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Remove some unused imports.
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from inspect import isfunction
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import math
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import math
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import torch
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import torch
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import torch.nn.functional as F
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import torch.nn.functional as F
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from torch import nn, einsum
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from torch import nn, einsum
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from einops import rearrange, repeat
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from einops import rearrange, repeat
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from typing import Optional, Any
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from typing import Optional, Any
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from functools import partial
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from .diffusionmodules.util import checkpoint, AlphaBlender, timestep_embedding
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from .diffusionmodules.util import checkpoint, AlphaBlender, timestep_embedding
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from .sub_quadratic_attention import efficient_dot_product_attention
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from .sub_quadratic_attention import efficient_dot_product_attention
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from abc import abstractmethod
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from abc import abstractmethod
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import math
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import numpy as np
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import torch as th
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import torch as th
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import torch.nn as nn
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import torch.nn as nn
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import torch.nn.functional as F
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import torch.nn.functional as F
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from einops import rearrange
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from einops import rearrange
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from functools import partial
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from .util import (
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from .util import (
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checkpoint,
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checkpoint,
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from .k_diffusion import sampling as k_diffusion_sampling
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from .k_diffusion import sampling as k_diffusion_sampling
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from .extra_samplers import uni_pc
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from .extra_samplers import uni_pc
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import torch
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import torch
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import enum
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import collections
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import collections
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from comfy import model_management
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from comfy import model_management
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import math
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import math
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from comfy import model_base
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import comfy.utils
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import comfy.conds
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def get_area_and_mult(conds, x_in, timestep_in):
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def get_area_and_mult(conds, x_in, timestep_in):
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area = (x_in.shape[2], x_in.shape[3], 0, 0)
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area = (x_in.shape[2], x_in.shape[3], 0, 0)
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