import cv2 import pytest from PIL import Image from iopaint.model_manager import ModelManager from iopaint.schema import HDStrategy from iopaint.tests.utils import ( current_dir, get_config, get_data, save_dir, check_device, ) model_name = "Fantasy-Studio/Paint-by-Example" def assert_equal( model, config, save_name: str, fx: float = 1, fy: float = 1, img_p=current_dir / "overture-creations-5sI6fQgYIuo.png", mask_p=current_dir / "overture-creations-5sI6fQgYIuo_mask.png", example_p=current_dir / "bunny.jpeg", ): img, mask = get_data(fx=fx, fy=fy, img_p=img_p, mask_p=mask_p) example_image = cv2.imread(str(example_p)) example_image = cv2.cvtColor(example_image, cv2.COLOR_BGRA2RGB) example_image = cv2.resize( example_image, None, fx=fx, fy=fy, interpolation=cv2.INTER_AREA ) print(f"Input image shape: {img.shape}, example_image: {example_image.shape}") config.paint_by_example_example_image = Image.fromarray(example_image) res = model(img, mask, config) cv2.imwrite(str(save_dir / save_name), res) @pytest.mark.parametrize("device", ["cuda", "mps", "cpu"]) def test_paint_by_example(device): sd_steps = check_device(device) model = ModelManager(name=model_name, device=device, disable_nsfw=True) cfg = get_config(strategy=HDStrategy.ORIGINAL, sd_steps=sd_steps) assert_equal( model, cfg, f"paint_by_example_device_{device}.png", img_p=current_dir / "overture-creations-5sI6fQgYIuo.png", mask_p=current_dir / "overture-creations-5sI6fQgYIuo_mask.png", fy=0.9, fx=1.3, )