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Request to add tensorli 😄 #23

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Request to add tensorli 😄 #23

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@joennlae joennlae commented Jan 5, 2024

Hello 😄

First of all, this is a really cool collection of links 💯 And I also wanted to tell you that I am a big fan of your finetunes on huggingface 😄 I am particularly interested in the drllama and drmistral as I am looking into a similar direction.

This PR is a shameless self-plug.

I propose to add Tensorli. It is a minimalistic implementation of a trainable GPT transformer using only numpy.

The implementation includes:

  • Automatic differentiation
  • Tensorli object (PyTorch like)
  • Simple NN layers: Linearli, Embeddingli, MultiheadAttentionli, LayerNorm
  • Optimizers: Adamli

All that is "needed" to train and execute a GPT-like transformer model.
...and everything else is just efficiency ~ Andrej Karpathy1.
1: Youtube - micrograd

I implemented it for myself to understand transformers better. Then I noticed it would also help others, so I open-sourced it.

Have a good one and cheers 😄
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