# 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.cv.image_utils import show_video_tracking_result from modelscope.utils.test_utils import test_level class SingleObjectTracking(unittest.TestCase): def setUp(self) -> None: self.task = Tasks.video_single_object_tracking self.model_id = 'damo/cv_vitb_video-single-object-tracking_ostrack' self.model_id_procontext = 'damo/cv_vitb_video-single-object-tracking_procontext' @unittest.skipUnless(test_level() >= 0, 'skip test in current test level') def test_run_end2end(self): video_single_object_tracking = pipeline( Tasks.video_single_object_tracking, model=self.model_id) video_path = 'data/test/videos/dog.avi' init_bbox = [414, 343, 514, 449] # [x1, y1, x2, y2] result = video_single_object_tracking((video_path, init_bbox)) print('result is : ', result[OutputKeys.BOXES]) show_video_tracking_result(video_path, result[OutputKeys.BOXES], './tracking_result.avi') @unittest.skipUnless(test_level() >= 0, 'skip test in current test level') def test_run_end2end_procontext(self): video_single_object_tracking = pipeline( Tasks.video_single_object_tracking, model=self.model_id_procontext) video_path = 'data/test/videos/dog.avi' init_bbox = [414, 343, 514, 449] # [x1, y1, x2, y2] result = video_single_object_tracking((video_path, init_bbox)) assert OutputKeys.BOXES in result.keys() and len( result[OutputKeys.BOXES]) == 139 @unittest.skipUnless(test_level() >= 1, 'skip test in current test level') def test_run_modelhub_default_model(self): video_single_object_tracking = pipeline( Tasks.video_single_object_tracking) video_path = 'data/test/videos/dog.avi' init_bbox = [414, 343, 514, 449] # [x1, y1, x2, y2] result = video_single_object_tracking((video_path, init_bbox)) print('result is : ', result[OutputKeys.BOXES]) if __name__ == '__main__': unittest.main()