# Copyright (c) Alibaba, Inc. and its affiliates. import unittest import cv2 from modelscope.pipelines import pipeline from modelscope.utils.constant import Tasks from modelscope.utils.test_utils import test_level class CartoonStableDiffusionTest(unittest.TestCase): def setUp(self) -> None: self.task = Tasks.text_to_image_synthesis self.model_id = 'damo/cv_cartoon_stable_diffusion_design' self.model_id_illu = 'damo/cv_cartoon_stable_diffusion_illustration' self.model_id_watercolor = 'damo/cv_cartoon_stable_diffusion_watercolor' self.model_id_flat = 'damo/cv_cartoon_stable_diffusion_flat' self.model_id_clipart = 'damo/cv_cartoon_stable_diffusion_clipart' @unittest.skipUnless(test_level() >= 0, 'skip test in current test level') def test_run_default(self): pipe = pipeline( task=self.task, model=self.model_id, model_revision='v1.0.0') output = pipe( {'text': 'sks style, a portrait painting of Johnny Depp'}) cv2.imwrite('result_design.png', output['output_imgs'][0]) print('Image saved to result_design.png') @unittest.skipUnless(test_level() >= 0, 'skip test in current test level') def test_run_illustration(self): pipe = pipeline( task=self.task, model=self.model_id_illu, model_revision='v1.0.0') output = pipe( {'text': 'sks style, a portrait painting of Johnny Depp'}) cv2.imwrite('result_illu.png', output['output_imgs'][0]) print('Image saved to result_illu.png') @unittest.skipUnless(test_level() >= 0, 'skip test in current test level') def test_run_watercolor(self): pipe = pipeline( task=self.task, model=self.model_id_watercolor, model_revision='v1.0.0') output = pipe( {'text': 'sks style, a portrait painting of Johnny Depp'}) cv2.imwrite('result_watercolor.png', output['output_imgs'][0]) print('Image saved to result_watercolor.png') @unittest.skipUnless(test_level() >= 0, 'skip test in current test level') def test_run_flat(self): pipe = pipeline( task=self.task, model=self.model_id_flat, model_revision='v1.0.0') output = pipe( {'text': 'sks style, a portrait painting of Johnny Depp'}) cv2.imwrite('result_flat.png', output['output_imgs'][0]) print('Image saved to result_flat.png') @unittest.skipUnless(test_level() >= 0, 'skip test in current test level') def test_run_clipart(self): pipe = pipeline( task=self.task, model=self.model_id_clipart, model_revision='v1.0.0') output = pipe( {'text': 'archer style, a portrait painting of Johnny Depp'}) cv2.imwrite('result_clipart.png', output['output_imgs'][0]) print('Image saved to result_clipart.png') @unittest.skipUnless(test_level() >= 0, 'skip test in current test level') def test_run_eulerasolver(self): from diffusers.schedulers import EulerAncestralDiscreteScheduler pipe = pipeline( task=self.task, model=self.model_id, model_revision='v1.0.0') pipe.pipeline.scheduler = EulerAncestralDiscreteScheduler.from_config( pipe.pipeline.scheduler.config) output = pipe( {'text': 'sks style, a portrait painting of Johnny Depp'}) cv2.imwrite('result_design2.png', output['output_imgs'][0]) print('Image saved to result_design2.png') if __name__ == '__main__': unittest.main()