doccano/backend/auto_labeling/tests/test_views.py

import pathlib
from unittest.mock import patch

from auto_labeling_pipeline.mappings import AmazonComprehendSentimentTemplate
from auto_labeling_pipeline.models import RequestModelFactory
from model_mommy import mommy
from rest_framework import status
from rest_framework.reverse import reverse

from api.models import DOCUMENT_CLASSIFICATION, SEQUENCE_LABELING, SEQ2SEQ
from labels.models import Category, Span, TextLabel
from api.tests.api.utils import CRUDMixin, make_doc, prepare_project
from auto_labeling.pipeline.labels import Categories, Spans, Texts

data_dir = pathlib.Path(__file__).parent / 'data'


class TestTemplateList(CRUDMixin):

    def setUp(self):
        self.project = prepare_project(task=DOCUMENT_CLASSIFICATION)
        self.url = reverse(viewname='auto_labeling_templates', args=[self.project.item.id])

    def test_allow_admin_to_fetch_template_list(self):
        self.url += '?task_name=DocumentClassification'
        response = self.assert_fetch(self.project.admin, status.HTTP_200_OK)
        self.assertIn('Custom REST Request', response.data)
        self.assertGreaterEqual(len(response.data), 1)

    def test_deny_project_staff_to_fetch_template_list(self):
        self.url += '?task_name=DocumentClassification'
        for user in self.project.staffs:
            self.assert_fetch(user, status.HTTP_403_FORBIDDEN)

    def test_return_only_default_template_with_empty_task_name(self):
        response = self.assert_fetch(self.project.admin, status.HTTP_200_OK)
        self.assertEqual(len(response.data), 1)
        self.assertIn('Custom REST Request', response.data)

    def test_return_only_default_template_with_wrong_task_name(self):
        self.url += '?task_name=foobar'
        response = self.assert_fetch(self.project.admin, status.HTTP_200_OK)
        self.assertEqual(len(response.data), 1)
        self.assertIn('Custom REST Request', response.data)


class TestConfigParameter(CRUDMixin):

    def setUp(self):
        self.project = prepare_project(task=DOCUMENT_CLASSIFICATION)
        self.data = {
            'model_name': 'GCP Entity Analysis',
            'model_attrs': {'key': 'hoge', 'type': 'PLAIN_TEXT', 'language': 'en'},
            'text': 'example'
        }
        self.url = reverse(viewname='auto_labeling_parameter_testing', args=[self.project.item.id])

    @patch('auto_labeling.views.RestAPIRequestTesting.send_request', return_value={})
    def test_called_with_proper_model(self, mock):
        self.assert_create(self.project.admin, status.HTTP_200_OK)
        _, kwargs = mock.call_args
        expected = RequestModelFactory.create(self.data['model_name'], self.data['model_attrs'])
        self.assertEqual(kwargs['model'], expected)

    @patch('auto_labeling.views.RestAPIRequestTesting.send_request', return_value={})
    def test_called_with_text(self, mock):
        self.assert_create(self.project.admin, status.HTTP_200_OK)
        _, kwargs = mock.call_args
        self.assertEqual(kwargs['example'], self.data['text'])

    @patch('auto_labeling.views.RestAPIRequestTesting.send_request', return_value={})
    def test_called_with_image(self, mock):
        self.data['text'] = str(data_dir / 'images/1500x500.jpeg')
        self.assert_create(self.project.admin, status.HTTP_200_OK)
        _, kwargs = mock.call_args
        self.assertEqual(kwargs['example'], self.data['text'])


class TestTemplateMapping(CRUDMixin):

    def setUp(self):
        self.project = prepare_project(task=DOCUMENT_CLASSIFICATION)
        self.data = {
            'response': {
                'Sentiment': 'NEUTRAL',
                'SentimentScore': {
                    'Positive': 0.004438233096152544,
                    'Negative': 0.0005306027014739811,
                    'Neutral': 0.9950305223464966,
                    'Mixed': 5.80838445785048e-7
                }
            },
            'template': AmazonComprehendSentimentTemplate().load(),
            'task_type': 'Category'
        }
        self.url = reverse(viewname='auto_labeling_template_test', args=[self.project.item.id])

    def test_template_mapping(self):
        response = self.assert_create(self.project.admin, status.HTTP_200_OK)
        expected = [{'label': 'NEUTRAL'}]
        self.assertEqual(response.json(), expected)

    def test_json_decode_error(self):
        self.data['template'] = ''
        self.assert_create(self.project.admin, status.HTTP_400_BAD_REQUEST)


class TestLabelMapping(CRUDMixin):

    def setUp(self):
        self.project = prepare_project(task=DOCUMENT_CLASSIFICATION)
        self.data = {
            'response': [{'label': 'NEGATIVE'}],
            'label_mapping': {'NEGATIVE': 'Negative'},
            'task_type': 'Category'
        }
        self.url = reverse(viewname='auto_labeling_mapping_test', args=[self.project.item.id])

    def test_label_mapping(self):
        response = self.assert_create(self.project.admin, status.HTTP_200_OK)
        expected = [{'label': 'Negative'}]
        self.assertEqual(response.json(), expected)


class TestConfigCreation(CRUDMixin):

    def setUp(self):
        self.project = prepare_project(task=DOCUMENT_CLASSIFICATION)
        self.data = {
            'model_name': 'Amazon Comprehend Sentiment Analysis',
            'model_attrs': {
                'aws_access_key': 'str',
                'aws_secret_access_key': 'str',
                'region_name': 'us-east-1',
                'language_code': 'en'
            },
            'template': AmazonComprehendSentimentTemplate().load(),
            'label_mapping': {'NEGATIVE': 'Negative'},
            'task_type': 'Category'
        }
        self.url = reverse(viewname='auto_labeling_configs', args=[self.project.item.id])

