# Copyright (c) Alibaba, Inc. and its affiliates. import tempfile import unittest import cv2 from modelscope.hub.snapshot_download import snapshot_download from modelscope.models import Model from modelscope.outputs import OutputKeys from modelscope.pipelines import pipeline from modelscope.pipelines.cv import ImageInpaintingSDV2Pipeline from modelscope.utils.constant import Tasks from modelscope.utils.test_utils import test_level class ImageInpaintingSDV2Test(unittest.TestCase): def setUp(self) -> None: self.task = Tasks.image_inpainting self.model_id = 'damo/cv_stable-diffusion-v2_image-inpainting_base' self.input_location = 'data/test/images/image_inpainting/image_inpainting_1.png' self.input_mask_location = 'data/test/images/image_inpainting/image_inpainting_mask_1.png' self.prompt = 'background' self.input = { 'image': self.input_location, 'mask': self.input_mask_location, 'prompt': self.prompt } @unittest.skipUnless(test_level() >= 2, 'skip test in current test level') def test_run_by_direct_model_download(self): output_image_path = tempfile.NamedTemporaryFile(suffix='.png').name cache_path = snapshot_download(self.model_id) pipeline = ImageInpaintingSDV2Pipeline(cache_path) pipeline.group_key = self.task output = pipeline(input=self.input)[OutputKeys.OUTPUT_IMG] cv2.imwrite(output_image_path, output) print( 'pipeline: the output image path is {}'.format(output_image_path)) @unittest.skipUnless(test_level() >= 0, 'skip test in current test level') def test_run_with_model_from_modelhub(self): output_image_path = tempfile.NamedTemporaryFile(suffix='.png').name pipeline_ins = pipeline( task=Tasks.image_inpainting, model=self.model_id) output = pipeline_ins(input=self.input)[OutputKeys.OUTPUT_IMG] cv2.imwrite(output_image_path, output) print( 'pipeline: the output image path is {}'.format(output_image_path)) if __name__ == '__main__': unittest.main()