Test (non-slow only) workflow (illuin-tech/colpali)
The Test (non-slow only) workflow from illuin-tech/colpali, explained and optimized by Latchkey.
CI health: D - needs work
Point runs-on at Latchkey and get caching, run de-duplication, job timeouts, self-healing for flaky steps, and up to 58% lower cost, applied automatically.
What it does
This is the Test (non-slow only) workflow from the illuin-tech/colpali 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: Test (non-slow only)
on:
push:
branches:
- main
pull_request:
jobs:
test:
runs-on: ubuntu-latest
strategy:
matrix:
python-version: ["3.10", "3.11", "3.12", "3.13", "3.14"]
steps:
- uses: actions/checkout@v6
- name: Set up Python ${{ matrix.python-version }}
uses: actions/setup-python@v6
with:
python-version: ${{ matrix.python-version }}
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install -e ".[all]"
# Hugging Face Hub rate-limits unauthenticated requests from shared runner IPs (HTTP 429).
# With a warm cache, huggingface_hub falls back to cached files when a HEAD request fails.
- name: Cache Hugging Face models
uses: actions/cache@v4
with:
path: ~/.cache/huggingface
key: huggingface-${{ runner.os }}-${{ hashFiles('tests/**/*.py') }}
restore-keys: |
huggingface-${{ runner.os }}-
- name: Run tests with pytest (except "slow" tests)
run: |
pytest -m "not slow"
env:
HF_TOKEN: ${{ secrets.HF_TOKEN }}
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: Test (non-slow only) on: push: branches: - main pull_request: concurrency: group: ${{ github.workflow }}-${{ github.ref }} cancel-in-progress: true jobs: test: timeout-minutes: 30 runs-on: latchkey-small strategy: matrix: python-version: ["3.10", "3.11", "3.12", "3.13", "3.14"] steps: - uses: actions/checkout@v6 - name: Set up Python ${{ matrix.python-version }} uses: actions/setup-python@v6 with: cache: 'pip' python-version: ${{ matrix.python-version }} - name: Install dependencies run: | python -m pip install --upgrade pip pip install -e ".[all]" # Hugging Face Hub rate-limits unauthenticated requests from shared runner IPs (HTTP 429). # With a warm cache, huggingface_hub falls back to cached files when a HEAD request fails. - name: Cache Hugging Face models uses: actions/cache@v4 with: path: ~/.cache/huggingface key: huggingface-${{ runner.os }}-${{ hashFiles('tests/**/*.py') }} restore-keys: | huggingface-${{ runner.os }}- - name: Run tests with pytest (except "slow" tests) run: | pytest -m "not slow" env: HF_TOKEN: ${{ secrets.HF_TOKEN }}
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.
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.