model-deployment.yaml

# Copyright 2021 Google Inc. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#            http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

######################################################################
# CI/CD steps for Cloud Build to test and deploy a model to Vertex AI.
######################################################################

steps:

# Clone the repository.
- name: 'gcr.io/cloud-builders/git'
  args: ['clone', '--single-branch', '--branch',
         '$_BRANCH', '$_REPO_URL',
         '--depth', '1',
         '--verbose']
  id: 'Clone Repository'
  
# Test uploaded model artifact.
- name: '$_CICD_IMAGE_URI'
  entrypoint: 'pytest'
  args: ['src/tests/model_deployment_tests.py::test_model_artifact']
  dir: 'mlops-with-vertex-ai'
  env: 
  - 'PROJECT=$_PROJECT'  
  - 'REGION=$_REGION'
  - 'MODEL_DISPLAY_NAME=$_MODEL_DISPLAY_NAME'
  id: 'Test Model Artifact'
  waitFor: ['Clone Repository']
  
# Create an endpoint.
- name: '$_CICD_IMAGE_URI'
  entrypoint: 'python'
  args: ['build/utils.py',
          '--mode', 'create-endpoint',
          '--project', '$_PROJECT',
          '--region', '$_REGION',
          '--endpoint-display-name', '$_ENDPOINT_DISPLAY_NAME']
  dir: 'mlops-with-vertex-ai'
  id: 'Create Endpoint'
  waitFor: ['Test Model Artifact']
  
# Deploy the model.
- name: '$_CICD_IMAGE_URI'
  entrypoint: 'python'
  args: ['build/utils.py',
          '--mode', 'deploy-model',
          '--project', '$_PROJECT',
          '--region', '$_REGION',
          '--endpoint-display-name', '$_ENDPOINT_DISPLAY_NAME',
          '--model-display-name', '$_MODEL_DISPLAY_NAME'
          ]
  dir: 'mlops-with-vertex-ai'
  id: 'Deploy Model'
  waitFor: ['Create Endpoint']
  
# Test deployed model endpoint.
- name: '$_CICD_IMAGE_URI'
  entrypoint: 'pytest'
  args: ['src/tests/model_deployment_tests.py::test_model_endpoint']
  dir: 'mlops-with-vertex-ai'
  env: 
  - 'PROJECT=$_PROJECT'  
  - 'REGION=$_REGION'
  - 'MODEL_DISPLAY_NAME=$_MODEL_DISPLAY_NAME'
  - 'ENDPOINT_DISPLAY_NAME=$_ENDPOINT_DISPLAY_NAME'
  id: 'Test Model Endpoint'
  waitFor: ['Deploy Model']