sdk-jobs-automl-standalone-jobs-automl-forecasting-orange-juice-sales-automl-forecasting-orange-juice-sales-mlflow #1366
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| # This code is autogenerated. | |
| # Code is generated by running custom script: python3 readme.py | |
| # Any manual changes to this file may cause incorrect behavior. | |
| # Any manual changes will be overwritten if the code is regenerated. | |
| name: sdk-jobs-automl-standalone-jobs-automl-forecasting-orange-juice-sales-automl-forecasting-orange-juice-sales-mlflow | |
| # This file is created by sdk/python/readme.py. | |
| # Please do not edit directly. | |
| on: | |
| workflow_dispatch: | |
| schedule: | |
| - cron: "38 11/12 * * *" | |
| pull_request: | |
| branches: | |
| - main | |
| paths: | |
| - sdk/python/jobs/automl-standalone-jobs/automl-forecasting-orange-juice-sales/** | |
| - .github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-orange-juice-sales-automl-forecasting-orange-juice-sales-mlflow.yml | |
| - sdk/python/dev-requirements.txt | |
| - infra/bootstrapping/** | |
| - sdk/python/setup.sh | |
| concurrency: | |
| group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }} | |
| cancel-in-progress: true | |
| jobs: | |
| build: | |
| runs-on: ubuntu-latest | |
| steps: | |
| - name: check out repo | |
| uses: actions/checkout@v2 | |
| - name: setup python | |
| uses: actions/setup-python@v2 | |
| with: | |
| python-version: "3.8" | |
| - name: pip install notebook reqs | |
| run: pip install -r sdk/python/dev-requirements.txt | |
| - name: pip install mlflow reqs | |
| run: pip install -r sdk/python/mlflow-requirements.txt | |
| - name: pip install forecasting reqs | |
| run: pip install -r sdk/python/forecasting-requirements.txt | |
| - name: azure login | |
| uses: azure/login@v1 | |
| with: | |
| creds: ${{secrets.AZUREML_CREDENTIALS}} | |
| - name: bootstrap resources | |
| run: | | |
| echo '${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}'; | |
| bash bootstrap.sh | |
| working-directory: infra/bootstrapping | |
| continue-on-error: false | |
| - name: setup SDK | |
| run: | | |
| source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh"; | |
| source "${{ github.workspace }}/infra/bootstrapping/init_environment.sh"; | |
| bash setup.sh | |
| working-directory: sdk/python | |
| continue-on-error: true | |
| - name: setup-cli | |
| run: | | |
| source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh"; | |
| source "${{ github.workspace }}/infra/bootstrapping/init_environment.sh"; | |
| bash setup.sh | |
| working-directory: cli | |
| continue-on-error: true | |
| - name: run jobs/automl-standalone-jobs/automl-forecasting-orange-juice-sales/automl-forecasting-orange-juice-sales-mlflow.ipynb | |
| run: | | |
| source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh"; | |
| source "${{ github.workspace }}/infra/bootstrapping/init_environment.sh"; | |
| bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" generate_workspace_config "../../.azureml/config.json"; | |
| bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" replace_template_values "automl-forecasting-orange-juice-sales-mlflow.ipynb"; | |
| [ -f "../../.azureml/config" ] && cat "../../.azureml/config"; | |
| papermill -k python -p compute_name automl-cpu-cluster automl-forecasting-orange-juice-sales-mlflow.ipynb automl-forecasting-orange-juice-sales-mlflow.output.ipynb | |
| working-directory: sdk/python/jobs/automl-standalone-jobs/automl-forecasting-orange-juice-sales | |
| - name: check notebook output | |
| run: | | |
| python ${{ github.workspace }}/.github/test/scripts/check_notebook_output.py \ | |
| --file_name automl-forecasting-orange-juice-sales-mlflow.output.ipynb \ | |
| --folder . \ | |
| --check warning \ | |
| working-directory: sdk/python/jobs/automl-standalone-jobs/automl-forecasting-orange-juice-sales | |
| - name: check v2 experiment result | |
| run: | | |
| python ${{ github.workspace }}/.github/test/scripts/check_v2_experiment_result.py \ | |
| --file_name automl-forecasting-orange-juice-sales-mlflow.output.ipynb \ | |
| --folder . \ | |
| --experiment_name dpv2-forecasting-experiment \ | |
| --minimum_median_score 0.01 \ | |
| --maximum_median_score 0.3 \ | |
| --metric_name normalized_root_mean_squared_error \ | |
| --absolute_minimum_score 0.0 \ | |
| --absolute_maximum_score 1.0 \ | |
| working-directory: sdk/python/jobs/automl-standalone-jobs/automl-forecasting-orange-juice-sales | |
| - name: upload notebook's working folder as an artifact | |
| if: ${{ always() }} | |
| uses: actions/upload-artifact@v2 | |
| with: | |
| name: automl-forecasting-orange-juice-sales-mlflow | |
| path: sdk/python/jobs/automl-standalone-jobs/automl-forecasting-orange-juice-sales | |
| - name: Remove the compute if notebook did not done it properly. | |
| run: bash "${{ github.workspace }}/infra/bootstrapping/remove_computes.sh" oj-cluster |