进阶指南：BrowserUse + AgentRun Sandbox 最佳实践

pip install browser-use python-dotenv agentrun-sdk[playwright,server]

# DashScope API Key（用于 Qwen 模型）DASHSCOPE_API_KEY=sk-your-dashscope-api-key# AgentRun 认证信息AGENTRUN_ACCOUNT_ID=your-account-idALIBABA_CLOUD_ACCESS_KEY_ID=your-access-key-idALIBABA_CLOUD_ACCESS_KEY_SECRET=your-access-key-secret# Browser Sandbox 模板名称BROWSER_TEMPLATE_NAME=sandbox-browser-demo

import asyncioimport osfrom agentrun.sandbox import Sandbox, TemplateTypefrom browser_use import Agent, BrowserSession, ChatOpenAIfrom browser_use.browser import BrowserProfilefrom dotenv import load_dotenvload_dotenv()async def main():    # 创建 Browser Sandbox    sandbox = Sandbox.create(        template_type=TemplateType.BROWSER,        template_name=os.getenv("BROWSER_TEMPLATE_NAME"),        sandbox_idle_timeout_seconds=3000    )    # 配置 Qwen 多模态模型    llm = ChatOpenAI(        model='qwen-vl-max',        api_key=os.getenv("DASHSCOPE_API_KEY"),        base_url="https://dashscope.aliyuncs.com/compatible-mode/v1"    )    # 创建浏览器会话    browser_session = BrowserSession(        cdp_url=sandbox.get_cdp_url(),        browser_profile=BrowserProfile(            headless=False,            timeout=3000000,            keep_alive=True        )    )    # 创建 Agent 并执行任务    agent = Agent(        task="访问阿里云官网并总结主要产品分类",        llm=llm,        browser_session=browser_session,        use_vision=True    )    result = await agent.run()    print(f"任务结果: {result.final_result()}")    # 清理资源    await browser_session.stop()    sandbox.delete()if __name__ == "__main__":    asyncio.run(main())

browser_profile = BrowserProfile(    timeout=3000000,             # 超时时间（毫秒）    keep_alive=True,             # 保持会话活跃)

async def complex_task():    """复杂的多步骤任务"""    sandbox = Sandbox.create(        template_type=TemplateType.BROWSER,        template_name=os.getenv("BROWSER_TEMPLATE_NAME"),        sandbox_idle_timeout_seconds=3000    )    llm = ChatOpenAI(        model='qwen-vl-max',        api_key=os.getenv("DASHSCOPE_API_KEY"),        base_url="https://dashscope.aliyuncs.com/compatible-mode/v1"    )    browser_session = BrowserSession(        cdp_url=sandbox.cdp_url,        browser_profile=BrowserProfile(keep_alive=True)    )    # 任务 1：信息收集    agent1 = Agent(        task="访问阿里云官网，收集产品分类信息",        llm=llm,        browser_session=browser_session,        use_vision=True    )    result1 = await agent1.run()    # 任务 2：基于第一步结果继续操作    agent2 = Agent(        task=f"基于以下信息：{result1.final_result()}，访问每个产品分类并提取关键特性",        llm=llm,        browser_session=browser_session,        use_vision=True    )    result2 = await agent2.run()    # 清理资源    await browser_session.stop()    sandbox.delete()    return result2.final_result()

import webbrowserimport urllib.parseasync def run_with_vnc_monitoring():    """运行 BrowserUse 并启用 VNC 监控"""    sandbox = Sandbox.create(        template_type=TemplateType.BROWSER,        template_name=os.getenv("BROWSER_TEMPLATE_NAME"),        sandbox_idle_timeout_seconds=3000    )    # 获取 VNC URL 并打开查看器    vnc_url = sandbox.get_vnc_url(),    if vnc_url:        # 修复 VNC URL 路径        if vnc_url.endswith('/vnc'):            vnc_url = vnc_url[:-4] + '/ws/livestream'        # 在浏览器中打开 VNC 查看器        encoded_url = urllib.parse.quote(vnc_url, safe='')        viewer_url = f"file://path/to/vnc-viewer.html?url={encoded_url}"        webbrowser.open(viewer_url)        print(f"VNC 查看器已打开，可实时监控浏览器操作")    # 创建并运行 Agent    llm = ChatOpenAI(        model='qwen-vl-max',        api_key=os.getenv("DASHSCOPE_API_KEY"),        base_url="https://dashscope.aliyuncs.com/compatible-mode/v1"    )    browser_session = BrowserSession(        cdp_url=sandbox.get_cdp_url(),        browser_profile=BrowserProfile(headless=False, keep_alive=True)    )    agent = Agent(        task="访问淘宝首页并搜索商品",        llm=llm,        browser_session=browser_session,        use_vision=True    )    result = await agent.run()    # 清理资源    await browser_session.stop()    sandbox.delete()    return result.final_result()

