Test workflow (simonw/llm-mlx)

The Test workflow from simonw/llm-mlx, explained and optimized by Latchkey.

What it does

This is the Test workflow from the simonw/llm-mlx 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: Test

on: [push, pull_request]

permissions:
  contents: read

jobs:
  test:
    runs-on: macos-latest
    strategy:
      matrix:
        python-version: ["3.9", "3.10", "3.11", "3.12", "3.13"]
    steps:
    - uses: actions/checkout@v4
    - name: Set up Python ${{ matrix.python-version }}
      uses: actions/setup-python@v5
      with:
        python-version: ${{ matrix.python-version }}
        cache: pip
        cache-dependency-path: pyproject.toml
    - name: Cache models
      uses: actions/cache@v4
      with:
        path: ~/.cache/huggingface
        key: ${{ runner.os }}-huggingface-
    - name: Install dependencies
      run: |
        pip install -e '.[test]'
    - name: Run tests
      run: |
        python -m pytest

The same workflow, on Latchkey

Removes redundant runs and caps runaway jobs. Added and changed lines are highlighted.

name: Test
 
on: [push, pull_request]
 
permissions:
  contents: read
 
concurrency:
  group: ${{ github.workflow }}-${{ github.ref }}
  cancel-in-progress: true
 
jobs:
  test:
    timeout-minutes: 30
    runs-on: macos-latest
    strategy:
      matrix:
        python-version: ["3.9", "3.10", "3.11", "3.12", "3.13"]
    steps:
    - uses: actions/checkout@v4
    - name: Set up Python ${{ matrix.python-version }}
      uses: actions/setup-python@v5
      with:
        python-version: ${{ matrix.python-version }}
        cache: pip
        cache-dependency-path: pyproject.toml
    - name: Cache models
      uses: actions/cache@v4
      with:
        path: ~/.cache/huggingface
        key: ${{ runner.os }}-huggingface-
    - name: Install dependencies
      run: |
        pip install -e '.[test]'
    - name: Run tests
      run: |
        python -m pytest
 

What changed

• Cancel superseded runs when a branch or PR gets a newer push.
• Add a job timeout so a hung step cannot burn hours of runner time.

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 (5 with the matrix expanded) per trigger. On Latchkey the same minutes cost up to 58% less than GitHub-hosted, with zero queue time.

Actions used in this workflow