Major Features

Stacks can now be initialized as Project_Only (recommended for Data Scientists) and CICD_Only (recommended for Machine Learning Engineers or MLEs) on top of the already supported CICD_and_Project option. This will make it easier for everyone to get started with Stacks and provide native support for monorepos
GCP is now supported on MLOps Stacks 🎉
NOTE: Models in UC x GCP is not yet supported due to service principal-UC cluster restrictions.

What's Changed

Make docs clearer by @arpitjasa-db in #109
Add the minimum CLI version supported by the template by @shreyas-goenka in #116
Use enum for selection type input parameters by @shreyas-goenka in #110
Switch example staging and prod workspace URLs based on cloud provider by @shreyas-goenka in #111
Set welcome message for the stack in the template schema by @shreyas-goenka in #112
aws aod support by @qili86 in #114
In the TrainWithFeatureStore notebook, set databricks-uc only when us model registry is used by @mingyu89 in #117
Move regex validation checks to template schema by @shreyas-goenka in #108
Update Docs in line with latest changes and BBoMLv2 by @arpitjasa-db in #118
Update template to work with CLI v0.210.1 by @pietern in #121
update MLOps Stacks repository landing page and the README template for created projects by @yinxi-db in #120
Update README.md by @pietern in #126
Fix Video Rendering on README by @arpitjasa-db in #130
Add Support for Conditional Initialization by @arpitjasa-db in #132
Fix the Model Validation by @qili86 in #131
Fix README for GCP by @arpitjasa-db in #136
Update ml-pull-request.md.tmpl by @yinxi-db in #139
Fix Monorepo Setup & Separate by Role by @arpitjasa-db in #133
Rename assets to resources by @arpitjasa-db in #145
Fix schema validation by @arpitjasa-db in #146
Fix README formatting & shorten initialization prompts by @arpitjasa-db in #147
Remove workflow files to reduce repo size by @arpitjasa-db in #148
Minor bug Fixes by @aravind-segu in #149
Increment and standardize Stacks version by @arpitjasa-db in #150
Fix doc links by @arpitjasa-db in #152
Gcp workspace by @eric-golinko-db in #153

New Contributors

@shreyas-goenka made their first contribution in #116
@qili86 made their first contribution in #114
@pietern made their first contribution in #121
@aravind-segu made their first contribution in #149

Full Changelog: v0.2...v0.3

Contributors

pietern, mingyu89, and 6 other contributors

Assets 2

19 Oct 19:48

arpitjasa-db

v0.2

5d940d5

Databricks MLOps Stacks v0.2

Databricks MLOps Stacks Public Preview

MLOps Stacks is now in Public Preview, and the Private Preview sign-up blocker has been removed! 🎉 Anyone can get started with this project now with the latest version (>= 0.208.1) of the Databricks CLI.

Major Features

Project initialization is now done via Databricks Asset Bundle Templates instead of Cookiecutter
Models in Unity Catalog is now supported and the recommended option in MLOps Stacks

What's Changed

Remove an already resolved TODO block by @mingyu89 in #80
Bump ADO workflow databricks cli version to 0.100.2 by @mingyu89 in #81
Azure DevOps bundle cli installer update by @niall-turbitt in #82
Fix link by @mingyu89 in #83
Fix the path of requirements.txt in doc by @mingyu89 in #85
Add env prefix to batch inference output table name by @mingyu89 in #87
Fix inference output table name by @mingyu89 in #88
Ado feature store by @eric-golinko-db in #91
Enable azure ADO + feature store test by @mingyu89 in #92
Replace MLflow Recipes as default option with Delta Tables by @arpitjasa-db in #93
Migrate Mlops Stacks to use databricks asset templates for project creation by @mingyu89 in #96
Add explicit link to databricks cli installation doc and releases page by @mingyu89 in #100
Minor comments and doc improvement by @mingyu89 in #102
Rename bundle.yml to databricks.yml by @mingyu89 in #101
Update bundle related CICD to use ubuntu-22.04 by @mingyu89 in #104
rename environments to targets and use -t instead of -e in bundle commands by @mingyu89 in #103
Rename databricks-resources folder to resources by @zhe-db in #105
Models uc update by @niall-turbitt in #106
Rename Stack to Stacks and Fix Bugs by @arpitjasa-db in #107