Skip to content

niconunezz/CogniCalc

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

49 Commits
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

CogniCalc

CalcIm

The most exciting phrase to hear in science, the one that heralds new discoveries, is not 'Eureka!' but 'That's funny...' - Isaac Asimov

This project is inspired by the exercises proposed in Karpathy's GPT video. The main idea is to create a GPT model that functions as a calculator. The project is evidently not useful in a practical sense and has as its sole purpose learning and understanding the GPT architecture in more depth.

Main files

  • data.py: Contains the get_batch function that provides x and y data for training.
  • model.py: Contains all the components of the final architecture, almost identical to the one in Karpathy's video.
  • train.py: Main file, imports get_batch and the model, and performs the learning.

Current state: Right now the model only supports addition on positive numbers, more operations are coming soon...

Trying the model: Start by creating and activating a virtual environment, then run:

pip install -r requirements.txt

And that's it! Change the hyperparameters as you wish in the Config class, and use the generate function to see the model calculate!

About

Transformer that is able to do basic-operations

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages