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61 changes: 24 additions & 37 deletions test/integration/test_integration_visual_recognition.py
Original file line number Diff line number Diff line change
Expand Up @@ -3,54 +3,41 @@
import os
from os.path import join, dirname
from unittest import TestCase
import json

pytestmark = pytest.mark.skip('Run These Manually, they are destructive')

class IntegrationTestVisualRecognitionV3(TestCase):

def setUp(self):
self.visual_recognition = watson_developer_cloud.VisualRecognitionV3('2016-05-20', api_key=os.environ.get(
'VISUAL_RECOGNITION_API_KEY'))
'YOUR API KEY'))
self.visual_recognition.set_default_headers({'X-Watson-Learning-Opt-Out': '1', 'X-Watson-Test': '1'})
self.collections = self.visual_recognition.list_collections()

collection_json = self.visual_recognition.create_collection(name="test_integration_collection")
self.collection_id = collection_json['collection_id']

def tearDown(self):
results = self.visual_recognition.delete_collection(collection_id=self.collection_id)
assert not results

def test_list_collections(self):
results = self.visual_recognition.list_collections()
assert len(results['collections']) - len(self.collections['collections']) == 1

def test_add_image_check_metadata_delete_image(self):
with open(join(dirname(__file__), '../resources/face.jpg'), 'rb') as image_file:
self.visual_recognition.add_image(collection_id=self.collection_id, image_file=image_file, metadata={'name': 'face'})

images = self.visual_recognition.list_images(self.collection_id)
assert len(images['images']) == 1
def test_classify(self):
car_path = join(dirname(__file__), '../../resources/cars.zip')
with open(car_path, 'rb') as images_file:
parameters = json.dumps({'threshold': 0.1, 'classifier_ids': ['CarsvsTrucks_1479118188', 'default']})
car_results = self.visual_recognition.classify(images_file=images_file,
parameters=parameters)
assert car_results is not None

image_id = images['images'][0]['image_id']
meta = self.visual_recognition.get_image_metadata(collection_id=self.collection_id, image_id=image_id)
assert not meta
def test_detect_faces(self):
output = self.visual_recognition.detect_faces(parameters=json.dumps({'url': 'https://www.ibm.com/ibm/ginni/images/ginni_bio_780x981_v4_03162016.jpg'}))
assert output is not None

assert meta['name'] == 'face'
assert 'neverland' not in meta
def test_custom_classifier(self):
with open(os.path.join(os.path.dirname(__file__), '../../resources/cars.zip'), 'rb') as cars, \
open(os.path.join(os.path.dirname(__file__), '../../resources/trucks.zip'), 'rb') as trucks:
classifier = self.visual_recognition.create_classifier('Cars vs Trucks', cars_positive_examples=cars, negative_examples=trucks)

self.visual_recognition.set_image_metadata(collection_id=self.collection_id, image_id=image_id, metadata={'location': 'neverland'})
meta = self.visual_recognition.get_image_metadata(collection_id=self.collection_id, image_id=image_id)
assert not meta
assert 'name' not in meta
assert meta['location'] == 'neverland'
assert classifier is not None

self.visual_recognition.delete_image(collection_id=self.collection_id, image_id=image_id)
classifier_id = classifier['classifier_id']
output = self.visual_recognition.get_classifier(classifier_id)
assert output is not None

images = self.visual_recognition.list_images(self.collection_id)
assert images['images']
classifiers = self.visual_recognition.list_classifiers()
assert classifiers is not None

def test_find_similar(self):
with open(join(dirname(__file__), '../resources/face.jpg'), 'rb') as image_file:
results = self.visual_recognition.find_similar(collection_id=self.collection_id, image_file=image_file)
assert results['images_processed'] == 1
output = self.visual_recognition.delete_classifier(classifier_id)
assert output is not None
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