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delete einops-based projects (didn't update in years, this will be al…
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…ways outdated)
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arogozhnikov committed Sep 16, 2024
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Einops tutorials cover multiple einops usages (and you'd better first follow tutorials),
but it can also help to see einops in action.


## Selected projects

Here are some open-source projects that can teach how to leverage einops for your problems
Expand All @@ -16,7 +17,7 @@ Here are some open-source projects that can teach how to leverage einops for you


- capsule networks (aka capsnets) [implemented in einops](https://github.com/arogozhnikov/readable_capsnet)
- blazingly fast, concise (3-10 times less code), and memory efficient (3 times lower memory consumption) capsule networks, written with einops
- blazingly fast, concise (3-10 times less code), and memory efficient capsule networks, written with einops


- [NuX](https://github.com/Information-Fusion-Lab-Umass/NuX) — normalizing flows in Jax
Expand All @@ -30,6 +31,7 @@ Here are some open-source projects that can teach how to leverage einops for you
- For protein folding, see [implementation](https://github.com/lucidrains/invariant-point-attention)
of invariant point attention from AlphaFold 2


## Community introductions to einops

Tutorial in the AI summer about einops and einsum:
Expand All @@ -51,27 +53,6 @@ Book "Deep Reinforcement Learning in Action" by Brandon Brown & Alexander Zai
contains an introduction into einops in chapter 10.


## Other einops-based projects worth looking at:

(ordered randomly)

- <https://github.com/The-AI-Summer/self-attention-cv>
- <https://github.com/lucidrains/perceiver-pytorch>
- <https://github.com/hila-chefer/Transformer-Explainability>
- [https://github.com/microsoft/CvT](https://github.com/microsoft/CvT/blob/4cedb05b343e13ab08c0a29c5166b6e94c751112/lib/models/cls_cvt.py)
- <https://github.com/lucidrains/g-mlp-gpt>
- <https://github.com/zju3dv/LoFTR>
- <https://github.com/WangFeng18/Swin-Transformer>
- <https://github.com/kwea123/CasMVSNet_pl>
- <https://github.com/kakao/DAFT>
- <https://github.com/lucidrains/multistream-transformers>
- <https://github.com/poets-ai/elegy>
- <https://github.com/lucidrains/ponder-transformer>
- <https://github.com/isaaccorley/torchrs>
- <https://github.com/microsoft/esvit>
- <https://github.com/zyddnys/manga-image-translator>
- <https://github.com/google/jax-cfd>


## Related projects:

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