
| 'id': '456',
| 'type': 'choices',
| 'value': {'choices': ['class_AA']},
| 'to_name': 'text',
| 'from_name': 'text_class',
| }
| ],
| 'created_at': '',
| 'updated_at': '',
| 'lead_time': None,
| 'completed_by': 4,
| },
| ],
| 'class_AA',
| ),
| (
| [
| {
| 'id': 4,
| 'review_result': None,
| 'ground_truth': False,
| 'result': [
| {
| 'id': '123',
| 'type': 'choices',
| 'value': {'choices': ['class_AA']},
| 'to_name': 'text',
| 'from_name': 'text_class',
| }
| ],
| 'created_at': '',
| 'updated_at': '',
| 'lead_time': None,
| 'completed_by': 6,
| },
| {
| 'id': 5,
| 'review_result': None,
| 'ground_truth': False,
| 'result': [
| {
| 'id': '456',
| 'type': 'choices',
| 'value': {'choices': ['class_BB']},
| 'to_name': 'text',
| 'from_name': 'text_class',
| }
| ],
| 'created_at': '',
| 'updated_at': '',
| 'lead_time': None,
| 'completed_by': 6,
| },
| {
| 'id': 6,
| 'review_result': None,
| 'ground_truth': False,
| 'result': [
| {
| 'id': '789',
| 'type': 'choices',
| 'value': {'choices': ['class_BB']},
| 'to_name': 'text',
| 'from_name': 'text_class',
| }
| ],
| 'created_at': '',
| 'updated_at': '',
| 'lead_time': None,
| 'completed_by': 6,
| },
| ],
| 'class_BB',
| ),
| (
| [
| {
| 'id': 7,
| 'review_result': None,
| 'ground_truth': False,
| 'result': [
| {
| 'id': '123',
| 'type': 'choices',
| 'value': {'choices': ['class_AA']},
| 'to_name': 'text',
| 'from_name': 'text_class',
| }
| ],
| 'created_at': '',
| 'updated_at': '',
| 'lead_time': None,
| 'completed_by': 10,
| }
| ],
| 'class_AA',
| ),
| ],
| )
| @pytest.mark.parametrize(
| 'finished, aggregator_type, return_task, num_task_in_result',
| [
| ('0', 'no_aggregation', '0', 2),
| ('1', 'no_aggregation', '0', 1),
| ('0', 'majority_vote', '0', 2),
| ('0', 'majority_vote', '1', 2),
| ('1', 'majority_vote', '1', 1),
| ],
| )
| @pytest.mark.django_db
| def test_export(
| business_client,
| configured_project,
| finished,
| aggregator_type,
| return_task,
| num_task_in_result,
| annotation_items,
| aggregated_class,
| ):
| if aggregator_type == 'majority_vote' and not apps.is_installed('businesses'):
| pytest.skip('Not supported aggregation for open-source version')
|
| task_query = Task.objects.filter(project=configured_project.id)
| task = task_query.first()
|
| expected_annotations_for_task = set()
| for annotation in annotation_items:
| db_annotation = Annotation.objects.create(
| task=task, result=annotation['result'], completed_by=business_client.admin
| )
| db_annotation = AnnotationSerializer(db_annotation).data
| annotation['id'] = db_annotation['id']
| annotation['created_at'] = db_annotation['created_at']
| annotation['updated_at'] = db_annotation['updated_at']
| annotation['completed_by'] = business_client.admin.id
| expected_annotations_for_task.add(json.dumps(annotation))
|
| r = business_client.get(
| f'/api/projects/{configured_project.id}/results/',
| data={'finished': finished, 'aggregator_type': aggregator_type, 'return_task': return_task},
| )
| assert r.status_code == 200
| exports = r.json()
|
| # test expected number of objects returned
| assert len(exports) == num_task_in_result
|
| # test whether "id" or full task included in results
| if return_task == '0':
| task_with_annotation = next((t for t in exports if t['id'] == task.id))
| assert task_with_annotation['id'] == task.id
| elif return_task == '1':
| task_with_annotation = next((t for t in exports if t['id'] == task.id))
| assert task_with_annotation['data'] == task.data
| else:
| raise Exception('Incorrect return_task param in test: ' + str(return_task))
|
| # test how aggregation affects annotations
| if aggregator_type == 'no_aggregation':
| exported_annotations = set()
| for annotation in task_with_annotation['annotations']:
| exported_annotations.add(json.dumps(annotation))
| assert exported_annotations == expected_annotations_for_task
| if finished != '1':
| # we expect to see all tasks in exports...
| assert len(exports) == task_query.count()
| # ...as well as task without annotations (with empty results)
| assert all(len(t['annotations']) == 0 for t in exports if t['id'] != task.id)
| else:
| assert task_with_annotation['annotations'][0]['result'][0]['value']['choices'][0] == aggregated_class
|
|
| @pytest.mark.skip(reason='HTX-868')
| @pytest.mark.parametrize('finished', ('0', '1'))
| @pytest.mark.parametrize('return_task', ('0', '1'))
| @pytest.mark.parametrize('aggregator_type', ('no_aggregation', 'majority_vote'))
| @pytest.mark.parametrize(
| 'annotation_results, predictions',
| [
| (
| [
| [
| {
| 'id': '123',
| 'from_name': 'text_class',
| 'to_name': 'text',
| 'type': 'choices',
| 'value': {'choices': ['class_A']},
| }
| ]
| ],
| {
| 'result': [
| {
| 'id': '123',
| 'from_name': 'text_class',
| 'to_name': 'text',
| 'type': 'choices',
| 'value': {'choices': ['class_A']},
| }
| ],
| 'score': 0.5,
| },
| ),
| (
| [
| [
| {
| 'id': '123',
| 'from_name': 'text_class',
| 'to_name': 'text',
| 'type': 'choices',
| 'value': {'choices': ['class_A']},
| }
| ]
| ],
| None,
| ),
| ],
| )
| @pytest.mark.django_db
| def test_export_with_predictions(
| business_client, configured_project, finished, return_task, aggregator_type, annotation_results, predictions
| ):
| if aggregator_type == 'majority_vote' and not apps.is_installed('businesses'):
| pytest.skip('Not supported aggregation for open-source version')
|
| tasks = Task.objects.filter(project=configured_project.id)
| task = tasks.first()
| for result in annotation_results:
| for r in result:
| r['completed_by'] = [business_client.admin.id]
| Annotation.objects.create(task=task, result=result, completed_by=business_client.admin)
| if predictions:
| for task in tasks:
| Prediction.objects.create(
| task=task, project=task.project, result=predictions['result'], score=predictions['score']
| )
|
| r = business_client.get(
| f'/api/projects/{configured_project.id}/results/',
| data={
| 'finished': finished,
| 'aggregator_type': aggregator_type,
| 'return_task': return_task,
| 'return_predictions': '1',
| },
| )
| assert r.status_code == 200
| exports = r.json()
| for task in exports:
| if predictions:
| assert task['predictions'][0]['result'] == predictions['result']
| assert task['predictions'][0]['score'] == predictions['score']
| else:
| assert task['predictions'] == []
|
|
