基于 KaiwuDB 与 CodeArts 智能体的智能家居本地化数据处理方案

基于 KaiwuDB 与 CodeArts 智能体的智能家居本地化数据处理方案 | 极客日志

docker exec -it kwdb-server bash

docker exec -it kwdb-server /kaiwudb/bin/kwbase sql --insecure

# 查看容器状态
docker ps --filter "name=kwdb-server"
# 查看日志
docker logs -f kwdb-server
# 进入容器
docker exec -it kwdb-server bash
# 连接到 SQL 客户端
docker exec -it kwdb-server /kaiwudb/bin/kwbase sql --insecure
# 停止服务
docker-compose down
# 启动服务
docker-compose up -d

使用上面部署的 kwdb 多模时序数据库请为我设计一套「智能家居本地化数据处理系统」，核心目标是：
1. 所有设备数据（如传感器数据、设备控制指令、用户行为数据）均在本地处理，不上传至云端，保障用户隐私；
2. 系统具备低延迟、高稳定性，支持断网情况下智能家居设备正常联动；
3. 适配常见智能家居设备（如温湿度传感器、人体红外传感器、智能灯、智能窗帘、智能空调、智能门锁）；
4. 支持简单的自动化规则自定义（如'当检测到有人且光线低于阈值时自动开灯'）。
5. 核心功能模块设计：
   - 设备接入模块：如何适配不同协议的设备，实现数据采集；
   - 本地化数据处理模块：实时数据解析、清洗、转换的逻辑；
   - 规则引擎模块：用户自定义自动化规则的存储与执行逻辑；
   - 本地存储模块：数据存储策略（如哪些数据需要时序表、哪些数据持久化关系表、存储周期）；

┌─────────────────────────────────────────────────────────────┐
│ 智能家居本地化数据处理系统 │
├─────────────────────────────────────────────────────────────┤
│ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ │
│ │ 设备接入层 │ │ 数据处理层 │ │ 规则引擎层 │ │
│ │ - MQTT 协议 │ │ - 数据解析 │ │ - 规则存储 │ │
│ │ - HTTP 协议 │ │ - 数据清洗 │ │ - 规则匹配 │ │
│ │ - CoAP 协议 │ │ - 数据转换 │ │ - 规则执行 │ │
│ │ - Zigbee 网关 │ │ - 数据验证 │ │ - 动作触发 │ │
│ └──────────────┘ └──────────────┘ └──────────────┘ │
│ │ │ │ │
│ └──────────────────┼──────────────────┘ │
│ │ │
│ ┌────────▼────────┐ │
│ │ KaiwuDB 数据库 │ │
│ │ - 时序数据表 │ │
│ │ - 设备信息表 │ │
│ │ - 规则配置表 │ │
│ │ - 事件日志表 │ │
│ └─────────────────┘ │
└─────────────────────────────────────────────────────────────┘

smarthome-system/
├── README.md
├── docker-compose.yml # 系统部署配置
├── database/
│   ├── schema.sql # 数据库初始化脚本
│   └── sample_data.sql # 示例数据
├── device-adapter/
│   ├── mqtt_adapter.py # MQTT 协议适配器
│   ├── http_adapter.py # HTTP 协议适配器
│   ├── coap_adapter.py # CoAP 协议适配器
│   └── zigbee_adapter.py # Zigbee 网关适配器
├── data-processor/
│   ├── parser.py # 数据解析器
│   ├── cleaner.py # 数据清洗器
│   ├── transformer.py # 数据转换器
│   └── validator.py # 数据验证器
├── rule-engine/
│   ├── rule_manager.py # 规则管理器
│   ├── rule_executor.py # 规则执行器
│   ├── condition_matcher.py # 条件匹配器
│   └── action_trigger.py # 动作触发器
├── storage/
│   ├── timeseries_store.py # 时序数据存储
│   ├── relational_store.py # 关系数据存储
│   └── data_retention.py # 数据保留策略
├── web-api/
│   ├── app.py # Flask 应用
│   ├── device_api.py # 设备管理 API
│   ├── rule_api.py # 规则管理 API
│   └── data_api.py # 数据查询 API
└── scripts/
    ├── init_system.py # 系统初始化脚本
    └── test_system.py # 系统测试脚本

