# Chapter 4: Implementing a GPT Model from Scratch To Generate Text

- [flops-analysis.ipynb](flops-analysis.ipynb) analyses the floating point operations per second (FLOPS) of the GPT model(s) implemented in the main chapter. 
- `requirements-extra.txt` includes additional Python libraries that need to be installed (via `pip install -r requirements-extra.txt`.