Docker Compose for LangChain + PostgreSQL

LangChain application with PostgreSQL for vector storage. Build AI agents and RAG apps.

python langchain ai postgres llm
compose.yaml
services:
  app:
    build: .
    ports:
      - target: 8000
        mode: ingress
    environment:
      - DATABASE_URL=postgresql://postgres:${POSTGRES_PASSWORD}@db:5432/langchain
      - OPENAI_API_KEY=${OPENAI_API_KEY}
    healthcheck:
      test:
        - CMD
        - curl
        - -f
        - http://localhost:8000/
      interval: 30s
      timeout: 5s
      retries: 3
    depends_on:
      - db
    deploy:
      resources:
        reservations:
          cpus: "1"
          memory: 1G
    restart: unless-stopped
  db:
    image: pgvector/pgvector:pg16
    ports:
      - target: 5432
        mode: host
    environment:
      - POSTGRES_DB=langchain
      - POSTGRES_USER=postgres
      - POSTGRES_PASSWORD=${POSTGRES_PASSWORD}
    healthcheck:
      test:
        - CMD-SHELL
        - pg_isready -U postgres
      interval: 10s
      timeout: 5s
      retries: 5
    deploy:
      resources:
        reservations:
          cpus: "0.5"
          memory: 256M
    restart: unless-stopped
    x-defang-postgres: true

Services

  • app .
  • db pgvector/pgvector:pg16

Deploy

$ npx defang@latest compose up

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