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Working RescaleCFG node.
This was broken because of recent changes so I fixed it and moved it from the experiments repo.
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@@ -123,6 +123,45 @@ class ModelSamplingDiscrete:
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m.add_object_patch("model_sampling", model_sampling)
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return (m, )
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class RescaleCFG:
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@classmethod
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def INPUT_TYPES(s):
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return {"required": { "model": ("MODEL",),
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"multiplier": ("FLOAT", {"default": 0.7, "min": 0.0, "max": 1.0, "step": 0.01}),
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}}
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RETURN_TYPES = ("MODEL",)
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FUNCTION = "patch"
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CATEGORY = "advanced/model"
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def patch(self, model, multiplier):
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def rescale_cfg(args):
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cond = args["cond"]
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uncond = args["uncond"]
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cond_scale = args["cond_scale"]
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sigma = args["sigma"]
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x_orig = args["input"]
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#rescale cfg has to be done on v-pred model output
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x = x_orig / (sigma * sigma + 1.0)
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cond = ((x - (x_orig - cond)) * (sigma ** 2 + 1.0) ** 0.5) / (sigma)
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uncond = ((x - (x_orig - uncond)) * (sigma ** 2 + 1.0) ** 0.5) / (sigma)
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#rescalecfg
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x_cfg = uncond + cond_scale * (cond - uncond)
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ro_pos = torch.std(cond, dim=(1,2,3), keepdim=True)
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ro_cfg = torch.std(x_cfg, dim=(1,2,3), keepdim=True)
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x_rescaled = x_cfg * (ro_pos / ro_cfg)
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x_final = multiplier * x_rescaled + (1.0 - multiplier) * x_cfg
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return x_orig - (x - x_final * sigma / (sigma * sigma + 1.0) ** 0.5)
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m = model.clone()
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m.set_model_sampler_cfg_function(rescale_cfg)
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return (m, )
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NODE_CLASS_MAPPINGS = {
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"ModelSamplingDiscrete": ModelSamplingDiscrete,
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"RescaleCFG": RescaleCFG,
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}
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