# Copyright (c) Alibaba, Inc. and its affiliates. import os import unittest import torch from modelscope.hub.snapshot_download import snapshot_download from modelscope.msdatasets import MsDataset from modelscope.outputs import OutputKeys from modelscope.pipelines import pipeline from modelscope.utils.constant import DownloadMode, Tasks from modelscope.utils.test_utils import test_level class NeRFReconAccTest(unittest.TestCase): def setUp(self) -> None: self.model_id = 'damo/cv_nerf-3d-reconstruction-accelerate_damo' data_dir = MsDataset.load( 'nerf_recon_dataset', namespace='damo', split='train', download_mode=DownloadMode.FORCE_REDOWNLOAD ).config_kwargs['split_config']['train'] nerf_synthetic_dataset = os.path.join(data_dir, 'nerf_synthetic') blender_scene = 'lego' self.data_dir = os.path.join(nerf_synthetic_dataset, blender_scene) self.render_dir = 'exp' @unittest.skipUnless(test_level() >= 2, 'skip test in current test level') @unittest.skipIf(not torch.cuda.is_available(), 'cuda unittest only') def test_run_by_direct_model_download(self): snapshot_path = snapshot_download(self.model_id) print('snapshot_path: {}'.format(snapshot_path)) nerf_recon_acc = pipeline( Tasks.nerf_recon_acc, model=snapshot_path, data_type='blender', ) nerf_recon_acc( dict(data_dir=self.data_dir, render_dir=self.render_dir)) @unittest.skipUnless(test_level() >= 0, 'skip test in current test level') @unittest.skipIf(not torch.cuda.is_available(), 'cuda unittest only') def test_run_modelhub(self): nerf_recon_acc = pipeline( Tasks.nerf_recon_acc, model=self.model_id, data_type='blender', ) nerf_recon_acc( dict(data_dir=self.data_dir, render_dir=self.render_dir)) print('facefusion.test_run_modelhub done') @unittest.skipUnless(test_level() >= 2, 'skip test in current test level') @unittest.skipIf(not torch.cuda.is_available(), 'cuda unittest only') def test_run_modelhub_default_model(self): nerf_recon_acc = pipeline(Tasks.nerf_recon_acc) nerf_recon_acc( dict(data_dir=self.data_dir, render_dir=self.render_dir)) print('facefusion.test_run_modelhub_default_model done') if __name__ == '__main__': unittest.main()