Update README.md #1
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| name: SnowflakeMLOPS | |
| on: | |
| push: | |
| branches: | |
| - main | |
| workflow_dispatch: | |
| jobs: | |
| MachineLearning_training: | |
| runs-on: ubuntu-latest | |
| env: | |
| SNOWFLAKE_ACCOUNT: ${{ secrets.SNOWFLAKE_ACCOUNT }} | |
| SNOWFLAKE_USER: ${{ secrets.SNOWFLAKE_USER }} | |
| SNOWFLAKE_PASSWORD: ${{ secrets.SNOWFLAKE_PASSWORD }} | |
| SNOWFLAKE_DATABASE: ${{ secrets.SNOWFLAKE_DATABASE }} | |
| SNOWFLAKE_SCHEMA: ${{ secrets.SNOWFLAKE_SCHEMA }} | |
| SNOWFLAKE_ROLE: ${{ secrets.SNOWFLAKE_ROLE }} | |
| SNOWFLAKE_WAREHOUSE: ${{ secrets.SNOWFLAKE_WAREHOUSE }} | |
| steps: | |
| - uses: actions/checkout@v3 | |
| - name: Set up Python 3.11 | |
| uses: actions/setup-python@v3 | |
| with: | |
| python-version: "3.11" | |
| - name: Install Jupyter and Micromamba | |
| run: | | |
| "${SHELL}" <(curl -L micro.mamba.pm/install.sh) | |
| micromamba shell init --shell bash --root-prefix=~/micromamba | |
| export PATH="$HOME/micromamba/bin:$PATH" | |
| micromamba create --name mlops --file environment.yml --yes | |
| - name: Load Dataset | |
| run: | | |
| micromamba run -n mlops jupyter nbconvert --to notebook --execute --FilesWriter.build_directory=. "${GITHUB_WORKSPACE}/Notebooks/1_load_data.ipynb" | |
| - name: Feature Engineering | |
| run: | | |
| micromamba run -n mlops jupyter nbconvert --to notebook --execute --FilesWriter.build_directory=. "${GITHUB_WORKSPACE}/Notebooks/feature_engineering.ipynb" | |
| - name: Train and Save Model | |
| run: | | |
| micromamba run -n mlops jupyter nbconvert --to notebook --execute --FilesWriter.build_directory=. "${GITHUB_WORKSPACE}/Notebooks/train_save_model.ipynb" | |
| build_and_push_docker: | |
| needs: MachineLearning_training | |
| runs-on: ubuntu-latest | |
| steps: | |
| - uses: actions/checkout@v3 | |
| - name: Log in to Docker Hub | |
| run: echo "${{ secrets.DOCKERPASSWORD }}" | docker login -u "${{ secrets.DOCKERUSERNAME }}" --password-stdin | |
| - name: Build Docker image | |
| run: docker build -t ${{ secrets.DOCKERUSERNAME }}/snowflakeadprediction:latest . | |
| - name: Push Docker image | |
| run: docker push ${{ secrets.DOCKERUSERNAME }}/snowflakeadprediction:latest |