{"id":51407,"date":"2025-08-10T22:29:46","date_gmt":"2025-08-10T14:29:46","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/51407.html"},"modified":"2025-08-10T22:29:46","modified_gmt":"2025-08-10T14:29:46","slug":"adkagent-development-kit%e3%80%902%e3%80%91%e8%b0%83%e7%94%a8%e6%b5%81%e7%a8%8b%e8%af%a6%e8%a7%a3","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/51407.html","title":{"rendered":"ADK(Agent Development Kit)\u30102\u3011\u8c03\u7528\u6d41\u7a0b\u8be6\u89e3"},"content":{"rendered":"<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>ADK\u57fa\u7840\u8c03\u7528\u6d41\u7a0b<\/li>\n<li>\n<ul>\n<li>\u914d\u7f6e\u6a21\u578b<\/li>\n<li>\u5b9a\u4e49\u4e00\u4e2a\u6781\u7b80Agent<\/li>\n<li>\u521b\u5efaSession<\/li>\n<li>\u521b\u5efa\u667a\u80fd\u4f53\u6267\u884c\u5668&#xff08;Runner&#xff09;<\/li>\n<li>\u6267\u884c\u5bf9\u8bdd<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<ul>\n<li>ADK\u9879\u76ee\u4e3b\u9875<\/li>\n<li>ADK\u9879\u76ee\u8bf4\u660e\u6587\u6863<\/li>\n<\/ul>\n<hr \/>\n<li>\u5b89\u88c5ADK\u6700\u65b0\u7a33\u5b9a\u7248&#xff1a;pip install google-adk\u3002<\/li>\n<li>\u5bfc\u5165\u57fa\u7840\u5e93<\/li>\n<p><span class=\"token keyword\">import<\/span> os<br \/>\n<span class=\"token keyword\">import<\/span> asyncio<br \/>\n<span class=\"token keyword\">from<\/span> google<span class=\"token punctuation\">.<\/span>adk<span class=\"token punctuation\">.<\/span>agents <span class=\"token keyword\">import<\/span> Agent<br \/>\n<span class=\"token keyword\">from<\/span> google<span class=\"token punctuation\">.<\/span>adk<span class=\"token punctuation\">.<\/span>models<span class=\"token punctuation\">.<\/span>lite_llm <span class=\"token keyword\">import<\/span> LiteLlm<br \/>\n<span class=\"token keyword\">from<\/span> google<span class=\"token punctuation\">.<\/span>adk<span class=\"token punctuation\">.<\/span>sessions <span class=\"token keyword\">import<\/span> InMemorySessionService<br \/>\n<span class=\"token keyword\">from<\/span> google<span class=\"token punctuation\">.<\/span>adk<span class=\"token punctuation\">.<\/span>runners <span class=\"token keyword\">import<\/span> Runner<br \/>\n<span class=\"token keyword\">from<\/span> google<span class=\"token punctuation\">.<\/span>genai <span class=\"token keyword\">import<\/span> types<\/p>\n<h2>ADK\u57fa\u7840\u8c03\u7528\u6d41\u7a0b<\/h2>\n<h3>\u914d\u7f6e\u6a21\u578b<\/h3>\n<ul>\n<li>\u4f5c\u4e3a\u5de5\u4e1a\u7ea7Agent\u5f00\u53d1\u6846\u67b6&#xff0c;ADK\u7684\u4e00\u4e2a\u57fa\u672c\u8c03\u7528\u6d41\u7a0b\u5982\u4e0b&#xff1a;<\/li>\n<li>\u9996\u5148\u9700\u8981\u521b\u5efa\u4e00\u4e2a\u6a21\u578b&#xff08;ADK\u7684\u6a21\u578b\u8c03\u7528\u9002\u914d\u5668&#xff09;&#xff0c;\u9700\u8981\u91c7\u7528ADK\u4e2d\u5c01\u88c5\u7684LiteLlm\u5e93\u6765\u5b8c\u6210&#xff0c;\u9700\u8981\u6ce8\u610f\u7684\u662f&#xff0c;\u8fd9\u4e2a\u9002\u914d\u5668\u8d1f\u8d23\u914d\u7f6e\u597d model\u3001\u8ba4\u8bc1\u3001\u8fde\u63a5\u53c2\u6570&#xff0c;\u7136\u540e\u7edf\u4e00\u7ba1\u7406\u6a21\u578b\u8c03\u7528\u63a5\u53e3\u3002LiteLlm?\n <\/li>\n<\/ul>\n<p>\u6838\u5fc3\u53c2\u6570\u5982\u4e0b&#xff1a;<\/p>\n<table>\n<tr>\u53c2\u6570\u540d\u7c7b\u578b\u662f\u5426\u5fc5\u586b\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">model<\/td>\n<td align=\"left\">str \u5b57\u7b26\u4e32<\/td>\n<td align=\"left\">\u2705 \u5fc5\u586b<\/td>\n<td align=\"left\">\u6307\u5b9a\u8981\u8c03\u7528\u7684\u6a21\u578b\u540d\u79f0&#xff08;\u4f8b\u5982 openai\/gpt-4o, deepseek\/deepseek-chat, ollama\/qwen2.5&#xff09;<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">llm_client<\/td>\n<td align=\"left\">LiteLLMClient\u5bf9\u8c61<\/td>\n<td align=\"left\">\u274e \u53ef\u9009<\/td>\n<td align=\"left\">\u9ed8\u8ba4\u81ea\u52a8\u521b\u5efa\u4e00\u4e2a\u5185\u90e8\u7684\u5ba2\u6237\u7aef&#xff1b;\u9ad8\u7ea7\u7528\u6cd5\u5141\u8bb8\u4f60\u4f20\u81ea\u5df1\u5b9a\u5236\u7684\u5ba2\u6237\u7aef&#xff08;\u4e00\u822c\u5f00\u53d1\u521d\u671f\u7528\u4e0d\u5230&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<ul>\n<li>\u521b\u5efa\u4e00\u4e2aADK\u80fd\u591f\u8bc6\u522b\u7684DeepSeek\u6a21\u578b<\/li>\n<\/ul>\n<p><span class=\"token keyword\">from<\/span> google<span class=\"token punctuation\">.<\/span>adk<span class=\"token punctuation\">.<\/span>models<span class=\"token punctuation\">.<\/span>lite_llm <span class=\"token keyword\">import<\/span> LiteLlm<br \/>\nOPENAI_API_BASE<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;https:\/\/dashscope.aliyuncs.com\/compatible-mode\/v1&#034;<\/span><br \/>\nOPENAI_API_KEY<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;sk-xxx&#034;<\/span><br \/>\nMODEL<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;deepseek\/deepseek-r1-0528&#034;<\/span><\/p>\n<p>model <span class=\"token operator\">&#061;<\/span> LiteLlm<span class=\"token punctuation\">(<\/span><br \/>\n    model<span class=\"token operator\">&#061;<\/span>MODEL<span class=\"token punctuation\">,<\/span><br \/>\n    api_base<span class=\"token operator\">&#061;<\/span>OPENAI_API_BASE<span class=\"token punctuation\">,<\/span><br \/>\n    api_key<span class=\"token operator\">&#061;<\/span>OPENAI_API_KEY<br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<h3>\u5b9a\u4e49\u4e00\u4e2a\u6781\u7b80Agent<\/h3>\n<ul>\n<li>\u63a5\u4e0b\u6765\u521b\u5efa\u4e00\u4e2aAgent\u5bf9\u8c61\u3002\u548c\u4e00\u822cMulti Agent\u6846\u67b6\u7c7b\u4f3c&#xff0c;ADK\u4e5f\u662f\u901a\u8fc7Agent\u7c7b\u6765\u521b\u5efa\u4e00\u4e2a\u4e2a\u80fd\u591f\u72ec\u7acb\u5b8c\u6210\u4e00\u4e9b\u529f\u80fd\u7684\u4ee3\u7406&#xff0c;\u800c\u5728\u5b9e\u9645\u5de5\u4f5c\u4e2d&#xff0c;\u4f1a\u901a\u8fc7\u521b\u5efa\u591a\u4e2a\u4ee3\u7406\u6765\u534f\u540c\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u3002 Agent\u662f Google ADK \u4e2d\u7ba1\u7406LLM\u63a8\u7406&#043;\u5de5\u5177\u4f7f\u7528&#043;\u591aAgent\u534f\u4f5c\u7684\u6807\u51c6\u7ec4\u4ef6&#xff0c;\u5176\u529f\u80fd\u6982\u8ff0\u5982\u4e0b&#xff1a;\n<ul>\n<li>\u5c01\u88c5\u4e00\u4e2a\u6a21\u578b&#xff08;\u4f8b\u5982 LiteLlm \u8fde\u63a5\u7684\u6a21\u578b&#xff09;<\/li>\n<li>\u5b9a\u4e49\u8fd9\u4e2aAgent\u7684\u6307\u4ee4\u8bf4\u660e&#xff08;Instruction&#xff09;<\/li>\n<li>\u6ce8\u518c\u53ef\u4ee5\u8c03\u7528\u7684\u5de5\u5177&#xff08;Tools&#xff09;<\/li>\n<li>\u652f\u6301\u5b50Agent\u7ba1\u7406&#xff08;\u6bd4\u5982\u81ea\u5df1\u4e0d\u80fd\u5b8c\u6210\u5c31\u8f6c\u4ea4\u5b50Agent&#xff09;<\/li>\n<li>\u652f\u6301\u8c03\u7528\u524d\u540e\u56de\u8c03&#xff08;\u6bd4\u5982\u4fee\u6539\u8bf7\u6c42\u3001\u76d1\u63a7\u65e5\u5fd7&#xff09;<\/li>\n<li>\u652f\u6301\u8f93\u5165\u8f93\u51faSchema\u6821\u9a8c&#xff08;\u7ed3\u6784\u5316\u8f93\u5165\u8f93\u51fa&#xff09;<\/li>\n<li>\u53ef\u4ee5\u5d4c\u5957\u5728\u66f4\u5927\u7cfb\u7edf\u4e2d&#xff08;\u6bd4\u5982\u6210\u4e3a\u5b50Agent&#xff09;<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>Agent?<\/p>\n<ul>\n<li>\u6838\u5fc3\u53c2\u6570\u5982\u4e0b&#xff1a;<\/li>\n<\/ul>\n<table>\n<tr>\u53c2\u6570\u540d\u7c7b\u578b\u8bf4\u660e\u4e2d\u6587\u89e3\u91ca<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">name<\/td>\n<td align=\"left\">str<\/td>\n<td align=\"left\">Agent\u7684\u540d\u79f0&#xff0c;\u5fc5\u987b\u552f\u4e00<\/td>\n<td align=\"left\">\u4ee3\u7406\u7684\u540d\u5b57&#xff08;\u5fc5\u586b&#xff09;<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">description<\/td>\n<td align=\"left\">str<\/td>\n<td align=\"left\">Agent\u7684\u7b80\u77ed\u63cf\u8ff0&#xff0c;\u901a\u5e38\u5728\u591aAgent\u7cfb\u7edf\u4e2d\u7528\u4e8e\u8def\u7531\/\u9009\u62e9<\/td>\n<td align=\"left\">\u4ee3\u7406\u7684\u7b80\u77ed\u4ecb\u7ecd<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">parent_agent<\/td>\n<td align=\"left\">BaseAgent or None<\/td>\n<td align=\"left\">\u7236Agent&#xff08;\u5982\u679c\u8fd9\u4e2aAgent\u662f\u5b50\u4ee3\u7406\u7684\u8bdd&#xff09;<\/td>\n<td align=\"left\">\u7236\u4ee3\u7406&#xff0c;\u9ed8\u8ba4\u65e0<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">sub_agents<\/td>\n<td align=\"left\">list[BaseAgent]<\/td>\n<td align=\"left\">\u8fd9\u4e2aAgent\u4e0b\u9762\u6302\u8f7d\u7684\u5b50Agent\u4eec<\/td>\n<td align=\"left\">\u5b50\u4ee3\u7406\u5217\u8868<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">before_agent_callback<\/td>\n<td align=\"left\">Callable or None<\/td>\n<td align=\"left\">\u5728Agent\u5904\u7406\u8f93\u5165\u524d&#xff0c;\u8fdb\u884c\u9884\u5904\u7406\u7684\u56de\u8c03<\/td>\n<td align=\"left\">\u5904\u7406\u524d\u7684\u81ea\u5b9a\u4e49\u51fd\u6570<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">after_agent_callback<\/td>\n<td align=\"left\">Callable or None<\/td>\n<td align=\"left\">\u5728Agent\u5b8c\u6210\u4efb\u52a1\u540e&#xff0c;\u8fdb\u884c\u540e\u5904\u7406\u7684\u56de\u8c03<\/td>\n<td align=\"left\">\u5904\u7406\u540e\u7684\u81ea\u5b9a\u4e49\u51fd\u6570<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">model<\/td>\n<td align=\"left\">str or BaseLlm<\/td>\n<td align=\"left\">\u5173\u8054\u7684\u6a21\u578b&#xff0c;\u53ef\u4ee5\u662f\u5b57\u7b26\u4e32\u540d\u6216\u6a21\u578b\u5b9e\u4f8b&#xff08;\u5982LiteLlm&#xff09;<\/td>\n<td align=\"left\">\u4f7f\u7528\u7684\u6a21\u578b&#xff08;\u5fc5\u586b&#xff09;<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">instruction<\/td>\n<td align=\"left\">str or Callable<\/td>\n<td align=\"left\">\u7ed9Agent\u7684\u8be6\u7ec6\u6307\u4ee4&#xff0c;\u53ef\u4ee5\u662f\u56fa\u5b9a\u6587\u672c&#xff0c;\u4e5f\u53ef\u4ee5\u662f\u51fd\u6570\u52a8\u6001\u751f\u6210<\/td>\n<td align=\"left\">\u6307\u4ee4\u8bf4\u660e&#xff08;\u5fc5\u586b\u6216\u63a8\u8350\u586b\u5199&#xff09;<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">global_instruction<\/td>\n<td align=\"left\">str or Callable<\/td>\n<td align=\"left\">\u5728\u6574\u4e2aAgent\u6811\u8303\u56f4\u5171\u4eab\u7684\u6307\u4ee4&#xff08;\u5168\u5c40\u6307\u4ee4&#xff09;<\/td>\n<td align=\"left\">\u5168\u5c40\u6307\u4ee4&#xff08;\u5c11\u7528&#xff09;<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">tools<\/td>\n<td align=\"left\">list[Callable or BaseTool]<\/td>\n<td align=\"left\">\u8fd9\u4e2aAgent\u53ef\u4ee5\u8c03\u7528\u7684\u5916\u90e8\u5de5\u5177\u5217\u8868<\/td>\n<td align=\"left\">\u5de5\u5177\u5217\u8868<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">generate_content_config<\/td>\n<td align=\"left\">GenerateContentConfig or None<\/td>\n<td align=\"left\">\u63a7\u5236\u6a21\u578b\u751f\u6210\u5185\u5bb9\u65f6\u7684\u4e00\u4e9b\u914d\u7f6e&#xff0c;\u6bd4\u5982\u6700\u5927Token\u6570\u3001\u6e29\u5ea6\u7b49<\/td>\n<td align=\"left\">\u751f\u6210\u8bbe\u7f6e&#xff08;\u9009\u586b&#xff09;<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">disallow_transfer_to_parent<\/td>\n<td align=\"left\">bool<\/td>\n<td align=\"left\">\u7981\u6b62\u628a\u4efb\u52a1\u8f6c\u7ed9\u7236Agent&#xff08;\u9632\u6b62\u6b7b\u5faa\u73af&#xff09;<\/td>\n<td align=\"left\">\u7981\u6b62\u8f6c\u79fb\u5230\u7236\u4ee3\u7406<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">disallow_transfer_to_peers<\/td>\n<td align=\"left\">bool<\/td>\n<td align=\"left\">\u7981\u6b62\u628a\u4efb\u52a1\u8f6c\u7ed9\u540c\u7ea7Agent<\/td>\n<td align=\"left\">\u7981\u6b62\u8f6c\u79fb\u5230\u540c\u7ea7\u4ee3\u7406<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">include_contents<\/td>\n<td align=\"left\">\u2018default\u2019 or \u2018none\u2019<\/td>\n<td align=\"left\">\u662f\u5426\u5728\u63d0\u793a\u4e2d\u5305\u542b\u5386\u53f2\u5bf9\u8bdd\u5185\u5bb9<\/td>\n<td align=\"left\">\u662f\u5426\u5305\u542b\u4e0a\u4e0b\u6587<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">input_schema<\/td>\n<td