import os import sys from modules import modelloader, devices from modules.shared import opts from modules.upscaler import Upscaler, UpscalerData from modules.upscaler_utils import upscale_with_model from modules_forge.forge_util import prepare_free_memory class UpscalerHAT(Upscaler): def __init__(self, dirname): self.name = "HAT" self.scalers = [] self.user_path = dirname super().__init__() for file in self.find_models(ext_filter=[".pt", ".pth"]): name = modelloader.friendly_name(file) scale = 4 # TODO: scale might not be 4, but we can't know without loading the model scaler_data = UpscalerData(name, file, upscaler=self, scale=scale) self.scalers.append(scaler_data) def do_upscale(self, img, selected_model): prepare_free_memory() try: model = self.load_model(selected_model) except Exception as e: print(f"Unable to load HAT model {selected_model}: {e}", file=sys.stderr) return img model.to(devices.device_esrgan) # TODO: should probably be device_hat return upscale_with_model( model, img, tile_size=opts.ESRGAN_tile, # TODO: should probably be HAT_tile tile_overlap=opts.ESRGAN_tile_overlap, # TODO: should probably be HAT_tile_overlap ) def load_model(self, path: str): if not os.path.isfile(path): raise FileNotFoundError(f"Model file {path} not found") return modelloader.load_spandrel_model( path, device=devices.device_esrgan, # TODO: should probably be device_hat expected_architecture='HAT', )