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import sys
from typing import *
from torch import Tensor
from gradio.components import Component
from k_diffusion.external import CompVisDenoiser
from ldm.models.diffusion.ddpm import LatentDiffusion
from modules.processing import StableDiffusionProcessing as Processing, StableDiffusionProcessingImg2Img as ProcessingImg2Img, Processed
from modules.prompt_parser import MulticondLearnedConditioning, ScheduledPromptConditioning
from modules.extra_networks import ExtraNetworkParams
from modules.sd_samplers_kdiffusion import KDiffusionSampler, CFGDenoiser
from modules.sd_samplers_compvis import VanillaStableDiffusionSampler
ModuleType = type(sys)
Sampler = Union[KDiffusionSampler, VanillaStableDiffusionSampler]
Cond = MulticondLearnedConditioning
Uncond = List[List[ScheduledPromptConditioning]]
ExtraNetworkData = DefaultDict[str, List[ExtraNetworkParams]]
# 'c_crossattn': Tensor # prompt cond
# 'c_concat': Tensor # latent mask
# 'c_adm': Tensor # unclip
CondDict = Dict[str, Tensor]
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