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# https://github.com/comfyanonymous/ComfyUI/blob/master/nodes.py
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import torch
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import torch
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# https://github.com/comfyanonymous/ComfyUI/blob/master/nodes.py
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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#From https://github.com/kornia/kornia
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#From https://github.com/kornia/kornia
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import math
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import math
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# https://github.com/comfyanonymous/ComfyUI/blob/master/nodes.py
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import torch
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import torch
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from ldm_patched.contrib.external import MAX_RESOLUTION
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from ldm_patched.contrib.external import MAX_RESOLUTION
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# https://github.com/comfyanonymous/ComfyUI/blob/master/nodes.py
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import numpy as np
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import numpy as np
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import torch
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import torch
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# https://github.com/comfyanonymous/ComfyUI/blob/master/nodes.py
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import ldm_patched.modules.samplers
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import ldm_patched.modules.samplers
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import ldm_patched.modules.sample
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import ldm_patched.modules.sample
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# https://github.com/comfyanonymous/ComfyUI/blob/master/nodes.py
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import ldm_patched.modules.utils
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import ldm_patched.modules.utils
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import ldm_patched.utils.path_utils
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import ldm_patched.utils.path_utils
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# https://github.com/comfyanonymous/ComfyUI/blob/master/nodes.py
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import ldm_patched.contrib.external
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import ldm_patched.contrib.external
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import ldm_patched.utils.path_utils
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import ldm_patched.utils.path_utils
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# https://github.com/comfyanonymous/ComfyUI/blob/master/nodes.py
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import ldm_patched.modules.utils
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import ldm_patched.modules.utils
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import torch
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import torch
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# https://github.com/comfyanonymous/ComfyUI/blob/master/nodes.py
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import numpy as np
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import numpy as np
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import scipy.ndimage
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import scipy.ndimage
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# https://github.com/comfyanonymous/ComfyUI/blob/master/nodes.py
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import ldm_patched.utils.path_utils
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import ldm_patched.utils.path_utils
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import ldm_patched.modules.sd
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import ldm_patched.modules.sd
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# https://github.com/comfyanonymous/ComfyUI/blob/master/nodes.py
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import torch
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import torch
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import ldm_patched.modules.utils
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import ldm_patched.modules.utils
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# https://github.com/comfyanonymous/ComfyUI/blob/master/nodes.py
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import ldm_patched.modules.sd
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import ldm_patched.modules.sd
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import ldm_patched.modules.utils
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import ldm_patched.modules.utils
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# https://github.com/comfyanonymous/ComfyUI/blob/master/nodes.py
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import torch
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import torch
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import ldm_patched.modules.model_management
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import ldm_patched.modules.model_management
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# https://github.com/comfyanonymous/ComfyUI/blob/master/nodes.py
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import numpy as np
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import numpy as np
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import torch
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import torch
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# https://github.com/comfyanonymous/ComfyUI/blob/master/nodes.py
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import torch
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import torch
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# https://github.com/comfyanonymous/ComfyUI/blob/master/nodes.py
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import torch
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import torch
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import ldm_patched.contrib.external
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import ldm_patched.contrib.external
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# https://github.com/comfyanonymous/ComfyUI/blob/master/nodes.py
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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#Taken from: https://github.com/dbolya/tomesd
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#Taken from: https://github.com/dbolya/tomesd
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# https://github.com/comfyanonymous/ComfyUI/blob/master/nodes.py
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import os
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import os
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from ldm_patched.pfn import model_loading
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from ldm_patched.pfn import model_loading
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# https://github.com/comfyanonymous/ComfyUI/blob/master/nodes.py
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import ldm_patched.contrib.external
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import ldm_patched.contrib.external
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import torch
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import torch
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import math
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import math
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from scipy import integrate
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from scipy import integrate
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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from contextlib import contextmanager
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from contextlib import contextmanager
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import hashlib
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import hashlib
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import math
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import math
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# 1st edit by https://github.com/CompVis/latent-diffusion
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# 2nd edit by https://github.com/Stability-AI/stablediffusion
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# 3rd edit by https://github.com/Stability-AI/generative-models
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# 4th edit by https://github.com/comfyanonymous/ComfyUI
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# 5th edit by Forge
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import torch
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import torch
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# import pytorch_lightning as pl
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# import pytorch_lightning as pl
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import torch.nn.functional as F
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import torch.nn.functional as F
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# 1st edit by https://github.com/CompVis/latent-diffusion
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# 2nd edit by https://github.com/Stability-AI/stablediffusion
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# 3rd edit by https://github.com/Stability-AI/generative-models
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# 4th edit by https://github.com/comfyanonymous/ComfyUI
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# 5th edit by Forge
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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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# 1st edit by https://github.com/CompVis/latent-diffusion
