# Copyright (c) Alibaba, Inc. and its affiliates. import io import os import os.path as osp import sys import unittest import cv2 from modelscope.hub.snapshot_download import snapshot_download from modelscope.models.cv.face_reconstruction.utils import write_obj 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.test_utils import test_level sys.path.append('.') class TextToHeadTest(unittest.TestCase): def setUp(self) -> None: self.task = Tasks.text_to_head self.model_id = 'damo/cv_HRN_text-to-head' self.test_prompt = 'a clown with red nose' def save_results(self, result, save_root): os.makedirs(save_root, exist_ok=True) # export obj and texture mesh = result[OutputKeys.OUTPUT]['mesh'] texture_map = result[OutputKeys.OUTPUT_IMG] mesh['texture_map'] = texture_map write_obj(os.path.join(save_root, 'text_to_head_result.obj'), mesh) image = result['image'] image_bgr = cv2.cvtColor(image, cv2.COLOR_RGB2BGR) cv2.imwrite( os.path.join(save_root, 'text_to_head_image.jpg'), image_bgr) print(f'Output written to {osp.abspath(save_root)}') def pipeline_inference(self, pipeline: Pipeline, prompt: str): result = pipeline(prompt) self.save_results(result, './text_to_head_results') @unittest.skipUnless(test_level() >= 2, 'skip test in current test level') def test_run_by_direct_model_download(self): model_dir = snapshot_download(self.model_id, revision='v0.1') text_to_head = pipeline(Tasks.text_to_head, model=model_dir) self.pipeline_inference(text_to_head, self.test_prompt) @unittest.skipUnless(test_level() >= 2, 'skip test in current test level') def test_run_modelhub(self): face_reconstruction = pipeline( Tasks.text_to_head, model=self.model_id, model_revision='v0.1') self.pipeline_inference(face_reconstruction, self.test_prompt) if __name__ == '__main__': unittest.main()