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-rw-r--r--modules/dat_model.py79
1 files changed, 79 insertions, 0 deletions
diff --git a/modules/dat_model.py b/modules/dat_model.py
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+++ b/modules/dat_model.py
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+import os
+
+from modules import modelloader, errors
+from modules.shared import cmd_opts, opts
+from modules.upscaler import Upscaler, UpscalerData
+from modules.upscaler_utils import upscale_with_model
+
+
+class UpscalerDAT(Upscaler):
+ def __init__(self, user_path):
+ self.name = "DAT"
+ self.user_path = user_path
+ self.scalers = []
+ super().__init__()
+
+ for file in self.find_models(ext_filter=[".pt", ".pth"]):
+ name = modelloader.friendly_name(file)
+ scaler_data = UpscalerData(name, file, upscaler=self, scale=None)
+ self.scalers.append(scaler_data)
+
+ for model in get_dat_models(self):
+ if model.name in opts.dat_enabled_models:
+ self.scalers.append(model)
+
+ def do_upscale(self, img, path):
+ try:
+ info = self.load_model(path)
+ except Exception:
+ errors.report(f"Unable to load DAT model {path}", exc_info=True)
+ return img
+
+ model_descriptor = modelloader.load_spandrel_model(
+ info.local_data_path,
+ device=self.device,
+ prefer_half=(not cmd_opts.no_half and not cmd_opts.upcast_sampling),
+ expected_architecture="DAT",
+ )
+ return upscale_with_model(
+ model_descriptor,
+ img,
+ tile_size=opts.DAT_tile,
+ tile_overlap=opts.DAT_tile_overlap,
+ )
+
+ def load_model(self, path):
+ for scaler in self.scalers:
+ if scaler.data_path == path:
+ if scaler.local_data_path.startswith("http"):
+ scaler.local_data_path = modelloader.load_file_from_url(
+ scaler.data_path,
+ model_dir=self.model_download_path,
+ )
+ if not os.path.exists(scaler.local_data_path):
+ raise FileNotFoundError(f"DAT data missing: {scaler.local_data_path}")
+ return scaler
+ raise ValueError(f"Unable to find model info: {path}")
+
+
+def get_dat_models(scaler):
+ return [
+ UpscalerData(
+ name="DAT x2",
+ path="https://github.com/n0kovo/dat_upscaler_models/raw/main/DAT/DAT_x2.pth",
+ scale=2,
+ upscaler=scaler,
+ ),
+ UpscalerData(
+ name="DAT x3",
+ path="https://github.com/n0kovo/dat_upscaler_models/raw/main/DAT/DAT_x3.pth",
+ scale=3,
+ upscaler=scaler,
+ ),
+ UpscalerData(
+ name="DAT x4",
+ path="https://github.com/n0kovo/dat_upscaler_models/raw/main/DAT/DAT_x4.pth",
+ scale=4,
+ upscaler=scaler,
+ ),
+ ]