Databricks Workspace Standard (Serverless + uv)

Minimal Databricks bundle workspace with a single example:

1. hello_world_example job
2. hello_world_example_pipeline pipeline

Quick Setup

setup_python_env.bat

Optional model groups:

setup_python_env.bat --group activitysim
setup_python_env.bat --group populationsim

Note: The default group is now activitysim. Running setup_python_env.bat without --group will install activitysim dependencies.

Model-Specific Guides

• Running ActivitySim - Complete guide for setting up and running ActivitySim models locally

Hello World Run

Generate and upload example CSV:

setup_python_env.bat src\examples\01_local_upload_data.py

Deploy and run resources:

databricks bundle validate --target dev
databricks bundle deploy --target dev
databricks bundle run hello_world_example --target dev
databricks bundle run hello_world_example_pipeline --target dev

Notebook Walkthrough

Use notebooks/hello-world.ipynb to run the same example interactively.

1. In Databricks workspace, upload/open notebooks/hello-world.ipynb.
2. Make sure these files exist in workspace paths used by the notebook:
   • /Workspace/Shared/bootstrap/00_bootstrap_env
   • /Workspace/Shared/dependencies/requirements-standard.txt
3. Attach serverless compute.
4. Run Cell 1 (instructions), then Cell 2 (bootstrap), then Cell 3 (read latest CSV + print hello world).

Tip: run local upload first so the notebook has data to read:

setup_python_env.bat src\examples\01_local_upload_data.py

Key Files

• requirements/requirements-standard.txt
• resources/jobs/hello_world_example.job.yml
• resources/pipelines/hello_world_example.pipeline.yml
• src/examples/01_local_upload_data.py
• src/examples/02_databrick_hello_world.py
• src/examples/03_run_activitysim.py
• src/examples/hello_world_pipeline.sql
• notebooks/hello-world.ipynb
• notebooks/bootstrap/00_bootstrap_env.py
• docs/RUN_ACTIVITYSIM.md