updated IAM service account list

CHANGELOG.md

@@ -7,25 +7,25 @@ All notable changes to this project will be documented in this file.
 
 Major version updates:
 - Code is now broken down into 5 main operations: generate, provision, deprovision, deploy, and launchAll
-- Uses jinja2 templates for store code templates and write to files
-- Additional package dependencies using Jinja2 templates and deploy precheck function
-- Provides additional warnings and checks for given IAM permissions visibility to the user
-- Creates a .gitignore by default now
+- Uses jinja2 templates for storing code templates and writing to files
+- Additional package dependencies using Jinja2 templates and deploying with precheck function
+- Provides additional warnings and checks for giving IAM permissions visibility to the user
+- Creates a .gitignore by default
 - Support for cloud-functions in addition to cloud-run for the submission service
 - Added 2 new generated folders: provision/ and services/
-- Added naming_prefix parameter to allow for
+- Added naming_prefix parameter to allow for differentiating between AutoMLOps pipelines in the same project
 - Significant generalization in terms of tooling (now allows for specifying provisioning_frameworks, deployment_frameworks, etc.)
 - Renamed backend src code folder to google_cloud_automlops to avoid naming confusion
-- Added enumeration and config files, which are different than previous approach of class inheritance
+- Added enum and config files, which is different than previous approach of class inheritance
 
 ### Changed
 
 - Updated README.md and documentation
-- Templatized code has now been pulled how and placed into jinja2 templates.
-- Gitops workflow placed into separate folder and file, now will only version AutoMLOps/ directoring instead of the whole cwd.
+- Templatized code has now been pulled out and placed into jinja2 templates.
+- Gitops workflow placed into separate folder and file, will only version AutoMLOps/ directory instead of the whole cwd.
 - Reworked deployment workflow and build configuration (submission service and cloud scheduler are now created as part of the provision step).
 - Update notebook examples
-- Changed working and branding descriptions
+- Changed wording and branding descriptions
 - Significant updates to unit tests
 
 ### Fixed

README.md

@@ -178,7 +178,12 @@ Based on the above user selection, AutoMLOps will enable up to the following API
 
 AutoMLOps will create the following service account and update [IAM permissions](https://cloud.google.com/iam/docs/understanding-roles) during the provision step:
 1. Pipeline Runner Service Account (defaults to: vertex-pipelines@PROJECT_ID.iam.gserviceaccount.com). Roles added:
-- roles/aiplatform.serviceAgent
+- roles/aiplatform.user
+- roles/artifactregistry.reader
+- roles/bigquery.user
+- roles/bigquery.dataEditor
+- roles/iam.serviceAccountUser
+- roles/storage.admin
 
 # Prechecks and Warnings
 

examples/llmops/finetuning-flan-t5/.gitignore

@@ -0,0 +1,149 @@
+.AutoMLOps-cache/
+.DS_Store
+.vscode
+
+# Terraform
+.terraform/
+
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+build/*
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# Local Configs
+config.yaml