# 克隆示例代码仓库git clone https://github.com/devsapp/agentrun-sandbox-demos.git# 进入项目目录cd agentrun-browseruse-wth-sandbox-demo# 安装依赖（注意需要安装 server 扩展）pip install -r requirements.txt

# 复制环境变量模板cp env.example .env# 编辑 .env 文件，填入您的配置信息# 必需配置项：# - DASHSCOPE_API_KEY: DashScope API Key（用于 Qwen 模型）# - AGENTRUN_ACCOUNT_ID: AgentRun 账号 ID# - ALIBABA_CLOUD_ACCESS_KEY_ID: 阿里云访问密钥 ID# - ALIBABA_CLOUD_ACCESS_KEY_SECRET: 阿里云访问密钥 Secret# - BROWSER_TEMPLATE_NAME: Browser Sandbox 模板名称

# 在终端 1 中启动 VNC Web 服务器python main.py# 服务启动后会显示：# VNC 查看器服务已启动: http://localhost:8000# 访问 http://localhost:8000 可以实时查看浏览器操作

# 在终端 2 中运行示例代码python examples/01_browseruse_basic.py# 运行高级示例python examples/02_browseruse_advanced.py

class SandboxManager:    """单例模式 Sandbox 管理器"""    _instance = None    _sandbox = None    def __new__(cls):        if cls._instance is None:            cls._instance = super().__new__(cls)        return cls._instance    def get_or_create(self):        """获取或创建 Sandbox"""        if self._sandbox is None:            self._sandbox = Sandbox.create(                template_type=TemplateType.BROWSER,                template_name=os.getenv("BROWSER_TEMPLATE_NAME"),                sandbox_idle_timeout_seconds=3000            )        return self._sandbox    def destroy(self):        """销毁 Sandbox"""        if self._sandbox:            self._sandbox.delete()            self._sandbox = None# 使用manager = SandboxManager()sandbox = manager.get_or_create()  # 首次创建sandbox = manager.get_or_create()  # 复用现有实例

from queue import Queuefrom threading import Lockclass SandboxPool:    """Sandbox 连接池"""    def __init__(self, pool_size=5, max_idle_time=300):        self.pool_size = pool_size        self.max_idle_time = max_idle_time        self.pool = Queue(maxsize=pool_size)        self.lock = Lock()        self._initialize_pool()    def _initialize_pool(self):        """初始化连接池"""        for _ in range(self.pool_size):            sandbox = self._create_sandbox()            self.pool.put(sandbox)    def _create_sandbox(self):        """创建 Sandbox 实例"""        return Sandbox.create(            template_type=TemplateType.BROWSER,            template_name=os.getenv("BROWSER_TEMPLATE_NAME"),            sandbox_idle_timeout_seconds=self.max_idle_time        )    def acquire(self, timeout=30):        """获取 Sandbox 实例"""        try:            sandbox = self.pool.get(timeout=timeout)            if not self._is_alive(sandbox):                sandbox = self._create_sandbox()            return sandbox        except:            raise RuntimeError("获取 Sandbox 超时")    def release(self, sandbox):        """归还 Sandbox 实例"""        if self._is_alive(sandbox):            self.pool.put(sandbox)        else:            new_sandbox = self._create_sandbox()            self.pool.put(new_sandbox)    def _is_alive(self, sandbox):        """检查 Sandbox 是否存活"""        try:            return hasattr(sandbox, 'sandbox_id')        except:            return False# 使用pool = SandboxPool(pool_size=5)sandbox = pool.acquire()try:    # 使用 sandbox 执行任务    passfinally:    pool.release(sandbox)

