Update cml.yml #50
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| name: MLOps-Pipeline-Started! | |
| on: | |
| push: | |
| branches: | |
| - main | |
| workflow_run: | |
| workflows: | |
| - cml | |
| jobs: | |
| train-and-report: | |
| runs-on: ubuntu-latest | |
| steps: | |
| - name: Checkout Repository | |
| uses: actions/checkout@v2 | |
| - name: Install Dependencies | |
| run: | | |
| pip install -r requirements.txt | |
| - name: Model Training | |
| env: | |
| REPO_TOKEN: ${{ secrets.REPO_PAT }} | |
| run: | | |
| python src/dataIngestion.py | |
| python src/preprocess.py | |
| python src/train.py | |
| echo "### Model Score" >> README.md | |
| echo metrics.txt >> README.md | |
| continue-on-error: true | |
| Docker-Automation: | |
| runs-on: ubuntu-latest | |
| needs: train-and-report | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v2 | |
| - name: Docker Image Build | |
| run: | | |
| echo "${{ secrets.DOCKERPW }}" | docker login -u "krisharyan36" --password-stdin | |
| docker image build -t krisharyan36/sdp:latest . | |
| #docker image ls | |
| docker push krisharyan36/sdp:latest | |
| - name: Install OpenVPN | |
| run: | | |
| sudo apt update | |
| sudo apt install -y openvpn openvpn-systemd-resolved | |
| - name: Connect to VPN | |
| uses: kota65535/github-openvpn-connect-action@v2 | |
| with: | |
| config_file: .github/workflows/client.ovpn | |
| username: ${{ secrets.OVPN_USERNAME }} | |
| password: ${{ secrets.OVPN_PASSWORD }} | |
| - name: Deploying SDP app in K8s Clusters | |
| uses: appleboy/ssh-action@master | |
| with: | |
| proxy_host: ${{ secrets.SERVER_HOST }} | |
| proxy_username: ${{ secrets.SERVER_USERNAME }} | |
| proxy_password: ${{ secrets.SSH_PASSWORD }} | |
| host: ${{ secrets.K3_SERVER_HOST }} | |
| username: ${{ secrets.K3_SERVER_USERNAME }} | |
| password: ${{ secrets.K3_SSH_PASSWORD }} | |
| script: | | |
| pwd | |
| ls -lrth | |
| kubectl delete deploy sdp-app -n mlops | |
| kubectl apply -f /root/mlops/deployment.yaml |