AutoMLOps 1.3.0

[1.3.0] - 2024-5-22

Added

Changed

• Refactored code to follow OOP paradigm
• Made kfp a required dependency of AutoMLOps
• kfp v2 code is now generated and required for use with AutoMLOps; before this version, kfp<2.0.0 was required. kfp v2 is not always backwards compatibile with v1
• Removed support for reading/writing kfp components directly. AutoMLOps now only supports our standard AutoMLOps.component and AutoMLOps.pipeline syntax rather than dsl.component
• Removed requirement that input parameters for AutoMLOps.component be python primitives only
• Removed the need for .AutoMLOps-cache; files are no longer written to an itermediary location and stored in memory instead
• Updated examples directory to support new changes/updates

Fixed

AutoMLOps 1.2.9

[1.2.9] - 2024-1-18

Added

• 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

Changed

• 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.

Fixed

AutoMLOps 1.2.8

[1.2.8] - 2024-1-09

Added

• Support for Output annotations with AutoMLOps.component

Changed

Fixed

AutoMLOps 1.2.7

[1.2.7] - 2023-11-06

Added

Changed

• Updated state_bucket naming schema
• Updated unit tests to reflect state_bucket naming schema
• Updated outputs.tf block to not include csr if use_ci=False

Fixed

AutoMLOps 1.2.6

[1.2.6] - 2023-10-05

Added

Changed

• Updated default to not disable api services
• Changed required_permissions and recommend_roles from set to list
• Updated required_permissions and recommend_roles lists to be dynamic based on user tooling selection
• Changed google_project_iam_member block to use a local list for setting iam roles
• Moved csr creation to only occur if use_ci=True
• Updated github_actions config to use source_repo_branch parameter into of default automlops branch

Fixed

• Fixed run local issue regarding dockerfile pathing
• Fixed cloudbuild trigger terraform bug with ignored_files

AutoMLOps 1.2.5

[1.2.5] - 2023-10-05

Added

Changed

Fixed

• Fixed bug with generating .github/workflows directories

AutoMLOps 1.2.4

[1.2.4] - 2023-10-03

Added

Changed

• Only will create .github/ directory if using github-actions

Fixed

• Pinned the python docker container step for the cloudbuild yaml to python:3.10, this addresses some dependency issues with the latest python docker image

AutoMLOps 1.2.3

[1.2.3] - 2023-09-29

Added

• Support for Github Actions integration
• Added workload identity federation integration

Changed

• Updated documentation
• .git and relevant files are now placed inside the AutoMLOps/ base directory

Fixed

• Set default cloud functions registry to the artifact-registry that is created as part of the provision operation

AutoMLOps 1.2.2

[1.2.2] - 2023-09-25

Added

Changed

• Commented out change from 1.2.1 to set cloud functions default registry to artifact-registry; there appears to be an auth bug with this setting
• Updated documentation

Fixed

• Removed legacy ml.googleapis.com API that is deprecated as of 9/25/2023

AutoMLOps 1.2.1

[1.2.1] - 2023-09-20

Added

• Support for Vertex AI experiments
• Added in an include statement for the build trigger (only runs on changes to AutoMLOps/**)

Changed

• Set default cloud functions registry to artifact-registry
• Changed recommended roles and permissions for deploying with use_ci=False.

Fixed

• Fixed issues with use_ci=False provision directory not being created properly
• Fixed issues with use_ci=False terraform config