sdk-jobs-automl-standalone-jobs-automl-forecasting-task-bike-share-auto-ml-forecasting-bike-share #2430
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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-task-bike-share-auto-ml-forecasting-bike-share | |
# This file is created by sdk/python/readme.py. | |
# Please do not edit directly. | |
on: | |
workflow_dispatch: | |
schedule: | |
- cron: "57 6/12 * * *" | |
pull_request: | |
branches: | |
- main | |
paths: | |
- sdk/python/jobs/automl-standalone-jobs/automl-forecasting-task-bike-share/** | |
- .github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-task-bike-share-auto-ml-forecasting-bike-share.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-task-bike-share" | |
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-task-bike-share/auto-ml-forecasting-bike-share.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 "auto-ml-forecasting-bike-share.ipynb"; | |
[ -f "../../.azureml/config" ] && cat "../../.azureml/config"; | |
papermill -k python -p compute_name automl-cpu-cluster auto-ml-forecasting-bike-share.ipynb auto-ml-forecasting-bike-share.output.ipynb | |
working-directory: sdk/python/jobs/automl-standalone-jobs/automl-forecasting-task-bike-share | |
- name: check notebook output | |
run: | | |
python ${{ github.workspace }}/.github/test/scripts/check_notebook_output.py \ | |
--file_name auto-ml-forecasting-bike-share.output.ipynb \ | |
--folder . \ | |
--check warning \ | |
working-directory: sdk/python/jobs/automl-standalone-jobs/automl-forecasting-task-bike-share | |
- name: check v2 experiment result | |
run: | | |
python ${{ github.workspace }}/.github/test/scripts/check_v2_experiment_result.py \ | |
--file_name auto-ml-forecasting-bike-share.output.ipynb \ | |
--folder . \ | |
--experiment_name dpv2-bike-test \ | |
--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-task-bike-share | |
- name: upload notebook's working folder as an artifact | |
if: ${{ always() }} | |
uses: ./.github/actions/upload-artifact | |
with: | |
name: auto-ml-forecasting-bike-share | |
path: sdk/python/jobs/automl-standalone-jobs/automl-forecasting-task-bike-share | |
- name: Remove the compute if notebook did not done it properly. | |
run: bash "${{ github.workspace }}/infra/bootstrapping/remove_computes.sh" bike-share-v2 |