Release AutoMLOps 1.2.9 · GoogleCloudPlatform/automlops

[1.2.9] - 2024-1-18

Added setup_model_monitoring parameter to AutoMLOps.generate and orchestration/configs.py
Added the creation of a model_monitoring/ directory and create_model_monitoring_job.sh script to generate
Added a new AutoMLOps.monitor function, along with relevant templates and tests
Added in a monitoring section into the generated config/defaults.yaml file
Added logging.googleapis.com to the list of potentially required apis.
Created 2 new functions for giving warnings when running AutoMLOps.monitor: get_model_monitoring_min_permissions and get_model_monitoring_recommended_roles in utils.py

Updated the services/submission_service/main.py.j2 to include elements for automatic retraining based on monitoring anomaly logs, and adding in labels to the submit.
Updated services/submission_service/requirements.txt to include google-cloud-storage.
Updated the README.md.j2 to reflect the optional creation of the new model_monitoring/ directory.
Changed the format for how config/defaults.yaml file gets written; this file is now written using the write_yaml_file function (yaml.safe_dump) in utils.py.
Updated the account_permissions_warning function in utils.py to include a new operation: operation='model_monitoring'
Updated the introductory example, readme, and user guide to reflect the new monitoring capabilities.
Renamed validate_schedule in utils.py to validate_use_ci to reflect new requirements for model monitoring.