Daniel Kleine 8b60460319 Updated Llama 2 to 3 paths (#413)
* llama 2 and 3 path fixes

* updated llama 3, 3.1 and 3.2 paths

* updated .gitignore

* Typo fix

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Co-authored-by: Sebastian Raschka <mail@sebastianraschka.com>
2024-10-24 07:40:08 -05:00
..
2024-09-26 07:41:11 -05:00

Chapter 5: Pretraining on Unlabeled Data

 

Main Chapter Code

 

Bonus Materials

  • 02_alternative_weight_loading contains code to load the GPT model weights from alternative places in case the model weights become unavailable from OpenAI
  • 03_bonus_pretraining_on_gutenberg contains code to pretrain the LLM longer on the whole corpus of books from Project Gutenberg
  • 04_learning_rate_schedulers contains code implementing a more sophisticated training function including learning rate schedulers and gradient clipping
  • 05_bonus_hparam_tuning contains an optional hyperparameter tuning script
  • 06_user_interface implements an interactive user interface to interact with the pretrained LLM
  • 07_gpt_to_llama contains a step-by-step guide for converting a GPT architecture implementation to Llama 3.2 and loads pretrained weights from Meta AI
  • 08_memory_efficient_weight_loading contains a bonus notebook showing how to load model weights via PyTorch's load_state_dict method more efficiently