This file documents the extant release process that IREE uses. This process and the automation (such as it is) has grown over many years and is due for a refresh. However, in the interests of documenting what exists, we attempt to do so here.
IREE development is primarily driven via automated nightly release snapshots.
These are scheduled automatically each day by the
schedule_candidate_release.yml workflow, which selects a green commit from
main (for non optional CI tasks), created a tag of the format
candidate-{YYYYMMDD}.{BUILDNUM} and schedules automation to populate the
release.
The build_package.yml workflow then runs jobs to do builds for all
platforms and packages, finally triggering the
validate_and_publish_release.yml workflow.
Release artifacts are uploaded as a GitHub pre release and an index of files is updated by periodic automation at https://iree.dev/pip-release-links.html.
Some debugging notes for this process are available here: https://iree.dev/developers/debugging/releases/
A number of packages are produced automatically:
iree-dist-*.tar.xz(manylinux x86_64 and aarch64): Install image of the binaries and development assets needed to use or depend on the C/C++ parts of the project.iree-compiler: Binary Python wheelsiree-runtime: Binary Python wheelsiree-tools-tfandiree-tools-tflite: Pure Python wheels
Binary Linux packages are built using a custom manylinux based Docker
image hosted here: https://github.com/nod-ai/base-docker-images/pkgs/container/manylinux_x86_64
(TODO: this repository of Docker images should be moved into iree-org) using
isolated self-hosted runners (only used for building checked in code) of
sufficient size for building large components and GitHub managed runners for
smaller components. The project aims to target all non-EOL Python versions with
Linux builds on x86_64 and aarch64.
Windows builds are built using GitHub managed large Windows runners. Due to the cost, the project aims to target the most recent version of Python only while building version N-1 for the first year of the lifecycle of the next version.
Only the Python iree-compiler and iree-runtime packages are built for
Windows.
The release is published even if the MacOS build fails. When this happens, it is fixed forward for the next snapshot.
MacOS builds are performed using self hosted MacOS runners in a dedicated post-submit pool. Due to the cost, the project aims to target the most recent version of Python only while building version N-1 for the first year of the lifecycle of the next version.
Only the Python iree-compiler and iree-runtime packages are built for
MacOS.
The release is published even if the MacOS build fails. When this happens, it is fixed forward for the next snapshot.
The project will keep pre-release tagged releases on its releases page for a minimum of 6 months. Releases older than this can be purged.
The following package registry projects are managed as part of the IREE release process:
- https://pypi.org/project/iree-compiler/
- https://pypi.org/project/iree-runtime/
- https://pypi.org/project/iree-turbine/
- https://pypi.org/project/shark-turbine/ (transitional until switched to iree-turbine)
- https://pypi.org/project/iree-tools-tf/
- https://pypi.org/project/iree-tools-tflite/
Deprecated projects no longer updated:
- https://pypi.org/project/iree-runtime-instrumented/ (functionality is included in the main iree-runtime package)
- https://pypi.org/project/iree-tools-xla/ (functionality is no longer needed)
There are presently two build promotion processes documented:
- Old one focused purely on releasing IREE core packages: https://iree.dev/developers/general/release-management/
- New one driven by the Torch frontend and documented below.
The versioning scheme for
iree-turbine is rooted on the
then-current PyTorch released version, with optional date-based dev/pre-release
suffixes (i.e. rcYYYYMMDD or devYYYYMMDD) or intra PyTorch releases
(i.e. postVVVV).
This process is being trialed to correspond with the 2.3.0 release of PyTorch. In this scenario, the pinned nightly build of IREE is considered current and promoted as part of the Turbine release to PyPI (and the release is marked as not pre-release on the GitHub releases page).
Promotions are done roughly monthly or at need. The schedule is shifted to account for extra factors as needed.
In the future, we would like to adopt a real versioning scheme (beyond the nightly calver+build number scheme) and manage promotion and pinning of the core IREE dep more explicitly and in alignment with how downstreams are using it.
There are multiple release artifacts that are deployed from this project:
- shark-turbine wheel (transitional while switching to iree-turbine)
- iree-turbine wheel
- iree-compiler wheels
- iree-runtime wheels
Typically we deploy IREE compiler and runtime wheels along with a turbine release, effectively promoting a nightly.
Start with a clean clone of iree-turbine:
cd scratch
git clone [email protected]:iree-org/iree-turbine.git
cd iree-turbine
Build a pre-release:
./build_tools/build_release.py --core-version 2.3.0 --core-pre-version=rcYYYYMMDD
Build an official release:
./build_tools/build_release.py --core-version 2.3.0
This will download all deps, including wheels for all supported platforms and
Python versions for iree-compiler and iree-runtime. All wheels will be placed
in the wheelhouse/ directory.
TODO: Write a script for this.
python -m venv wheelhouse/test.venv
source wheelhouse/test.venv/bin/activate
pip install -f wheelhouse iree-turbine[testing]
# Temp: tests require torchvision.
pip install -f wheelhouse torchvision
pytest core/tests
From the testing venv, verify that everything is sane:
pip freeze
Push IREE deps (if needed/updated):
twine upload wheelhouse/iree_compiler-* wheelhouse/iree_runtime-*
Push built wheels:
twine upload wheelhouse/iree_turbine-* wheelhouse/shark_turbine-*
TODO: Script this
From the testing venv:
pip uninstall -y shark-turbine iree-turbine iree-compiler iree-runtime
pip install iree-turbine
pytest core/tests