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docker-compose.yml

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+version: '3.8'
+
+services:
+  # MySQL数据库
+  mysql:
+    image: mysql:8.0
+    container_name: agricultural-mysql
+    restart: unless-stopped
+    environment:
+      MYSQL_ROOT_PASSWORD: 123456
+      MYSQL_DATABASE: agricultural_stock
+      MYSQL_USER: agricultural
+      MYSQL_PASSWORD: agricultural123
+    ports:
+      - "3306:3306"
+    volumes:
+      - mysql_data:/var/lib/mysql
+      - ./sql/init.sql:/docker-entrypoint-initdb.d/init.sql
+    command: --default-authentication-plugin=mysql_native_password
+    networks:
+      - agricultural-network
+
+  # Redis缓存
+  redis:
+    image: redis:7-alpine
+    container_name: agricultural-redis
+    restart: unless-stopped
+    ports:
+      - "6379:6379"
+    volumes:
+      - redis_data:/data
+    networks:
+      - agricultural-network
+
+  # Kafka相关服务已移除
+
+  # Spring Boot后端服务
+  backend:
+    build:
+      context: ./backend
+      dockerfile: Dockerfile
+    container_name: agricultural-backend
+    restart: unless-stopped
+    depends_on:
+      - mysql
+      - redis
+    environment:
+      SPRING_PROFILES_ACTIVE: docker
+      SPRING_DATASOURCE_URL: jdbc:mysql://mysql:3306/agricultural_stock?useSSL=false&serverTimezone=Asia/Shanghai
+      SPRING_DATASOURCE_USERNAME: root
+      SPRING_DATASOURCE_PASSWORD: 123456
+      SPRING_REDIS_HOST: redis
+      SPRING_REDIS_PORT: 6379
+      # Kafka配置已移除
+    ports:
+      - "8080:8080"
+    volumes:
+      - backend_logs:/app/logs
+    networks:
+      - agricultural-network
+
+  # Vue.js前端服务
+  frontend:
+    build:
+      context: ./frontend
+      dockerfile: Dockerfile
+    container_name: agricultural-frontend
+    restart: unless-stopped
+    depends_on:
+      - backend
+    ports:
+      - "3000:80"
+    networks:
+      - agricultural-network
+
+  # Python数据采集服务
+  data-collector:
+    build:
+      context: ./data-collector
+      dockerfile: Dockerfile
+    container_name: agricultural-collector
+    restart: unless-stopped
+    depends_on:
+      - mysql
+    environment:
+      DB_HOST: mysql
+      DB_PORT: 3306
+      DB_NAME: agricultural_stock
+      DB_USER: root
+      DB_PASSWORD: 123456
+      # Kafka配置已移除
+    volumes:
+      - collector_logs:/app/logs
+    networks:
+      - agricultural-network
+
+  # Spark数据处理服务
+  spark-master:
+    image: bitnami/spark:3.4
+    container_name: agricultural-spark-master
+    restart: unless-stopped
+    environment:
+      - SPARK_MODE=master
+      - SPARK_RPC_AUTHENTICATION_ENABLED=no
+      - SPARK_RPC_ENCRYPTION_ENABLED=no
+      - SPARK_LOCAL_STORAGE_ENCRYPTION_ENABLED=no
+      - SPARK_SSL_ENABLED=no
+    ports:
+      - "8081:8080"
+      - "7077:7077"
+    volumes:
+      - spark_data:/opt/bitnami/spark/data
+      - ./spark-processor:/app
+    networks:
+      - agricultural-network
+
+  spark-worker:
+    image: bitnami/spark:3.4
+    container_name: agricultural-spark-worker
+    restart: unless-stopped
+    depends_on:
+      - spark-master
+    environment:
+      - SPARK_MODE=worker
+      - SPARK_MASTER_URL=spark://spark-master:7077
+      - SPARK_WORKER_MEMORY=2G
+      - SPARK_WORKER_CORES=2
+      - SPARK_RPC_AUTHENTICATION_ENABLED=no
+      - SPARK_RPC_ENCRYPTION_ENABLED=no
+      - SPARK_LOCAL_STORAGE_ENCRYPTION_ENABLED=no
+      - SPARK_SSL_ENABLED=no
+    volumes:
+      - spark_data:/opt/bitnami/spark/data
+      - ./spark-processor:/app
+    networks:
+      - agricultural-network
+
+  # Jupyter Notebook (用于LSTM模型开发)
+  jupyter:
+    image: jupyter/tensorflow-notebook:latest
+    container_name: agricultural-jupyter
+    restart: unless-stopped
+    ports:
+      - "8888:8888"
+    environment:
+      JUPYTER_ENABLE_LAB: "yes"
+    volumes:
+      - jupyter_data:/home/jovyan/work
+      - ./ml-predictor:/home/jovyan/work/ml-predictor
+    networks:
+      - agricultural-network
+
+volumes:
+  mysql_data:
+  redis_data:
+  # Kafka volumes已移除
+  backend_logs:
+  collector_logs:
+  spark_data:
+  jupyter_data:
+
+networks:
+  agricultural-network:
+    driver: bridge