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# 2nd edit by https://github.com/Stability-AI/stablediffusion
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# 3rd edit by https://github.com/Stability-AI/generative-models
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# 4th edit by https://github.com/comfyanonymous/ComfyUI
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# 5th edit by Forge
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# pytorch_diffusion + derived encoder decoder
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# pytorch_diffusion + derived encoder decoder
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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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# 1st edit by https://github.com/CompVis/latent-diffusion
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# 2nd edit by https://github.com/Stability-AI/stablediffusion
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# 3rd edit by https://github.com/Stability-AI/generative-models
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# 4th edit by https://github.com/comfyanonymous/ComfyUI
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# 5th edit by Forge
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from abc import abstractmethod
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from abc import abstractmethod
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import torch as th
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import torch as th
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# 1st edit by https://github.com/CompVis/latent-diffusion
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# 2nd edit by https://github.com/Stability-AI/stablediffusion
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# 3rd edit by https://github.com/Stability-AI/generative-models
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# 4th edit by https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import torch
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import torch
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import torch.nn as nn
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import torch.nn as nn
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import numpy as np
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import numpy as np
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# 1st edit by https://github.com/CompVis/latent-diffusion
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# 2nd edit by https://github.com/Stability-AI/stablediffusion
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# 3rd edit by https://github.com/Stability-AI/generative-models
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# adopted from
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# adopted from
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# https://github.com/openai/improved-diffusion/blob/main/improved_diffusion/gaussian_diffusion.py
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# https://github.com/openai/improved-diffusion/blob/main/improved_diffusion/gaussian_diffusion.py
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# and
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# and
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# 1st edit by https://github.com/CompVis/latent-diffusion
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# 2nd edit by https://github.com/Stability-AI/stablediffusion
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import torch
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import torch
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import numpy as np
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import numpy as np
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# 1st edit by https://github.com/CompVis/latent-diffusion
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# 2nd edit by https://github.com/Stability-AI/stablediffusion
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# 3rd edit by https://github.com/Stability-AI/generative-models
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# 4th edit by https://github.com/comfyanonymous/ComfyUI
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# This file is not used in image diffusion backend.
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import torch
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import torch
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from torch import nn
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from torch import nn
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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from ..diffusionmodules.upscaling import ImageConcatWithNoiseAugmentation
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from ..diffusionmodules.upscaling import ImageConcatWithNoiseAugmentation
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from ..diffusionmodules.openaimodel import Timestep
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from ..diffusionmodules.openaimodel import Timestep
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import torch
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import torch
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# 1st edit by https://github.com/Stability-AI/generative-models
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# 2nd edit by https://github.com/comfyanonymous/ComfyUI
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# 3rd edit by Forge
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# This file is not used in image diffusion backend. (but used in SVD.)
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import functools
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import functools
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from typing import Callable, Iterable, Union
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from typing import Callable, Iterable, Union
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import importlib
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import importlib
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import torch
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import torch
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import argparse
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import argparse
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import enum
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import enum
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import ldm_patched.modules.options
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import ldm_patched.modules.options
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import pickle
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import pickle
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load = pickle.load
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load = pickle.load
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import torch
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import torch
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from ldm_patched.ldm.modules.attention import optimized_attention_for_device
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from ldm_patched.ldm.modules.attention import optimized_attention_for_device
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# Taken from https://github.com/comfyanonymous/ComfyUI
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from .utils import load_torch_file, transformers_convert, state_dict_prefix_replace
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from .utils import load_torch_file, transformers_convert, state_dict_prefix_replace
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import os
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import os
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import torch
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import torch
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# 1st edit by https://github.com/comfyanonymous/ComfyUI
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# 2nd edit by Forge Official
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import torch
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import torch
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import math
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import math
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import ldm_patched.modules.utils
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import ldm_patched.modules.utils
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# 1st edit by https://github.com/comfyanonymous/ComfyUI
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# 2nd edit by Forge Official
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import torch
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import torch
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import math
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import math
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import os
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import os
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# Taken from https://github.com/comfyanonymous/ComfyUI
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import re
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import re
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import torch
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import torch
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# Taken from https://github.com/comfyanonymous/ComfyUI
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import os
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import os
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import ldm_patched.modules.sd
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import ldm_patched.modules.sd
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# Taken from https://github.com/comfyanonymous/ComfyUI
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# This file is only for reference, and not used in the backend or runtime.
