├── .flake8 ├── .github └── pull_request_template.md ├── .gitignore ├── .pre-commit-config.yaml ├── .python-version ├── .yamllint ├── CONTRIBUTING.md ├── LICENSE ├── Makefile ├── README.md ├── USAGE.md ├── cloudbuild ├── README.md ├── e2e-test.yaml ├── pr-checks.yaml ├── release.yaml ├── terraform-apply.yaml ├── terraform-plan.yaml └── trigger-tests.yaml ├── components ├── README.md ├── bigquery-components │ ├── .python-version │ ├── Pipfile │ ├── Pipfile.lock │ ├── README.md │ ├── pyproject.toml │ ├── src │ │ └── bigquery_components │ │ │ ├── __init__.py │ │ │ ├── bq_query_to_table.py │ │ │ └── extract_bq_to_dataset.py │ └── tests │ │ ├── conftest.py │ │ └── test_dummy.py └── vertex-components │ ├── .python-version │ ├── Pipfile │ ├── Pipfile.lock │ ├── README.md │ ├── pyproject.toml │ ├── src │ └── vertex_components │ │ ├── __init__.py │ │ ├── custom_train_job.py │ │ ├── import_model_evaluation.py │ │ ├── lookup_model.py │ │ ├── model_batch_predict.py │ │ └── update_best_model.py │ └── tests │ ├── conftest.py │ ├── test_lookup_model.py │ ├── test_model_batch_predict.py │ └── test_update_best_model.py ├── docs ├── PRODUCTION.md ├── TESTING_SETUP.md ├── TROUBLESHOOTING.md └── images │ ├── cf_view.png │ ├── tf_model_architecture.png │ ├── use_template.png │ └── xgboost_architecture.png ├── env.sh.example ├── pipelines ├── .python-version ├── Pipfile ├── Pipfile.lock ├── README.md ├── pyproject.toml ├── src │ └── pipelines │ │ ├── __init__.py │ │ ├── tensorflow │ │ ├── README.md │ │ ├── prediction │ │ │ ├── assets │ │ │ │ └── .gitkeep │ │ │ ├── pipeline.py │ │ │ └── queries │ │ │ │ └── ingest.sql │ │ └── training │ │ │ ├── assets │ │ │ └── train_tf_model.py │ │ │ ├── pipeline.py │ │ │ └── queries │ │ │ ├── engineer_features.sql │ │ │ ├── ingest.sql │ │ │ └── sample.sql │ │ ├── trigger │ │ ├── README.md │ │ ├── __main__.py │ │ ├── main.py │ │ └── requirements.txt │ │ └── xgboost │ │ ├── README.md │ │ ├── prediction │ │ ├── assets │ │ │ └── .gitkeep │ │ ├── pipeline.py │ │ └── queries │ │ │ └── ingest.sql │ │ └── training │ │ ├── assets │ │ ├── .gitkeep │ │ └── train_xgb_model.py │ │ ├── pipeline.py │ │ └── queries │ │ ├── engineer_features.sql │ │ ├── ingest.sql │ │ └── sample.sql └── tests │ ├── __init__.py │ ├── conftest.py │ ├── e2e │ └── test_e2e.py │ ├── tensorflow │ ├── prediction │ │ └── test_e2e.py │ └── training │ │ └── test_e2e.py │ ├── trigger │ └── test_main.py │ └── xgboost │ ├── prediction │ └── test_e2e.py │ └── training │ └── test_e2e.py └── terraform ├── envs ├── dev │ ├── main.tf │ └── variables.tf ├── prod │ ├── main.tf │ └── variables.tf └── test │ ├── main.tf │ └── variables.tf └── modules ├── cloudfunction ├── function.tf ├── variables.tf └── versions.tf ├── scheduled_pipelines ├── main.tf ├── scheduled_jobs.auto.tfvars.example ├── variables.tf └── versions.tf └── vertex_deployment ├── iam.tf ├── main.tf ├── outputs.tf ├── variables.tf └── versions.tf /.flake8: 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