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# OmniDiag β Docker Compose (v2.0 β Full MLOps Stack)
# =============================================================================
# Services:
# postgres β PostgreSQL 15 database (primary datastore)
# redis β Redis 7 cache
# backend β FastAPI application (port 7860)
# mlflow β MLflow tracking server (port 5000)
# prometheus β Prometheus metrics scraper (port 9090)
# grafana β Grafana dashboard (port 3001)
# retrain β One-shot retrain container (runs on demand)
#
# Usage:
# docker compose up -d postgres redis # infra only
# docker compose up -d # full stack
# docker compose run --rm retrain --disease heart_disease # manual retrain
# docker compose down -v # wipe volumes
# =============================================================================
services:
# ββ PostgreSQL Database ββββββββββββββββββββββββββββββββββββββββββββββββββββββ
postgres:
image: postgres:15-alpine
container_name: omnidiag-postgres
restart: unless-stopped
environment:
POSTGRES_USER: omnidiag
POSTGRES_PASSWORD: omnidiag_pass
POSTGRES_DB: omnidiag_db
ports:
- "5432:5432"
volumes:
- postgres_data:/var/lib/postgresql/data
healthcheck:
test: ["CMD-SHELL", "pg_isready -U omnidiag"]
interval: 10s
timeout: 5s
retries: 5
start_period: 10s
# ββ Redis Cache ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
redis:
image: redis:7-alpine
container_name: omnidiag-redis
restart: unless-stopped
ports:
- "6379:6379"
healthcheck:
test: ["CMD", "redis-cli", "ping"]
interval: 10s
timeout: 5s
retries: 5
# ββ FastAPI Backend ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
backend:
build: .
container_name: omnidiag-backend
restart: unless-stopped
ports:
- "7860:7860"
environment:
- DATABASE_URL=postgresql+asyncpg://omnidiag:omnidiag_pass@postgres:5432/omnidiag_db
- REDIS_URL=redis://redis:6379
- MLFLOW_TRACKING_URI=http://mlflow:5000
- CORS_ALLOWED_ORIGINS=http://localhost:5173,http://localhost:3000
- JWT_SECRET_KEY=${JWT_SECRET_KEY:-change-me-in-production}
depends_on:
postgres:
condition: service_healthy
redis:
condition: service_healthy
volumes:
- .:/app
- model_cache:/app/models
command: uvicorn backend.main:app --host 0.0.0.0 --port 7860
# ββ MLflow Tracking Server βββββββββββββββββββββββββββββββββββββββββββββββββββ
mlflow:
image: python:3.11-slim
container_name: omnidiag-mlflow
restart: unless-stopped
ports:
- "5000:5000"
volumes:
- mlflow_data:/mlruns
command: >
sh -c "pip install mlflow psycopg2-binary -q &&
mlflow server
--host 0.0.0.0
--port 5000
--backend-store-uri sqlite:///mlruns/mlruns.db
--default-artifact-root /mlruns/artifacts"
healthcheck:
test: ["CMD", "curl", "-f", "http://localhost:5000/health"]
interval: 30s
timeout: 10s
retries: 3
start_period: 30s
# ββ Prometheus βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
prometheus:
image: prom/prometheus:v2.51.0
container_name: omnidiag-prometheus
restart: unless-stopped
ports:
- "9090:9090"
volumes:
- ./deploy/prometheus.yml:/etc/prometheus/prometheus.yml:ro
- prometheus_data:/prometheus
command:
- --config.file=/etc/prometheus/prometheus.yml
- --storage.tsdb.path=/prometheus
- --storage.tsdb.retention.time=30d
- --web.enable-lifecycle
depends_on:
- backend
# ββ Grafana ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
grafana:
image: grafana/grafana:10.4.0
container_name: omnidiag-grafana
restart: unless-stopped
ports:
- "3001:3000"
environment:
- GF_SECURITY_ADMIN_USER=admin
- GF_SECURITY_ADMIN_PASSWORD=${GRAFANA_PASSWORD:-omnidiag_grafana}
- GF_USERS_ALLOW_SIGN_UP=false
- GF_DASHBOARDS_DEFAULT_HOME_DASHBOARD_PATH=/etc/grafana/dashboards/omnidiag.json
volumes:
- grafana_data:/var/lib/grafana
- ./deploy/grafana/datasources:/etc/grafana/provisioning/datasources:ro
- ./deploy/grafana/dashboards:/etc/grafana/provisioning/dashboards:ro
- ./deploy/grafana/dashboards:/etc/grafana/dashboards:ro
depends_on:
- prometheus
# ββ Auto-Retrain (on-demand / cron) βββββββββββββββββββββββββββββββββββββββββ
retrain:
build: .
container_name: omnidiag-retrain
profiles:
- retrain
environment:
- DATABASE_URL=postgresql+asyncpg://omnidiag:omnidiag_pass@postgres:5432/omnidiag_db
- MLFLOW_TRACKING_URI=http://mlflow:5000
depends_on:
postgres:
condition: service_healthy
mlflow:
condition: service_healthy
volumes:
- .:/app
- model_cache:/app/models
entrypoint: ["python", "scripts/retrain.py"]
command: ["--disease", "heart_disease"]
# ββ Named Volumes βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
volumes:
postgres_data:
driver: local
mlflow_data:
driver: local
prometheus_data:
driver: local
grafana_data:
driver: local
model_cache:
driver: local
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