# Copyright (c) Alibaba, Inc. and its affiliates. import unittest from modelscope.hub.snapshot_download import snapshot_download from modelscope.models import Model from modelscope.outputs import OutputKeys from modelscope.pipelines import pipeline from modelscope.pipelines.cv import VideoSuperResolutionPipeline from modelscope.utils.constant import Tasks from modelscope.utils.test_utils import test_level class VideoSuperResolutionTest(unittest.TestCase): def setUp(self) -> None: self.task = Tasks.video_super_resolution self.model_id = 'damo/cv_realbasicvsr_video-super-resolution_videolq' self.test_video = 'https://modelscope.oss-cn-beijing.aliyuncs.com/test/videos/000.mp4' @unittest.skipUnless(test_level() >= 2, 'skip test in current test level') def test_run_by_direct_model_download(self): cache_path = snapshot_download(self.model_id) pipeline = VideoSuperResolutionPipeline(cache_path) pipeline.group_key = self.task out_video_path = pipeline( input=self.test_video)[OutputKeys.OUTPUT_VIDEO] print('pipeline: the output video path is {}'.format(out_video_path)) @unittest.skipUnless(test_level() >= 1, 'skip test in current test level') def test_run_with_model_from_modelhub(self): model = Model.from_pretrained(self.model_id) pipeline_ins = pipeline(task=Tasks.video_super_resolution, model=model) out_video_path = pipeline_ins( input=self.test_video)[OutputKeys.OUTPUT_VIDEO] print('pipeline: the output video path is {}'.format(out_video_path)) @unittest.skipUnless(test_level() >= 0, 'skip test in current test level') def test_run_with_model_name(self): pipeline_ins = pipeline( task=Tasks.video_super_resolution, model=self.model_id) out_video_path = pipeline_ins( input=self.test_video)[OutputKeys.OUTPUT_VIDEO] print('pipeline: the output video path is {}'.format(out_video_path)) @unittest.skipUnless(test_level() >= 2, 'skip test in current test level') def test_run_with_default_model(self): pipeline_ins = pipeline(task=Tasks.video_super_resolution) out_video_path = pipeline_ins( input=self.test_video)[OutputKeys.OUTPUT_VIDEO] print('pipeline: the output video path is {}'.format(out_video_path)) if __name__ == '__main__': unittest.main()