align=\"left\">pydantic.BaseModel or None<\/td>\n<td align=\"left\">\u9650\u5b9a\u8f93\u5165\u5fc5\u987b\u7b26\u5408\u67d0\u79cd\u7ed3\u6784&#xff08;Pydantic\u6a21\u578b&#xff09;<\/td>\n<td align=\"left\">\u8f93\u5165\u6821\u9a8c\u6a21\u578b<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">output_schema<\/td>\n<td align=\"left\">pydantic.BaseModel or None<\/td>\n<td align=\"left\">\u9650\u5b9a\u8f93\u51fa\u5fc5\u987b\u7b26\u5408\u67d0\u79cd\u7ed3\u6784&#xff08;Pydantic\u6a21\u578b&#xff09;<\/td>\n<td align=\"left\">\u8f93\u51fa\u6821\u9a8c\u6a21\u578b<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">output_key<\/td>\n<td align=\"left\">str or None<\/td>\n<td align=\"left\">\u6307\u5b9a\u6a21\u578b\u8f93\u51fa\u7ed3\u679c\u4e2d\u7684\u54ea\u4e2a\u5b57\u6bb5\u4f5c\u4e3a\u6700\u7ec8\u8f93\u51fa<\/td>\n<td align=\"left\">\u8f93\u51fa\u5b57\u6bb5\u540d<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">planner<\/td>\n<td align=\"left\">BasePlanner or None<\/td>\n<td align=\"left\">\u81ea\u5b9a\u4e49\u8ba1\u5212\u5668&#xff08;\u6bd4\u5982\u52a8\u6001\u89c4\u5212\u6b65\u9aa4&#xff09;<\/td>\n<td align=\"left\">\u89c4\u5212\u5668&#xff08;\u8fdb\u9636\u529f\u80fd&#xff09;<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">code_executor<\/td>\n<td align=\"left\">BaseCodeExecutor or None<\/td>\n<td align=\"left\">\u5141\u8bb8Agent\u6267\u884c\u4ee3\u7801&#xff08;\u5982Python\u6c99\u76d2\u73af\u5883&#xff09;<\/td>\n<td align=\"left\">\u4ee3\u7801\u6267\u884c\u5668&#xff08;\u8fdb\u9636\u529f\u80fd&#xff09;<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">examples<\/td>\n<td align=\"left\">list[Example] or BaseExampleProvider or None<\/td>\n<td align=\"left\">\u793a\u4f8b\u5bf9\u8bdd\u6216\u884c\u4e3a\u793a\u8303&#xff0c;\u5e2e\u52a9\u6a21\u578b\u66f4\u597d\u5b8c\u6210\u4efb\u52a1<\/td>\n<td align=\"left\">\u793a\u4f8b\u6570\u636e<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">before_model_callback<\/td>\n<td align=\"left\">Callable or None<\/td>\n<td align=\"left\">\u5728\u53d1\u9001\u7ed9\u6a21\u578b\u63a8\u7406\u524d&#xff0c;\u4fee\u6539\u8bf7\u6c42\u5185\u5bb9<\/td>\n<td align=\"left\">\u6a21\u578b\u8bf7\u6c42\u524d\u56de\u8c03<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">after_model_callback<\/td>\n<td align=\"left\">Callable or None<\/td>\n<td align=\"left\">\u5728\u6536\u5230\u6a21\u578b\u54cd\u5e94\u540e&#xff0c;\u4fee\u6539\u6216\u5904\u7406\u54cd\u5e94<\/td>\n<td align=\"left\">\u6a21\u578b\u54cd\u5e94\u540e\u56de\u8c03<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">before_tool_callback<\/td>\n<td align=\"left\">Callable or None<\/td>\n<td align=\"left\">\u5728\u8c03\u7528\u5de5\u5177\u524d\u4fee\u6539\u53c2\u6570\u6216\u505a\u62e6\u622a<\/td>\n<td align=\"left\">\u5de5\u5177\u8c03\u7528\u524d\u5904\u7406<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">after_tool_callback<\/td>\n<td align=\"left\">Callable or None<\/td>\n<td align=\"left\">\u5728\u5de5\u5177\u8fd4\u56de\u7ed3\u679c\u540e\u505a\u5904\u7406<\/td>\n<td align=\"left\">\u5de5\u5177\u8c03\u7528\u540e\u5904\u7406<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5176\u4e2d\u56db\u4e2a\u6838\u5fc3\u53c2\u6570&#xff1a;<\/p>\n<ul>\n<li>model \u662f\u5fc5\u987b\u6307\u5b9a\u7684&#xff08;\u4e0d\u6307\u5b9aAgent\u5c31\u4e0d\u4f1a\u5de5\u4f5c&#xff09;<\/li>\n<li>instruction \u548c description \u662f\u63a8\u8350\u586b\u5199\u7684&#xff08;\u5e2e\u52a9\u5927\u6a21\u578b\u66f4\u597d\u7406\u89e3\u81ea\u5df1\u8981\u5e72\u4ec0\u4e48&#xff09;<\/li>\n<li>tools \u662f\u9009\u586b\u7684&#xff08;\u5982\u679c\u9700\u8981\u8c03\u7528\u5916\u90e8API\u3001\u6570\u636e\u5e93\u7b49&#xff0c;\u5c31\u6ce8\u518c\u5de5\u5177&#xff09;<\/li>\n<li>sub_agents \u662f\u9009\u586b\u7684&#xff08;\u9700\u8981\u591aAgent\u534f\u4f5c\u65f6\u518d\u7528&#xff09;<\/li>\n<\/ul>\n<hr \/>\n<ul>\n<li>\u521b\u5efa\u4e00\u4e2a\u7b80\u5355\u7684Agent\u5bf9\u8c61\u65b9\u6cd5\u5982\u4e0b&#xff1a;<\/li>\n<\/ul>\n<p><span class=\"token keyword\">import<\/span> os<br \/>\n<span class=\"token keyword\">import<\/span> asyncio<br \/>\n<span class=\"token keyword\">from<\/span> google<span class=\"token punctuation\">.<\/span>adk<span class=\"token punctuation\">.<\/span>agents <span class=\"token keyword\">import<\/span> Agent<br \/>\n<span class=\"token keyword\">from<\/span> google<span class=\"token punctuation\">.<\/span>adk<span class=\"token punctuation\">.<\/span>models<span class=\"token punctuation\">.<\/span>lite_llm <span class=\"token keyword\">import<\/span> LiteLlm<br \/>\n<span class=\"token keyword\">from<\/span> google<span class=\"token punctuation\">.<\/span>adk<span class=\"token punctuation\">.<\/span>sessions <span class=\"token keyword\">import<\/span> InMemorySessionService<br \/>\n<span class=\"token keyword\">from<\/span> google<span class=\"token punctuation\">.<\/span>adk<span class=\"token punctuation\">.<\/span>runners <span class=\"token keyword\">import<\/span> Runner<br \/>\n<span class=\"token keyword\">from<\/span> google<span class=\"token punctuation\">.