"Hmm, I wonder how PyTorch works? I should write a toy version of it to find out."
Minitoch is a minimal recreation of Pytorch. It is intended for me to learn how a Machine Learning framework works, and to serve as a teaching tool for others. It is not intended to be fast or to be used for anything serious (at least not yet).
Stay tuned for updates!
Currently Minitorch is not available on PyPI. To install it, clone the repository and run
git clone git@github.com:StanleyNeoh/minitorch.git
cd minitorch
python -m venv venv
source venv/bin/activate
pip install -r requirements.txt- Variable wrapper around numpy
- Operations between Variable
- Autograd
- Autograd Checker
- Losses
- Optimizers
- Layers
- Datasets
- Dataloaders
- Training loop
- Model saving/loading
- GPU support
- Distributed training
- ONNX export
- JIT compilation
- C++ backend