docker-compose.yaml

version: "3.3"
services:
  fastapi:
    image: gumegume/fastapi:2.0.2
    environment:
      MLFLOW_S3_ENDPOINT_URL: http://172.26.0.6:9000
      AWS_ACCESS_KEY_ID: minioadmin
      AWS_SECRET_ACCESS_KEY: minioadmin
      POSTGRES_USER: postgres
      POSTGRES_PASSWORD: postgres
      POSTGRES_DB: mlflow_db
    ports:
      - 8000:8000

    restart: always
    networks:
      default_bridge:
        ipv4_address: 172.26.0.5

    depends_on:
      - db
      - s3

  s3:
    image:  quay.io/minio/minio
    restart: unless-stopped
    command: minio server /data --console-address ":9001"
    ports:
      - 9000:9000
      - 9001:9001
    environment:
      MINIO_ROOT_USER: minioadmin
      MINIO_ROOT_PASSWORD: minioadmin
    volumes:
      - minio_volume:/data
    networks:
      default_bridge:
        ipv4_address: 172.26.0.6

  db:
    image: postgres:13
    restart: unless-stopped
    container_name: postgresql
    ports:
      - 5432:5432
    environment:
      POSTGRES_USER: postgres
      POSTGRES_PASSWORD: postgres
      POSTGRES_DB: mlflow_db

    volumes:
      - db_volume:/var/lib/postgres
    networks:
      default_bridge:
        ipv4_address: 172.26.0.7

  mlflow:
    container_name: tracker_mlflow
    image: gumegume/mlflow:1.1.0
    restart: always
    ports:
      - 5000:5000
    networks:
      default_bridge:
        ipv4_address: 172.26.0.9
    environment:
      - MLFLOW_S3_ENDPOINT_URL=http://172.26.0.6:9000
      - AWS_ACCESS_KEY_ID=minioadmin
      - AWS_SECRET_ACCESS_KEY=minioadmin
      - AWS_REGION=my-region
    depends_on:
      - s3
      - db
    command: mlflow server --backend-store-uri postgresql://postgres:postgres@172.26.0.7/mlflow_db --default-artifact-root s3://mlflow --host 0.0.0.0

  redisai:
    image: redislabs/redisai
    ports:
      - 6379:6379

    restart: always
    networks:
      default_bridge:
        ipv4_address: 172.26.0.10

networks:
  default_bridge:
    ipam:
      driver: default
      config:
        - subnet: 172.26.0.0/16


volumes:
  db_volume:
  minio_volume: