aselimc CI/CD Pipeline
Standard Stages
lint -> test -> build -> security-scan -> deploy-staging -> approve -> deploy-prod
GitHub Actions Example
jobs:
test:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- run: pip install -e ".[dev]"
- run: ruff check .
- run: pytest --cov=src --cov-report=xml
build:
needs: test
steps:
- run: docker build -t app:${{ github.sha }} .
- run: docker push app:${{ github.sha }}
Container Image Tagging
app:v1.2.3(semver release)app:<git-sha>(every build)app:latest(staging only, never production)
ML-Specific Additions
- Model validation gate: accuracy threshold before registry promotion
- Data validation: schema checks on training data
- GPU test runner for model inference tests
Rules
- Manual approval gate for production deploys
- Rollback mechanism: keep N-1 version ready
- Never skip security scanning
Key Libraries
GitHub Actions, GitLab CI, Docker, Kubernetes