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docker-compose.yml
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357 lines (344 loc) · 8.89 KB
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version: '3.8'
services:
# PostgreSQL Database
postgres:
image: postgres:15-alpine
container_name: astroml-postgres
environment:
POSTGRES_DB: astroml
POSTGRES_USER: astroml
POSTGRES_PASSWORD: astroml_password
POSTGRES_INITDB_ARGS: "--encoding=UTF-8 --lc-collate=C --lc-ctype=C"
ports:
- "5432:5432"
volumes:
- postgres_data:/var/lib/postgresql/data
- ./migrations:/docker-entrypoint-initdb.d
networks:
- astroml-network
healthcheck:
test: ["CMD-SHELL", "pg_isready -U astroml -d astroml"]
interval: 10s
timeout: 5s
retries: 5
restart: unless-stopped
# Redis for caching and job queues
redis:
image: redis:7-alpine
container_name: astroml-redis
ports:
- "6379:6379"
volumes:
- redis_data:/data
networks:
- astroml-network
healthcheck:
test: ["CMD", "redis-cli", "ping"]
interval: 10s
timeout: 5s
retries: 5
restart: unless-stopped
command: redis-server --appendonly yes
# Feature Store Service
feature-store:
build:
context: .
target: feature-store
container_name: astroml-feature-store
environment:
- DATABASE_URL=postgresql://astroml:astroml_password@postgres:5432/astroml
- REDIS_URL=redis://redis:6379/0
- FEATURE_STORE_PATH=/app/feature_store
- LOG_LEVEL=INFO
- ASTROML_ENV=container
ports:
- "8000:8000"
- "8080:8080"
volumes:
- feature_store_data:/app/feature_store
- feature_store_logs:/app/logs
- ./config:/app/config:ro
networks:
- astroml-network
depends_on:
postgres:
condition: service_healthy
redis:
condition: service_healthy
restart: unless-stopped
profiles:
- feature-store
- full
# Ingestion Service
ingestion:
build:
context: .
target: ingestion
container_name: astroml-ingestion
environment:
- DATABASE_URL=postgresql://astroml:astroml_password@postgres:5432/astroml
- REDIS_URL=redis://redis:6379/0
- FEATURE_STORE_PATH=/app/feature_store
- LOG_LEVEL=INFO
- STELLAR_NETWORK_PASSPHRASE=Public Global Stellar Network ; September 2015
- ASTROML_ENV=container
ports:
- "8001:8000"
- "8081:8080"
volumes:
- ./config:/app/config:ro
- ingestion_logs:/app/logs
- ingestion_data:/app/data
- feature_store_data:/app/feature_store
networks:
- astroml-network
depends_on:
postgres:
condition: service_healthy
redis:
condition: service_healthy
feature-store:
condition: service_started
restart: unless-stopped
command: ["python", "-m", "astroml.ingestion"]
# Enhanced Streaming Service
streaming:
build:
context: .
target: ingestion
container_name: astroml-streaming
environment:
- DATABASE_URL=postgresql://astroml:astroml_password@postgres:5432/astroml
- REDIS_URL=redis://redis:6379/0
- FEATURE_STORE_PATH=/app/feature_store
- LOG_LEVEL=INFO
- STELLAR_HORIZON_URL=https://horizon.stellar.org
- STELLAR_NETWORK_PASSPHRASE=Public Global Stellar Network ; September 2015
- ASTROML_ENV=container
ports:
- "8002:8000"
volumes:
- ./config:/app/config:ro
- streaming_logs:/app/logs
- feature_store_data:/app/feature_store
networks:
- astroml-network
depends_on:
postgres:
condition: service_healthy
redis:
condition: service_healthy
feature-store:
condition: service_started
restart: unless-stopped
command: ["python", "-m", "astroml.ingestion.enhanced_stream"]
# Training Service (GPU-enabled)
training-gpu:
build:
context: .
