# Copyright (c) Alibaba, Inc. and its affiliates. import unittest from modelscope.outputs import OutputKeys from modelscope.pipelines import pipeline from modelscope.utils.constant import Tasks from modelscope.utils.test_utils import test_level class MultiObjectTracking(unittest.TestCase): def setUp(self) -> None: self.task = Tasks.video_multi_object_tracking self.model_id = 'damo/cv_yolov5_video-multi-object-tracking_fairmot' @unittest.skipUnless(test_level() >= 0, 'skip test in current test level') def test_run_end2end(self): video_multi_object_tracking = pipeline( Tasks.video_multi_object_tracking, model=self.model_id) video_path = 'data/test/videos/MOT17-03-partial.mp4' result = video_multi_object_tracking(video_path) assert result and (OutputKeys.LABELS in result) and (OutputKeys.BOXES in result) assert len(result[OutputKeys.LABELS]) == len(result[OutputKeys.BOXES]) @unittest.skipUnless(test_level() >= 1, 'skip test in current test level') def test_run_modelhub_default_model(self): video_multi_object_tracking = pipeline( Tasks.video_multi_object_tracking) video_path = 'data/test/videos/MOT17-03-partial.mp4' result = video_multi_object_tracking(video_path) assert result and (OutputKeys.LABELS in result) and (OutputKeys.BOXES in result) assert len(result[OutputKeys.LABELS]) == len(result[OutputKeys.BOXES]) if __name__ == '__main__': unittest.main()