Numba compatible RVSDG (Regionalized Value State Dependence Graph) utilities.
This repository contains Numba compatible utilities for working with RVSDGs (Regionalized Value State Dependency Graphs). RVSDGs are a type of Intermediary Representation (IR) suitable for regularizing Python bytecode within Numba.
The code in this repository is an implementation of the CFG restructuring algorithms in Bahmann 2015, specifically those from section 4.1 and 4.2: namely "loop restructuring" and "branch restructuring". These are interesting for Numba because they serve to clearly identify regions within the Python bytecode.
- Python 3.11 or 3.12
- make (optional, build tool)
- graphviz
- pyyaml
- pytest (for testing)
- sphinx (for docs)
- sphinx_rt_theme (for docs)
You can create a conda env using the following:
$ conda env create -n numba-rvsdg python=3.12 python-graphviz pyyaml pytest sphinx sphinx_rtd_theme
$ conda activate numba-rvsdg
If you have make and conda available, a common workflow could be:
$ make conda-env # setup conda environment
$ conda activate numba-rvsdg # activate it
$ make # lint, build and test the project
Feel free to look at the makefile for low-level commands.
Reismann2020-- https://arxiv.org/pdf/1912.05036.pdf -- Describes the concept of RVSDGsBahmann2015-- https://dl.acm.org/doi/pdf/10.1145/2693261 -- Describes the transformation algorithms implemented
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