<\/span>genai <span class=\"token keyword\">import<\/span> types<\/p>\n<p>OPENAI_API_BASE<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;https:\/\/dashscope.aliyuncs.com\/compatible-mode\/v1&#034;<\/span><br \/>\nOPENAI_API_KEY<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;sk-xxx&#034;<\/span><br \/>\nMODEL<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;deepseek\/deepseek-r1-0528&#034;<\/span><\/p>\n<p>model <span class=\"token operator\">&#061;<\/span> LiteLlm<span class=\"token punctuation\">(<\/span><br \/>\n    model<span class=\"token operator\">&#061;<\/span>MODEL<span class=\"token punctuation\">,<\/span><br \/>\n    api_base<span class=\"token operator\">&#061;<\/span>OPENAI_API_BASE<span class=\"token punctuation\">,<\/span><br \/>\n    api_key<span class=\"token operator\">&#061;<\/span>OPENAI_API_KEY<br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>agent <span class=\"token operator\">&#061;<\/span> Agent<span class=\"token punctuation\">(<\/span><br \/>\n    name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;simple_agent&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    model<span class=\"token operator\">&#061;<\/span>model<span class=\"token punctuation\">,<\/span><br \/>\n    instruction<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u4f60\u662f\u4e00\u4e2a\u4e50\u4e8e\u52a9\u4eba\u7684\u4e2d\u6587\u52a9\u624b\u3002&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898\u3002&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<h3>\u521b\u5efaSession<\/h3>\n<ul>\n<li>\u7d27\u63a5\u7740\u521b\u5efa\u4e00\u4e2aSession\u5bf9\u8c61&#xff0c;\u7528\u4e8e\u4fdd\u5b58Agent\u8fd0\u884c\u8fc7\u7a0b\u4e2d\u7684\u591a\u8f6e\u5bf9\u8bdd\u5185\u5bb9\u3002ADK\u63d0\u4f9b\u4e86\u4e00\u4e2aInMemorySessionService\u7c7b\u3002<\/li>\n<li>\u5176\u6838\u5fc3\u4f5c\u7528\u5982\u4e0b&#xff1a;\n<ul>\n<li>\u4fdd\u5b58\u6bcf\u8f6e\u7528\u6237\u8f93\u5165&#xff08;user messages&#xff09;<\/li>\n<li>\u4fdd\u5b58\u6bcf\u8f6e\u6a21\u578b\u8f93\u51fa&#xff08;assistant messages&#xff09;<\/li>\n<li>\u4fdd\u5b58\u5de5\u5177\u8c03\u7528\u8fc7\u7a0b\u4e2d\u7684\u4e2d\u95f4\u6570\u636e&#xff08;\u5982\u679c\u6709\u5de5\u5177\u7684\u8bdd&#xff09;<\/li>\n<li>\u63d0\u4f9b\u5386\u53f2\u5bf9\u8bdd\u4e0a\u4e0b\u6587&#xff0c;\u8ba9\u6a21\u578b\u80fd\u57fa\u4e8e\u5b8c\u6574\u5bf9\u8bdd\u7ee7\u7eed\u63a8\u7406&#xff0c;\u800c\u4e0d\u662f\u6bcf\u6b21\u90fd\u4ece\u7a7a\u767d\u5f00\u59cb<\/li>\n<\/ul>\n<\/li>\n<li>\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2aInMemorySessionService()\u5b9e\u4f8b\u3002\u5bf9\u8bdd\u7ba1\u7406\u793a\u4f8b\u5b9e\u9645\u4f1a\u5728\u5185\u5b58\u4e2d\u8fdb\u884c\u5386\u53f2\u4f1a\u8bdd\u4fe1\u606f\u7ba1\u7406\u3002\u800c\u5177\u4f53\u7684\u4f1a\u8bdd\u4fe1\u606f\u4f1a\u4fdd\u5b58\u5728.sessions\u5c5e\u6027\u91cc&#xff0c;\u9ed8\u8ba4\u4e3a\u7a7a&#xff1a;<span class=\"token keyword\">from<\/span> google<span class=\"token punctuation\">.<\/span>adk<span class=\"token punctuation\">.<\/span>sessions <span class=\"token keyword\">import<\/span> InMemorySessionService<br \/>\nsession_service <span class=\"token operator\">&#061;<\/span> InMemorySessionService<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>session_service<span class=\"token punctuation\">.<\/span>sessions<span class=\"token punctuation\">)<\/span>\n <\/li>\n<li>\u5728\u6b63\u5f0f\u5f00\u542f\u5bf9\u8bdd\u4e4b\u524d&#xff0c;\u9700\u8981\u521b\u5efa\u4e00\u4e2a\u521d\u59cbsession\u5bf9\u8c61&#xff0c;\u4e3a\u4e86\u533a\u5206\u4e0d\u540c\u7684\u4f1a\u8bdd&#xff0c;\u8be5\u5bf9\u8c61\u9700\u8981\u8bbe\u7f6eAPP\u540d\u79f0\u3001\u7528\u6237ID\u548c\u5bf9\u8bddID&#xff0c;\u65b9\u4fbf\u540e\u7eed\u8fdb\u884c\u67e5\u627e\u548c\u8c03\u7528\u3002<span class=\"token keyword\">from<\/span> google<span class=\"token punctuation\">.<\/span>adk<span class=\"token punctuation\">.<\/span>sessions <span class=\"token keyword\">import<\/span> InMemorySessionService<br \/>\nsession_service <span class=\"token operator\">&#061;<\/span> InMemorySessionService<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\nsession_service<span class=\"token punctuation\">.<\/span>sessions<br \/>\nAPP_NAME <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;test_app&#034;<\/span><br \/>\nUSER_ID <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;user_1&#034;<\/span><br \/>\nSESSION_ID <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;session_001&#034;<\/span><\/p>\n<p>session <span class=\"token operator\">&#061;<\/span> session_service<span class=\"token punctuation\">.<\/span>create_session<span class=\"token punctuation\">(<\/span><br \/>\n    app_name<span class=\"token operator\">&#061;<\/span>APP_NAME<span class=\"token punctuation\">,<\/span><br \/>\n    user_id<span class=\"token operator\">&#061;<\/span>USER_ID<span class=\"token punctuation\">,<\/span><br \/>\n    session_id<span class=\"token operator\">&#061;<\/span>SESSION_ID<br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;Session created: App&#061;&#039;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>APP_NAME<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#039;, User&#061;&#039;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>USER_ID<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#039;, Session&#061;&#039;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>SESSION_ID<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#039;&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span>\n <\/li>\n<li>\u76ee\u524dsession\u5bf9\u8c61\u662f\u7a7a\u7684&#xff0c;\u800c\u5728\u540e\u7eed\u6267\u884c\u8fc7\u7a0b\u4e2d&#xff0c;\u4f34\u968f\u7740\u4e0a\u4e0b\u6587\u751f\u6210\u5668\u5b58\u50a8\u4e86\u66f4\u591a\u7684\u4f1a\u8bdd\u4fe1\u606f&#xff0c;\u4e5f\u53ef\u4ee5\u5c06\u66f4\u591a\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u4fdd\u5b58\u5728session\u4e2d\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f&#xff0c;\u5728\u521b\u5efasession\u5bf9\u8c61\u7684\u540c\u65f6&#xff0c;\u5bf9\u8bdd\u751f\u6210\u5668session_service\u7684.sessions\u4e5f\u53d1\u751f\u4e86\u53d8\u5316&#xff0c;\u5176\u5185\u5bb9\u4e0esession\u57fa\u672c\u4e00\u81f4\u3002<\/li>\n<li>\u9700\u8981\u6ce8\u610f\u7684\u662f&#xff0c;\u5728\u540e\u7eed\u5bf9\u8bdd\u4e2d&#xff0c;\u6211\u4eec\u5b9e\u9645\u4e0a\u662f\u5e26\u5165session_service\u8fdb\u884c\u5bf9\u8bdd&#xff0c;\u5e76\u8bfb\u53d6session_service.sessions\u91cc\u9762\u7684\u5386\u53f2\u5bf9\u8bdd\u4fe1\u606f\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u3002\u8fd9\u91cc\u53ef\u4ee5\u5c06\u5355\u72ec\u521b\u5efa\u7684session\u5bf9\u8c61\u89c6\u4f5c\u4e00\u4e2a\u4e2d\u95f4\u5bf9\u8c61\u6216\u8005\u4e00\u4e2a\u5907\u4efd\u3002<\/li>\n<\/ul>\n<h3>\u521b\u5efa\u667a\u80fd\u4f53\u6267\u884c\u5668&#xff08;Runner&#xff09;<\/h3>\n<ul>\n<li>\u63a5\u4e0b\u6765\u8fdb\u4e00\u6b65\u521b\u5efaRunner\u5bf9\u8c61&#xff0c;Runner \u662f ADK \u4e2d\u771f\u6b63\u8ba9 Agent\u201c\u52a8\u8d77\u6765\u201d\u7684\u5f15\u64ce&#xff0c;\u5176\u6838\u5fc3\u529f\u80fd\u548cAgents SDK\u4e2d\u7684Runner\u7c7b\u4f3c&#xff0c;\u5177\u4f53\u804c\u8d23\u5982\u4e0b&#xff1a;<\/li>\n<\/ul>\n<table>\n<tr>\u804c\u8d23\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">\u4f1a\u8bdd\u7ba1\u7406<\/td>\n<td align=\"left\">\u81ea\u52a8\u8bfb\u53d6\/\u5199\u5165 SessionService&#xff0c;\u7ef4\u62a4\u5386\u53f2<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">Agent\u8c03\u7528<\/td>\n<td align=\"left\">\u8c03\u7528\u6307\u5b9a\u7684 Agent \u5b8c\u6210\u63a8\u7406\u548c\u5de5\u5177\u8c03\u7528<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u8f93\u5165\u8f93\u51fa\u6d41\u8f6c<\/td>\n<td align=\"left\">\u628a\u7528\u6237\u8f93\u5165\u4ea4\u7ed9Agent&#xff0c;\u628aAgent\u8f93\u51fa\u8fd4\u56de<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u6d41\u7a0b\u63a7\u5236<\/td>\n<td align=\"left\">\u652f\u6301\u591a\u8f6e\u5bf9\u8bdd\u3001\u5b50Agent\u59d4\u6258\u3001\u5de5\u5177\u8c03\u7528\u7b49<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u751f\u547d\u5468\u671f\u7ba1\u7406<\/td>\n<td align=\"left\">\u5904\u7406\u6bcf\u4e00\u6b21\u5bf9\u8bdd\u6d41\u7a0b\u7684\u5b8c\u6574\u751f\u547d\u5468\u671f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<ul>\n<li>Runner&#xff1a;Agent\u7684\u7ba1\u7406\u8005&#xff0c;\u8d1f\u8d23\u7ec4\u7ec7\u6bcf\u4e00\u6b21\u5bf9\u8bdd\u4ea4\u4e92\u7684\u5b8c\u6574\u751f\u547d\u5468\u671f\u3002<\/li>\n<\/ul>\n<p>Runner?<\/p>\n<p>Init signature:<br \/>\nRunner<span class=\"token punctuation\">(<\/span><br \/>\n    *,<br \/>\n    app_name: <span class=\"token string\">&#039;str&#039;<\/span>,<br \/>\n    agent: <span class=\"token string\">&#039;BaseAgent&#039;<\/span>,<br \/>\n    artifact_service: <span class=\"token string\">&#039;Optional[BaseArtifactService]&#039;<\/span> <span class=\"token operator\">&#061;<\/span> None,<br \/>\n    session_service: <span class=\"token string\">&#039;BaseSessionService&#039;<\/span>,<br \/>\n    memory_service: <span class=\"token string\">&#039;Optional[BaseMemoryService]&#039;<\/span> <span class=\"token operator\">&#061;<\/span> None,<br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\nDocstring:<br \/>\nThe Runner class is used to run agents.<\/p>\n<p>It manages the execution of an agent within a session, handling message<br \/>\nprocessing, event generation, and interaction with various services like<br \/>\nartifact storage, session management, and memory.<\/p>\n<p>Attributes:<br \/>\n    app_name: The application name of the runner.<br \/>\n    agent: The root agent to run.<br \/>\n    artifact_service: The artifact <span class=\"token function\">service<\/span> <span class=\"token keyword\">for<\/span> the runner.<br \/>\n    session_service: The session <span class=\"token function\">service<\/span> <span class=\"token keyword\">for<\/span> the runner.<br \/>\n    memory_service: The memory <span class=\"token function\">service<\/span> <span class=\"token keyword\">for<\/span> the runner.<br \/>\nInit docstring:<br \/>\nInitializes the Runner.<\/p>\n<p>Args:<br \/>\n    app_name: The application name of the runner.<br \/>\n    agent: The root agent to run.<br \/>\n    artifact_service: The artifact <span class=\"token function\">service<\/span> <span class=\"token keyword\">for<\/span> the runner.<br \/>\n    session_service: The session <span class=\"token function\">service<\/span> <span class=\"token keyword\">for<\/span> the runner.<br \/>\n    memory_service: The memory <span class=\"token function\">service<\/span> <span class=\"token keyword\">for<\/span> the runner.<br \/>\nFile:           c:<span class=\"token punctuation\">\\\\<\/span>programdata<span class=\"token punctuation\">\\\\<\/span>anaconda3<span class=\"token punctuation\">\\\\<\/span>envs<span class=\"token punctuation\">\\\\<\/span>jupyter_env<span class=\"token punctuation\">\\\\<\/span>lib<span class=\"token punctuation\">\\\\<\/span>site-packages<span class=\"token punctuation\">\\\\<\/span>google<span class=\"token punctuation\">\\\\<\/span>adk<span class=\"token punctuation\">\\\\<\/span>runners.py<br \/>\nType:           <span class=\"token builtin class-name\">type<\/span><br \/>\nSubclasses:     InMemoryRunner<\/p>\n<p>\u5176\u6838\u5fc3\u53c2\u6570\u89e3\u91ca\u5982\u4e0b&#xff1a;<\/p>\n<table>\n<tr>\u53c2\u6570\u540d\u7c7b\u578b\u8bf4\u660e\u4e2d\u6587\u7ffb\u8bd1<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">app_name<\/td>\n<td align=\"left\">str<\/td>\n<td align=\"left\">\u5e94\u7528\u7a0b\u5e8f\u7684\u540d\u79f0&#xff0c;\u7528\u4e8e\u6807\u8bc6\u4e0d\u540c\u7684\u5e94\u7528\u5b9e\u4f8b<\/td>\n<td align=\"left\">\u5e94\u7528\u540d\u79f0<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">agent<\/td>\n<td align=\"left\">BaseAgent<\/td>\n<td align=\"left\">\u8981\u8fd0\u884c\u7684\u6839 Agent&#xff0c;\u8d1f\u8d23\u6267\u884c\u5b9e\u9645\u7684\u4efb\u52a1\u548c\u63a8\u7406<\/td>\n<td align=\"left\">\u8981\u8fd0\u884c\u7684\u4e3b\u4ee3\u7406<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">artifact_service<\/td>\n<td align=\"left\">Optional[BaseArtifactService]<\/td>\n<td align=\"left\">\u53ef\u9009\u7684\u6587\u4ef6\u5b58\u50a8\u670d\u52a1&#xff0c;\u7528\u4e8e\u5904\u7406\u751f\u6210\u7684\u5de5\u4ef6&#xff08;\u5982\u6587\u4ef6\u3001\u6a21\u578b&#xff09;<\/td>\n<td align=\"left\">\u6587\u4ef6\u5b58\u50a8\u670d\u52a1&#xff08;\u53ef\u9009&#xff09;<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">session_service<\/td>\n<td align=\"left\">BaseSessionService<\/td>\n<td align=\"left\">\u5fc5\u9700\u7684\u4f1a\u8bdd\u670d\u52a1&#xff0c;\u7528\u4e8e\u7ba1\u7406\u548c\u7ef4\u62a4\u5bf9\u8bdd\u5386\u53f2<\/td>\n<td align=\"left\">\u4f1a\u8bdd\u670d\u52a1&#xff08;\u5fc5\u987b&#xff09;<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">memory_service<\/td>\n<td align=\"left\">Optional[BaseMemoryService]<\/td>\n<td align=\"left\">\u53ef\u9009\u7684\u5185\u5b58\u670d\u52a1&#xff0c;\u7528\u4e8e\u957f\u671f\u548c\u77ed\u671f\u8bb0\u5fc6\u7ba1\u7406<\/td>\n<td align=\"left\">\u5185\u5b58\u670d\u52a1&#xff08;\u53ef\u9009&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<ul>\n<li>Runner\u7c7b\u6709\u4e2a\u76f4\u89c2\u91cd\u8981\u7684\u65b9\u6cd5&#xff1a;Runner.run_asyncb<\/li>\n<\/ul>\n<p>Signature:<br \/>\nRunner.run_async<span class=\"token punctuation\">(<\/span><br \/>\n    self,<br \/>\n    *,<br \/>\n    user_id: <span class=\"token string\">&#039;str&#039;<\/span>,<br \/>\n    session_id: <span class=\"token string\">&#039;str&#039;<\/span>,<br \/>\n    new_message: <span class=\"token string\">&#039;types.Content&#039;<\/span>,<br \/>\n    state_delta: <span class=\"token string\">&#039;Optional[dict[str, Any]]&#039;<\/span> <span class=\"token operator\">&#061;<\/span> None,<br \/>\n    run_config: <span class=\"token string\">&#039;RunConfig&#039;<\/span> <span class=\"token operator\">&#061;<\/span> RunConfig<span class=\"token punctuation\">(<\/span>speech_config<span class=\"token operator\">&#061;<\/span>None, <span class=\"token assign-left variable\">response_modalities<\/span><span class=\"token operator\">&#061;<\/span>None, <span class=\"token assign-left variable\">save_input_blobs_as_artifacts<\/span><span class=\"token operator\">&#061;<\/span>False, <span class=\"token assign-left variable\">support_cfc<\/span><span class=\"token operator\">&#061;<\/span>False, <span class=\"token assign-left variable\">streaming_mode<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token operator\">&lt;<\/span>StreamingMode.NONE: None<span class=\"token operator\">&gt;<\/span>, <span class=\"token assign-left variable\">output_audio_transcription<\/span><span class=\"token operator\">&#061;<\/span>None, <span class=\"token assign-left variable\">input_audio_transcription<\/span><span class=\"token operator\">&#061;<\/span>None, <span class=\"token assign-left variable\">realtime_input_config<\/span><span class=\"token operator\">&#061;<\/span>None, <span class=\"token assign-left variable\">enable_affective_dialog<\/span><span class=\"token operator\">&#061;<\/span>None, <span class=\"token assign-left variable\">proactivity<\/span><span class=\"token operator\">&#061;<\/span>None, <span class=\"token assign-left variable\">session_resumption<\/span><span class=\"token operator\">&#061;<\/span>None, <span class=\"token assign-left variable\">max_llm_calls<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token number\">500<\/span><span class=\"token punctuation\">)<\/span>,<br \/>\n<span class=\"token punctuation\">)<\/span> &#8211;<span class=\"token operator\">&gt;<\/span> <span class=\"token string\">&#039;AsyncGenerator[Event, None]&#039;<\/span><br \/>\nDocstring:<br \/>\nMain entry method to run the agent <span class=\"token keyword\">in<\/span> this runner.<\/p>\n<p>Args:<br \/>\n  user_id: The user ID of the session.<br \/>\n  session_id: The session ID of the session.<br \/>\n  new_message: A new message to append to the session.<br \/>\n  run_config: The run config <span class=\"token keyword\">for<\/span> the agent.<\/p>\n<p>Yields:<br \/>\n  The events generated by the agent.<br \/>\nFile:      c:<span class=\"token punctuation\">\\\\<\/span>users<span class=\"token punctuation\">\\\\<\/span>kongyue<span class=\"token punctuation\">\\\\<\/span>.conda<span class=\"token punctuation\">\\\\<\/span>envs<span class=\"token punctuation\">\\\\<\/span>langchain_stu<span class=\"token punctuation\">\\\\<\/span>lib<span class=\"token punctuation\">\\\\<\/span>site-packages<span class=\"token punctuation\">\\\\<\/span>google<span class=\"token punctuation\">\\\\<\/span>adk<span class=\"token punctuation\">\\\\<\/span>runners.py<br \/>\nType:      <span class=\"token keyword\">function<\/span><\/p>\n<hr \/>\n<ul>\n<li>runner.run_async \u662f Runner \u7c7b\u7684\u6838\u5fc3\u65b9\u6cd5\u4e4b\u4e00&#xff0c;\u7528\u4e8e\u4ee5\u5f02\u6b65\u65b9\u5f0f\u6267\u884c Agent \u7684\u4efb\u52a1\u3002\u8fd9\u4e2a\u65b9\u6cd5\u63a5\u6536\u7528\u6237\u8f93\u5165\u7684\u6d88\u606f&#xff0c;\u5e76\u5c06\u5176\u6dfb\u52a0\u5230\u4f1a\u8bdd\u4e2d&#xff0c;\u968f\u540e\u542f\u52a8 Agent \u6765\u5904\u7406\u8be5\u6d88\u606f&#xff0c;\u5e76\u751f\u6210\u4e00\u7cfb\u5217\u7684\u4e8b\u4ef6&#xff08;Event&#xff09;\u3002<\/li>\n<\/ul>\n<p>\u5177\u4f53\u53c2\u6570\u89e3\u91ca\u5982\u4e0b&#xff1a;<\/p>\n<li>\n<p>user_id (str):<\/p>\n<ul>\n<li>\u8be5\u53c2\u6570\u8868\u793a\u7528\u6237\u7684\u552f\u4e00\u6807\u8bc6&#xff0c;\u7528\u4e8e\u6807\u8bb0\u5f53\u524d\u4f1a\u8bdd\u662f\u5c5e\u4e8e\u54ea\u4e2a\u7528\u6237\u7684\u3002\u6bcf\u4e2a\u7528\u6237\u53ef\u4ee5\u6709\u591a\u4e2a\u4f1a\u8bdd\u5b9e\u4f8b\u3002<\/li>\n<li>\u793a\u4f8b&#xff1a;user_id&#061;&#034;user_123&#034;<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>session_id (str):<\/p>\n<ul>\n<li>\u8be5\u53c2\u6570\u8868\u793a\u4f1a\u8bdd\u7684\u552f\u4e00\u6807\u8bc6&#xff0c;\u7528\u4e8e\u533a\u5206\u4e0d\u540c\u7528\u6237\u6216\u540c\u4e00\u7528\u6237\u7684\u4e0d\u540c\u5bf9\u8bdd\u4f1a\u8bdd\u3002\u6bcf\u6b21\u521b\u5efa\u4f1a\u8bdd\u65f6&#xff0c;\u90fd\u4f1a\u4e3a\u5176\u5206\u914d\u4e00\u4e2a\u552f\u4e00\u7684 