A representation for higher-level transforms, with tools to generate EXO code.
This has been extensively tested on Python 3.9.7. Python versions 3.7 and earlier are not supported as Exo requires several newer language features not available.
git clone https://github.com/gdinh/matmap.git
cd MoST
python -m venv $HOME/.venv/matmap
source $HOME/.venv/matmap/bin/activate
python -m pip install pip setuptools wheel
python -m pip install -r requirements.txt
If you'd like to run the interactive demos/documentation, install iPython and set it up so that it points to your venv by running these from within the venv:
python -m pip install jupyter
ipython kernel install --user --name=matmap_venv
Now, you'll be able to launch jupyter notebook; just navigate to docs/ and open most_demo.ipynb, then point the notebook to the venv using Kernel > Change kernel > matmap_venv.
- Tiling schedule works
- HBL projective optimal tiling works for constant loop bounds
In progress:
Next TODOs:
- HBL autotiling for CNNs
- Code specialization for variable sized bounds