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docker-compose.yml
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111 lines (102 loc) · 2.33 KB
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version: '3.8'
services:
# MLflow Tracking Server
mlflow:
image: ghcr.io/mlflow/mlflow:latest
container_name: mlops-mlflow
ports:
- "5000:5000"
environment:
- MLFLOW_BACKEND_STORE_URI=sqlite:///mlflow/mlflow.db
- MLFLOW_DEFAULT_ARTIFACT_ROOT=/mlflow/artifacts
volumes:
- mlflow_data:/mlflow
command: mlflow server --host 0.0.0.0 --port 5000
networks:
- mlops-network
# Qdrant Vector Database
qdrant:
image: qdrant/qdrant:latest
container_name: mlops-qdrant
ports:
- "6333:6333"
- "6334:6334"
volumes:
- qdrant_data:/qdrant/storage
networks:
- mlops-network
# Prefect Server
prefect:
image: prefecthq/prefect:2-latest
container_name: mlops-prefect
ports:
- "4200:4200"
environment:
- PREFECT_SERVER_API_HOST=0.0.0.0
- PREFECT_API_URL=http://localhost:4200/api
command: prefect server start --host 0.0.0.0
networks:
- mlops-network
# Gradio App
gradio-app:
build:
context: .
target: production
container_name: mlops-gradio
ports:
- "7860:7860"
volumes:
- ./examples/ui:/app/examples/ui
command: python examples/ui/gradio_demo.py
networks:
- mlops-network
depends_on:
- mlflow
- qdrant
# Streamlit Dashboard
streamlit-app:
build:
context: .
target: production
container_name: mlops-streamlit
ports:
- "8501:8501"
volumes:
- ./examples/ui:/app/examples/ui
command: streamlit run examples/ui/streamlit_app.py --server.port 8501 --server.address 0.0.0.0
networks:
- mlops-network
depends_on:
- mlflow
# PostgreSQL for Airflow/Prefect (optional)
postgres:
image: postgres:15-alpine
container_name: mlops-postgres
environment:
- POSTGRES_USER=mlops
- POSTGRES_PASSWORD=mlops123
- POSTGRES_DB=mlops
volumes:
- postgres_data:/var/lib/postgresql/data
ports:
- "5432:5432"
networks:
- mlops-network
# Redis for caching (optional)
redis:
image: redis:7-alpine
container_name: mlops-redis
ports:
- "6379:6379"
volumes:
- redis_data:/data
networks:
- mlops-network
networks:
mlops-network:
driver: bridge
volumes:
mlflow_data:
qdrant_data:
postgres_data:
redis_data: