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pythonannotation-tooldatasetsactive-learningtext-annotationdatasetnatural-language-processingdata-labelingmachine-learning
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161 lines
5.5 KiB
161 lines
5.5 KiB
from django.test import TestCase
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from django.core.exceptions import ValidationError
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from django.db.utils import IntegrityError
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from model_mommy import mommy
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from ..models import Label, DocumentAnnotation, SequenceAnnotation, Seq2seqAnnotation
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from ..serializers import DocumentAnnotationSerializer
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from ..serializers import SequenceAnnotationSerializer
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from ..serializers import Seq2seqAnnotationSerializer
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class TestTextClassificationProject(TestCase):
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@classmethod
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def setUpTestData(cls):
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cls.project = mommy.make('server.TextClassificationProject')
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def test_image(self):
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image_url = self.project.image
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self.assertTrue(image_url.endswith('.jpg'))
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def test_get_bundle_name(self):
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template = self.project.get_bundle_name()
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self.assertEqual(template, 'document_classification')
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def test_get_annotation_serializer(self):
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serializer = self.project.get_annotation_serializer()
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self.assertEqual(serializer, DocumentAnnotationSerializer)
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def test_get_annotation_class(self):
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klass = self.project.get_annotation_class()
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self.assertEqual(klass, DocumentAnnotation)
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class TestSequenceLabelingProject(TestCase):
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@classmethod
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def setUpTestData(cls):
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cls.project = mommy.make('server.SequenceLabelingProject')
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def test_image(self):
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image_url = self.project.image
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self.assertTrue(image_url.endswith('.jpg'))
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def test_get_bundle_name(self):
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template = self.project.get_bundle_name()
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self.assertEqual(template, 'sequence_labeling')
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def test_get_annotation_serializer(self):
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serializer = self.project.get_annotation_serializer()
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self.assertEqual(serializer, SequenceAnnotationSerializer)
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def test_get_annotation_class(self):
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klass = self.project.get_annotation_class()
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self.assertEqual(klass, SequenceAnnotation)
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class TestSeq2seqProject(TestCase):
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@classmethod
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def setUpTestData(cls):
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cls.project = mommy.make('server.Seq2seqProject')
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def test_image(self):
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image_url = self.project.image
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self.assertTrue(image_url.endswith('.jpg'))
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def test_get_bundle_name(self):
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template = self.project.get_bundle_name()
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self.assertEqual(template, 'seq2seq')
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def test_get_annotation_serializer(self):
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serializer = self.project.get_annotation_serializer()
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self.assertEqual(serializer, Seq2seqAnnotationSerializer)
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def test_get_annotation_class(self):
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klass = self.project.get_annotation_class()
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self.assertEqual(klass, Seq2seqAnnotation)
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class TestLabel(TestCase):
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def test_text_uniqueness(self):
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label = mommy.make('server.Label')
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mommy.make('server.Label', text=label.text)
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with self.assertRaises(IntegrityError):
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Label(project=label.project, text=label.text).save()
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def test_keys_uniqueness(self):
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label = mommy.make('server.Label', prefix_key='ctrl', suffix_key='a')
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with self.assertRaises(IntegrityError):
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Label(project=label.project,
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text='example',
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prefix_key=label.prefix_key,
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suffix_key=label.suffix_key).save()
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def test_suffix_key_uniqueness(self):
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label = mommy.make('server.Label', prefix_key=None, suffix_key='a')
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with self.assertRaises(ValidationError):
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Label(project=label.project,
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text='example',
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prefix_key=label.prefix_key,
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suffix_key=label.suffix_key).full_clean()
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def test_cannot_add_label_only_prefix_key(self):
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project = mommy.make('server.Project')
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label = Label(project=project,
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text='example',
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prefix_key='ctrl')
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with self.assertRaises(ValidationError):
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label.clean()
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def test_can_add_label_only_suffix_key(self):
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project = mommy.make('server.Project')
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label = Label(project=project,
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text='example',
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suffix_key='a')
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label.full_clean()
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def test_can_add_label_suffix_key_with_prefix_key(self):
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project = mommy.make('server.Project')
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label = Label(project=project,
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text='example',
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prefix_key='ctrl',
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suffix_key='a')
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label.full_clean()
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class TestDocumentAnnotation(TestCase):
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def test_uniqueness(self):
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a = mommy.make('server.DocumentAnnotation')
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with self.assertRaises(IntegrityError):
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DocumentAnnotation(document=a.document, user=a.user, label=a.label).save()
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class TestSequenceAnnotation(TestCase):
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def test_uniqueness(self):
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a = mommy.make('server.SequenceAnnotation')
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with self.assertRaises(IntegrityError):
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SequenceAnnotation(document=a.document,
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user=a.user,
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label=a.label,
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start_offset=a.start_offset,
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end_offset=a.end_offset).save()
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def test_position_constraint(self):
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with self.assertRaises(ValidationError):
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mommy.make('server.SequenceAnnotation',
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start_offset=1, end_offset=0).clean()
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class TestSeq2seqAnnotation(TestCase):
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def test_uniqueness(self):
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a = mommy.make('server.Seq2seqAnnotation')
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with self.assertRaises(IntegrityError):
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Seq2seqAnnotation(document=a.document,
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user=a.user,
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text=a.text).save()
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