# 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.utils.constant import Tasks from modelscope.utils.test_utils import test_level class ImageStyleTransferTest(unittest.TestCase): def setUp(self) -> None: self.model_id = 'damo/cv_aams_style-transfer_damo' @unittest.skipUnless(test_level() >= 2, 'skip test in current test level') def test_run_by_direct_model_download(self): snapshot_path = snapshot_download(self.model_id) print('snapshot_path: {}'.format(snapshot_path)) image_style_transfer = pipeline( Tasks.image_style_transfer, model=snapshot_path) result = image_style_transfer( 'data/test/images/style_transfer_content.jpg', style='data/test/images/style_transfer_style.jpg') cv2.imwrite('result_styletransfer1.png', result[OutputKeys.OUTPUT_IMG]) @unittest.skipUnless(test_level() >= 0, 'skip test in current test level') def test_run_modelhub(self): image_style_transfer = pipeline( Tasks.image_style_transfer, model=self.model_id) result = image_style_transfer( 'data/test/images/style_transfer_content.jpg', style='data/test/images/style_transfer_style.jpg') cv2.imwrite('result_styletransfer2.png', result[OutputKeys.OUTPUT_IMG]) print('style_transfer.test_run_modelhub done') @unittest.skipUnless(test_level() >= 2, 'skip test in current test level') def test_run_modelhub_default_model(self): image_style_transfer = pipeline(Tasks.image_style_transfer) result = image_style_transfer( 'data/test/images/style_transfer_content.jpg', style='data/test/images/style_transfer_style.jpg') cv2.imwrite('result_styletransfer3.png', result[OutputKeys.OUTPUT_IMG]) print('style_transfer.test_run_modelhub_default_model done') if __name__ == '__main__': unittest.main()