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9c4765923a
add image-reid-person
Link: https://code.alibaba-inc.com/Ali-MaaS/MaaS-lib/codereview/9818427
54 lines
2.1 KiB
Python
54 lines
2.1 KiB
Python
# Copyright (c) Alibaba, Inc. and its affiliates.
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import unittest
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from PIL import Image
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from modelscope.outputs import OutputKeys
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from modelscope.pipelines import pipeline
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from modelscope.utils.constant import Tasks
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from modelscope.utils.test_utils import test_level
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class ImageReidPersonTest(unittest.TestCase):
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def setUp(self) -> None:
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self.input_location = 'data/test/images/image_reid_person.jpg'
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self.model_id = 'damo/cv_passvitb_image-reid-person_market'
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@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
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def test_image_reid_person(self):
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image_reid_person = pipeline(
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Tasks.image_reid_person, model=self.model_id)
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result = image_reid_person(self.input_location)
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assert result and OutputKeys.IMG_EMBEDDING in result
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print(
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f'The shape of img embedding is: {result[OutputKeys.IMG_EMBEDDING].shape}'
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)
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print(f'The img embedding is: {result[OutputKeys.IMG_EMBEDDING]}')
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@unittest.skipUnless(test_level() >= 1, 'skip test in current test level')
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def test_image_reid_person_with_image(self):
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image_reid_person = pipeline(
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Tasks.image_reid_person, model=self.model_id)
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img = Image.open(self.input_location)
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result = image_reid_person(img)
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assert result and OutputKeys.IMG_EMBEDDING in result
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print(
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f'The shape of img embedding is: {result[OutputKeys.IMG_EMBEDDING].shape}'
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)
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print(f'The img embedding is: {result[OutputKeys.IMG_EMBEDDING]}')
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@unittest.skipUnless(test_level() >= 2, 'skip test in current test level')
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def test_image_reid_person_with_default_model(self):
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image_reid_person = pipeline(Tasks.image_reid_person)
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result = image_reid_person(self.input_location)
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assert result and OutputKeys.IMG_EMBEDDING in result
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print(
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f'The shape of img embedding is: {result[OutputKeys.IMG_EMBEDDING].shape}'
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)
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print(f'The img embedding is: {result[OutputKeys.IMG_EMBEDDING]}')
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if __name__ == '__main__':
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unittest.main()
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