postprocessing_codeformer.py 1.4 KB

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  1. from PIL import Image
  2. import numpy as np
  3. from modules import scripts_postprocessing, codeformer_model
  4. import gradio as gr
  5. from modules.ui_components import FormRow
  6. class ScriptPostprocessingCodeFormer(scripts_postprocessing.ScriptPostprocessing):
  7. name = "CodeFormer"
  8. order = 3000
  9. def ui(self):
  10. with FormRow():
  11. codeformer_visibility = gr.Slider(minimum=0.0, maximum=1.0, step=0.001, label="CodeFormer visibility", value=0, elem_id="extras_codeformer_visibility")
  12. codeformer_weight = gr.Slider(minimum=0.0, maximum=1.0, step=0.001, label="CodeFormer weight (0 = maximum effect, 1 = minimum effect)", value=0, elem_id="extras_codeformer_weight")
  13. return {
  14. "codeformer_visibility": codeformer_visibility,
  15. "codeformer_weight": codeformer_weight,
  16. }
  17. def process(self, pp: scripts_postprocessing.PostprocessedImage, codeformer_visibility, codeformer_weight):
  18. if codeformer_visibility == 0:
  19. return
  20. restored_img = codeformer_model.codeformer.restore(np.array(pp.image, dtype=np.uint8), w=codeformer_weight)
  21. res = Image.fromarray(restored_img)
  22. if codeformer_visibility < 1.0:
  23. res = Image.blend(pp.image, res, codeformer_visibility)
  24. pp.image = res
  25. pp.info["CodeFormer visibility"] = round(codeformer_visibility, 3)
  26. pp.info["CodeFormer weight"] = round(codeformer_weight, 3)