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57 lines
2.3 KiB
Python
57 lines
2.3 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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import numpy as np
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from modelscope.outputs import OutputKeys
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from modelscope.pipelines import pipeline
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from modelscope.pipelines.base import Pipeline
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from modelscope.utils.constant import Tasks
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from modelscope.utils.cv.image_utils import show_video_object_detection_result
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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 RealtimeVideoObjectDetectionTest(unittest.TestCase):
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def setUp(self) -> None:
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self.model_id = 'damo/cv_cspnet_video-object-detection_streamyolo'
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self.test_video = 'data/test/videos/test_realtime_vod.mp4'
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@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
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def test_run_modelhub(self):
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realtime_video_object_detection = pipeline(
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Tasks.video_object_detection, model=self.model_id)
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result = realtime_video_object_detection(self.test_video)
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if result:
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logger.info('Video output to test_vod_results.avi')
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show_video_object_detection_result(self.test_video,
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result[OutputKeys.BOXES],
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result[OutputKeys.LABELS],
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'test_vod_results.avi')
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else:
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raise ValueError('process error')
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@unittest.skipUnless(test_level() >= 0, 'skip test in current test level')
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def test_longshortnet(self):
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model_id = 'damo/cv_cspnet_video-object-detection_longshortnet'
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test_video = 'data/test/videos/test_realtime_vod.mp4'
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realtime_video_object_detection = pipeline(
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Tasks.video_object_detection, model=model_id)
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result = realtime_video_object_detection(test_video)
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if result:
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logger.info('Video output to test_vod_results.avi')
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show_video_object_detection_result(test_video,
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result[OutputKeys.BOXES],
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result[OutputKeys.LABELS],
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'test_vod_results.avi')
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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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