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updated model example structure (#1909)
* updated model example structure * remove on needed file reference * updated path * added updated workflows * Update README.md
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.github/workflows/cli-jobs-basics-hello-model-as-input.yml
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| @@ -0,0 +1,50 @@ | ||
| # 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. | ||
|
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| name: cli-jobs-basics-hello-model-as-input | ||
| on: | ||
| workflow_dispatch: | ||
| schedule: | ||
| - cron: "0 0/8 * * *" | ||
| pull_request: | ||
| branches: | ||
| - main | ||
| paths: | ||
| - cli/jobs/basics/** | ||
| - infra/** | ||
| - .github/workflows/cli-jobs-basics-hello-model-as-input.yml | ||
| - cli/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: azure login | ||
| uses: azure/login@v1 | ||
| with: | ||
| creds: ${{secrets.AZUREML_CREDENTIALS}} | ||
| - name: bootstrap resources | ||
| run: | | ||
| echo '${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}'; | ||
| bash bootstrap.sh | ||
| working-directory: infra | ||
| continue-on-error: false | ||
| - name: setup-cli | ||
| run: | | ||
| source "${{ github.workspace }}/infra/sdk_helpers.sh"; | ||
| source "${{ github.workspace }}/infra/init_environment.sh"; | ||
| bash setup.sh | ||
| working-directory: cli | ||
| continue-on-error: true | ||
| - name: run job | ||
| run: | | ||
| source "${{ github.workspace }}/infra/sdk_helpers.sh"; | ||
| source "${{ github.workspace }}/infra/init_environment.sh"; | ||
| bash -x ../../run-job.sh hello-model-as-input.yml | ||
| working-directory: cli/jobs/basics |
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.github/workflows/cli-jobs-basics-hello-model-as-output.yml
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,50 @@ | ||
| # 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: cli-jobs-basics-hello-model-as-output | ||
| on: | ||
| workflow_dispatch: | ||
| schedule: | ||
| - cron: "0 0/8 * * *" | ||
| pull_request: | ||
| branches: | ||
| - main | ||
| paths: | ||
| - cli/jobs/basics/** | ||
| - infra/** | ||
| - .github/workflows/cli-jobs-basics-hello-model-as-output.yml | ||
| - cli/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: azure login | ||
| uses: azure/login@v1 | ||
| with: | ||
| creds: ${{secrets.AZUREML_CREDENTIALS}} | ||
| - name: bootstrap resources | ||
| run: | | ||
| echo '${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}'; | ||
| bash bootstrap.sh | ||
| working-directory: infra | ||
| continue-on-error: false | ||
| - name: setup-cli | ||
| run: | | ||
| source "${{ github.workspace }}/infra/sdk_helpers.sh"; | ||
| source "${{ github.workspace }}/infra/init_environment.sh"; | ||
| bash setup.sh | ||
| working-directory: cli | ||
| continue-on-error: true | ||
| - name: run job | ||
| run: | | ||
| source "${{ github.workspace }}/infra/sdk_helpers.sh"; | ||
| source "${{ github.workspace }}/infra/init_environment.sh"; | ||
| bash -x ../../run-job.sh hello-model-as-output.yml | ||
| working-directory: cli/jobs/basics |
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|---|---|---|
| @@ -0,0 +1,16 @@ | ||
| $schema: https://azuremlschemas.azureedge.net/latest/commandJob.schema.json | ||
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| # Possible Paths for models: | ||
| # AzureML Datastore: azureml://datastores/<datastore-name>/paths/<path_on_datastore> | ||
| # MLflow run: runs:/<run-id>/<path-to-model-relative-to-the-root-of-the-artifact-location> | ||
| # Job: azureml://jobs/<job-name>/outputs/<output-name>/paths/<path-to-model-relative-to-the-named-output-location> | ||
| # Model Asset: azureml:<my_model>:<version> | ||
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| command: | | ||
| ls ${{inputs.my_model}} | ||
| inputs: | ||
| my_model: | ||
| type: mlflow_model # List of all model types here: https://learn.microsoft.com/azure/machine-learning/reference-yaml-model#yaml-syntax | ||
| path: ../../assets/model/mlflow-model | ||
| environment: azureml:AzureML-sklearn-1.0-ubuntu20.04-py38-cpu@latest | ||
| compute: azureml:cpu-cluster |
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| $schema: https://azuremlschemas.azureedge.net/latest/commandJob.schema.json | ||
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| # Possible Paths for Model: | ||
| # Local path: mlflow-model/model.pkl | ||
| # AzureML Datastore: azureml://datastores/<datastore-name>/paths/<path_on_datastore> | ||
| # MLflow run: runs:/<run-id>/<path-to-model-relative-to-the-root-of-the-artifact-location> | ||
| # Job: azureml://jobs/<job-name>/outputs/<output-name>/paths/<path-to-model-relative-to-the-named-output-location> | ||
| # Model Asset: azureml:<my_model>:<version> | ||
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| code: src | ||
| command: >- | ||
| python hello-model-as-output.py | ||
| --input_model ${{inputs.input_model}} | ||
| --custom_model_output ${{outputs.output_folder}} | ||
| inputs: | ||
| input_model: | ||
| type: mlflow_model # mlflow_model,custom_model, triton_model | ||
| path: ../../assets/model/mlflow-model | ||
| outputs: | ||
| output_folder: | ||
| type: custom_model # mlflow_model,custom_model, triton_model | ||
| environment: azureml:AzureML-sklearn-1.0-ubuntu20.04-py38-cpu@latest | ||
| compute: azureml:cpu-cluster |
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