Evaluate diff workflow (Lightning-AI/torchmetrics)
The Evaluate diff workflow from Lightning-AI/torchmetrics, explained and optimized by Latchkey.
CI health: A - excellent
Point runs-on at Latchkey and get caching, self-healing for flaky steps, and up to 58% lower cost, applied automatically.
What it does
This is the Evaluate diff workflow from the Lightning-AI/torchmetrics 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: Evaluate diff
on:
workflow_call:
# Map the workflow outputs to job outputs
outputs:
test-dirs:
description: "Test folders"
value: ${{ jobs.eval-diff.outputs.focus }}
jobs:
eval-diff:
runs-on: ubuntu-latest
timeout-minutes: 5
# Map the job outputs to step outputs
outputs:
focus: ${{ steps.diff-domains.outputs.focus }}
steps:
- uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
- uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6.2.0
- name: Get PR diff
id: diff-domains
env:
PR_NUMBER: "${{ github.event.pull_request.number }}"
run: |
set -e
echo $PR_NUMBER
pip install -q -U packaging fire pyGithub pyopenssl
echo "focus=$(python .github/assistant.py changed-domains $PR_NUMBER)" >> $GITHUB_OUTPUT
- run: echo "${{ steps.diff-domains.outputs.focus }}"
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: Evaluate diff on: workflow_call: # Map the workflow outputs to job outputs outputs: test-dirs: description: "Test folders" value: ${{ jobs.eval-diff.outputs.focus }} jobs: eval-diff: runs-on: latchkey-small timeout-minutes: 5 # Map the job outputs to step outputs outputs: focus: ${{ steps.diff-domains.outputs.focus }} steps: - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2 - uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6.2.0 with: cache: 'pip' - name: Get PR diff id: diff-domains env: PR_NUMBER: "${{ github.event.pull_request.number }}" run: | set -e echo $PR_NUMBER pip install -q -U packaging fire pyGithub pyopenssl echo "focus=$(python .github/assistant.py changed-domains $PR_NUMBER)" >> $GITHUB_OUTPUT - run: echo "${{ steps.diff-domains.outputs.focus }}"
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. - Cache dependency installs on the setup step so they are served from cache.
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.