production model update v1.1 #28
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| # .github/workflows/cicd.yml | |
| # - CICD (major) | |
| # - multiple connected jobs (with if successfully) --- done | |
| # - pull prod model from RDS and create container --- done | |
| # - push to ECR --- | |
| # - Run the container on EC2/ECS --- | |
| # - push docker img to docker hub and run it on docker desktop --- done | |
| # - or push particular branch k particular folder me hone pr CI pipeline trigger karo --- done | |
| name: cicd pipeline | |
| on: | |
| push: | |
| branches: | |
| - main | |
| paths: # if any changes detected in below dir then runner'll trigger cicd pipeline | |
| - ./src/** | |
| - .github/** | |
| - ./prod/** | |
| - Dockerfile | |
| - docker_requirements.txt | |
| pull_request: | |
| branches: | |
| - main | |
| jobs: | |
| download_model: | |
| runs-on: ubuntu-latest | |
| steps: | |
| - name: Checkout Code | |
| uses: actions/checkout@v2 | |
| - name: Install AWS CLI | |
| run: | | |
| sudo apt-get update | |
| sudo apt-get install -y awscli | |
| - name: Configure AWS CLI | |
| run: | | |
| aws configure set aws_access_key_id ${{ secrets.AWS_ACCESS_KEY_ID }} | |
| aws configure set aws_secret_access_key ${{ secrets.AWS_SECRET_ACCESS_KEY }} | |
| aws configure set region ${{ secrets.AWS_REGION }} | |
| - name: Install Utilities | |
| run: | | |
| python -m pip install --upgrade pip | |
| if [ -f model_requirements.txt ]; then pip install -r model_requirements.txt; fi | |
| - name: Fetch Model From Mlflow | |
| run: | | |
| python ./prod/mlflowdb.py ${{ secrets.TRACKING_URI }} | |
| - name: Upload Model Artifact # save the artifacts so that we can utilise it in next stage | |
| uses: actions/upload-artifact@v2 | |
| with: | |
| name: model | |
| path: | | |
| /home/runner/work/cicd/cicd/model.joblib | |
| /home/runner/work/cicd/cicd/model_details.json | |
| - name: Print Current Directory # for debuging purpoer, u can remove it | |
| run: ls /home/runner/work/cicd/cicd | |
| build_push_docker_image: | |
| needs: download_model # previous stage must be successfully completed (job dependency) | |
| runs-on: ubuntu-latest | |
| steps: | |
| - name: Checkout code | |
| uses: actions/checkout@v2 | |
| - name: Print Current Directory be-down # for debug purpose | |
| run: ls /home/runner/work/cicd/cicd | |
| - name: Download Model Artifacts # download the previously saved artifacts | |
| uses: actions/download-artifact@v2 | |
| with: | |
| name: model | |
| path: /home/runner/work/cicd/cicd | |
| - name: Print Current Directory af-down # for debugging | |
| run: ls /home/runner/work/cicd/cicd | |
| - name: Build Docker Image | |
| run: | | |
| docker build -t ${{ secrets.DOCKER_USERNAME }}/wineqcicd:v1.1 . | |
| - name: Log-in to Docker Hub | |
| run: docker login -u ${{ secrets.DOCKER_USERNAME }} -p ${{ secrets.DOCKER_PASSWORD }} | |
| - name: Push Docker Img | |
| run: docker push ${{ secrets.DOCKER_USERNAME }}/wineqcicd:v1.1 |