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64 changes: 39 additions & 25 deletions comfy_extras/nodes_eps.py
Original file line number Diff line number Diff line change
@@ -1,4 +1,9 @@
class EpsilonScaling:
from typing_extensions import override

from comfy_api.latest import ComfyExtension, io


class EpsilonScaling(io.ComfyNode):
"""
Implements the Epsilon Scaling method from 'Elucidating the Exposure Bias in Diffusion Models'
(https://arxiv.org/abs/2308.15321v6).
Expand All @@ -8,26 +13,28 @@ class EpsilonScaling:
recommended by the paper for its practicality and effectiveness.
"""
@classmethod
def INPUT_TYPES(s):
return {
"required": {
"model": ("MODEL",),
"scaling_factor": ("FLOAT", {
"default": 1.005,
"min": 0.5,
"max": 1.5,
"step": 0.001,
"display": "number"
}),
}
}

RETURN_TYPES = ("MODEL",)
FUNCTION = "patch"

CATEGORY = "model_patches/unet"

def patch(self, model, scaling_factor):
def define_schema(cls):
return io.Schema(
node_id="Epsilon Scaling",
category="model_patches/unet",
inputs=[
io.Model.Input("model"),
io.Float.Input(
"scaling_factor",
default=1.005,
min=0.5,
max=1.5,
step=0.001,
display_mode=io.NumberDisplay.number,
),
],
outputs=[
io.Model.Output(),
],
)

@classmethod
def execute(cls, model, scaling_factor) -> io.NodeOutput:
# Prevent division by zero, though the UI's min value should prevent this.
if scaling_factor == 0:
scaling_factor = 1e-9
Expand All @@ -53,8 +60,15 @@ def epsilon_scaling_function(args):

model_clone.set_model_sampler_post_cfg_function(epsilon_scaling_function)

return (model_clone,)
return io.NodeOutput(model_clone)


class EpsilonScalingExtension(ComfyExtension):
@override
async def get_node_list(self) -> list[type[io.ComfyNode]]:
return [
EpsilonScaling,
]

NODE_CLASS_MAPPINGS = {
"Epsilon Scaling": EpsilonScaling
}
async def comfy_entrypoint() -> EpsilonScalingExtension:
return EpsilonScalingExtension()