Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We鈥檒l occasionally send you account related emails.

Already on GitHub? Sign in to your account

Request to add tensorli 馃槃 #23

Open
wants to merge 1 commit into
base: main
Choose a base branch
from

Conversation

joennlae
Copy link

@joennlae joennlae commented Jan 5, 2024

Hello 馃槃

First of all, this is a really cool collection of links 馃挴 And I also wanted to tell you that I am a big fan of your finetunes on huggingface 馃槃 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 馃槃

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
Development

Successfully merging this pull request may close these issues.

None yet

1 participant