MLflow Server with Authentication

This is an update version from Toumash/mlflow-docker

• Add reverse proxy for MinIO and MLflow

• MLflow server
• MinIO GUI as artifact storage
• PostgreSQL as mlflow storage
• scripts to create user and assign policy for MinIO
• scripts to creaet s3 bucket
• automated update password for MLflow admin
• test log experiment to MLflow

1. Change parameter in .env, expetially for password and secret key
   • POSTGRES_USER, POSTGRES_PASSWORD for PostgreSQL
   • MINIO_ROOT_USER and MINIO_ROOT_PASSWORD for MinIO ROOT user
   • AWS_ACCESS_KEY_ID and AWS_SECRET_ACCESS_KEY for MinIO user to access S3 bucket from MLflow
   • MLFLOW_TRACKING_USERNAME and MLFLOW_TRACKING_PASSWORD for MLflow admin, initial from MLflow Authentication
   • MLFLOW_TRACKING_NEW_PASSWORD update password for MLflow admin
2. Run docker-compose up -d
3. Access MinIO GUI at http://localhost:9000 with MINIO_ROOT_USER and MINIO_ROOT_PASSWORD
4. Access MLflow at http://localhost:5000 with MLFLOW_TRACKING_USERNAME and MLFLOW_TRACKING_NEW_PASSWORD

1. How To Install Nginx on Ubuntu 20.04 with server blocks
2. How To Secure Nginx with Let's Encrypt on Ubuntu 20.04
3. Configuration for Nginx /etc/nginx/sites-available/__servername__ from nginx.conf refer to Configure NGINX Proxy for MinIO Server
4. Chagne DOMAIN in .env to your domain
5. Run docker-compose up -d
6. Access MinIO GUI at https://DOMAIN/minio/ui/ with MINIO_ROOT_USER and MINIO_ROOT_PASSWORD
7. Access MLflow at https://DOMAIN/mlflow/ with MLFLOW_TRACKING_USERNAME and MLFLOW_TRACKING_NEW_PASSWORD

• For Authentication, this feature is available in MLflow version 2.13.0 but this feature is still experimental and may change in a future release without warning.