Python package workflow (TylerYep/torchinfo)
The Python package workflow from TylerYep/torchinfo, 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 Python package workflow from the TylerYep/torchinfo 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: Python package
on:
push:
branches: [ main ]
pull_request:
branches: [ main ]
permissions:
contents: read
jobs:
build:
runs-on: ubuntu-latest
strategy:
fail-fast: false
matrix:
python-version: ["3.12", "3.13", "3.14"]
pytorch-version: ["2.11"]
steps:
- uses: actions/checkout@v4
- name: Install uv and set the python version
uses: astral-sh/setup-uv@v6
with:
python-version: ${{ matrix.python-version }}
- name: Install dependencies
run: |
uv add torch==${{ matrix.pytorch-version }}
uv sync
- name: mypy
if: ${{ matrix.pytorch-version == '2.11' }}
run: |
uv run mypy --install-types --non-interactive .
- name: pytest
if: ${{ matrix.pytorch-version == '2.11' }}
run: |
uv run pytest --cov=torchinfo --cov-report= --durations=0
- name: codecov
uses: codecov/codecov-action@v5
The same workflow, on Latchkey
Removes redundant runs and caps runaway jobs. Added and changed lines are highlighted.
name: Python package on: push: branches: [ main ] pull_request: branches: [ main ] permissions: contents: read concurrency: group: ${{ github.workflow }}-${{ github.ref }} cancel-in-progress: true jobs: build: timeout-minutes: 30 runs-on: latchkey-small strategy: fail-fast: false matrix: python-version: ["3.12", "3.13", "3.14"] pytorch-version: ["2.11"] steps: - uses: actions/checkout@v4 - name: Install uv and set the python version uses: astral-sh/setup-uv@v6 with: python-version: ${{ matrix.python-version }} - name: Install dependencies run: | uv add torch==${{ matrix.pytorch-version }} uv sync - name: mypy if: ${{ matrix.pytorch-version == '2.11' }} run: | uv run mypy --install-types --non-interactive . - name: pytest if: ${{ matrix.pytorch-version == '2.11' }} run: | uv run pytest --cov=torchinfo --cov-report= --durations=0 - name: codecov uses: codecov/codecov-action@v5
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.
2 third-party actions are referenced by a movable tag. Pin them to the commit SHA (Latchkey resolves and applies this automatically) so a repointed tag cannot change what runs.
This workflow runs 1 job (3 with the matrix expanded) per trigger. On Latchkey the same minutes cost up to 58% less than GitHub-hosted, with zero queue time.