target: training
container_name: astroml-training-gpu
environment:
- DATABASE_URL=postgresql://astroml:astroml_password@postgres:5432/astroml
- REDIS_URL=redis://redis:6379/0
- FEATURE_STORE_PATH=/app/feature_store
- CUDA_VISIBLE_DEVICES=0
- PYTHONPATH=/app
- ASTROML_ENV=container
ports:
- "6006:6006" # TensorBoard
volumes:
- ./config:/app/config:ro
- training_models:/app/models
- training_data:/app/data
- training_logs:/app/logs
- feature_store_data:/app/feature_store
networks:
- astroml-network
depends_on:
postgres:
condition: service_healthy
redis:
condition: service_healthy
feature-store:
condition: service_started
restart: "no" # Training jobs are typically run once
profiles:
- gpu
- full
deploy:
resources:
reservations:
devices:
- driver: nvidia
count: 1
capabilities: [gpu]
# Training Service (CPU-only)
training-cpu:
build:
context: .
target: training-cpu
container_name: astroml-training-cpu
environment:
- DATABASE_URL=postgresql://astroml:astroml_password@postgres:5432/astroml
- REDIS_URL=redis://redis:6379/0
- FEATURE_STORE_PATH=/app/feature_store
- PYTHONPATH=/app
- ASTROML_ENV=container
ports:
- "6007:6006" # TensorBoard
volumes:
- ./config:/app/config:ro
- training_models:/app/models
- training_data:/app/data
- training_logs:/app/logs
- feature_store_data:/app/feature_store
networks:
- astroml-network
depends_on:
postgres:
condition: service_healthy
redis:
condition: service_healthy
feature-store:
condition: service_started
restart: "no"
profiles:
- cpu
- full
# Development Environment
dev:
build:
context: .
target: development
container_name: astroml-dev
environment:
- DATABASE_URL=postgresql://astroml:astroml_password@postgres:5432/astroml
- REDIS_URL=redis://redis:6379/0
- FEATURE_STORE_PATH=/app/feature_store
- PYTHONPATH=/app
- ASTROML_ENV=container
ports:
- "8003:8000"
- "8888:8888" # Jupyter
- "6008:6006" # TensorBoard
volumes:
- .:/app
- dev_logs:/app/logs
- dev_data:/app/data
- feature_store_data:/app/feature_store
networks:
- astroml-network
depends_on:
postgres:
condition: service_healthy
redis:
condition: service_healthy
feature-store:
condition: service_started
restart: unless-stopped
profiles:
- dev
- full
command: ["jupyter", "lab", "--ip=0.0.0.0", "--port=8888", "--no-browser", "--allow-root"]
# Production Service
production:
build:
context: .
target: production
container_name: astroml-production
environment:
- DATABASE_URL=postgresql://astroml:astroml_password@postgres:5432/astroml
- REDIS_URL=redis://redis:6379/0
- FEATURE_STORE_PATH=/app/feature_store
- LOG_LEVEL=WARNING
- ASTROML_ENV=container
ports:
- "8004:8000"
volumes:
- ./config:/app/config:ro
- production_logs:/app/logs
- production_data:/app/data
- feature_store_data:/app/feature_store
networks:
- astroml-network
depends_on:
postgres:
condition: service_healthy
redis:
condition: service_healthy
feature-store:
condition: service_started
restart: unless-stopped
profiles:
- prod
- full
# Monitoring with Prometheus (optional)
prometheus:
image: prom/prometheus:latest
container_name: astroml-prometheus
ports:
- "9090:9090"
volumes:
- ./monitoring/prometheus.yml:/etc/prometheus/prometheus.yml:ro
- prometheus_data:/prometheus
networks:
- astroml-network
profiles:
- monitoring
restart: unless-stopped
# Grafana for visualization (optional)
grafana:
image: grafana/grafana:latest
container_name: astroml-grafana
environment:
- GF_SECURITY_ADMIN_PASSWORD=admin
ports:
- "3000:3000"
volumes:
- grafana_data:/var/lib/grafana
- ./monitoring/grafana/dashboards:/etc/grafana/provisioning/dashboards:ro
- ./monitoring/grafana/datasources:/etc/grafana/provisioning/datasources:ro
networks:
- astroml-network
depends_on:
- prometheus
profiles:
- monitoring
restart: unless-stopped
networks:
astroml-network:
driver: bridge
volumes:
postgres_data:
driver: local
redis_data:
driver: local
feature_store_data:
driver: local
feature_store_logs:
driver: local
ingestion_logs:
driver: local
ingestion_data:
driver: local
streaming_logs:
driver: local
training_models:
driver: local
training_data:
driver: local
training_logs:
driver: local
dev_logs:
driver: local
dev_data:
driver: local
production_logs:
driver: local
production_data:
driver: local
prometheus_data:
driver: local
grafana_data:
driver: local