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docker-compose.minimal.yml
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130 lines (122 loc) · 3.08 KB
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version: '3.8'
services:
# PostgreSQL database for MLFlow backend
postgres:
image: postgres:14-alpine
container_name: hokusai_postgres
environment:
POSTGRES_USER: mlflow
POSTGRES_PASSWORD: mlflow_password
POSTGRES_DB: mlflow_db
volumes:
- postgres_data:/var/lib/postgresql/data
ports:
- "5432:5432"
healthcheck:
test: ["CMD-SHELL", "pg_isready -U mlflow"]
interval: 10s
timeout: 5s
retries: 5
# MinIO for S3-compatible artifact storage
minio:
image: minio/minio:latest
container_name: hokusai_minio
environment:
MINIO_ROOT_USER: minioadmin
MINIO_ROOT_PASSWORD: minioadmin123
command: server /data --console-address ":9001"
volumes:
- minio_data:/data
ports:
- "9000:9000"
- "9001:9001"
healthcheck:
test: ["CMD", "curl", "-f", "http://localhost:9000/minio/health/live"]
interval: 30s
timeout: 20s
retries: 3
# Create MinIO bucket for MLFlow
minio-init:
image: minio/mc:latest
depends_on:
minio:
condition: service_healthy
entrypoint: >
/bin/sh -c "
mc alias set minio http://minio:9000 minioadmin minioadmin123;
mc mb minio/mlflow-artifacts || true;
mc policy set public minio/mlflow-artifacts;
exit 0;
"
# MLFlow tracking server
mlflow-server:
build:
context: .
dockerfile: Dockerfile.mlflow
container_name: hokusai_mlflow
depends_on:
postgres:
condition: service_healthy
minio:
condition: service_healthy
environment:
MLFLOW_S3_ENDPOINT_URL: http://minio:9000
AWS_ACCESS_KEY_ID: minioadmin
AWS_SECRET_ACCESS_KEY: minioadmin123
command: >
mlflow server
--backend-store-uri postgresql://mlflow:mlflow_password@postgres/mlflow_db
--default-artifact-root s3://mlflow-artifacts/
--host 0.0.0.0
--port 5000
ports:
- "5001:5000"
healthcheck:
test: ["CMD", "curl", "-f", "http://localhost:5000/"]
interval: 30s
timeout: 10s
retries: 3
# Model Registry API service
model-registry-api:
build:
context: .
dockerfile: Dockerfile.api
container_name: hokusai_api
depends_on:
mlflow-server:
condition: service_healthy
environment:
MLFLOW_TRACKING_URI: http://hokusai_mlflow:5000
API_HOST: 0.0.0.0
API_PORT: 8001
POSTGRES_URI: postgresql://mlflow:mlflow_password@postgres/mlflow_db
ports:
- "8001:8001"
volumes:
- ./src:/app/src
- ./tests:/app/tests
healthcheck:
test: ["CMD", "curl", "-f", "http://localhost:8001/health"]
interval: 30s
timeout: 10s
retries: 3
# Redis for caching and rate limiting
redis:
image: redis:7-alpine
container_name: hokusai_redis
ports:
- "6379:6379"
volumes:
- redis_data:/data
healthcheck:
test: ["CMD", "redis-cli", "ping"]
interval: 10s
timeout: 5s
retries: 5
volumes:
postgres_data:
minio_data:
redis_data:
networks:
default:
name: hokusai_network