CI workflow (quarkfin/qf-lib)
The CI workflow from quarkfin/qf-lib, 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 CI workflow from the quarkfin/qf-lib 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
# This workflow will install Python dependencies, run tests and lint with a single version of Python
# For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions
name: CI
on:
push:
branches:
- master
pull_request:
branches:
- master
- 'feature/**'
jobs:
style_check:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v3
- name: Set up Python 3.11
uses: actions/setup-python@v3
with:
python-version: "3.11"
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install flake8==5.0.4 pyflakes==2.5.0 pytest
- name: Style check
run: flake8 .
unit_tests:
runs-on: ubuntu-latest
needs: style_check
steps:
- uses: actions/checkout@v3
- name: Set up Python 3.11
uses: actions/setup-python@v3
with:
python-version: "3.11"
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install -e ".[blpapi]" --extra-index-url https://blpapi.bloomberg.com/repository/releases/python/simple
pip install -e ".[yfinance]"
pip install -e ".[detailed_analysis]"
pip install -e ".[alpaca]"
pip install -e ".[bloomberg_dl]"
pip install flake8==5.0.4 pyflakes==2.5.0 pytest
pip install coverage
- name: Unit tests
env:
QUANTFIN_SECRET: ${{ secrets.QUANTFIN_SECRET }}
run: |
coverage run -m pytest qf_lib/tests/unit_tests
coverage xml -o unit_tests.xml
- name: Upload artifact
uses: actions/upload-artifact@v4
with:
name: unit_tests
path: unit_tests.xml
backtesting_tests:
runs-on: ubuntu-latest
needs: style_check
steps:
- uses: actions/checkout@v3
- name: Set up Python
uses: actions/setup-python@v3
with:
python-version: "3.11"
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install -e ".[blpapi]" --extra-index-url https://blpapi.bloomberg.com/repository/releases/python/simple
pip install -e ".[yfinance]"
pip install -e ".[detailed_analysis]"
pip install -e ".[alpaca]"
pip install -e ".[bloomberg_dl]"
pip install flake8==5.0.4 pyflakes==2.5.0 pytest
pip install coverage
- name: Integration tests
env:
QUANTFIN_SECRET: ${{ secrets.QUANTFIN_SECRET }}
run: |
coverage run -a -m pytest qf_lib/tests/integration_tests/backtesting
coverage xml -o backtesting_tests.xml
- name: Upload artifact
uses: actions/upload-artifact@v4
with:
name: backtesting_tests
path: backtesting_tests.xml
data_providers_tests:
runs-on: ubuntu-latest
needs: style_check
steps:
- uses: actions/checkout@v3
- name: Set up Python
uses: actions/setup-python@v3
with:
python-version: "3.11"
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install -e ".[blpapi]" --extra-index-url https://blpapi.bloomberg.com/repository/releases/python/simple
pip install -e ".[yfinance]"
pip install -e ".[detailed_analysis]"
pip install -e ".[alpaca]"
pip install -e ".[bloomberg_dl]"
pip install flake8==5.0.4 pyflakes==2.5.0 pytest
pip install coverage
- name: Integration tests
env:
QUANTFIN_SECRET: ${{ secrets.QUANTFIN_SECRET }}
run: |
coverage run -a -m pytest qf_lib/tests/integration_tests/data_providers
coverage xml -o data_providers_tests.xml
- name: Upload artifact
uses: actions/upload-artifact@v4
with:
name: data_providers_tests
path: data_providers_tests.xml
codecov_upload:
runs-on: ubuntu-latest
needs: [unit_tests, data_providers_tests, backtesting_tests]
steps:
- name: Checkout
uses: actions/checkout@v3
- name: Download unit_tests artifacts
uses: actions/download-artifact@v4
with:
name: unit_tests
- name: Download artifacts data_providers_tests
uses: actions/download-artifact@v4
with:
name: data_providers_tests
- name: Download backtesting_tests artifacts
uses: actions/download-artifact@v4
with:
name: backtesting_tests
- name: Set up Python
uses: actions/setup-python@v3
with:
python-version: "3.11"
- name: Install dependencies
run: |
python -m pip install --upgrade pip
pip install flake8==5.0.4 pyflakes==2.5.0 pytest
pip install coverage
- name: Upload to Codecov
uses: codecov/codecov-action@v4
env:
CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
with:
files: ./unit_tests.xml, ./data_providers_tests.xml, ./backtesting_tests.xml
fail_ci_if_error: true
name: qf-lib-codecov
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.
