main/docker-compose.yml

version: '3.8'

services:
  portainer:
    image: portainer/portainer-ce:latest
    container_name: portainer
    restart: always
    ports:
      - "8000:8000"
      - "9000:9000"
      - "9443:9443"
    volumes:
      - /var/run/docker.sock:/var/run/docker.sock
      - portainer_data:/data
    environment:
      - TZ=Europe/Tallinn
    networks:
      - ai_network

  postgres:
    image: kartoza/postgis:16
    container_name: postgres_postgis
    restart: always
    ports:
      - "5432:5432"
    environment:
      POSTGRES_USER: ai_user
      POSTGRES_PASSWORD: ai_secure_pass_2026
      POSTGRES_DB: research_db
      POSTGRES_INITDB_ARGS: "-c shared_buffers=256MB -c max_connections=200"
      PGDATA: /var/lib/postgresql/data/pgdata
      TZ: Europe/Tallinn
    volumes:
      - postgres_data:/var/lib/postgresql/data
      - ./init-db:/docker-entrypoint-initdb.d
    healthcheck:
      test: ["CMD-SHELL", "pg_isready -U ai_user -d research_db"]
      interval: 10s
      timeout: 5s
      retries: 5
    networks:
      - ai_network

  weaviate:
    image: semitechnologies/weaviate:latest
    container_name: weaviate
    restart: always
    ports:
      - "8080:8080"
      - "50051:50051"
    environment:
      QUERY_DEFAULTS_LIMIT: 25
      AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED: 'true'
      PERSISTENCE_DATA_PATH: '/var/lib/weaviate'
      DEFAULT_VECTORIZER_MODULE: 'none'
      CLUSTER_HOSTNAME: 'weaviate'
    volumes:
      - weaviate_data:/var/lib/weaviate
    networks:
      - ai_network

  ollama:
    image: ollama/ollama:latest
    container_name: ollama
    restart: always
    ports:
      - "11434:11434"
    volumes:
      - ollama_data:/root/.ollama
    environment:
      - OLLAMA_HOST=0.0.0.0:11434
      - NVIDIA_VISIBLE_DEVICES=all
      - CUDA_VISIBLE_DEVICES=0
    devices:
      - /dev/kfd:/dev/kfd
      - /dev/dri:/dev/dri
    networks:
      - ai_network

  jupyter:
    image: jupyter/datascience-notebook:latest
    container_name: jupyter
    restart: always
    ports:
      - "8888:8888"
    environment:
      - JUPYTER_ENABLE_LAB=yes
      - JUPYTER_TOKEN=ai_server_2026
      - TZ=Europe/Tallinn
    volumes:
      - ./notebooks:/home/jovyan/work
      - ./data:/home/jovyan/data
      - jupyter_data:/home/jovyan/.jupyter
    networks:
      - ai_network
    command: start-notebook.sh --NotebookApp.token='ai_server_2026' --NotebookApp.allow_root=True

  # ROCm PyTorch - GPU-kiirendatud ML/DL
  rocm-pytorch:
    image: rocm/pytorch:latest
    container_name: rocm_pytorch
    restart: always
    ports:
      - "8889:8888"
      - "6006:6006"
    environment:
      - HSA_OVERRIDE_GFX_VERSION=11.5.1
      - PYTORCH_ROCM_ARCH=gfx1151
      - ROCM_HOME=/opt/rocm
      - TZ=Europe/Tallinn
      - TORCH_ROCM_AOTRITON_ENABLE_EXPERIMENTAL=1  # ← UUS!
    devices:
      - /dev/kfd:/dev/kfd
      - /dev/dri:/dev/dri
    volumes:
      - ./pytorch-workspace:/workspace
      - ./models:/models
      - ./data:/data
      - rocm_pytorch_data:/root/.cache
    working_dir: /workspace
    cap_add:
      - SYS_PTRACE
    security_opt:
      - seccomp=unconfined
    ipc: host
    shm_size: 8G
    group_add:
      - video
    networks:
      - ai_network
    command: >
      bash -c "pip install jupyter notebook tensorboard transformers datasets huggingface_hub scikit-learn pandas psycopg2-binary &&
               jupyter notebook --ip=0.0.0.0 --port=8888 --no-browser --allow-root --NotebookApp.token='ai_pytorch_2026'"

  # ===== RAG API =====
  rag-api:
    #image: rag-api:latest
    build:
        #context: /home/ardo/rag-demo/pdf-pipeline
        context: /opt/docker-compose/rag-api
        dockerfile: Dockerfile
    container_name: rag_api
    restart: always
    ports:
        - "8072:8000"
    environment:
        LLAMA_CPP_URL: http://100.87.1.24:8070/completion
        WEAVIATE_HOST: weaviate
        WEAVIATE_HTTP_PORT: 8080
        WEAVIATE_URL: http://weaviate:8080
        WEAVIATE_CLASS: ScientificArticle
        DB_HOST: postgres
        DB_PORT: 5432
        DB_NAME: pdf_research
        DB_USER: osm
        DB_PASSWORD: osm
        OLLAMA_URL: http://ollama:11434
        TZ: Europe/Tallinn
    volumes:
        - /home/ardo/rag-demo/pdf-pipeline/src:/app/src
        - /home/ardo/rag-demo/pdf-pipeline/data:/app/data
        - /home/ardo/rag-demo/pdf-pipeline/output:/app/output
    depends_on:
        - weaviate
        - ollama
        - postgres
    networks:
        - ai_network
    healthcheck:
        test: ["CMD", "curl", "-f", "http://localhost:8000/docs"]
        interval: 30s
        timeout: 10s
        retries: 3
        start_period: 40s

volumes:
  portainer_data:
    driver: local
  
  postgres_data:
    driver: local
  
  weaviate_data:
    driver: local
  
  ollama_data:
    driver: local
  
  jupyter_data:
    driver: local
  
  rocm_pytorch_data:
    driver: local

networks:
  ai_network:
    driver: bridge