Build Wheels & Publish to PyPI workflow (tensorflow/transform)
The Build Wheels & Publish to PyPI workflow from tensorflow/transform, explained and optimized by Latchkey.
CI health: F - at risk
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What it does
This is the Build Wheels & Publish to PyPI workflow from the tensorflow/transform repository, a real project running GitHub Actions. It is shown here with attribution under its Apache-2.0 license.
Below, Latchkey shows a faster, safer version produced by its optimization engine.
The workflow
name: Build Wheels & Publish to PyPI
on:
pull_request:
workflow_dispatch:
release:
types: [published]
env:
USE_BAZEL_VERSION: 7.7.0
jobs:
build-package:
name: Build sdist
runs-on: ubuntu-latest
steps:
- name: Check out the repo
uses: actions/checkout@v4
- name: Set up python
uses: actions/setup-python@v5
with:
python-version: '3.10'
- name: Install python dependencies
run: |
sudo apt update
sudo apt install -y protobuf-compiler
pip install --upgrade pip setuptools wheel numpy pyarrow build twine
pip install --no-build-isolation .
- name: Build sdist and wheel
run: |
python -m build --sdist --wheel --no-isolation -o wheelhouse
- name: List and check sdist
run: |
ls -lh wheelhouse/
twine check wheelhouse/*
- name: Upload artifacts
uses: actions/upload-artifact@v4
with:
name: sdist
path: ./wheelhouse/*
upload_to_pypi:
name: Upload to PyPI
runs-on: ubuntu-latest
if: (github.event_name == 'release' && startsWith(github.ref, 'refs/tags')) || (github.event_name == 'workflow_dispatch')
needs: [build-package]
environment:
name: pypi
url: https://pypi.org/p/tensorflow-transform
permissions:
id-token: write
steps:
- name: Download artifacts
uses: actions/download-artifact@v4
with:
merge-multiple: true
path: wheels/
- name: List the build artifacts
run: |
ls -lAs wheels/
- name: Upload to PyPI
uses: pypa/gh-action-pypi-publish@release/v1.12
with:
password: ${{ secrets.PYPI_API_TOKEN }}
packages-dir: wheels/
verify-metadata: false
verbose: true
The same workflow, on Latchkey
Estimated ~20% faster on cache hits, plus fewer wasted runs and a safer supply chain. Added and changed lines are highlighted.
name: Build Wheels & Publish to PyPI on: pull_request: workflow_dispatch: release: types: [published] env: USE_BAZEL_VERSION: 7.7.0 concurrency: group: ${{ github.workflow }}-${{ github.ref }} cancel-in-progress: true jobs: build-package: timeout-minutes: 30 name: Build sdist runs-on: latchkey-small steps: - name: Check out the repo uses: actions/checkout@v4 - name: Set up python uses: actions/setup-python@v5 with: cache: 'pip' python-version: '3.10' - name: Install python dependencies run: | sudo apt update sudo apt install -y protobuf-compiler pip install --upgrade pip setuptools wheel numpy pyarrow build twine pip install --no-build-isolation . - name: Build sdist and wheel run: | python -m build --sdist --wheel --no-isolation -o wheelhouse - name: List and check sdist run: | ls -lh wheelhouse/ twine check wheelhouse/* - name: Upload artifacts uses: actions/upload-artifact@v4 with: name: sdist path: ./wheelhouse/* upload_to_pypi: timeout-minutes: 30 name: Upload to PyPI runs-on: latchkey-small if: (github.event_name == 'release' && startsWith(github.ref, 'refs/tags')) || (github.event_name == 'workflow_dispatch') needs: [build-package] environment: name: pypi url: https://pypi.org/p/tensorflow-transform permissions: id-token: write steps: - name: Download artifacts uses: actions/download-artifact@v4 with: merge-multiple: true path: wheels/ - name: List the build artifacts run: | ls -lAs wheels/ - name: Upload to PyPI uses: pypa/gh-action-pypi-publish@release/v1.12 with: password: ${{ secrets.PYPI_API_TOKEN }} packages-dir: wheels/ verify-metadata: false verbose: true
What changed
- Run on Latchkey managed runners with one line (
runs-on), which apply the fixes below automatically and self-heal transient failures. This example useslatchkey-small; pick the runner size that fits the job. - Cancel superseded runs when a branch or PR gets a newer push.
- Cache dependency installs on the setup step so they are served from cache.
- Add a job timeout so a hung step cannot burn hours of runner time.
1 third-party action is referenced by a movable tag. Pin it to the commit SHA (Latchkey resolves and applies this automatically) so a repointed tag cannot change what runs.
What Latchkey heals here
This workflow has steps that commonly fail on transient issues (network, registries, flaky browsers). On Latchkey managed runners they are detected, retried, and self-healed instead of failing your build:
- Dependency installs
This workflow runs 2 jobs per trigger. On Latchkey the same minutes cost up to 58% less than GitHub-hosted, with zero queue time.