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Extraltodeus
2024-06-19 05:12:50 +02:00
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commit 72bc6dea74
2 changed files with 58 additions and 0 deletions
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from .nodes import *
NODE_CLASS_MAPPINGS = {
"Uncond Zero":uncondZeroNode,
}
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import torch
class uncondZeroNode:
@classmethod
def INPUT_TYPES(s):
return {"required": {
"model": ("MODEL",),
"scale": ("FLOAT", {"default": 1, "min": 0.0, "max": 10.0, "step": 0.01, "round": 0.01}),
"method":(["uncond_zero","rescale_cfg"],)
}}
RETURN_TYPES = ("MODEL",)
FUNCTION = "patch"
CATEGORY = "model_patches"
def patch(self, model, scale, method):
def uncond_zero(args):
cond = args["cond_denoised"]
x_orig = args["input"]
x_orig -= x_orig.mean()
cond -= cond.mean()
return x_orig - cond / cond.std() * scale
new_scale = 1 / (model.model.latent_format.scale_factor * 8)
#Taken and adapted from comfy_extras/nodes_model_advanced
def rescale_cfg(args):
x_orig = args["input"]
x_orig -= x_orig.mean()
cond = args["cond_denoised"]
cond -= cond.mean()
cond = x_orig - cond / cond.std() * scale
sigma = args["sigma"]
sigma = sigma.view(sigma.shape[:1] + (1,) * (cond.ndim - 1))
#rescale cfg has to be done on v-pred model output
x = x_orig / (sigma * sigma + 1.0)
uncond = x / sigma
cond = ((x - (x_orig - cond)) * (sigma ** 2 + 1.0) ** 0.5) / (sigma)
#rescalecfg
x_cfg = uncond + new_scale * (cond - uncond)
ro_pos = torch.std(cond, dim=(1,2,3), keepdim=True)
ro_cfg = torch.std(x_cfg, dim=(1,2,3), keepdim=True)
x_rescaled = x_cfg * (ro_pos / ro_cfg)
return x_orig - (x - x_rescaled * sigma / (sigma * sigma + 1.0) ** 0.5)
m = model.clone()
m.set_model_sampler_cfg_function({"uncond_zero":uncond_zero,"rescale_cfg":rescale_cfg}[method])
return (m, )