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-    <meta name="twitter:title" content="Annotated Research Paper Implementations: Transformers, StyleGAN, Diffusion(DDPM, DDIM), LayerNorm, Nucleus Sampling and more"/>
+    <meta name="twitter:title" content="Annotated Research Paper Implementations: Transformers, StyleGAN, Stable Diffusion, DDPM/DDIM, LayerNorm, Nucleus Sampling and more"/>
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-    <meta property="og:title" content="Annotated Research Paper Implementations: Transformers, StyleGAN, Diffusion(DDPM, DDIM), LayerNorm, Nucleus Sampling and more"/>
+    <meta property="og:title" content="Annotated Research Paper Implementations: Transformers, StyleGAN, Stable Diffusion, DDPM/DDIM, LayerNorm, Nucleus Sampling and more"/>
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-    <title>Annotated Research Paper Implementations: Transformers, StyleGAN, Diffusion(DDPM, DDIM), LayerNorm, Nucleus Sampling and more</title>
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-            <h1><a href="index.html">Annotated Research Paper Implementations: Transformers, StyleGAN, Diffusion(DDPM, DDIM), LayerNorm, Nucleus Sampling and more</a></h1>
+            <h1><a href="index.html">Annotated Research Paper Implementations: Transformers, StyleGAN, Stable Diffusion, DDPM/DDIM, LayerNorm, Nucleus Sampling and more</a></h1>
 <p>This is a collection of simple PyTorch implementations of neural networks and related algorithms. <a href="https://github.com/labmlai/annotated_deep_learning_paper_implementations">These implementations</a> are documented with explanations, and the <a href="index.html">website</a> renders these as side-by-side formatted notes. We believe these would help you understand these algorithms better.</p>
 <p><img alt="Screenshot" src="dqn-light.png"></p>
 <p>We are actively maintaining this repo and adding new implementations. <a href="https://twitter.com/labmlai"><img alt="Twitter" src="https://img.shields.io/twitter/follow/labmlai?style=social"></a> for updates.</p>

labml_nn/__init__.py

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 """
-# [Annotated Research Paper Implementations: Transformers, StyleGAN, Diffusion(DDPM, DDIM), LayerNorm, Nucleus Sampling and more](index.html)
+# [Annotated Research Paper Implementations: Transformers, StyleGAN, Stable Diffusion, DDPM/DDIM, LayerNorm, Nucleus Sampling and more](index.html)
 
 This is a collection of simple PyTorch implementations of
 neural networks and related algorithms.