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45 lines
1.7 KiB
Python
45 lines
1.7 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 TrafficSignDetectionTest(unittest.TestCase):
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def setUp(self) -> None:
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self.task = Tasks.domain_specific_object_detection
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self.model_id = 'damo/cv_tinynas_object-detection_damoyolo_traffic_sign'
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@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
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def test_traffic_sign_detection_damoyolo(self):
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tinynas_object_detection = pipeline(
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Tasks.domain_specific_object_detection,
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model='damo/cv_tinynas_object-detection_damoyolo_traffic_sign',
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trust_remote_code=True)
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result = tinynas_object_detection(
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'data/test/images/image_traffic_sign.jpg')
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assert result and (OutputKeys.SCORES in result) and (
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OutputKeys.LABELS in result) and (OutputKeys.BOXES in result)
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print('results: ', result)
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@unittest.skipUnless(test_level() >= 1, 'skip test in current test level')
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def test_traffic_sign_detection_damoyolo_with_image(self):
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tinynas_object_detection = pipeline(
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Tasks.domain_specific_object_detection,
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model='damo/cv_tinynas_object-detection_damoyolo_traffic_sign')
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img = Image.open('data/test/images/image_traffic_sign.jpg')
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result = tinynas_object_detection(img)
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assert result and (OutputKeys.SCORES in result) and (
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OutputKeys.LABELS in result) and (OutputKeys.BOXES in result)
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print('results: ', result)
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if __name__ == '__main__':
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unittest.main()
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