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library_name: transformers
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```python
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import torch
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import typing
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# Code Associated to *Neural Circuit Diagrams*
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**Paper link**: [arXiv](https://arxiv.org/abs/2402.05424), [Open Review](https://openreview.net/forum?id=RyZB4qXEgt)
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In my paper *Neural Circuit Diagrams*, I introduce robust diagrams to express deep learning models with an emphasis on transformer and computer vision models. Robust diagrams have many advantages regarding communicating, analyzing, and implementing a range of models. They have a close correspondence to code implementations, which I cover in the paper by adding corresponding code, included in this model.
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```python
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import torch
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import typing
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