-- 创建时序数据库
CREATE TS DATABASE IF NOT EXISTS tsdb;
USE tsdb;
-- ============================================
-- 时序表设计
-- ============================================
-- 1. 传感器时序数据表
CREATE TABLE IF NOT EXISTS home_sensor (
    ts TIMESTAMP NOT NULL,
    value FLOAT,
    status VARCHAR(32),
    file_path VARCHAR(128)
) ATTRIBUTES (
    device_id VARCHAR(64) NOT NULL,
    data_type VARCHAR(32) NOT NULL,
    location VARCHAR(32),
    device_model VARCHAR(64)
) PRIMARY TAGS(device_id)
RETENTIONS 20D ACTIVETIME 12h;

-- 2. 设备控制指令时序表
CREATE TABLE IF NOT EXISTS device_commands (
    ts TIMESTAMP NOT NULL,
    command_type VARCHAR(64),
    parameters varchar(64),
    status VARCHAR(32),
    executed_at TIMESTAMP,
    error_message VARCHAR(256)
) ATTRIBUTES (
    device_id VARCHAR(64) NOT NULL,
    command_id VARCHAR(128),
    user_id VARCHAR(64),
    source VARCHAR(32)
) PRIMARY TAGS(device_id)
RETENTIONS 30D ACTIVETIME 1h;

-- 3. 规则执行历史时序表
CREATE TABLE IF NOT EXISTS rule_execution (
    ts TIMESTAMP NOT NULL,
    trigger_event VARCHAR(32),
    conditions_matched VARCHAR(32),
    actions_executed VARCHAR(32),
    status VARCHAR(32),
    execution_time_ms INT,
    error_message VARCHAR(256)
) ATTRIBUTES (
    rule_id INT NOT NULL,
    rule_name VARCHAR(128) NOT NULL,
    priority INT,
    triggered_by VARCHAR(64)
) PRIMARY TAGS(rule_id)
RETENTIONS 60D ACTIVETIME 6h;

-- 4. 系统事件时序表
CREATE TABLE IF NOT EXISTS system_events (
    ts TIMESTAMP NOT NULL,
    event_type VARCHAR(64),
    event_level VARCHAR(32),
    message VARCHAR(512),
    details VARCHAR(64)
) ATTRIBUTES (
    source VARCHAR(64) NOT NULL,
    device_id VARCHAR(64)
) PRIMARY TAGS(source)
RETENTIONS 30D ACTIVETIME 1h;

-- 5. 用户行为时序表
CREATE TABLE IF NOT EXISTS user_activity (
    ts TIMESTAMP NOT NULL,
    action_type VARCHAR(64),
    device_id VARCHAR(64),
    action_details VARCHAR(64)
) ATTRIBUTES (
    user_id VARCHAR(64) NOT NULL,
    session_id VARCHAR(128),
    ip_address VARCHAR(64),
    user_agent VARCHAR(256)
) PRIMARY TAGS(user_id)
RETENTIONS 90D ACTIVETIME 24h;

USE defaultdb;
-- 1. 设备管理表（关系型表）
CREATE TABLE IF NOT EXISTS devices (
    id INT PRIMARY KEY,
    name STRING NOT NULL,
    device_id STRING NOT NULL UNIQUE, -- 设备唯一标识
    device_type STRING NOT NULL,
    protocol STRING NOT NULL,
    location STRING,
    status STRING DEFAULT 'online',
    config JSONB,
    created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
    updated_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
);
CREATE INDEX IF NOT EXISTS idx_devices_device_id ON devices(device_id);
CREATE INDEX IF NOT EXISTS idx_devices_type ON devices(device_type);
CREATE INDEX IF NOT EXISTS idx_devices_location ON devices(location);
CREATE INDEX IF NOT EXISTS idx_devices_status ON devices(status);

-- 2. 自动化规则表（关系型表）
CREATE TABLE IF NOT EXISTS automation_rules (
    id INT PRIMARY KEY,
    name STRING NOT NULL,
    description STRING,
    enabled BOOL DEFAULT TRUE,
    priority INT DEFAULT 0,
    conditions JSONB NOT NULL,
    actions JSONB NOT NULL,
    created_by STRING DEFAULT 'system',
    created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
    updated_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
    last_triggered_at TIMESTAMP
);
CREATE INDEX IF NOT EXISTS idx_rules_enabled ON automation_rules(enabled);
CREATE INDEX IF NOT EXISTS idx_rules_priority ON automation_rules(priority DESC);

