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.
If you have make
and conda
available, a common setting up workflow could
be:
$ make conda-env # setup conda environment
$ conda activate numba-rvsdg # activate it
$ make conda-install # install dependencies
$ make # lint, build and test the project
Feel free to look at the
makefile
for all
development 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 implementedCopyright (c) 2022, Anaconda, Inc. All rights reserved.
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