import timeclass SessionManager:    """会话状态管理"""    def __init__(self):        self.sessions = {}  # session_id -> sandbox    def create_session(self, session_id: str):        """创建会话"""        if session_id not in self.sessions:            sandbox = Sandbox.create(                template_type=TemplateType.BROWSER,                template_name=os.getenv("BROWSER_TEMPLATE_NAME"),                sandbox_idle_timeout_seconds=1800            )            self.sessions[session_id] = {                'sandbox': sandbox,                'created_at': time.time(),                'last_used': time.time()            }        return self.sessions[session_id]['sandbox']    def get_session(self, session_id: str):        """获取会话"""        if session_id in self.sessions:            session = self.sessions[session_id]            session['last_used'] = time.time()            return session['sandbox']        return None    def cleanup_expired_sessions(self, max_idle_time=1800):        """清理过期会话"""        current_time = time.time()        expired_sessions = []        for session_id, session in self.sessions.items():            if current_time - session['last_used'] > max_idle_time:                expired_sessions.append(session_id)        for session_id in expired_sessions:            self.destroy_session(session_id)    def destroy_session(self, session_id: str):        """销毁会话"""        if session_id in self.sessions:            self.sessions[session_id]['sandbox'].delete()            del self.sessions[session_id]

# 开发环境（调试用）sandbox = Sandbox.create(    template_name="dev-template",    sandbox_idle_timeout_seconds=7200  # 2 小时)# 生产环境（单次任务）sandbox = Sandbox.create(    template_name="prod-template",    sandbox_idle_timeout_seconds=300  # 5 分钟)# 长时间任务sandbox = Sandbox.create(    template_name="long-task-template",    sandbox_idle_timeout_seconds=10800  # 3 小时)

class SmartSandboxManager:    """智能 Sandbox 复用管理器"""    def __init__(self):        self.sandboxes = {}  # key -> sandbox        self.usage_count = {}  # key -> count    def get_sandbox(self, user_id: str, session_id: str):        """获取或创建 Sandbox（支持复用）"""        key = f"{user_id}:{session_id}"        if key not in self.sandboxes:            self.sandboxes[key] = Sandbox.create(                template_type=TemplateType.BROWSER,                template_name=os.getenv("BROWSER_TEMPLATE_NAME"),                sandbox_idle_timeout_seconds=1800            )            self.usage_count[key] = 0        self.usage_count[key] += 1        return self.sandboxes[key]    def should_recreate(self, key: str, max_reuse=50):        """判断是否需要重建（防止状态累积）"""        return self.usage_count.get(key, 0) >= max_reuse    def recreate_if_needed(self, key: str):        """按需重建 Sandbox"""        if self.should_recreate(key):            if key in self.sandboxes:                self.sandboxes[key].delete()                del self.sandboxes[key]                self.usage_count[key] = 0

from tenacity import retry, stop_after_attempt, wait_exponential, retry_if_exception_typeclass SandboxError(Exception):    """Sandbox 操作异常"""    pass@retry(    retry=retry_if_exception_type(SandboxError),    stop=stop_after_attempt(3),    wait=wait_exponential(multiplier=1, min=2, max=10))def execute_with_retry(sandbox, operation):    """带重试的操作执行"""    try:        return operation(sandbox)    except ConnectionError:        raise SandboxError("连接失败")    except TimeoutError:        raise SandboxError("操作超时")    except Exception as e:        print(f"操作失败: {e}")        raise SandboxError(f"操作失败: {e}")# 使用示例def navigate_page(sandbox):    with sync_playwright() as p:        browser = p.chromium.connect_over_cdp(sandbox.cdp_url)        page = browser.contexts[0].pages[0]        page.goto("https://example.com", timeout=30000)        return page.title()result = execute_with_retry(sandbox, navigate_page)

import osfrom dotenv import load_dotenvload_dotenv()# 验证必需的环境变量required_vars = ["DASHSCOPE_API_KEY", "AGENTRUN_ACCOUNT_ID"]missing_vars = [var for var in required_vars if not os.getenv(var)]if missing_vars:    raise ValueError(f"缺少必需的环境变量: {', '.join(missing_vars)}")# 敏感信息不要硬编码API_KEY = os.getenv("DASHSCOPE_API_KEY")ACCESS_KEY_ID = os.getenv("ALIBABA_CLOUD_ACCESS_KEY_ID")ACCESS_KEY_SECRET = os.getenv("ALIBABA_CLOUD_ACCESS_KEY_SECRET")

