Acceldata
ODP

Set Up MySQL as MLflow's Backend Store

You can follow these steps to create and configure a MySQL database for use as the MLflow backend store.


Steps to setup

  1. Log in to MySQL.
mysql -u root -p
Enter your MySQL root password when prompted.
  1. Create a new database.
CREATE DATABASE mlflow;
Replace mlflow_db with your preferred database name.
  1. Create a user (optional but recommended).
CREATE USER 'mlflow'@'%' IDENTIFIED BY 'mlflow';
Replace mlflow_user and your_password with your desired username and strong password.
  1. Grant privileges to the user.
GRANT ALL PRIVILEGES ON mlflow.* TO 'mlflow'@'%';
FLUSH PRIVILEGES;
  1. Exit MySQL.
EXIT;
  1. Test connection from your MLflow server machine.
mysql -u mlflow_user -p -h <mysql_host> mlflow_db
  1. Replace <mysql_host> with your MySQL server IP or hostname.

Example MLflow backend store URI for MySQL:

mysql+pymysql:__mlflow:mlflow@10.100.11.10:3306_mlflow
Notes:
  • Make sure the MySQL server allows remote connections if MLflow runs on a different system.