session_id\u3002<\/li>\n<li>\u793a\u4f8b&#xff1a;session_id&#061;&#034;session_456&#034;<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>new_message (types.Content):<\/p>\n<ul>\n<li>\u8fd9\u662f ADK \u4e2d\u7684\u4e00\u4e2a\u6838\u5fc3\u5bf9\u8c61&#xff0c;\u8868\u793a\u4f20\u9012\u7ed9 Agent \u7684\u65b0\u6d88\u606f\u3002types.Content \u662f\u4e00\u4e2a\u5305\u542b\u4e86\u6d88\u606f\u7684\u5177\u4f53\u5185\u5bb9\u7684\u5bf9\u8c61&#xff0c;\u901a\u5e38\u5b83\u5305\u542b role&#xff08;\u89d2\u8272&#xff09;\u3001text&#xff08;\u6d88\u606f\u6587\u672c&#xff09;\u7b49\u5b57\u6bb5\u3002<\/li>\n<li>\u793a\u4f8b&#xff1a;new_message&#061;types.Content(role&#061;&#034;user&#034;, parts&#061;[types.Part(text&#061;&#034;\u4eca\u5929\u5929\u6c14\u5982\u4f55&#xff1f;&#034;)])<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>run_config (RunConfig, \u53ef\u9009):<\/p>\n<ul>\n<li>\u8fd9\u662f\u4e00\u4e2a\u914d\u7f6e\u5bf9\u8c61&#xff0c;\u7528\u4e8e\u5b9a\u5236\u6267\u884c\u65f6\u7684\u53c2\u6570\u8bbe\u7f6e\u3002\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u8bbe\u7f6e\u4e00\u4e9b\u5982\u8bed\u97f3\u914d\u7f6e\u3001\u54cd\u5e94\u65b9\u5f0f\u3001\u6700\u5927\u6a21\u578b\u8c03\u7528\u6b21\u6570\u7b49\u53c2\u6570\u3002\u5176\u9ed8\u8ba4\u503c\u4e3a RunConfig()&#xff0c;\u8fd9\u662f\u4e00\u4e2a\u5185\u7f6e\u7684\u9ed8\u8ba4\u914d\u7f6e\u7c7b\u3002<\/li>\n<\/ul>\n<p>RunConfig \u7684\u6838\u5fc3\u5b57\u6bb5\u89e3\u91ca&#xff1a;<\/p>\n<ul>\n<li>speech_config: \u7528\u4e8e\u914d\u7f6e\u8bed\u97f3\u8bc6\u522b\u548c\u8bed\u97f3\u8f93\u51fa\u7684\u76f8\u5173\u8bbe\u7f6e&#xff08;\u4f8b\u5982\u8bed\u97f3\u8f6c\u6587\u672c\u3001\u8bed\u97f3\u8f93\u51fa\u7b49&#xff09;\u3002\u901a\u5e38\u4e0e\u8bed\u97f3\u52a9\u624b\u76f8\u5173\u3002<\/li>\n<li>response_modalities: \u914d\u7f6e\u54cd\u5e94\u7684\u65b9\u5f0f&#xff0c;\u4f8b\u5982&#xff0c;\u8fd4\u56de\u6587\u672c\u3001\u8bed\u97f3\u7b49\u3002<\/li>\n<li>save_input_blobs_as_artifacts: \u662f\u5426\u5c06\u8f93\u5165\u6587\u4ef6\u4fdd\u5b58\u4e3a\u5de5\u4ef6&#xff08;\u4f8b\u5982&#xff0c;\u5c06\u7528\u6237\u4e0a\u4f20\u7684\u56fe\u7247\u4fdd\u5b58\u4e3a\u6587\u4ef6\u4ee5\u4f9b\u540e\u7eed\u5904\u7406&#xff09;\u3002\u9ed8\u8ba4\u503c\u4e3a False\u3002<\/li>\n<li>support_cfc: \u662f\u5426\u652f\u6301 CFC&#xff08;Custom Function Calling&#xff09;&#xff0c;\u5373\u662f\u5426\u5141\u8bb8 Agent \u8c03\u7528\u81ea\u5b9a\u4e49\u51fd\u6570\u3002<\/li>\n<li>streaming_mode: \u8bbe\u7f6e\u6d41\u6a21\u5f0f&#xff08;\u4f8b\u5982\u662f\u5426\u5f00\u542f\u6d41\u5f0f\u8f93\u51fa&#xff09;&#xff0c;\u7528\u4e8e\u5904\u7406\u957f\u65f6\u95f4\u751f\u6210\u7684\u54cd\u5e94\u3002<\/li>\n<li>output_audio_transcription: \u914d\u7f6e\u8f93\u51fa\u7684\u97f3\u9891\u8f6c\u5f55\u8bbe\u7f6e&#xff08;\u5982\u679c\u652f\u6301\u8bed\u97f3\u8f93\u51fa&#xff09;\u3002<\/li>\n<li>max_llm_calls: \u914d\u7f6e\u5728\u4e00\u6b21\u4f1a\u8bdd\u4e2d\u6700\u5927\u53ef\u4ee5\u8c03\u7528 LLM&#xff08;\u5927\u8bed\u8a00\u6a21\u578b&#xff09;\u6b21\u6570\u7684\u4e0a\u9650\u3002\u9ed8\u8ba4\u503c\u4e3a 500\u3002<\/li>\n<\/ul>\n<\/li>\n<hr \/>\n<p><span class=\"token keyword\">import<\/span> asyncio<br \/>\n<span class=\"token keyword\">from<\/span> google<span class=\"token punctuation\">.<\/span>adk<span class=\"token punctuation\">.<\/span>agents <span class=\"token keyword\">import<\/span> Agent<br \/>\n<span class=\"token keyword\">from<\/span> google<span class=\"token punctuation\">.<\/span>adk<span class=\"token punctuation\">.<\/span>models<span class=\"token punctuation\">.<\/span>lite_llm <span class=\"token keyword\">import<\/span> LiteLlm<br \/>\n<span class=\"token keyword\">from<\/span> google<span class=\"token punctuation\">.<\/span>adk<span class=\"token punctuation\">.<\/span>sessions <span class=\"token keyword\">import<\/span> InMemorySessionService<br \/>\n<span class=\"token keyword\">from<\/span> google<span class=\"token punctuation\">.<\/span>adk<span class=\"token punctuation\">.<\/span>runners <span class=\"token keyword\">import<\/span> Runner<br \/>\n<span class=\"token keyword\">from<\/span> google<span class=\"token punctuation\">.<\/span>genai <span class=\"token keyword\">import<\/span> types<\/p>\n<p>OPENAI_API_BASE<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;https:\/\/dashscope.aliyuncs.com\/compatible-mode\/v1&#034;<\/span><br \/>\nOPENAI_API_KEY<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;sk-xxx&#034;<\/span><br \/>\nMODEL<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;deepseek\/deepseek-r1-0528&#034;<\/span><\/p>\n<p>model <span class=\"token operator\">&#061;<\/span> LiteLlm<span class=\"token punctuation\">(<\/span><br \/>\n    model<span class=\"token operator\">&#061;<\/span>MODEL<span class=\"token punctuation\">,<\/span><br \/>\n    api_base<span class=\"token operator\">&#061;<\/span>OPENAI_API_BASE<span class=\"token punctuation\">,<\/span><br \/>\n    api_key<span class=\"token operator\">&#061;<\/span>OPENAI_API_KEY<br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>agent <span class=\"token operator\">&#061;<\/span> Agent<span class=\"token punctuation\">(<\/span><br \/>\n    name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;simple_agent&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    model<span class=\"token operator\">&#061;<\/span>model<span class=\"token punctuation\">,<\/span><br \/>\n    instruction<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u4f60\u662f\u4e00\u4e2a\u4e50\u4e8e\u52a9\u4eba\u7684\u4e2d\u6587\u52a9\u624b\u3002&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    description<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898\u3002&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>session_service <span class=\"token operator\">&#061;<\/span> InMemorySessionService<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\nsession_service<span class=\"token punctuation\">.