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Add distributed TCN (v2) notebook (#2516)
* distributed tcn notebook * Added cluster name to notebooks_config.ini. Increased experiment timeout to 1 hour * modified readme.py to add mlflow to requirements without explicitly calling import mlflow * re-ran readmy.py to reflect changes in the workflwo file * removed best run line from artifacts download * added logging of the best child run ID to file an ICM for the service team. * changed to public client registry * print format * add tracking URI for mlflow * replaced mlflowclient due to deprecation * added disclaimer and increase experiment limit to 60 min * added sleep import
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...standalone-jobs-automl-forecasting-distributed-tcn-automl-forecasting-distributed-tcn.yml
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,80 @@ | ||
| # 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-distributed-tcn-automl-forecasting-distributed-tcn | ||
| # This file is created by sdk/python/readme.py. | ||
| # Please do not edit directly. | ||
| on: | ||
| workflow_dispatch: | ||
| schedule: | ||
| - cron: "8 2/12 * * *" | ||
| pull_request: | ||
| branches: | ||
| - main | ||
| paths: | ||
| - sdk/python/jobs/automl-standalone-jobs/automl-forecasting-distributed-tcn/** | ||
| - .github/workflows/sdk-jobs-automl-standalone-jobs-automl-forecasting-distributed-tcn-automl-forecasting-distributed-tcn.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: azure login | ||
| uses: azure/#@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 "${{ github.workspace }}/infra/bootstrapping/init_environment.sh"; | ||
| bash setup.sh | ||
| working-directory: cli | ||
| continue-on-error: true | ||
| - name: run jobs/automl-standalone-jobs/automl-forecasting-distributed-tcn/automl-forecasting-distributed-tcn.ipynb | ||
| run: | | ||
| source "${{ 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-distributed-tcn.ipynb"; | ||
| [ -f "../../.azureml/config" ] && cat "../../.azureml/config"; | ||
| papermill -k python -p compute_name automl-cpu-cluster automl-forecasting-distributed-tcn.ipynb automl-forecasting-distributed-tcn.output.ipynb | ||
| working-directory: sdk/python/jobs/automl-standalone-jobs/automl-forecasting-distributed-tcn | ||
| - name: upload notebook's working folder as an artifact | ||
| if: ${{ always() }} | ||
| uses: actions/upload-artifact@v2 | ||
| with: | ||
| name: automl-forecasting-distributed-tcn | ||
| path: sdk/python/jobs/automl-standalone-jobs/automl-forecasting-distributed-tcn | ||
|
|
||
| - name: Remove the compute if notebook did not done it properly. | ||
| run: bash "${{ github.workspace }}/infra/bootstrapping/remove_computes.sh" "distributed-tcn-cluster" |
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