Synopsis

Checking out MLFlow.

Note

Run quickstart stuff from [repo_root]/mlflow/examples.

Setting up Tracking Server locally

• OS assumed to be Ubuntu.
• Install sqlite

$ sudo apt update
$ sudo apt install sqlite3
$ sqlite3 --version

• Launch mlflow server in the background (use a separate shell, tmux, &, or any other method).

$ cd ./server
$ mlflow server --backend-store-uri sqlite:///mlflow.db --default-artifact-root $(pwd)/mlflow --host 0.0.0.0  

• Set environment variable to point all your runs to this server:

$ export MLFLOW_TRACKING_URI='http://0.0.0.0:5000'

• All your experiments and models will now be tracked on this server (navigate to http://0.0.0.0:5000 in browser).