Publish to PyPI workflow (DLR-RM/rl-baselines3-zoo)
The Publish to PyPI workflow from DLR-RM/rl-baselines3-zoo, explained and optimized by Latchkey.
CI health: F - at risk
Point runs-on at Latchkey and get caching, run de-duplication, job timeouts, SHA-pinned actions, self-healing for flaky steps, and up to 58% lower cost, applied automatically.
What it does
This is the Publish to PyPI workflow from the DLR-RM/rl-baselines3-zoo repository, a real project running GitHub Actions. It is shown here with attribution under its MIT license.
Below, Latchkey shows a faster, safer version produced by its optimization engine.
The workflow
name: Publish to PyPI
on:
push:
tags:
- "v*"
workflow_dispatch:
inputs:
publish:
description: "Publish to PyPI publish"
required: false
default: false
type: boolean
jobs:
pypi-publish:
name: Upload release to PyPI
runs-on: ubuntu-latest
# Specifying a GitHub environment is optional, but strongly encouraged
# environment: pypi
permissions:
# IMPORTANT: this permission is mandatory for Trusted Publishing
id-token: write
steps:
- uses: actions/checkout@v6
- uses: actions/setup-python@v6
with:
python-version: "3.14"
- name: Install build tool
run: pip install build
# Create wheel and source dist
- name: Build
run: |
python -m build -s
python -m build -w
- name: Publish package to PyPI
if: ${{ github.event_name == 'push' || (github.event_name == 'workflow_dispatch' && inputs.publish) }}
uses: pypa/gh-action-pypi-publish@release/v1
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: Publish to PyPI on: push: tags: - "v*" workflow_dispatch: inputs: publish: description: "Publish to PyPI publish" required: false default: false type: boolean concurrency: group: ${{ github.workflow }}-${{ github.ref }} cancel-in-progress: true jobs: pypi-publish: timeout-minutes: 30 name: Upload release to PyPI runs-on: latchkey-small # Specifying a GitHub environment is optional, but strongly encouraged # environment: pypi permissions: # IMPORTANT: this permission is mandatory for Trusted Publishing id-token: write steps: - uses: actions/checkout@v6 - uses: actions/setup-python@v6 with: cache: 'pip' python-version: "3.14" - name: Install build tool run: pip install build # Create wheel and source dist - name: Build run: | python -m build -s python -m build -w - name: Publish package to PyPI if: ${{ github.event_name == 'push' || (github.event_name == 'workflow_dispatch' && inputs.publish) }} uses: pypa/gh-action-pypi-publish@release/v1
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 1 job per trigger. On Latchkey the same minutes cost up to 58% less than GitHub-hosted, with zero queue time.