Chapter 7: Finetuning to Follow Instructions

Chapter 7: Finetuning to Follow Instructions#

 

Main Chapter Code#

 

Bonus Materials#

  • 02_dataset-utilities contains utility code that can be used for preparing an instruction dataset

  • 03_model-evaluation contains utility code for evaluating instruction responses using a local Llama 3 model and the GPT-4 API

  • 04_preference-tuning-with-dpo implements code for preference finetuning with Direct Preference Optimization (DPO)

  • 05_dataset-generation contains code to generate and improve synthetic datasets for instruction finetuning

  • 06_user_interface implements an interactive user interface to interact with the pretrained LLM



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