-- 3. 数据聚合统计表（关系型表）
CREATE TABLE IF NOT EXISTS data_statistics (
    id INT PRIMARY KEY,
    device_id STRING NOT NULL,
    data_type STRING NOT NULL,
    stat_type STRING NOT NULL,
    time_window STRING NOT NULL,
    stat_value DECIMAL(20,6),
    stat_time TIMESTAMP NOT NULL,
    calculated_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
);
CREATE INDEX IF NOT EXISTS idx_data_stats_device ON data_statistics(device_id, data_type, stat_type, time_window, stat_time);

-- 4. 设备状态快照表（关系型表）
CREATE TABLE IF NOT EXISTS device_snapshots (
    id INT PRIMARY KEY,
    device_id STRING NOT NULL,
    snapshot_time TIMESTAMP NOT NULL,
    current_state JSONB,
    battery_level INT,
    signal_strength INT,
    last_seen TIMESTAMP
);
CREATE INDEX IF NOT EXISTS idx_device_snapshots_device ON device_snapshots(device_id, snapshot_time DESC);

-- ============================================
-- 创建序列
-- ============================================
CREATE SEQUENCE IF NOT EXISTS devices_seq START 1;
CREATE SEQUENCE IF NOT EXISTS automation_rules_seq START 1;
CREATE SEQUENCE IF NOT EXISTS data_statistics_seq START 1;
CREATE SEQUENCE IF NOT EXISTS device_snapshots_seq START 1;

-- 创建视图
-- ============================================
CREATE VIEW IF NOT EXISTS v_device_latest_status AS
SELECT d.id, d.name, d.device_id, d.device_type, d.location, d.status, hs.ts as last_update, hs.value, hs.data_type, hs.status as sensor_status
FROM devices d
LEFT JOIN (
    SELECT device_id, data_type, ts, value, status, ROW_NUMBER() OVER (PARTITION BY device_id ORDER BY ts DESC) as rn
    FROM tsdb.home_sensor
) hs ON d.device_id = hs.device_id AND hs.rn = 1;

CREATE VIEW IF NOT EXISTS v_active_rules AS
SELECT id, name, description, priority, conditions, actions, last_triggered_at
FROM automation_rules
WHERE enabled = TRUE
ORDER BY priority DESC;

POST /api/data/receive - 接收设备数据
POST /api/device/<id>/control - 控制设备
GET /api/devices - 获取设备列表
GET /api/sensor-data/latest - 获取最新传感器数据
GET /api/rules - 获取自动化规则
GET /api/statistics - 获取统计数据

curl -X POST http://localhost:5001/api/data/receive \ 
-H "Content-Type: application/json" \ 
-d '{"device_id": "sensor_temp_livingroom", "value": 26.5, "data_type": "temperature", "unit": "°C"}'

curl -X POST http://localhost:5001/api/device/5/control \ 
-H "Content-Type: application/json" \ 
-d '{"command": "turn_on", "parameters": {"brightness": 80}}'

INSERT INTO devices (id, name, device_id, device_type, protocol, location, status, config) VALUES 
(1, '客厅温度传感器', 'sensor_temp_livingroom', 'temperature', 'mqtt', '客厅', 'online', '{"topic": "sensors/livingroom/temp", "interval": 60}'),
(2, '客厅湿度传感器', 'sensor_humidity_livingroom', 'humidity', 'mqtt', '客厅', 'online', '{"topic": "sensors/livingroom/humidity", "interval": 60}'),
(3, '客厅人体传感器', 'sensor_motion_livingroom', 'motion', 'mqtt', '客厅', 'online', '{"topic": "sensors/livingroom/motion", "interval": 5}'),
(4, '客厅光照传感器', 'sensor_light_livingroom', 'light', 'mqtt', '客厅', 'online', '{"topic": "sensors/livingroom/light", "interval": 30}'),
(5, '客厅智能灯', 'device_light_livingroom', 'smart_light', 'mqtt', '客厅', 'online', '{"topic": "devices/livingroom/light", "supported_commands": ["turn_on", "turn_off", "set_brightness", "set_color"]}'),
(6, '卧室温度传感器', 'sensor_temp_bedroom', 'temperature', 'mqtt', '卧室', 'online', '{"topic": "sensors/bedroom/temp", "interval": 60}'),
(7, '卧室智能灯', 'device_light_bedroom', 'smart_light', 'mqtt', '卧室', 'online', '{"topic": "devices/bedroom/light", "supported_commands": ["turn_on", "turn_off", "set_brightness"]}'),
(8, '智能门锁', 'device_lock_entrance', 'smart_lock', 'mqtt', '玄关', 'online', '{"topic": "devices/entrance/lock", "supported_commands": ["lock", "unlock", "get_status"]}'),
(9, '智能窗帘', 'device_curtain_livingroom', 'smart_curtain', 'mqtt', '客厅', 'online', '{"topic": "devices/livingroom/curtain", "supported_commands": ["open", "close", "set_position"]}'),
(10, '智能空调', 'device_ac_livingroom', 'smart_ac', 'mqtt', '客厅', 'online', '{"topic": "devices/livingroom/ac", "supported_commands": ["turn_on", "turn_off", "set_temperature", "set_mode"]}');

