sdk-jobs-automl-standalone-jobs-automl-forecasting-orange-juice-sales-automl-forecasting-orange-juice-sales-mlflow.yml

# 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

permissions:
  id-token: write
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: "3.10"
    - 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:
        client-id: ${{ secrets.OIDC_AZURE_CLIENT_ID }}
        tenant-id: ${{ secrets.OIDC_AZURE_TENANT_ID }}
        subscription-id: ${{ secrets.OIDC_AZURE_SUBSCRIPTION_ID }}
    - name: bootstrap resources
      run: |
          echo '${{ 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 "${{ github.workspace }}/infra/bootstrapping/init_environment.sh";
          bash setup.sh
      working-directory: sdk/python
      continue-on-error: true
    - name: validate readme
      run: |
          python check-readme.py "${{ github.workspace }}/sdk/python/jobs/automl-standalone-jobs/automl-forecasting-orange-juice-sales"
      working-directory: infra/bootstrapping
      continue-on-error: false
    - 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: Eagerly cache access tokens for required scopes
      run: |
          # Workaround for azure-cli's lack of support for ID token refresh
          # Taken from: https://github.com/Azure/login/issues/372#issuecomment-2056289617

          # Management
          az account get-access-token --scope https://management.azure.com/.default --output none
          # ML
          az account get-access-token --scope https://ml.azure.com/.default --output none
    - 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@v3
      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