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Jerjou Cheng
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Python label detection [Vision API](https://cloud.google.com/vision/) example. | ||
See the [tutorial](https://cloud.google.com/vision/docs/label-tutorial). | ||
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#!/usr/bin/env python | ||
# Copyright 2015 Google Inc. All Rights Reserved. | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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""" | ||
This script uses the Vision API's label detection capabilities to find a label | ||
based on an image's content. | ||
To run the example, install the necessary libraries by running: | ||
pip install -r requirements.txt | ||
Run the script on an image to get a label, E.g.: | ||
./label.py <path-to-image> | ||
""" | ||
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# [START import_libraries] | ||
import argparse | ||
import base64 | ||
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from googleapiclient import discovery | ||
from oauth2client.client import GoogleCredentials | ||
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# The url template to retrieve the discovery document for trusted testers. | ||
DISCOVERY_URL = 'https://{api}.googleapis.com/$discovery/rest?version={apiVersion}' # noqa | ||
# [END import_libraries] | ||
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def main(photo_file): | ||
"""Run a label request on a single image""" | ||
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# [START authenticate] | ||
credentials = GoogleCredentials.get_application_default() | ||
service = discovery.build('vision', 'v1', credentials=credentials, | ||
discoveryServiceUrl=DISCOVERY_URL) | ||
# [END authenticate] | ||
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# [START construct_request] | ||
with open(photo_file, 'rb') as image: | ||
image_content = base64.b64encode(image.read()) | ||
service_request = service.images().annotate(body={ | ||
'requests': [{ | ||
'image': { | ||
'content': image_content.decode('UTF-8') | ||
}, | ||
'features': [{ | ||
'type': 'LABEL_DETECTION', | ||
'maxResults': 1 | ||
}] | ||
}] | ||
}) | ||
# [END construct_request] | ||
# [START parse_response] | ||
response = service_request.execute() | ||
label = response['responses'][0]['labelAnnotations'][0]['description'] | ||
print('Found label: %s for %s' % (label, photo_file)) | ||
# [END parse_response] | ||
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# [START run_application] | ||
if __name__ == '__main__': | ||
parser = argparse.ArgumentParser() | ||
parser.add_argument('image_file', help='The image you\'d like to label.') | ||
args = parser.parse_args() | ||
main(args.image_file) | ||
# [END run_application] |
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# Copyright 2016, Google, Inc. | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# http://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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import re | ||
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from label import main | ||
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def test_main(resource, capsys): | ||
in_file = resource('cat.jpg') | ||
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main(in_file) | ||
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stdout, _ = capsys.readouterr() | ||
assert re.match(r'Found label:.*cat', stdout) |
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google-api-python-client==1.5.1 |
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