# This workflow will install Python dependencies, run tests and lint with a single version of Python # For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions name: CI on: push: branches: - master pull_request: branches: - master - 'feature/**' concurrency: group: ${{ github.workflow }}-${{ github.ref }} cancel-in-progress: true jobs: style_check: timeout-minutes: 30 runs-on: latchkey-small steps: - uses: actions/checkout@v3 - name: Set up Python 3.11 uses: actions/setup-python@v3 with: cache: 'pip' python-version: "3.11" - name: Install dependencies run: | python -m pip install --upgrade pip pip install flake8==5.0.4 pyflakes==2.5.0 pytest - name: Style check run: flake8 . unit_tests: timeout-minutes: 30 runs-on: latchkey-small needs: style_check steps: - uses: actions/checkout@v3 - name: Set up Python 3.11 uses: actions/setup-python@v3 with: cache: 'pip' python-version: "3.11" - name: Install dependencies run: | python -m pip install --upgrade pip pip install -e ".[blpapi]" --extra-index-url https://blpapi.bloomberg.com/repository/releases/python/simple pip install -e ".[yfinance]" pip install -e ".[detailed_analysis]" pip install -e ".[alpaca]" pip install -e ".[bloomberg_dl]" pip install flake8==5.0.4 pyflakes==2.5.0 pytest pip install coverage - name: Unit tests env: QUANTFIN_SECRET: ${{ secrets.QUANTFIN_SECRET }} run: | coverage run -m pytest qf_lib/tests/unit_tests coverage xml -o unit_tests.xml - name: Upload artifact uses: actions/upload-artifact@v4 with: name: unit_tests path: unit_tests.xml backtesting_tests: timeout-minutes: 30 runs-on: latchkey-small needs: style_check steps: - uses: actions/checkout@v3 - name: Set up Python uses: actions/setup-python@v3 with: cache: 'pip' python-version: "3.11" - name: Install dependencies run: | python -m pip install --upgrade pip pip install -e ".[blpapi]" --extra-index-url https://blpapi.bloomberg.com/repository/releases/python/simple pip install -e ".[yfinance]" pip install -e ".[detailed_analysis]" pip install -e ".[alpaca]" pip install -e ".[bloomberg_dl]" pip install flake8==5.0.4 pyflakes==2.5.0 pytest pip install coverage - name: Integration tests env: QUANTFIN_SECRET: ${{ secrets.QUANTFIN_SECRET }} run: | coverage run -a -m pytest qf_lib/tests/integration_tests/backtesting coverage xml -o backtesting_tests.xml - name: Upload artifact uses: actions/upload-artifact@v4 with: name: backtesting_tests path: backtesting_tests.xml data_providers_tests: timeout-minutes: 30 runs-on: latchkey-small needs: style_check steps: - uses: actions/checkout@v3 - name: Set up Python uses: actions/setup-python@v3 with: cache: 'pip' python-version: "3.11" - name: Install dependencies run: | python -m pip install --upgrade pip pip install -e ".[blpapi]" --extra-index-url https://blpapi.bloomberg.com/repository/releases/python/simple pip install -e ".[yfinance]" pip install -e ".[detailed_analysis]" pip install -e ".[alpaca]" pip install -e ".[bloomberg_dl]" pip install flake8==5.0.4 pyflakes==2.5.0 pytest pip install coverage - name: Integration tests env: QUANTFIN_SECRET: ${{ secrets.QUANTFIN_SECRET }} run: | coverage run -a -m pytest qf_lib/tests/integration_tests/data_providers coverage xml -o data_providers_tests.xml - name: Upload artifact uses: actions/upload-artifact@v4 with: name: data_providers_tests path: data_providers_tests.xml codecov_upload: timeout-minutes: 30 runs-on: latchkey-small needs: [unit_tests, data_providers_tests, backtesting_tests] steps: - name: Checkout uses: actions/checkout@v3 - name: Download unit_tests artifacts uses: actions/download-artifact@v4 with: name: unit_tests - name: Download artifacts data_providers_tests uses: actions/download-artifact@v4 with: name: data_providers_tests - name: Download backtesting_tests artifacts uses: actions/download-artifact@v4 with: name: backtesting_tests - name: Set up Python uses: actions/setup-python@v3 with: cache: 'pip' python-version: "3.11" - name: Install dependencies run: | python -m pip install --upgrade pip pip install flake8==5.0.4 pyflakes==2.5.0 pytest pip install coverage - name: Upload to Codecov uses: codecov/codecov-action@v4 env: CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }} with: files: ./unit_tests.xml, ./data_providers_tests.xml, ./backtesting_tests.xml fail_ci_if_error: true name: qf-lib-codecov 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 5 jobs per trigger. On Latchkey the same minutes cost up to 58% less than GitHub-hosted, with zero queue time.