From 8c768f11eba3e2eccf76496339efc69a9800d438 Mon Sep 17 00:00:00 2001
From: Maggie Mhanna <maggiemhanna@gmail.com>
Date: Thu, 8 Dec 2022 13:26:50 +0000
Subject: [PATCH] adding ado batch endpoint deployment pipeline

---
 .../deploy-batch-endpoint-pipeline.yml        | 68 +++++++++++++++++++
 1 file changed, 68 insertions(+)
 create mode 100644 classical/python-sdk-v2/mlops/devops-pipelines/deploy-batch-endpoint-pipeline.yml

diff --git a/classical/python-sdk-v2/mlops/devops-pipelines/deploy-batch-endpoint-pipeline.yml b/classical/python-sdk-v2/mlops/devops-pipelines/deploy-batch-endpoint-pipeline.yml
new file mode 100644
index 0000000..5a3bf0a
--- /dev/null
+++ b/classical/python-sdk-v2/mlops/devops-pipelines/deploy-batch-endpoint-pipeline.yml
@@ -0,0 +1,68 @@
+# Copyright (c) Microsoft Corporation. All rights reserved.
+# Licensed under the MIT License.
+
+variables:
+- ${{ if eq(variables['Build.SourceBranchName'], 'main') }}:
+    # 'main' branch: PRD environment
+    - template: ../../config-infra-prod.yml
+- ${{ if ne(variables['Build.SourceBranchName'], 'main') }}:  
+    # 'develop' or feature branches: DEV environment
+    - template: ../../config-infra-dev.yml
+- name: version
+  value: python-sdk-v2 
+- name: endpoint_name
+  value: taxi-batch-$(namespace)$(postfix)$(environment)
+
+trigger:
+- none
+
+pool:
+  vmImage: ubuntu-20.04
+
+
+resources:
+  repositories:
+    - repository: mlops-templates  # Template Repo
+      name: Azure/mlops-templates # need to change org name from "Azure" to your own org
+      endpoint: github-connection # need to set up and hardcode
+      type: github
+      ref: feature/sdkv2
+      
+
+stages:
+- stage: CreateBatchEndpoint
+  displayName: Create/Update Batch Endpoint 
+  jobs:
+    - job: DeployBatchEndpoint
+      steps:
+      - checkout: self
+        path: s/
+      - checkout: mlops-templates
+        path: s/templates/
+      - template: templates/aml-cli-v2/install-az-cli.yml@mlops-templates
+      - template: templates/aml-cli-v2/install-aml-cli.yml@mlops-templates
+      - template: templates/aml-cli-v2/connect-to-workspace.yml@mlops-templates
+      - template: templates/aml-cli-v2/create-compute.yml@mlops-templates
+        parameters:
+          cluster_name: batch-cluster # name must match cluster name in deployment file below
+          size: STANDARD_DS3_V2
+          min_instances: 0
+          max_instances: 5
+          cluster_tier: dedicated
+      - template: templates/${{ variables.version }}/create-batch-endpoint.yml@mlops-templates
+        parameters: 
+          endpoint_name: "${{ variables.endpoint_name }}"
+          endpoint_description: "Taxi batch endpoint"
+          auth_mode: "aad_token"
+      - template: templates/${{ variables.version }}/create-batch-deployment.yml@mlops-templates
+        parameters:
+          deployment_name: taxi-batch-dp
+          deployment_description: "Taxi batch deployment"
+          endpoint_name: "${{ variables.endpoint_name }}"
+          model_path: "taxi-model@latest"
+          compute: batch-cluster
+      - template: templates/${{ variables.version }}/test-batch-endpoint.yml@mlops-templates
+        parameters:
+          endpoint_name: "${{ variables.endpoint_name }}"
+          sample_request: data/taxi-batch.csv
+          request_type: uri_file #either uri_folder or uri_file 
\ No newline at end of file