Tests workflow (YingfanWang/PaCMAP)
The Tests workflow from YingfanWang/PaCMAP, 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 Tests workflow from the YingfanWang/PaCMAP 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: Tests
on:
push:
branches: [ main , master]
pull_request:
branches: [ main , master ]
workflow_dispatch:
jobs:
test:
runs-on: ubuntu-22.04
strategy:
matrix:
python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"] # Skip 3.13 for now
steps:
- name: Checkout code
uses: actions/checkout@v4
- name: Set up Python ${{ matrix.python-version }}
uses: actions/setup-python@v5
with:
python-version: ${{ matrix.python-version }}
- name: Install uv
uses: astral-sh/setup-uv@v5
- name: Cache uv
uses: actions/cache@v4
with:
path: ~/.cache/uv
key: ${{ runner.os }}-uv-${{ matrix.python-version }}-${{ hashFiles('uv.lock') }}
restore-keys: |
${{ runner.os }}-uv-${{ matrix.python-version }}-
${{ runner.os }}-uv-
- name: Cache pip packages
uses: actions/cache@v4
with:
path: ~/.cache/pip
key: ${{ runner.os }}-pip-${{ matrix.python-version }}-${{ hashFiles('requirements.txt', 'requirements-test.txt') }}
restore-keys: |
${{ runner.os }}-pip-${{ matrix.python-version }}-
${{ runner.os }}-pip-
- name: Cache datasets
uses: actions/cache@v4
with:
path: ~/scikit_learn_data
key: ${{ runner.os }}-datasets-${{ hashFiles('test/fixtures/datasets.json') }}
restore-keys: |
${{ runner.os }}-datasets-
- name: Install dependencies
run: make install-dev
- name: Run tests
run: make test
test-python313:
name: Test Python 3.13 (without UV)
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: actions/setup-python@v5
with:
python-version: "3.13"
- name: Install dependencies
run: |
python -m pip install --upgrade pip
python -m pip install -r requirements-test-py313.txt
python -m pip install -e ".[all-git]"
- name: Run tests
run: pytest test/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: Tests on: push: branches: [ main , master] pull_request: branches: [ main , master ] workflow_dispatch: concurrency: group: ${{ github.workflow }}-${{ github.ref }} cancel-in-progress: true jobs: test: timeout-minutes: 30 runs-on: latchkey-small strategy: matrix: python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"] # Skip 3.13 for now steps: - name: Checkout code uses: actions/checkout@v4 - name: Set up Python ${{ matrix.python-version }} uses: actions/setup-python@v5 with: cache: 'pip' python-version: ${{ matrix.python-version }} - name: Install uv uses: astral-sh/setup-uv@v5 - name: Cache uv uses: actions/cache@v4 with: path: ~/.cache/uv key: ${{ runner.os }}-uv-${{ matrix.python-version }}-${{ hashFiles('uv.lock') }} restore-keys: | ${{ runner.os }}-uv-${{ matrix.python-version }}- ${{ runner.os }}-uv- - name: Cache pip packages uses: actions/cache@v4 with: path: ~/.cache/pip key: ${{ runner.os }}-pip-${{ matrix.python-version }}-${{ hashFiles('requirements.txt', 'requirements-test.txt') }} restore-keys: | ${{ runner.os }}-pip-${{ matrix.python-version }}- ${{ runner.os }}-pip- - name: Cache datasets uses: actions/cache@v4 with: path: ~/scikit_learn_data key: ${{ runner.os }}-datasets-${{ hashFiles('test/fixtures/datasets.json') }} restore-keys: | ${{ runner.os }}-datasets- - name: Install dependencies run: make install-dev - name: Run tests run: make test test-python313: timeout-minutes: 30 name: Test Python 3.13 (without UV) runs-on: latchkey-small steps: - uses: actions/checkout@v4 - uses: actions/setup-python@v5 with: cache: 'pip' python-version: "3.13" - name: Install dependencies run: | python -m pip install --upgrade pip python -m pip install -r requirements-test-py313.txt python -m pip install -e ".[all-git]" - name: Run tests run: pytest test/
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 (6 with the matrix expanded) per trigger. On Latchkey the same minutes cost up to 58% less than GitHub-hosted, with zero queue time.