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README.md

🛠 MLOps Set Up Guide

PostgreSQL service

This database service is used to stored data for mlflow's backend, auth and lakeFS metadata, thus three additional databases are going to created at database initiating period (check this).

LakeFS service

This service use two different types of database for operating

  • PL/pgSQL: stores metadata.
  • Minio: store object like S3 (AWS).

Instead of using isolated .lakefs.yaml configuration file, we embed lakeFS's configurations into this, which is executed when initiating docker compose up.

Mlflow service

In order to restrain the access from unknown inbound request, we enabled experimental HTTP authentication feature of mlflow (check this). In addition, we also provide a short sql script for removing experiment in deleted status.

How to run

docker compose up --build