ALLOWED_DOMAINS = [    'example.com',    'aliyun.com',    'alibaba.com']def is_url_allowed(url: str) -> bool:    """检查 URL 是否在白名单中"""    from urllib.parse import urlparse    domain = urlparse(url).netloc    return any(allowed in domain for allowed in ALLOWED_DOMAINS)def safe_navigate(page, url: str):    """安全导航"""    if not is_url_allowed(url):        raise ValueError(f"URL 不在白名单中: {url}")    page.goto(url)

import redef sanitize_log(log_text: str) -> str:    """日志脱敏"""    # 脱敏 API Key    log_text = re.sub(r'sk-[a-zA-Z0-9]{20,}', 'sk-***', log_text)    # 脱敏 Access Key    log_text = re.sub(r'LTAI[a-zA-Z0-9]{12,}', 'LTAI***', log_text)    # 脱敏密码    log_text = re.sub(r'password["\s:=]+[^"\s,}]+', 'password: ***', log_text, flags=re.IGNORECASE)    return log_text# 使用print(sanitize_log(f"使用 API Key: {API_KEY}"))

import loggingfrom datetime import datetime# 配置日志logging.basicConfig(    level=logging.INFO,    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s',    handlers=[        logging.FileHandler(f'sandbox_{datetime.now().strftime("%Y%m%d")}.log'),        logging.StreamHandler()    ])logger = logging.getLogger(__name__)class MonitoredSandboxManager:    """带监控的 Sandbox 管理器"""    def create_sandbox(self, **kwargs):        """创建 Sandbox（带日志）"""        start_time = time.time()        logger.info(f"开始创建 Sandbox: {kwargs}")        try:            sandbox = Sandbox.create(**kwargs)            duration = time.time() - start_time            logger.info(f"Sandbox 创建成功: {sandbox.sandbox_id}, 耗时: {duration:.2f}s")            return sandbox        except Exception as e:            duration = time.time() - start_time            logger.error(f"Sandbox 创建失败: {e}, 耗时: {duration:.2f}s")            raise    def execute_task(self, sandbox, task_name: str, operation):        """执行任务（带日志）"""        start_time = time.time()        logger.info(f"开始执行任务: {task_name}, Sandbox: {sandbox.sandbox_id}")        try:            result = operation(sandbox)            duration = time.time() - start_time            logger.info(f"任务执行成功: {task_name}, 耗时: {duration:.2f}s")            return result        except Exception as e:            duration = time.time() - start_time            logger.error(f"任务执行失败: {task_name}, 错误: {e}, 耗时: {duration:.2f}s")            raise

from dataclasses import dataclassfrom typing import Dict, Listimport json@dataclassclass SandboxMetrics:    """Sandbox 指标"""    sandbox_id: str    create_time: float    destroy_time: float = None    total_requests: int = 0    failed_requests: int = 0    total_duration: float = 0.0class MetricsCollector:    """指标收集器"""    def __init__(self):        self.metrics: Dict[str, SandboxMetrics] = {}    def record_creation(self, sandbox_id: str):        """记录创建"""        self.metrics[sandbox_id] = SandboxMetrics(            sandbox_id=sandbox_id,            create_time=time.time()        )    def record_request(self, sandbox_id: str, duration: float, success: bool):        """记录请求"""        if sandbox_id in self.metrics:            metric = self.metrics[sandbox_id]            metric.total_requests += 1            metric.total_duration += duration            if not success:                metric.failed_requests += 1    def record_destruction(self, sandbox_id: str):        """记录销毁"""        if sandbox_id in self.metrics:            self.metrics[sandbox_id].destroy_time = time.time()    def export_metrics(self, filepath: str):        """导出指标"""        metrics_data = [            {                'sandbox_id': m.sandbox_id,                'create_time': m.create_time,                'destroy_time': m.destroy_time,                'total_requests': m.total_requests,                'failed_requests': m.failed_requests,                'success_rate': (m.total_requests - m.failed_requests) / m.total_requests if m.total_requests > 0 else 0,                'avg_duration': m.total_duration / m.total_requests if m.total_requests > 0 else 0,                'lifetime': m.destroy_time - m.create_time if m.destroy_time else time.time() - m.create_time            }            for m in self.metrics.values()        ]        with open(filepath, 'w') as f:            json.dump(metrics_data, f, indent=2)# 使用collector = MetricsCollector()collector.record_creation(sandbox.sandbox_id)# ... 执行任务 ...collector.export_metrics('metrics.json')

class CostOptimizedManager:    """成本优化的管理器"""    def __init__(self, idle_threshold=300):        self.idle_threshold = idle_threshold        self.sandboxes = {}        self.last_used = {}    def get_sandbox(self, key: str):        """获取 Sandbox（懒加载）"""        if key not in self.sandboxes:            self.sandboxes[key] = Sandbox.create(                template_type=TemplateType.BROWSER,                template_name=os.getenv("BROWSER_TEMPLATE_NAME"),                sandbox_idle_timeout_seconds=self.idle_threshold            )        self.last_used[key] = time.time()        return self.sandboxes[key]    def cleanup_idle(self):        """清理闲置 Sandbox"""        current_time = time.time()        to_remove = []        for key, last_time in self.last_used.items():            if current_time - last_time > self.idle_threshold:                to_remove.append(key)        for key in to_remove:            if key in self.sandboxes:                self.sandboxes[key].delete()                del self.sandboxes[key]                del self.last_used[key]                logger.info(f"清理闲置 Sandbox: {key}")

async def batch_process_tasks(tasks: List[str], pool_size: int = 5):    """批量处理任务（复用 Sandbox）"""    pool = SandboxPool(pool_size=pool_size)    results = []    for task in tasks:        sandbox = pool.acquire()        try:            # 处理任务            result = await process_task(sandbox, task)            results.append(result)        finally:            pool.release(sandbox)    return results

# 开发环境配置BROWSER_TEMPLATE_NAME=dev-browser-templateSANDBOX_IDLE_TIMEOUT=7200POOL_SIZE=2LOG_LEVEL=DEBUG

# 生产环境配置BROWSER_TEMPLATE_NAME=prod-browser-templateSANDBOX_IDLE_TIMEOUT=300POOL_SIZE=10LOG_LEVEL=INFOENABLE_METRICS=trueMETRICS_EXPORT_INTERVAL=300

from flask import Flask, jsonifyapp = Flask(__name__)manager = SandboxManager()@app.route('/health')def health_check():    """健康检查端点"""    try:        # 检查 Sandbox 是否可用        sandbox = manager.get_or_create()        # 简单的健康检查        is_healthy = hasattr(sandbox, 'sandbox_id')        if is_healthy:            return jsonify({                'status': 'healthy',                'sandbox_id': sandbox.sandbox_id,                'timestamp': time.time()            }), 200        else:            return jsonify({                'status': 'unhealthy',                'error': 'Sandbox not available'            }), 503    except Exception as e:        return jsonify({            'status': 'unhealthy',            'error': str(e)        }), ('/metrics')def metrics():    """指标端点"""    collector = MetricsCollector()    # 返回当前指标    return jsonify({        'total_sandboxes': len(collector.metrics),        'timestamp': time.time()    })

def diagnose_connection(sandbox):    """诊断连接问题"""    print(f"1. 检查 Sandbox ID: {sandbox.sandbox_id}")    print(f"2. 检查 CDP URL: {sandbox.cdp_url}")    # 测试 CDP 连接    try:        with sync_playwright() as p:            browser = p.chromium.connect_over_cdp(sandbox.cdp_url)            print("✓ CDP 连接成功")            browser.close()    except Exception as e:        print(f"✗ CDP 连接失败: {e}")    # 测试 VNC 连接    print(f"3. VNC URL: {sandbox.vnc_url}")    print("提示: 可以在浏览器中打开 VNC URL 测试连接")

def handle_timeout(sandbox, operation, max_retries=3):    """处理超时（带重试）"""    for attempt in range(max_retries):        try:            return operation(sandbox, timeout=30000)        except TimeoutError:            logger.warning(f"任务超时（尝试 {attempt + 1}/{max_retries}）")            if attempt == max_retries - 1:                # 最后一次尝试失败，重建 Sandbox                logger.error("多次超时，重建 Sandbox")                sandbox.delete()                sandbox = Sandbox.create(                    template_type=TemplateType.BROWSER,                    template_name=os.getenv("BROWSER_TEMPLATE_NAME")                )                return operation(sandbox, timeout=60000)

# 性能优化配置示例browser_session = BrowserSession(    cdp_url=sandbox.cdp_url,    browser_profile=BrowserProfile(        timeout=30000,          # 30秒超时        keep_alive=True,        # 保持连接        disable_security=False  # 保持安全检查    ))