mirror of
https://github.com/AUTOMATIC1111/stable-diffusion-webui.git
synced 2025-08-04 03:10:21 +00:00
split codebase into multiple files; to anyone this affects negatively: sorry
This commit is contained in:
70
modules/realesrgan_model.py
Normal file
70
modules/realesrgan_model.py
Normal file
@@ -0,0 +1,70 @@
|
||||
import sys
|
||||
import traceback
|
||||
from collections import namedtuple
|
||||
import numpy as np
|
||||
from PIL import Image
|
||||
|
||||
from modules.shared import cmd_opts
|
||||
|
||||
RealesrganModelInfo = namedtuple("RealesrganModelInfo", ["name", "location", "model", "netscale"])
|
||||
|
||||
realesrgan_models = []
|
||||
have_realesrgan = False
|
||||
RealESRGANer_constructor = None
|
||||
|
||||
def setup_realesrgan():
|
||||
global realesrgan_models
|
||||
global have_realesrgan
|
||||
global RealESRGANer_constructor
|
||||
|
||||
try:
|
||||
from basicsr.archs.rrdbnet_arch import RRDBNet
|
||||
from realesrgan import RealESRGANer
|
||||
from realesrgan.archs.srvgg_arch import SRVGGNetCompact
|
||||
|
||||
realesrgan_models = [
|
||||
RealesrganModelInfo(
|
||||
name="Real-ESRGAN 4x plus",
|
||||
location="https://github.com/xinntao/Real-ESRGAN/releases/download/v0.1.0/RealESRGAN_x4plus.pth",
|
||||
netscale=4, model=lambda: RRDBNet(num_in_ch=3, num_out_ch=3, num_feat=64, num_block=23, num_grow_ch=32, scale=4)
|
||||
),
|
||||
RealesrganModelInfo(
|
||||
name="Real-ESRGAN 4x plus anime 6B",
|
||||
location="https://github.com/xinntao/Real-ESRGAN/releases/download/v0.2.2.4/RealESRGAN_x4plus_anime_6B.pth",
|
||||
netscale=4, model=lambda: RRDBNet(num_in_ch=3, num_out_ch=3, num_feat=64, num_block=6, num_grow_ch=32, scale=4)
|
||||
),
|
||||
RealesrganModelInfo(
|
||||
name="Real-ESRGAN 2x plus",
|
||||
location="https://github.com/xinntao/Real-ESRGAN/releases/download/v0.2.1/RealESRGAN_x2plus.pth",
|
||||
netscale=2, model=lambda: RRDBNet(num_in_ch=3, num_out_ch=3, num_feat=64, num_block=23, num_grow_ch=32, scale=2)
|
||||
),
|
||||
]
|
||||
have_realesrgan = True
|
||||
RealESRGANer_constructor = RealESRGANer
|
||||
|
||||
except Exception:
|
||||
print("Error importing Real-ESRGAN:", file=sys.stderr)
|
||||
print(traceback.format_exc(), file=sys.stderr)
|
||||
|
||||
realesrgan_models = [RealesrganModelInfo('None', '', 0, None)]
|
||||
have_realesrgan = False
|
||||
|
||||
|
||||
def upscale_with_realesrgan(image, RealESRGAN_upscaling, RealESRGAN_model_index):
|
||||
if not have_realesrgan or RealESRGANer_constructor is None:
|
||||
return image
|
||||
|
||||
info = realesrgan_models[RealESRGAN_model_index]
|
||||
|
||||
model = info.model()
|
||||
upsampler = RealESRGANer_constructor(
|
||||
scale=info.netscale,
|
||||
model_path=info.location,
|
||||
model=model,
|
||||
half=not cmd_opts.no_half
|
||||
)
|
||||
|
||||
upsampled = upsampler.enhance(np.array(image), outscale=RealESRGAN_upscaling)[0]
|
||||
|
||||
image = Image.fromarray(upsampled)
|
||||
return image
|
Reference in New Issue
Block a user