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Docker compose file to deploy MLflow tracking server
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version: '3.3' | |
services: | |
db: | |
restart: always | |
image: mysql/mysql-server:5.7.28 | |
container_name: mlflow_db | |
expose: | |
- "3306" | |
networks: | |
- backend | |
environment: | |
- MYSQL_DATABASE=${MYSQL_DATABASE} | |
- MYSQL_USER=${MYSQL_USER} | |
- MYSQL_PASSWORD=${MYSQL_PASSWORD} | |
- MYSQL_ROOT_PASSWORD=${MYSQL_ROOT_PASSWORD} | |
volumes: | |
- dbdata:/var/lib/mysql | |
web: | |
restart: always | |
build: ./mlflow | |
image: mlflow_server | |
container_name: mlflow_server | |
expose: | |
- "5000" | |
networks: | |
- frontend | |
- backend | |
environment: | |
- AWS_ACCESS_KEY_ID=${AWS_ACCESS_KEY_ID} | |
- AWS_SECRET_ACCESS_KEY=${AWS_SECRET_ACCESS_KEY} | |
- AWS_DEFAULT_REGION=${AWS_DEFAULT_REGION} | |
command: mlflow server --backend-store-uri mysql+pymysql://${MYSQL_USER}:${MYSQL_PASSWORD}@db:3306/${MYSQL_DATABASE} --default-artifact-root s3://mlflow_bucket/mlflow/ --host 0.0.0.0 | |
nginx: | |
restart: always | |
build: ./nginx | |
image: mlflow_nginx | |
container_name: mlflow_nginx | |
ports: | |
- "80:80" | |
networks: | |
- frontend | |
depends_on: | |
- web | |
networks: | |
frontend: | |
driver: bridge | |
backend: | |
driver: bridge | |
volumes: | |
dbdata: |
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why using gist and not a repo? to better understand the tree structure you have for the MLflow???