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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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import math
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import torch
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@@ -1,3 +1,10 @@
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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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import torch as th
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@@ -1,3 +1,11 @@
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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.nn as nn
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import numpy as np
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@@ -1,3 +1,8 @@
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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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# https://github.com/openai/improved-diffusion/blob/main/improved_diffusion/gaussian_diffusion.py
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# and
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