ModelScope/tests/pipelines/test_video_multi_modal_embedding.py

# Copyright (c) Alibaba, Inc. and its affiliates.

import unittest

from modelscope.pipelines import pipeline
from modelscope.utils.constant import Tasks
from modelscope.utils.demo_utils import DemoCompatibilityCheck
from modelscope.utils.logger import get_logger
from modelscope.utils.test_utils import test_level

logger = get_logger()


class VideoMultiModalEmbeddingTest(unittest.TestCase, DemoCompatibilityCheck):

    def setUp(self) -> None:
        self.task = Tasks.video_multi_modal_embedding
        self.model_id = 'damo/multi_modal_clip_vtretrival_msrvtt_53'

    video_path = 'https://modelscope.oss-cn-beijing.aliyuncs.com/test/videos/multi_modal_test_video_9770.mp4'
    caption = 'a person is connecting something to system'
    _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]))

    @unittest.skip('demo compatibility test is only enabled on a needed-basis')
    def test_demo_compatibility(self):
        self.compatibility_check()


if __name__ == '__main__':
    unittest.main()