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