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from PIL import Image
import numpy as np
import gradio as gr
from modules import scripts_postprocessing
from modules.postprocess import codeformer_model
class ScriptPostprocessingCodeFormer(scripts_postprocessing.ScriptPostprocessing):
name = "CodeFormer"
order = 3000
def ui(self):
with gr.Row():
codeformer_visibility = gr.Slider(minimum=0.0, maximum=1.0, step=0.01, label="Strength", value=0.0, elem_id="extras_codeformer_visibility")
codeformer_weight = gr.Slider(minimum=0.0, maximum=1.0, step=0.01, label="Weight", value=0.2, elem_id="extras_codeformer_weight")
return { "codeformer_visibility": codeformer_visibility, "codeformer_weight": codeformer_weight }
def process(self, pp: scripts_postprocessing.PostprocessedImage, codeformer_visibility, codeformer_weight): # pylint: disable=arguments-differ
if codeformer_visibility == 0:
return
restored_img = codeformer_model.codeformer.restore(np.array(pp.image, dtype=np.uint8), w=codeformer_weight)
res = Image.fromarray(restored_img)
if codeformer_visibility < 1.0:
res = Image.blend(pp.image, res, codeformer_visibility)
pp.image = res
pp.info["CodeFormer visibility"] = round(codeformer_visibility, 3)
pp.info["CodeFormer weight"] = round(codeformer_weight, 3)
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