-- ============================================
-- 插入示例自动化规则
-- ============================================
INSERT INTO automation_rules (id, name, description, enabled, priority, conditions, actions) VALUES 
(1, '客厅有人自动开灯', '检测到客厅有人且光线低于阈值时自动开灯', TRUE, 10, '{"conditions": [{"device_id": "sensor_motion_livingroom", "type": "motion", "operator": "=", "value": true}, {"device_id": "sensor_light_livingroom", "type": "light", "operator": "<", "value": 100}], "logic": "AND"}', '{"actions": [{"device_id": "device_light_livingroom", "command": "turn_on", "parameters": {"brightness": 80}}]}'),
(2, '客厅无人自动关灯', '客厅无人超过 10 分钟自动关灯', TRUE, 5, '{"conditions": [{"device_id": "sensor_motion_livingroom", "type": "motion", "operator": "=", "value": false, "duration": 600}], "logic": "AND"}', '{"actions": [{"device_id": "device_light_livingroom", "command": "turn_off"}]}'),
(3, '温度过高自动开空调', '客厅温度超过 28 度自动开启空调', TRUE, 8, '{"conditions": [{"device_id": "sensor_temp_livingroom", "type": "temperature", "operator": ">", "value": 28}], "logic": "AND"}', '{"actions": [{"device_id": "device_ac_livingroom", "command": "turn_on", "parameters": {"temperature": 24, "mode": "cool"}}]}'),
(4, '离家模式', '离家时关闭所有灯光和空调', TRUE, 15, '{"conditions": [{"device_id": "device_lock_entrance", "type": "door_lock", "operator": "=", "value": "locked"}], "logic": "AND"}', '{"actions": [{"device_id": "device_light_livingroom", "command": "turn_off"}, {"device_id": "device_light_bedroom", "command": "turn_off"}, {"device_id": "device_ac_livingroom", "command": "turn_off"}]}');

#!/usr/bin/env python3
"""
智能家居 Web 应用主程序
提供数据展示和控制界面
"""
import sys
import os
import json
import logging
from datetime import datetime, timedelta
from flask import Flask, render_template, jsonify, request

# 添加模块路径
sys.path.insert(0, os.path.join(os.path.dirname(__file__), '../data-processor'))
sys.path.insert(0, os.path.join(os.path.dirname(__file__), '../rule-engine'))
sys.path.insert(0, os.path.join(os.path.dirname(__file__), '../storage'))

logging.basicConfig(level=logging.INFO)
logger = logging.getLogger(__name__)

app = Flask(__name__, template_folder='templates', static_folder='static')

# 模拟数据库连接
class MockDB:
    """模拟数据库连接"""
    def execute_query(self, query, params=None):
        """执行查询"""
        import subprocess
        try:
            cmd = ['docker', 'exec', 'kwdb-server', '/kaiwudb/bin/kwbase', 'sql', '--insecure', '--execute', query]
            result = subprocess.run(cmd, capture_output=True, text=True)
            if result.returncode == 0:
                lines = result.stdout.strip().split('\n')
                if len(lines) > 1:
                    # 解析结果
                    headers = lines[0].split('\t')
                    data = []
                    for line in lines[1:]:
                        values = line.split('\t')
                        if len(values) == len(headers):
                            data.append(values)
                    return data
            return []
        except Exception as e:
            logger.error(f"查询失败：{e}")
            return []

db = MockDB()

