1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
|
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
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):
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',
)
|
