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# Copyright (c) Microsoft Corporation. All rights reserved.
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# Licensed under the MIT License.
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variables:
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- ${{ if eq(variables['Build.SourceBranchName'], 'main') }}:
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# 'main' branch: PRD environment
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- template: ../../config-infra-prod.yml
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- ${{ if ne(variables['Build.SourceBranchName'], 'main') }}:
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# 'develop' or feature branches: DEV environment
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- template: ../../config-infra-dev.yml
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- name: version
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value: python-sdk-v2
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- name: endpoint_name
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value: taxi-batch-$(namespace)$(postfix)$(environment)
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trigger:
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- none
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pool:
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vmImage: ubuntu-20.04
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resources:
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repositories:
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- repository: mlops-templates # Template Repo
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name: Azure/mlops-templates # need to change org name from "Azure" to your own org
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endpoint: github-connection # need to set up and hardcode
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type: github
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ref: main-dec31
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stages:
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- stage: CreateBatchEndpoint
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displayName: Create/Update Batch Endpoint
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jobs:
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- job: DeployBatchEndpoint
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steps:
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- checkout: self
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path: s/
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- checkout: mlops-templates
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path: s/templates/
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- template: templates/aml-cli-v2/install-az-cli.yml@mlops-templates
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- template: templates/aml-cli-v2/install-aml-cli.yml@mlops-templates
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- template: templates/aml-cli-v2/connect-to-workspace.yml@mlops-templates
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- template: templates/aml-cli-v2/create-compute.yml@mlops-templates
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parameters:
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cluster_name: batch-cluster # name must match cluster name in deployment file below
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size: STANDARD_DS3_V2
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min_instances: 0
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max_instances: 5
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cluster_tier: dedicated
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- template: templates/${{ variables.version }}/create-batch-endpoint.yml@mlops-templates
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parameters:
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endpoint_name: "${{ variables.endpoint_name }}"
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endpoint_description: "Taxi batch endpoint"
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auth_mode: "aad_token"
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- template: templates/${{ variables.version }}/create-batch-deployment.yml@mlops-templates
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parameters:
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deployment_name: taxi-batch-dp
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deployment_description: "Taxi batch deployment"
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endpoint_name: "${{ variables.endpoint_name }}"
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model_path: "taxi-model@latest"
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compute: batch-cluster
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- template: templates/${{ variables.version }}/test-batch-endpoint.yml@mlops-templates
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parameters:
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endpoint_name: "${{ variables.endpoint_name }}"
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sample_request: data/taxi-batch.csv
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request_type: uri_file #either uri_folder or uri_file
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@ -12,8 +12,6 @@ variables:
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value: python-sdk-v2
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- name: endpoint_name
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value: taxi-online-$(namespace)$(postfix)$(environment)
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- name: endpoint_type
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value: online
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trigger:
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- none
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parameters:
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endpoint_name: "${{ variables.endpoint_name }}"
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endpoint_description: "Taxi Online Endpoint"
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endpoint_auth: "aml_token"
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auth_mode: "aml_token"
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- template: templates/${{ variables.version }}/create-online-deployment.yml@mlops-templates
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parameters:
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deployment_name: taxi-online-dp
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endpoint_name: "${{ variables.endpoint_name }}"
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model_name: "taxi-model@latest"
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traffic: 100
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model_path: "taxi-model@latest"
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traffic_allocation: 100
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- template: templates/${{ variables.version }}/test-online-endpoint.yml@mlops-templates
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parameters:
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endpoint_name: "${{ variables.endpoint_name }}"
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sample_request: data/taxi-request.json
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sample_request: data/taxi-request.json
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