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This messy code fixes the upscaling while using a mask. I'm not a developer, just really good at stitching different parts of code.
It's best to examine my code and clean it up a bit.
Apparently, the upscale process did not properly updated img_orig (x0) or the mask.
So, I rescaled the original image to the new resolution, while keeping the original intact for multiple upscale passes.
And I changed the way the mask was rounded to keep the tensor size the same as the other tensors.