TorchCFM Tests workflow (atong01/conditional-flow-matching)
The TorchCFM Tests workflow from atong01/conditional-flow-matching, explained and optimized by Latchkey.
CI health: F - at risk
Point runs-on at Latchkey and get caching, 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 TorchCFM Tests workflow from the atong01/conditional-flow-matching 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: TorchCFM Tests
on:
push:
branches: [main]
pull_request:
branches: [main, "release/*"]
jobs:
run_tests_ubuntu:
runs-on: ${{ matrix.os }}
strategy:
fail-fast: false
matrix:
os: [ubuntu-latest, macos-latest, windows-latest]
python-version: ["3.9", "3.10", "3.11", "3.12", "3.13"]
steps:
- name: Checkout
uses: actions/checkout@v5
- 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 pytest
pip install sh
pip install -e .
- name: List dependencies
run: |
python -m pip list
- name: Run pytest
run: |
pytest -v --ignore=examples --ignore=runner
# upload code coverage report
code-coverage-torchcfm:
runs-on: ubuntu-latest
steps:
- name: Checkout
uses: actions/checkout@v5
- name: Set up Python 3.10
uses: actions/setup-python@v6
with:
python-version: "3.10"
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install pytest
pip install pytest-cov[toml]
pip install sh
pip install -e .
- name: Run tests and collect coverage
run: pytest . --cov torchcfm --ignore=runner --ignore=examples --ignore=torchcfm/models/ --cov-fail-under=30
- name: Upload coverage to Codecov
uses: codecov/codecov-action@v3
with:
name: codecov-torchcfm
verbose: true
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: TorchCFM Tests on: push: branches: [main] pull_request: branches: [main, "release/*"] concurrency: group: ${{ github.workflow }}-${{ github.ref }} cancel-in-progress: true jobs: run_tests_ubuntu: timeout-minutes: 30 runs-on: ${{ matrix.os }} strategy: fail-fast: false matrix: os: [ubuntu-latest, macos-latest, windows-latest] python-version: ["3.9", "3.10", "3.11", "3.12", "3.13"] steps: - name: Checkout uses: actions/checkout@v5 - 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 pytest pip install sh pip install -e . - name: List dependencies run: | python -m pip list - name: Run pytest run: | pytest -v --ignore=examples --ignore=runner # upload code coverage report code-coverage-torchcfm: timeout-minutes: 30 runs-on: latchkey-small steps: - name: Checkout uses: actions/checkout@v5 - name: Set up Python 3.10 uses: actions/setup-python@v6 with: cache: 'pip' python-version: "3.10" - name: Install dependencies run: | python -m pip install --upgrade pip pip install pytest pip install pytest-cov[toml] pip install sh pip install -e . - name: Run tests and collect coverage run: pytest . --cov torchcfm --ignore=runner --ignore=examples --ignore=torchcfm/models/ --cov-fail-under=30 - name: Upload coverage to Codecov uses: codecov/codecov-action@v3 with: name: codecov-torchcfm verbose: true
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.
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.
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 2 jobs (16 with the matrix expanded) per trigger. On Latchkey the same minutes cost up to 58% less than GitHub-hosted, with zero queue time.