@app.route('/')
def index():
    """首页"""
    return render_template('index.html')

@app.route('/api/devices')
def get_devices():
    """获取设备列表"""
    query = "SELECT id, name, device_id, device_type, protocol, location, status FROM devices ORDER BY id"
    results = db.execute_query(query)
    devices = []
    if results and len(results) > 1:
        headers = results[0]
        for row in results[1:]:
            device = {
                'id': row[0],
                'name': row[1],
                'device_id': row[2],
                'device_type': row[3],
                'protocol': row[4],
                'location': row[5],
                'status': row[6]
            }
            devices.append(device)
    return jsonify(devices)

@app.route('/api/devices/<int:device_id>/data')
def get_device_data(device_id):
    """获取设备数据"""
    hours = request.args.get('hours', 24, type=int)
    start_time = (datetime.now() - timedelta(hours=hours)).isoformat()
    # 获取设备信息
    device_query = f"SELECT device_id FROM devices WHERE id = {device_id}"
    device_result = db.execute_query(device_query)
    if not device_result or len(device_result) < 2:
        return jsonify({'error': '设备不存在'}), 404
    device_id_str = device_result[1][0]
    # 获取传感器数据
    data_query = f""" SELECT ts, value, data_type, status FROM sensor_data WHERE device_id = '{device_id_str}' AND ts >= '{start_time}' ORDER BY ts DESC LIMIT 100 """
    results = db.execute_query(data_query)
    data_points = []
    if results and len(results) > 1:
        for row in results[1:]:
            data_points.append({
                'timestamp': row[0],
                'value': float(row[1]) if row[1] else None,
                'data_type': row[2],
                'status': row[3]
            })
    return jsonify({
        'device_id': device_id,
        'device_id_str': device_id_str,
        'data': data_points
    })

@app.route('/api/sensor-data/latest')
def get_latest_sensor_data():
    """获取最新传感器数据"""
    query = """ SELECT d.id, d.name, d.device_type, d.location, d.status, sd.ts as last_update, sd.value, sd.data_type, sd.unit FROM devices d LEFT JOIN ( SELECT device_id, data_type, ts, value, unit, ROW_NUMBER() OVER (PARTITION BY device_id ORDER BY ts DESC) as rn FROM sensor_data ) sd ON d.device_id = sd.device_id AND sd.rn = 1 ORDER BY d.id """
    results = db.execute_query(query)
    sensor_data = []
    if results and len(results) > 1:
        for row in results[1:]:
            sensor_data.append({
                'id': row[0],
                'name': row[1],
                'device_type': row[2],
                'location': row[3],
                'status': row[4],
                'last_update': row[5],
                'value': float(row[6]) if row[6] else None,
                'data_type': row[7],
                'unit': row[8] if len(row) > 8 else None
            })
    return jsonify(sensor_data)

@app.route('/api/rules')
def get_rules():
    """获取自动化规则"""
    query = "SELECT id, name, description, enabled, priority, last_triggered_at FROM automation_rules ORDER BY priority DESC"
    results = db.execute_query(query)
    rules = []
    if results and len(results) > 1:
        for row in results[1:]:
            rules.append({
                'id': row[0],
                'name': row[1],
                'description': row[2],
                'enabled': row[3] == 't',
                'priority': int(row[4]),
                'last_triggered_at': row[5]
            })
    return jsonify(rules)

@app.route('/api/statistics')
def get_statistics():
    """获取统计数据"""
    stats = {}
    # 设备统计
    device_query = "SELECT device_type, COUNT(*) as count, COUNT(CASE WHEN status = 'online' THEN 1 END) as online_count FROM devices GROUP BY device_type"
    device_results = db.execute_query(device_query)
    stats['devices'] = {}
    if device_results and len(device_results) > 1:
        for row in device_results[1:]:
            stats['devices'][row[0]] = {
                'total': int(row[1]),
                'online': int(row[2])
            }
    # 传感器数据统计
    data_query = "SELECT COUNT(*) as total_records FROM sensor_data"
    data_results = db.execute_query(data_query)
    if data_results and len(data_results) > 1:
        stats['sensor_data'] = {
            'total_records': int(data_results[1][0])
        }
    # 规则统计
    rule_query = "SELECT COUNT(*) as total, COUNT(CASE WHEN enabled = TRUE THEN 1 END) as enabled FROM automation_rules"
    rule_results = db.execute_query(rule_query)
    if rule_results and len(rule_results) > 1:
        stats['rules'] = {
            'total': int(rule_results[1][0]),
            'enabled': int(rule_results[1][1])
        }
    return jsonify(stats)

