mbjoseph / mlflow-stan

MLFlow with cmdstanr

Tracking experiments in a Bayesian workflow: MLFlow + Stan

Get the code

git clone https://github.com/mbjoseph/mlflow-stan.git
cd mlflow-stan

Building the container

docker build -t mlflow-stan .

Running the container

docker run --rm -p 8787:8787 -e PASSWORD=yourpasswordhere mlflow-stan

Then, open localhost:8787 in a web browser, and input rstudio as the username, and your password specified in your call to docker run.

Examples

• lm-example.R just uses lm (no Stan)
• brms-example.R uses brms (doesn't work with Docker image, but may be useful)
• cmdstanr-example.R provides a generic example for bespoke models, using cmdstanr