conda-build (NumPy v2) workflow (QuantEcon/QuantEcon.py)
The conda-build (NumPy v2) workflow from QuantEcon/QuantEcon.py, explained and optimized by Latchkey.
CI health: C - fair
Point runs-on at Latchkey and get 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 conda-build (NumPy v2) workflow from the QuantEcon/QuantEcon.py 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: conda-build (NumPy v2)
on:
push:
pull_request:
branches: [ $default-branch ]
jobs:
tests:
runs-on: ubuntu-latest
strategy:
max-parallel: 5
steps:
- uses: actions/checkout@v7
- uses: conda-incubator/setup-miniconda@v4
with:
auto-update-conda: true
environment-file: environment_np2.yml
python-version: '3.14'
- name: Conda info
shell: bash -l {0}
run: |
conda info
conda list
- name: Test with pytest
shell: bash -l {0}
run: |
conda install pytest
pytest
The same workflow, on Latchkey
Removes redundant runs and caps runaway jobs. Added and changed lines are highlighted.
name: conda-build (NumPy v2) on: push: pull_request: branches: [ $default-branch ] concurrency: group: ${{ github.workflow }}-${{ github.ref }} cancel-in-progress: true jobs: tests: timeout-minutes: 30 runs-on: latchkey-small strategy: max-parallel: 5 steps: - uses: actions/checkout@v7 - uses: conda-incubator/setup-miniconda@v4 with: auto-update-conda: true environment-file: environment_np2.yml python-version: '3.14' - name: Conda info shell: bash -l {0} run: | conda info conda list - name: Test with pytest shell: bash -l {0} run: | conda install pytest pytest
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 - Cancel superseded runs when a branch or PR gets a newer push.
- 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.
This workflow runs 1 job per trigger. On Latchkey the same minutes cost up to 58% less than GitHub-hosted, with zero queue time.