MLFlow Tracking Server

This repository uses docker to build MLFlow Tracking Server in a very simplified manner. For this purpose, one need to have Docker Engine installed.

Prerequisites: Docker Engine.

Run the Server

First, check the docker-compose.yaml to find the env variables that are needed to be set up. You'd need to create .env file and add all the following environment variables with appropriate values.

POSTGRES_PASSWORD=POSTGRES_PASSWORD
POSTGRES_USER=POSTGRES_USER
POSTGRES_DB=POSTGRES_DB
ARTIFACT_ROOT=ARTIFACT_ROOT
MLFLOW_TRACKING_USERNAME=MLFLOW_TRACKING_USERNAME
MLFLOW_TRACKING_PASSWORD=MLFLOW_TRACKING_PASSWORD
MLFLOW_UPDATED_USERNAME=MLFLOW_UPDATED_USERNAME
MLFLOW_UPDATED_PASSWORD=MLFLOW_UPDATED_PASSWORD
MLFLOW_TRACKING_URI=http://0.0.0.0:5000

Once these variables are set, follow these commands to run the tracking server:

docker-compose up --build

Afterward, run the authentication script in the docker container to change the default credentials.

More Info on Docker Image with Postgres

<https://github.com/MahdyShirdel/postgres/>