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import torch
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import torch
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from torch import nn
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from torch import nn
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from ldm_patched.ldm.modules.attention import CrossAttention
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from ldm_patched.ldm.modules.attention import CrossAttention
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# Taken from https://github.com/comfyanonymous/ComfyUI
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||||||
|
# This file is only for reference, and not used in the backend or runtime.
|
||||||
|
|
||||||
|
|
||||||
class LatentFormat:
|
class LatentFormat:
|
||||||
scale_factor = 1.0
|
scale_factor = 1.0
|
||||||
|
@ -1,3 +1,7 @@
|
|||||||
|
# 1st edit by https://github.com/comfyanonymous/ComfyUI
|
||||||
|
# 2nd edit by Forge Official
|
||||||
|
|
||||||
|
|
||||||
import ldm_patched.modules.utils
|
import ldm_patched.modules.utils
|
||||||
|
|
||||||
LORA_CLIP_MAP = {
|
LORA_CLIP_MAP = {
|
||||||
|
@ -1,3 +1,7 @@
|
|||||||
|
# 1st edit by https://github.com/comfyanonymous/ComfyUI
|
||||||
|
# 2nd edit by Forge Official
|
||||||
|
|
||||||
|
|
||||||
import torch
|
import torch
|
||||||
from ldm_patched.ldm.modules.diffusionmodules.openaimodel import UNetModel, Timestep
|
from ldm_patched.ldm.modules.diffusionmodules.openaimodel import UNetModel, Timestep
|
||||||
from ldm_patched.ldm.modules.encoders.noise_aug_modules import CLIPEmbeddingNoiseAugmentation
|
from ldm_patched.ldm.modules.encoders.noise_aug_modules import CLIPEmbeddingNoiseAugmentation
