# Copyright (c) Alibaba, Inc. and its affiliates. import os.path as osp import unittest import cv2 from modelscope.outputs import OutputKeys from modelscope.pipelines import pipeline from modelscope.pipelines.base import Pipeline from modelscope.utils.constant import Tasks from modelscope.utils.demo_utils import DemoCompatibilityCheck from modelscope.utils.test_utils import test_level class ImageCartoonTest(unittest.TestCase, DemoCompatibilityCheck): def setUp(self) -> None: self.model_id = 'damo/cv_unet_person-image-cartoon_compound-models' self.model_id_3d = 'damo/cv_unet_person-image-cartoon-3d_compound-models' self.model_id_handdrawn = 'damo/cv_unet_person-image-cartoon-handdrawn_compound-models' self.model_id_sketch = 'damo/cv_unet_person-image-cartoon-sketch_compound-models' self.model_id_artstyle = 'damo/cv_unet_person-image-cartoon-artstyle_compound-models' self.task = Tasks.image_portrait_stylization self.test_image = 'https://modelscope.oss-cn-beijing.aliyuncs.com/test/images/image_cartoon.png' def pipeline_inference(self, pipeline: Pipeline, input_location: str): result = pipeline(input_location) if result is not None: cv2.imwrite('result.png', result[OutputKeys.OUTPUT_IMG]) print(f'Output written to {osp.abspath("result.png")}') @unittest.skipUnless(test_level() >= 0, 'skip test in current test level') def test_run_modelhub(self): img_cartoon = pipeline( Tasks.image_portrait_stylization, model=self.model_id) self.pipeline_inference(img_cartoon, self.test_image) @unittest.skipUnless(test_level() >= 0, 'skip test in current test level') def test_run_modelhub_3d(self): img_cartoon = pipeline( Tasks.image_portrait_stylization, model=self.model_id_3d) self.pipeline_inference(img_cartoon, self.test_image) @unittest.skipUnless(test_level() >= 0, 'skip test in current test level') def test_run_modelhub_handdrawn(self): img_cartoon = pipeline( Tasks.image_portrait_stylization, model=self.model_id_handdrawn) self.pipeline_inference(img_cartoon, self.test_image) @unittest.skipUnless(test_level() >= 0, 'skip test in current test level') def test_run_modelhub_sketch(self): img_cartoon = pipeline( Tasks.image_portrait_stylization, model=self.model_id_sketch) self.pipeline_inference(img_cartoon, self.test_image) @unittest.skipUnless(test_level() >= 0, 'skip test in current test level') def test_run_modelhub_artstyle(self): img_cartoon = pipeline( Tasks.image_portrait_stylization, model=self.model_id_artstyle) self.pipeline_inference(img_cartoon, self.test_image) @unittest.skipUnless(test_level() >= 2, 'skip test in current test level') def test_run_modelhub_default_model(self): img_cartoon = pipeline(Tasks.image_portrait_stylization) self.pipeline_inference(img_cartoon, self.test_image) @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()