Create model_monitoring.py #36
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
name: CI/CD Pipeline | |
on: | |
push: | |
branches: | |
- main | |
pull_request: | |
branches: | |
- main | |
jobs: | |
build: | |
runs-on: ubuntu-latest | |
steps: | |
- name: Checkout code | |
uses: actions/checkout@v2 | |
- name: Set up Python | |
uses: actions/setup-python@v2 | |
with: | |
python-version: "3.8" | |
- name: Install dependencies | |
run: | | |
pip install -r requirements.txt | |
- name: Run Tests | |
run: | | |
pytest | |
docker_build: | |
runs-on: ubuntu-latest | |
needs: build | |
steps: | |
- name: Checkout code | |
uses: actions/checkout@v2 | |
- name: Build Docker image | |
run: | | |
docker build -t ai-project-cifar10 . | |
- name: Log in to DockerHub | |
run: echo "${{ secrets.DOCKER_PASSWORD }}" | docker login -u "${{ secrets.DOCKER_USERNAME }}" --password-stdin | |
- name: Push Docker image | |
run: | | |
docker tag ai-project-cifar10 yourdockerhubusername/ai-project-cifar10:latest | |
docker push yourdockerhubusername/ai-project-cifar10:latest | |
deploy: | |
runs-on: ubuntu-latest | |
needs: docker_build | |
steps: | |
- name: Set up Kubernetes | |
uses: azure/setup-kubectl@v1 | |
- name: Deploy to Kubernetes | |
run: | | |
kubectl apply -f k8s/deployment.yaml | |
kubectl apply -f k8s/service.yaml |