49 lines
1.4 KiB
YAML
Raw Normal View History

version: '3'
services:
mlflow-db:
container_name: mlflow-db
platform: linux/x86_64
image: mysql
restart: always
command: --port=3307
ports:
- "3307:3307"
environment:
- MYSQL_DATABASE=experiments
- MYSQL_USER=mlflow
- MYSQL_PASSWORD=password
- MYSQL_ROOT_PASSWORD=root
- MYSQL_ROOT_HOST=0.0.0.0
volumes:
# - ./db:/var/lib/mysql
- ./mysqldata:/var/lib/mysql:rw,delegated
cap_add:
- SYS_NICE # to remove "mbind: Operation not permitted" warning (https://stackoverflow.com/questions/55559386/how-to-fix-mbind-operation-not-permitted-in-mysql-error-log)
mlflow-artifact:
image: minio/minio
environment:
- MINIO_ACCESS_KEY=minio
- MINIO_SECRET_KEY=password
ports:
- "9000:9000"
- "9001:9001"
command: [ "minio", "server", "--address", ":9001", "--console-address", ":9000", "/data" ]
mlflow:
container_name: mlflow
build: .
image: mlflow
restart: always
depends_on:
- mlflow-db
- mlflow-artifact
ports:
- "5000:5000"
environment:
- MLFLOW_S3_ENDPOINT_URL=http://localhost:9000
- AWS_ACCESS_KEY_ID="minio"
- AWS_SECRET_ACCESS_KEY="password"
command: mlflow server --backend-store-uri mysql+pymysql://mlflow:password@mlflow-db:3307/experiments --default-artifact-root s3://mlops.local.com --host 0.0.0.0