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* Adds crop hints tutorial. * Uses aspect ratio so that we actually crop. * Addresses review feedback * nits * Restructures samples for CI
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output-crop.jpg | ||
output-hint.jpg |
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.. This file is automatically generated. Do not edit this file directly. | ||
Google Cloud Vision API Python Samples | ||
=============================================================================== | ||
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This directory contains samples for Google Cloud Vision API. `Google Cloud Vision API`_ allows developers to easily integrate vision detection features within applications, including image labeling, face and landmark detection, optical character recognition (OCR), and tagging of explicit content | ||
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.. _Google Cloud Vision API: https://cloud.google.com/vision/docs | ||
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Setup | ||
------------------------------------------------------------------------------- | ||
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Authentication | ||
++++++++++++++ | ||
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Authentication is typically done through `Application Default Credentials`_, | ||
which means you do not have to change the code to authenticate as long as | ||
your environment has credentials. You have a few options for setting up | ||
authentication: | ||
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#. When running locally, use the `Google Cloud SDK`_ | ||
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.. code-block:: bash | ||
gcloud beta auth application-default login | ||
#. When running on App Engine or Compute Engine, credentials are already | ||
set-up. However, you may need to configure your Compute Engine instance | ||
with `additional scopes`_. | ||
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#. You can create a `Service Account key file`_. This file can be used to | ||
authenticate to Google Cloud Platform services from any environment. To use | ||
the file, set the ``GOOGLE_APPLICATION_CREDENTIALS`` environment variable to | ||
the path to the key file, for example: | ||
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.. code-block:: bash | ||
export GOOGLE_APPLICATION_CREDENTIALS=/path/to/service_account.json | ||
.. _Application Default Credentials: https://cloud.google.com/docs/authentication#getting_credentials_for_server-centric_flow | ||
.. _additional scopes: https://cloud.google.com/compute/docs/authentication#using | ||
.. _Service Account key file: https://developers.google.com/identity/protocols/OAuth2ServiceAccount#creatinganaccount | ||
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Install Dependencies | ||
++++++++++++++++++++ | ||
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#. Install `pip`_ and `virtualenv`_ if you do not already have them. | ||
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#. Create a virtualenv. Samples are compatible with Python 2.7 and 3.4+. | ||
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.. code-block:: bash | ||
$ virtualenv env | ||
$ source env/bin/activate | ||
#. Install the dependencies needed to run the samples. | ||
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.. code-block:: bash | ||
$ pip install -r requirements.txt | ||
.. _pip: https://pip.pypa.io/ | ||
.. _virtualenv: https://virtualenv.pypa.io/ | ||
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Samples | ||
------------------------------------------------------------------------------- | ||
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Crop Hints Tutorial | ||
+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++ | ||
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To run this sample: | ||
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.. code-block:: bash | ||
$ python crop_hints.py | ||
usage: crop_hints.py [-h] image_file mode | ||
positional arguments: | ||
image_file The image you'd like to crop. | ||
mode Set to "crop" or "draw". | ||
optional arguments: | ||
-h, --help show this help message and exit | ||
The client library | ||
------------------------------------------------------------------------------- | ||
This sample uses the `Google Cloud Client Library for Python`_. | ||
You can read the documentation for more details on API usage and use GitHub | ||
to `browse the source`_ and `report issues`_. | ||
.. Google Cloud Client Library for Python: | ||
https://googlecloudplatform.github.io/google-cloud-python/ | ||
.. browse the source: | ||
https://github.com/GoogleCloudPlatform/google-cloud-python | ||
.. report issues: | ||
https://github.com/GoogleCloudPlatform/google-cloud-python/issues | ||
.. _Google Cloud SDK: https://cloud.google.com/sdk/ |
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# This file is used to generate README.rst | ||
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product: | ||
name: Google Cloud Vision API | ||
short_name: Cloud Vision API | ||
url: https://cloud.google.com/vision/docs | ||
description: > | ||
`Google Cloud Vision API`_ allows developers to easily integrate vision | ||
detection features within applications, including image labeling, face and | ||
landmark detection, optical character recognition (OCR), and tagging of | ||
explicit content | ||
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setup: | ||
- auth | ||
- install_deps | ||
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samples: | ||
- name: Crop Hints Tutorial | ||
file: crop_hints.py | ||
show_help: True | ||
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cloud_client_library: true |
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#!/usr/bin/env python | ||
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# Copyright 2017 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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"""Outputs a cropped image or an image highlighting crop regions on an image. | ||
Examples: | ||
python crop_hints.py resources/cropme.jpg draw | ||
python crop_hints.py resources/cropme.jpg crop | ||
""" | ||
# [START full_tutorial] | ||
# [START imports] | ||
import argparse | ||
import io | ||
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from google.cloud import vision | ||
from PIL import Image, ImageDraw | ||
# [END imports] | ||
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def get_crop_hint(path): | ||
# [START get_crop_hint] | ||
"""Detect crop hints on a single image and return the first result.""" | ||
vision_client = vision.Client() | ||
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with io.open(path, 'rb') as image_file: | ||
content = image_file.read() | ||
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image = vision_client.image(content=content) | ||
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# Return bounds for the first crop hint using an aspect ratio of 1.77. | ||
return image.detect_crop_hints({1.77})[0].bounds.vertices | ||
# [END get_crop_hint] | ||
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def draw_hint(image_file): | ||
"""Draw a border around the image using the hints in the vector list.""" | ||
# [START draw_hint] | ||
vects = get_crop_hint(image_file) | ||
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im = Image.open(image_file) | ||
draw = ImageDraw.Draw(im) | ||
draw.line([vects[0].x_coordinate, vects[0].y_coordinate, | ||
vects[1].x_coordinate, vects[1].y_coordinate], | ||
fill='red', width=3) | ||
draw.line([vects[1].x_coordinate, vects[1].y_coordinate, | ||
vects[2].x_coordinate, vects[2].y_coordinate], | ||
fill='red', width=3) | ||
draw.line([vects[2].x_coordinate, vects[2].y_coordinate, | ||
vects[3].x_coordinate, vects[3].y_coordinate], | ||
fill='red', width=3) | ||
draw.line([vects[3].x_coordinate, vects[3].y_coordinate, | ||
vects[0].x_coordinate, vects[0].y_coordinate], | ||
fill='red', width=3) | ||
im.save('output-hint.jpg', 'JPEG') | ||
# [END draw_hint] | ||
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def crop_to_hint(image_file): | ||
"""Crop the image using the hints in the vector list.""" | ||
# [START crop_to_hint] | ||
vects = get_crop_hint(image_file) | ||
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im = Image.open(image_file) | ||
im2 = im.crop((vects[0].x_coordinate, vects[0].y_coordinate, | ||
vects[2].x_coordinate - 1, vects[2].y_coordinate - 1)) | ||
im2.save('output-crop.jpg', 'JPEG') | ||
# [END crop_to_hint] | ||
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if __name__ == '__main__': | ||
# [START run_crop] | ||
parser = argparse.ArgumentParser() | ||
parser.add_argument('image_file', help='The image you\'d like to crop.') | ||
parser.add_argument('mode', help='Set to "crop" or "draw".') | ||
args = parser.parse_args() | ||
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parser = argparse.ArgumentParser() | ||
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if args.mode == 'crop': | ||
crop_to_hint(args.image_file) | ||
elif args.mode == 'draw': | ||
draw_hint(args.image_file) | ||
# [END run_crop] | ||
# [END full_tutorial] |
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# Copyright 2017 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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import os | ||
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import crop_hints | ||
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def test_crop(cloud_config, capsys): | ||
"""Checks the output image for cropping the image is created.""" | ||
file_name = os.path.join( | ||
os.path.dirname(__file__), | ||
'resources/cropme.jpg') | ||
crop_hints.crop_to_hint(file_name) | ||
out, _ = capsys.readouterr() | ||
assert os.path.isfile('output-crop.jpg') | ||
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def test_draw(cloud_config, capsys): | ||
"""Checks the output image for drawing the crop hint is created.""" | ||
file_name = os.path.join( | ||
os.path.dirname(__file__), | ||
'resources/cropme.jpg') | ||
crop_hints.draw_hint(file_name) | ||
out, _ = capsys.readouterr() | ||
assert os.path.isfile('output-hint.jpg') |
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google-cloud-vision==0.23.2 | ||
pillow==4.0.0 |
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# This file is used to generate README.rst | ||
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product: | ||
name: Google Cloud Vision API | ||
short_name: Cloud Vision API | ||
url: https://cloud.google.com/vision/docs | ||
description: > | ||
`Google Cloud Vision API`_ allows developers to easily integrate vision | ||
detection features within applications, including image labeling, face and | ||
landmark detection, optical character recognition (OCR), and tagging of | ||
explicit content | ||
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setup: | ||
- auth | ||
- install_deps | ||
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samples: | ||
- name: Detect | ||
file: detect.py | ||
show_help: True | ||
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cloud_client_library: true |
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