|
||||||
|
@ -1,3 +1,7 @@
|
|||||||
|
# 1st edit by https://github.com/comfyanonymous/ComfyUI
|
||||||
|
# 2nd edit by Forge Official
|
||||||
|
|
||||||
|
|
||||||
import ldm_patched.modules.supported_models
|
import ldm_patched.modules.supported_models
|
||||||
import ldm_patched.modules.supported_models_base
|
import ldm_patched.modules.supported_models_base
|
||||||
|
|
||||||
|
@ -1,3 +1,7 @@
|
|||||||
|
# 1st edit by https://github.com/comfyanonymous/ComfyUI
|
||||||
|
# 2nd edit by Forge Official
|
||||||
|
|
||||||
|
|
||||||
import time
|
import time
|
||||||
import psutil
|
import psutil
|
||||||
from enum import Enum
|
from enum import Enum
|
||||||
|
@ -1,3 +1,7 @@
|
|||||||
|
# 1st edit by https://github.com/comfyanonymous/ComfyUI
|
||||||
|
# 2nd edit by Forge Official
|
||||||
|
|
||||||
|
|
||||||
import torch
|
import torch
|
||||||
import copy
|
import copy
|
||||||
import inspect
|
import inspect
|
||||||
|
@ -1,3 +1,7 @@
|
|||||||
|
# 1st edit by https://github.com/comfyanonymous/ComfyUI
|
||||||
|
# 2nd edit by Forge Official
|
||||||
|
|
||||||
|
|
||||||
import torch
|
import torch
|
||||||
import numpy as np
|
import numpy as np
|
||||||
from ldm_patched.ldm.modules.diffusionmodules.util import make_beta_schedule
|
from ldm_patched.ldm.modules.diffusionmodules.util import make_beta_schedule
|
||||||
|
@ -1,3 +1,7 @@
|
|||||||
|
# 1st edit by https://github.com/comfyanonymous/ComfyUI
|
||||||
|
# 2nd edit by Forge Official
|
||||||
|
|
||||||
|
|
||||||
import torch
|
import torch
|
||||||
import ldm_patched.modules.model_management
|
import ldm_patched.modules.model_management
|
||||||
import contextlib
|
import contextlib
|
||||||
|
@ -1,3 +1,6 @@
|
|||||||
|
# Taken from https://github.com/comfyanonymous/ComfyUI
|
||||||
|
# This file is only for reference, and not used in the backend or runtime.
|
||||||
|
|
||||||
|
|
||||||
args_parsing = False
|
args_parsing = False
|
||||||
|
|
||||||
|
@ -1,3 +1,7 @@
|
|||||||
|
# 1st edit by https://github.com/comfyanonymous/ComfyUI
|
||||||
|
# 2nd edit by Forge Official
|
||||||
|
|
||||||
|
|
||||||
import torch
|
import torch
|
||||||
import ldm_patched.modules.model_management
|
import ldm_patched.modules.model_management
|
||||||
import ldm_patched.modules.samplers
|
import ldm_patched.modules.samplers
|
||||||
|
@ -1,3 +1,7 @@
|
|||||||
|
# 1st edit by https://github.com/comfyanonymous/ComfyUI
|
||||||
|
# 2nd edit by Forge Official
|
||||||
|
|
||||||
|
|
||||||
from ldm_patched.k_diffusion import sampling as k_diffusion_sampling
|
from ldm_patched.k_diffusion import sampling as k_diffusion_sampling
|
||||||
from ldm_patched.unipc import uni_pc
|
from ldm_patched.unipc import uni_pc
|
||||||
import torch
|
import torch
|
||||||
|
@ -1,3 +1,7 @@
|
|||||||
|
# Taken from https://github.com/comfyanonymous/ComfyUI
|
||||||
|
# This file is only for reference, and not used in the backend or runtime.
|
||||||
|
|
||||||
|
|
||||||
import torch
|
import torch
|
||||||
|
|
||||||
from ldm_patched.modules import model_management
|
from ldm_patched.modules import model_management
|
||||||
|
@ -1,3 +1,7 @@
|
|||||||
|
# Taken from https://github.com/comfyanonymous/ComfyUI
|
||||||
|
# This file is only for reference, and not used in the backend or runtime.
|
||||||
|
|
||||||
|
|
||||||
import os
|
import os
|
||||||
|
|
||||||
from transformers import CLIPTokenizer
|
from transformers import CLIPTokenizer
|
||||||
|
@ -1,3 +1,7 @@
|
|||||||
|
# Taken from https://github.com/comfyanonymous/ComfyUI
|
||||||
|
# This file is only for reference, and not used in the backend or runtime.
|
||||||
|
|
||||||
|
|
||||||
from ldm_patched.modules import sd1_clip
|
from ldm_patched.modules import sd1_clip
|
||||||
import torch
|
import torch
|
||||||
import os
|
import os
|
||||||
|
@ -1,3 +1,7 @@
|
|||||||
|
# Taken from https://github.com/comfyanonymous/ComfyUI
|
||||||
|
# This file is only for reference, and not used in the backend or runtime.
|
||||||
|
|
||||||
|
|
||||||
from ldm_patched.modules import sd1_clip
|
from ldm_patched.modules import sd1_clip
|
||||||
import torch
|
import torch
|
||||||
import os
|
import os
|
||||||
|
@ -1,3 +1,6 @@
|
|||||||
|
# Taken from https://github.com/comfyanonymous/ComfyUI
|
||||||
|
|
||||||
|
|
||||||
import torch
|
import torch
|
||||||
from . import model_base
|
from . import model_base
|
||||||
from . import utils
|
from . import utils
|
||||||
|
@ -1,3 +1,6 @@
|
|||||||
|
# Taken from https://github.com/comfyanonymous/ComfyUI
|
||||||
|
|
||||||
|
|
||||||
import torch
|
import torch
|
||||||
from . import model_base
|
from . import model_base
|
||||||
from . import utils
|
from . import utils
|
||||||
|
@ -1,3 +1,7 @@
|
|||||||
|
# Taken from https://github.com/comfyanonymous/ComfyUI
|
||||||
|
# This file is only for reference, and not used in the backend or runtime.
|
||||||
|
|
||||||
|
|
||||||
import torch
|
import torch
|
||||||
import math
|
import math
|
||||||
import struct
|
import struct
|
||||||
|
@ -1,3 +1,6 @@
|
|||||||
|
# Taken from https://github.com/comfyanonymous/ComfyUI
|
||||||
|
# This file is only for reference, and not used in the backend or runtime.
|
||||||
|
|
||||||
#!/usr/bin/env python3
|
#!/usr/bin/env python3
|
||||||
"""
|
"""
|
||||||
Tiny AutoEncoder for Stable Diffusion
|
Tiny AutoEncoder for Stable Diffusion
|
||||||
|
@ -1,3 +1,6 @@
|
|||||||
|
# Taken from https://github.com/comfyanonymous/ComfyUI
|
||||||
|
# This file is only for reference, and not used in the backend or runtime.
|
||||||
|
|
||||||
#code taken from: https://github.com/wl-zhao/UniPC and modified
|
#code taken from: https://github.com/wl-zhao/UniPC and modified
|
||||||
|
|
||||||
import torch
|
import torch
|
||||||
|
@ -1,3 +1,6 @@
|
|||||||
|
# Taken from https://github.com/comfyanonymous/ComfyUI
|
||||||
|
# This file is only for reference, and not used in the backend or runtime.
|
||||||
|
|
||||||
import torch
|
import torch
|
||||||
from PIL import Image
|
from PIL import Image
|
||||||
import struct
|
import struct
|
||||||
|
@ -1,3 +1,7 @@
|
|||||||
|
# Taken from https://github.com/comfyanonymous/ComfyUI
|
||||||
|
# This file is only for reference, and not used in the backend or runtime.
|
||||||
|
|
||||||
|
|
||||||
import os
|
import os
|
||||||
import time
|
import time
|
||||||
|
|
||||||
|
Loading…
Reference in New Issue
Block a user