    def test_create_config(self):
        response = self.assert_create(self.project.admin, status.HTTP_201_CREATED)
        self.assertEqual(response.data['model_name'], self.data['model_name'])

    def test_list_config(self):
        mommy.make('AutoLabelingConfig', project=self.project.item)
        response = self.assert_fetch(self.project.admin, status.HTTP_200_OK)
        self.assertEqual(len(response.data), 1)


class TestAutomatedLabeling(CRUDMixin):

    def setUp(self):
        self.project = prepare_project(task=DOCUMENT_CLASSIFICATION, single_class_classification=False)
        self.example = make_doc(self.project.item)
        self.category_pos = mommy.make(
            'CategoryType', project=self.project.item, text='POS'
        )
        self.category_neg = mommy.make(
            'CategoryType', project=self.project.item, text='NEG'
        )
        self.loc = mommy.make('SpanType', project=self.project.item, text='LOC')
        self.url = reverse(viewname='auto_labeling', args=[self.project.item.id])
        self.url += f'?example={self.example.id}'

    @patch('auto_labeling.views.execute_pipeline', return_value=Categories([{'label': 'POS'}]))
    def test_category_labeling(self, mock):
        mommy.make('AutoLabelingConfig', task_type='Category', project=self.project.item)
        self.assert_create(self.project.admin, status.HTTP_201_CREATED)
        self.assertEqual(Category.objects.count(), 1)
        self.assertEqual(Category.objects.first().label, self.category_pos)

    @patch(
        'auto_labeling.views.execute_pipeline',
        side_effect=[
            Categories([{'label': 'POS'}]),
            Categories([{'label': 'NEG'}])
        ]
    )
    def test_multiple_configs(self, mock):
        mommy.make('AutoLabelingConfig', task_type='Category', project=self.project.item)
        mommy.make('AutoLabelingConfig', task_type='Category', project=self.project.item)
        self.assert_create(self.project.admin, status.HTTP_201_CREATED)
        self.assertEqual(Category.objects.count(), 2)
        self.assertEqual(Category.objects.first().label, self.category_pos)
        self.assertEqual(Category.objects.last().label, self.category_neg)

    @patch(
        'auto_labeling.views.execute_pipeline',
        side_effect=[
            Categories([{'label': 'POS'}]),
            Categories([{'label': 'POS'}])
        ]
    )
    def test_cannot_label_same_category_type(self, mock):
        mommy.make('AutoLabelingConfig', task_type='Category', project=self.project.item)
        mommy.make('AutoLabelingConfig', task_type='Category', project=self.project.item)
        self.assert_create(self.project.admin, status.HTTP_201_CREATED)
        self.assertEqual(Category.objects.count(), 1)

    @patch(
        'auto_labeling.views.execute_pipeline',
        side_effect=[
            Categories([{'label': 'POS'}]),
            Spans([{'label': 'LOC', 'start_offset': 0, 'end_offset': 5}]),
        ]
    )
    def test_allow_multi_type_configs(self, mock):
        mommy.make('AutoLabelingConfig', task_type='Category', project=self.project.item)
        mommy.make('AutoLabelingConfig', task_type='Span', project=self.project.item)
        self.assert_create(self.project.admin, status.HTTP_201_CREATED)
        self.assertEqual(Category.objects.count(), 1)
        self.assertEqual(Span.objects.count(), 1)

    @patch('auto_labeling.views.execute_pipeline', return_value=Categories([{'label': 'POS'}]))
    def test_cannot_use_other_project_config(self, mock):
        mommy.make('AutoLabelingConfig', task_type='Category')
        self.assert_create(self.project.admin, status.HTTP_201_CREATED)
        self.assertEqual(Category.objects.count(), 0)


class TestAutomatedSpanLabeling(CRUDMixin):

    def setUp(self):
        self.project = prepare_project(task=SEQUENCE_LABELING)
        self.example = make_doc(self.project.item)
        self.loc = mommy.make('SpanType', project=self.project.item, text='LOC')
        self.url = reverse(viewname='auto_labeling', args=[self.project.item.id])
        self.url += f'?example={self.example.id}'

    @patch(
        'auto_labeling.views.execute_pipeline',
        side_effect=[
            Spans([{'label': 'LOC', 'start_offset': 0, 'end_offset': 5}]),
            Spans([{'label': 'LOC', 'start_offset': 4, 'end_offset': 10}])
        ]
    )
    def test_cannot_label_overlapping_span(self, mock):
        mommy.make('AutoLabelingConfig', task_type='Span', project=self.project.item)
        mommy.make('AutoLabelingConfig', task_type='Span', project=self.project.item)
        self.assert_create(self.project.admin, status.HTTP_201_CREATED)
        self.assertEqual(Span.objects.count(), 1)


class TestAutomatedTextLabeling(CRUDMixin):

    def setUp(self):
        self.project = prepare_project(task=SEQ2SEQ)
        self.example = make_doc(self.project.item)
        self.url = reverse(viewname='auto_labeling', args=[self.project.item.id])
        self.url += f'?example={self.example.id}'

    @patch(
        'auto_labeling.views.execute_pipeline',
        side_effect=[
            Texts([{'text': 'foo'}]),
            Texts([{'text': 'foo'}])
        ]
    )
    def test_cannot_label_same_text(self, mock):
        mommy.make('AutoLabelingConfig', task_type='Text', project=self.project.item)
        mommy.make('AutoLabelingConfig', task_type='Text', project=self.project.item)
        self.assert_create(self.project.admin, status.HTTP_201_CREATED)
        self.assertEqual(TextLabel.objects.count(), 1)