MatMap: A Modular, Automatable, Tunable Mapper for Accelerator Programming
Matmap: A Modular, Automatable, Tunable Mapper for Accelerator Programming
A representation for higher-level transforms, currently targeting 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. If you are on a system with an outdated version of python, we recommend using pyenv to install a new version of pyenv.
git clone https://github.com/gdinh/matmap.git python -m venv $HOME/.venv/matmap source $HOME/.venv/matmap/bin/activate python -m pip install --upgrade pip python -m pip install -e ./matmap
Further documentation and demo notebooks can be found in the docs directory.
- Tiling schedule (including automatic generation of tiles for projective nested loops)
- Reordering schedule
- HBL autotiling for CNNs
- Code specialization for variable sized bounds
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