# Copyright (c) Alibaba, Inc. and its affiliates. import unittest import cv2 from modelscope.hub.snapshot_download import snapshot_download from modelscope.outputs import OutputKeys from modelscope.pipelines import pipeline from modelscope.pipelines.cv import ImageEditingPipeline from modelscope.utils.constant import Tasks from modelscope.utils.test_utils import test_level class ImageEditingTest(unittest.TestCase): def setUp(self) -> None: self.task = Tasks.image_editing self.model_id = 'damo/cv_masactrl_image-editing' prompts = [ '', # source prompt 'a photo of a running corgi' # target prompt ] img = 'https://public-vigen-video.oss-cn-shanghai.aliyuncs.com/public/ModelScope/test/images/corgi.jpg' self.input = {'img': img, 'prompts': prompts} self.output_image_path = './result.png' @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 = ImageEditingPipeline(cache_path) pipeline.group_key = self.task edited_img = pipeline(input=self.input)[OutputKeys.OUTPUT_IMG] # BGR cv2.imwrite(self.output_image_path, edited_img) print('MasaCtrl pipeline: the edited image path is {}'.format( self.output_image_path)) @unittest.skipUnless(test_level() >= 1, 'skip test in current test level') def test_run_with_model_name(self): pipeline_ins = pipeline(task=Tasks.image_editing, model=self.model_id) edited_img = pipeline_ins(self.input)[OutputKeys.OUTPUT_IMG] # BGR cv2.imwrite(self.output_image_path, edited_img) print('MasaCtrl pipeline: the edited image path is {}'.format( self.output_image_path)) if __name__ == '__main__': unittest.main()