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feat: save and load checkpoint #5

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ac5b22d
black format python files
sepilqi Jul 31, 2024
f399617
save checkpoint
sepilqi Jul 31, 2024
44a3c85
add router output hook
sepilqi Jul 31, 2024
dd2be4d
add visualize script
sepilqi Jul 31, 2024
d0b5721
update title for FuncAnimation content
sepilqi Jul 31, 2024
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1 change: 1 addition & 0 deletions .gitignore
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model.pt
17 changes: 15 additions & 2 deletions README.md
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<br>
<span>Developed using Databricks with ❤️</span>

## Overview


#### Sparse mixture of experts language model from scratch inspired by (and largely based on) Andrej Karpathy's makemore (https://github.com/karpathy/makemore) :)
**Sparse mixture of experts language model from scratch inspired by (and largely based on) Andrej Karpathy's makemore (https://github.com/karpathy/makemore) :)**

HuggingFace Community Blog that walks through this: https://huggingface.co/blog/AviSoori1x/makemoe-from-scratch

Expand Down Expand Up @@ -55,3 +55,16 @@ makeMoE_Concise.ipynb is the consolidated hackable implementation that I encoura
**Please note that the implementation emphasizes readability and hackability vs. performance, so there are many ways in which you could improve this. Please try and let me know!**

Hope you find this useful. Happy hacking!!


## Usage

* train

```bash
python makeMoE.py
```

* visualize: [visualize-router-output.ipynb](./visualize-router-output.ipynb)

![](./router-output.log.svg)
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