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from comfy_extras.nodes_custom_sampler import Noise_RandomNoise, BasicScheduler, BasicGuider, SamplerCustomAdvanced
from comfy_extras.nodes_latent import LatentBatch
from comfy_extras.nodes_model_advanced import ModelSamplingFlux, ModelSamplingAuraFlow
from node_helpers import conditioning_set_values
import comfy.samplers
import re
import os
from pathlib import Path
import torch
import torch.nn.functional as F