# Copyright (c) Alibaba, Inc. and its affiliates. import unittest import numpy as np from modelscope.models import Model from modelscope.pipelines import pipeline from modelscope.utils.constant import Tasks from modelscope.utils.logger import get_logger from modelscope.utils.test_utils import test_level logger = get_logger() class VideoMultiModalEmbeddingTest(unittest.TestCase): model_id = 'damo/multi_modal_clip_vtretrival_msrvtt_53' video_path = 'data/test/videos/multi_modal_test_video_9770.mp4' caption = ('a person is connecting something to system', None, None) _input = {'video': video_path, 'text': caption} @unittest.skipUnless(test_level() >= 0, 'skip test in current test level') def test_run(self): pipeline_video_multi_modal_embedding = pipeline( Tasks.video_multi_modal_embedding, model=self.model_id) output = pipeline_video_multi_modal_embedding(self._input) logger.info('text feature: {}'.format( output['text_embedding'][0][0][0])) logger.info('video feature: {}'.format( output['video_embedding'][0][0][0])) @unittest.skipUnless(test_level() >= 1, 'skip test in current test level') def test_run_with_default_model(self): pipeline_video_multi_modal_embedding = pipeline( task=Tasks.video_multi_modal_embedding) output = pipeline_video_multi_modal_embedding(self._input) logger.info('text feature: {}'.format( output['text_embedding'][0][0][0])) logger.info('video feature: {}'.format( output['video_embedding'][0][0][0])) if __name__ == '__main__': unittest.main()