diff --git a/.gitattributes b/.gitattributes
index 28df5f900b358436f0267334b3e3e9af33f917ba..94a03593c0538d44e018f653787c6ba243a29da2 100644
--- a/.gitattributes
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diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..7a75542fc870eaa90823b91a34b5fe67d53b7218
--- /dev/null
+++ b/README.md
@@ -0,0 +1,34 @@
+# Imagenet.int8: Entire Imagenet dataset in 5GB.
+
+
+Find 138 GB of imagenet dataset too bulky? Did you know entire imagenet actually just fits inside the ram of apple watch?
+
+* Center-croped, resized to 256x256
+* VAE compressed with [SDXL's VAE](https://huggingface.co/stabilityai/sdxl-vae)
+* Further quantized to int8 near-lossless manner, compressing the entire training dataset of 1,281,167 images down to just 5GB!
+
+Introducing Imagenet.int8, the new MNIST of 2024. After the great popularity of the Latent Diffusion era (Thank you stable diffusion!), its *almost* the standard to use VAE version of the imagenet for diffusion-model training. As you might know, lot of great diffusion research is based on latent variation of the imagenet. 
+
+These include: 
+
+* [DiT](https://arxiv.org/abs/2212.09748)
+* [Improving Traning Dynamics](https://arxiv.org/abs/2312.02696v1)
+* [SiT](https://arxiv.org/abs/2401.08740)
+* [U-ViT](https://openaccess.thecvf.com/content/CVPR2023/html/Bao_All_Are_Worth_Words_A_ViT_Backbone_for_Diffusion_Models_CVPR_2023_paper.html)
+* [Min-SNR](https://openaccess.thecvf.com/content/ICCV2023/html/Hang_Efficient_Diffusion_Training_via_Min-SNR_Weighting_Strategy_ICCV_2023_paper.html)
+* [MDT](https://openaccess.thecvf.com/content/ICCV2023/papers/Gao_Masked_Diffusion_Transformer_is_a_Strong_Image_Synthesizer_ICCV_2023_paper.pdf)
+
+... but so little material online on the actual preprocessed dataset. I'm here to fix that. One thing I noticed was that latent doesn't have to be full precision! Indeed, they can be as small as int-8, and it won't hurt! Here are some of the examples:
+
+<p align="center">
+  <img src="contents/monkey.png" alt="small" width="200">
+  <img src="contents/monkey_torch.float32.png" alt="small" width="200">
+  <img src="contents/monkey_torch.uint8.png" alt="small" width="200">
+</p>
+
+| original, reconstructed from float16, reconstructed from uint8*
+
+
+So clearly, it doesn't make sense to download entire Imagenet and do VAE everytime. Just download this, `to('cuda')` the entire dataset just to flex, and call it a day.😌
+
+(BTW If you think you'll need higher precision, you can always further fine-tune your model on higher precision. But I doubt that.)
\ No newline at end of file
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diff --git a/contents/monkey_torch.uint8.png b/contents/monkey_torch.uint8.png
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