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60 lines
2.0 KiB
Python
60 lines
2.0 KiB
Python
# Copyright (c) Alibaba, Inc. and its affiliates.
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import unittest
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import cv2
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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.cv.image_utils import numpy_to_cv2img
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from modelscope.utils.logger import get_logger
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from modelscope.utils.test_utils import test_level
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logger = get_logger()
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class CrowdCountingTest(unittest.TestCase):
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def setUp(self) -> None:
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self.input_location = 'data/test/images/crowd_counting.jpg'
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self.model_id = 'damo/cv_hrnet_crowd-counting_dcanet'
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def save_result(self, result):
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print('scores:', result[OutputKeys.SCORES])
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vis_img = result[OutputKeys.OUTPUT_IMG]
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vis_img = numpy_to_cv2img(vis_img)
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cv2.imwrite('result.jpg', vis_img)
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@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
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def test_crowd_counting(self):
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crowd_counting = pipeline(Tasks.crowd_counting, model=self.model_id)
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result = crowd_counting(self.input_location)
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if result:
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self.save_result(result)
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else:
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raise ValueError('process error')
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@unittest.skipUnless(test_level() >= 1, 'skip test in current test level')
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def test_crowd_counting_with_image(self):
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crowd_counting = pipeline(Tasks.crowd_counting, model=self.model_id)
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img = Image.open(self.input_location)
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result = crowd_counting(img)
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if result:
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self.save_result(result)
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else:
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raise ValueError('process error')
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@unittest.skipUnless(test_level() >= 2, 'skip test in current test level')
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def test_crowd_counting_with_default_task(self):
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crowd_counting = pipeline(Tasks.crowd_counting)
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result = crowd_counting(self.input_location)
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if result:
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self.save_result(result)
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else:
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raise ValueError('process error')
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if __name__ == '__main__':
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unittest.main()
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