# Copyright (c) Alibaba, Inc. and its affiliates. import sys 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 VideoFrameInterpolationPipeline from modelscope.utils.constant import Tasks from modelscope.utils.test_utils import test_level class VideoFrameInterpolationTest(unittest.TestCase): def setUp(self) -> None: self.task = Tasks.video_frame_interpolation self.model_id = 'damo/cv_raft_video-frame-interpolation' self.model_practical_id = 'damo/cv_raft_video-frame-interpolation_practical' self.test_video = 'data/test/videos/video_frame_interpolation_test.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 = VideoFrameInterpolationPipeline(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)) cache_path = snapshot_download(self.model_practical_id) pipeline = VideoFrameInterpolationPipeline(cache_path) pipeline.group_key = self.task out_video_path = pipeline( input={'video': 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_from_modelhub(self): pipeline_ins = pipeline( task=Tasks.video_frame_interpolation, 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)) pipeline_ins = pipeline( task=Tasks.video_frame_interpolation, model=self.model_practical_id) out_video_path = pipeline_ins( input={'video': 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_frame_interpolation) 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()