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convert nodes_eps.py to V3 schema (#10172)
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@ -1,4 +1,9 @@
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class EpsilonScaling:
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from typing_extensions import override
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from comfy_api.latest import ComfyExtension, io
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class EpsilonScaling(io.ComfyNode):
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"""
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Implements the Epsilon Scaling method from 'Elucidating the Exposure Bias in Diffusion Models'
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(https://arxiv.org/abs/2308.15321v6).
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@ -8,26 +13,28 @@ class EpsilonScaling:
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recommended by the paper for its practicality and effectiveness.
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"""
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@classmethod
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def INPUT_TYPES(s):
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return {
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"required": {
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"model": ("MODEL",),
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"scaling_factor": ("FLOAT", {
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"default": 1.005,
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"min": 0.5,
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"max": 1.5,
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"step": 0.001,
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"display": "number"
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}),
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}
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}
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def define_schema(cls):
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return io.Schema(
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node_id="Epsilon Scaling",
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category="model_patches/unet",
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inputs=[
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io.Model.Input("model"),
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io.Float.Input(
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"scaling_factor",
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default=1.005,
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min=0.5,
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max=1.5,
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step=0.001,
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display_mode=io.NumberDisplay.number,
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),
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],
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outputs=[
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io.Model.Output(),
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],
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)
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RETURN_TYPES = ("MODEL",)
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FUNCTION = "patch"
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CATEGORY = "model_patches/unet"
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def patch(self, model, scaling_factor):
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@classmethod
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def execute(cls, model, scaling_factor) -> io.NodeOutput:
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# Prevent division by zero, though the UI's min value should prevent this.
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if scaling_factor == 0:
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scaling_factor = 1e-9
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@ -53,8 +60,15 @@ class EpsilonScaling:
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model_clone.set_model_sampler_post_cfg_function(epsilon_scaling_function)
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return (model_clone,)
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return io.NodeOutput(model_clone)
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NODE_CLASS_MAPPINGS = {
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"Epsilon Scaling": EpsilonScaling
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}
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class EpsilonScalingExtension(ComfyExtension):
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@override
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async def get_node_list(self) -> list[type[io.ComfyNode]]:
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return [
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EpsilonScaling,
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]
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async def comfy_entrypoint() -> EpsilonScalingExtension:
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return EpsilonScalingExtension()
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