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InnoLoRA

1. Repository rules

If you want to make an update to the project, please, create a new branch and send it for a pull request. Example:

  1. Switch to a new branch: git checkout -b 'branch_name'
  2. Do the code change
  3. Append the change: git add .
  4. Commit: git commit -m "name of my commit"
  5. Push to the repo and wait for a review: git push --set-upstream origin 'branch_name'

2. Useful sources

2.1. Data sets and models

The Stack - open-source code base and the related paper

LibGen - textbooks source

RedPajama - open-source language model

2.2. Training pipeline

Causal language modeling - popular way of language models training by prediction the next word in a sentence

Textbooks Are All You Need - generation of textbook quality data that allowed to train a relatively small yet efficient model

LoRA - fune-tuning method by matrix decomposition

2.3. Code generation models

Polycoder - code generation pretrained model + dataset collection scripts

Codex - Web inteface only

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