@app.route('/api/data/receive', methods=['POST'])
def receive_data():
    """接收设备数据"""
    try:
        data = request.json
        # 验证数据
        if not data or 'device_id' not in data or 'value' not in data:
            return jsonify({'error': '缺少必要字段'}), 400
        # 插入数据
        device_id = data['device_id']
        value = data['value']
        data_type = data.get('data_type', 'value')
        status = data.get('status', 'good')
        unit = data.get('unit', '')
        query = f""" INSERT INTO sensor_data (time, device_id, data_type, value, status, unit) VALUES (NOW(), '{device_id}', '{data_type}', {value}, '{status}', '{unit}') """
        db.execute_query(query)
        return jsonify({'success': True, 'message': '数据接收成功'})
    except Exception as e:
        logger.error(f"接收数据失败：{e}")
        return jsonify({'error': str(e)}), 500

@app.route('/api/device/<int:device_id>/control', methods=['POST'])
def control_device(device_id):
    """控制设备"""
    try:
        data = request.json
        if not data or 'command' not in data:
            return jsonify({'error': '缺少命令参数'}), 400
        command = data['command']
        parameters = data.get('parameters', {})
        # 获取设备信息
        device_query = f"SELECT device_id, name FROM devices WHERE id = {device_id}"
        device_result = db.execute_query(device_query)
        if not device_result or len(device_result) < 2:
            return jsonify({'error': '设备不存在'}), 404
        device_id_str = device_result[1][0]
        device_name = device_result[1][1]
        # 记录控制指令
        cmd_query = f""" INSERT INTO device_commands (time, device_id, command_type, parameters, status) VALUES (NOW(), '{device_id_str}', '{command}', '{json.dumps(parameters)}', 'success') """
        db.execute_query(cmd_query)
        logger.info(f"控制设备：{device_name} ({device_id_str}), 命令：{command}")
        return jsonify({
            'success': True,
            'message': f'设备 {device_name} 控制指令已发送',
            'command': command,
            'parameters': parameters
        })
    except Exception as e:
        logger.error(f"控制设备失败：{e}")
        return jsonify({'error': str(e)}), 500

if __name__ == '__main__':
    app.run(host='0.0.0.0', port=5001, debug=True)

cd /root/workspace/smarthome-system/web-api && python3 simple_app.py > /tmp/smarthome-web-5002.log 2>&1 &

curl -X POST http://localhost:5002/api/data/receive -H "Content-Type: application/json" -d '{"device_id": "temperature", "value": 32, "data_type": "temperature", "unit": "°C"}'

curl -s http://localhost:5002/api/devices

基于 KaiwuDB 与 CodeArts 智能体的智能家居本地化数据处理方案

一、环境准备

1.1、配置 VSCode 远程链接服务器

1.2、准备 CodeArts 代码智能体

二、数据库自动部署

三、智能家居本地化数据处理系统开发

3.1 发送开发指令，启动自动化构建

3.2、系统整体架构

3.3、项目结构

3.4、KaiwuDB 核心库表设计

四、系统运行与功能测试

1、启动系统 Web API 服务

2、测试接口

五、总结

更多推荐文章

相关免费在线工具

基于 KaiwuDB 与 CodeArts 智能体的智能家居本地化数据处理方案

一、环境准备

1.1、配置 VSCode 远程链接服务器

1.2、准备 CodeArts 代码智能体

二、数据库自动部署

三、智能家居本地化数据处理系统开发

3.1 发送开发指令，启动自动化构建

3.2、系统整体架构

3.3、项目结构

3.4、KaiwuDB 核心库表设计

四、系统运行与功能测试

1、启动系统 Web API 服务

2、测试接口

五、总结

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相关免费在线工具