LLMs-from-scratch/ch07

Chapter 7: Finetuning to Follow Instructions

Main Chapter Code

• 01_main-chapter-code contains the main chapter code and exercise solutions

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 synthetic datasets for instruction finetuning