<\/span>sessions<br \/>\nAPP_NAME <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;test_app&#034;<\/span><br \/>\nUSER_ID <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;user_1&#034;<\/span><br \/>\nSESSION_ID <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;session_001&#034;<\/span><\/p>\n<p>session <span class=\"token operator\">&#061;<\/span><span class=\"token keyword\">await<\/span> session_service<span class=\"token punctuation\">.<\/span>create_session<span class=\"token punctuation\">(<\/span><br \/>\n    app_name<span class=\"token operator\">&#061;<\/span>APP_NAME<span class=\"token punctuation\">,<\/span><br \/>\n    user_id<span class=\"token operator\">&#061;<\/span>USER_ID<span class=\"token punctuation\">,<\/span><br \/>\n    session_id<span class=\"token operator\">&#061;<\/span>SESSION_ID<br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>runner <span class=\"token operator\">&#061;<\/span> Runner<span class=\"token punctuation\">(<\/span><br \/>\n    agent<span class=\"token operator\">&#061;<\/span>agent<span class=\"token punctuation\">,<\/span> <span class=\"token comment\"># The agent we want to run<\/span><br \/>\n    app_name<span class=\"token operator\">&#061;<\/span>APP_NAME<span class=\"token punctuation\">,<\/span> <span class=\"token comment\"># Associates runs with our app<\/span><br \/>\n    session_service<span class=\"token operator\">&#061;<\/span>session_service <span class=\"token comment\"># Uses our session manager<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;Runner created for agent &#039;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>runner<span class=\"token punctuation\">.<\/span>agent<span class=\"token punctuation\">.<\/span>name<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#039;.&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>Runner created <span class=\"token keyword\">for<\/span> agent <span class=\"token string\">&#039;simple_agent&#039;<\/span><span class=\"token builtin class-name\">.<\/span><\/p>\n<h3>\u6267\u884c\u5bf9\u8bdd<\/h3>\n<ul>\n<li>\u63a5\u4e0b\u6765\u521b\u5efacall_agent_async\u7684\u51fd\u6570\u6765\u83b7\u5f97Agent\u54cd\u5e94&#xff0c;\u5176\u4ee3\u7801\u5982\u4e0b&#xff1a;<\/li>\n<\/ul>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">call_agent_async<\/span><span class=\"token punctuation\">(<\/span>query<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> runner<span class=\"token punctuation\">,<\/span> user_id<span class=\"token punctuation\">,<\/span> session_id<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5c06\u67e5\u8be2\u53d1\u9001\u7ed9\u4ee3\u7406\u5e76\u6253\u5370\u6700\u7ec8\u54cd\u5e94\u3002&#034;&#034;&#034;<\/span><br \/>\n  <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\\\\n&gt;&gt;&gt; User Query: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>query<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>  <span class=\"token comment\"># \u51c6\u5907\u7528\u6237\u7684ADK\u683c\u5f0f\u6d88\u606f<\/span><br \/>\n  content <span class=\"token operator\">&#061;<\/span> types<span class=\"token punctuation\">.<\/span>Content<span class=\"token punctuation\">(<\/span>role<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;user&#039;<\/span><span class=\"token punctuation\">,<\/span> parts<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span>types<span class=\"token punctuation\">.<\/span>Part<span class=\"token punctuation\">(<\/span>text<span class=\"token operator\">&#061;<\/span>query<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>  final_response_text <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\u4ee3\u7406\u672a\u751f\u6210\u6700\u7ec8\u54cd\u5e94\u3002&#034;<\/span>  <span class=\"token comment\"># \u9ed8\u8ba4\u503c<\/span><\/p>\n<p>  <span class=\"token comment\"># \u5173\u952e\u6982\u5ff5&#xff1a;run_async\u6267\u884c\u4ee3\u7406\u903b\u8f91\u5e76\u751f\u6210\u4e8b\u4ef6\u3002<\/span><br \/>\n  <span class=\"token comment\"># \u904d\u5386\u4e8b\u4ef6\u4ee5\u627e\u5230\u6700\u7ec8\u7b54\u6848\u3002<\/span><br \/>\n  <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">for<\/span> event <span class=\"token keyword\">in<\/span> runner<span class=\"token punctuation\">.<\/span>run_async<span class=\"token punctuation\">(<\/span>user_id<span class=\"token operator\">&#061;<\/span>user_id<span class=\"token punctuation\">,<\/span> session_id<span class=\"token operator\">&#061;<\/span>session_id<span class=\"token punctuation\">,<\/span> new_message<span class=\"token operator\">&#061;<\/span>content<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token comment\"># \u60a8\u53ef\u4ee5\u53d6\u6d88\u4e0b\u9762\u4e00\u884c\u7684\u6ce8\u91ca\u4ee5\u5728\u6267\u884c\u671f\u95f4\u67e5\u770b*\u6240\u6709*\u4e8b\u4ef6<\/span><br \/>\n      <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;  [Event] \u4f5c\u8005: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>event<span class=\"token punctuation\">.<\/span>author<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">, \u7c7b\u578b: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">type<\/span><span class=\"token punctuation\">(<\/span>event<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>__name__<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">, \u6700\u7ec8: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>event<span class=\"token punctuation\">.<\/span>is_final_response<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">, \u5185\u5bb9: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>event<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>      <span class=\"token comment\"># \u5173\u952e\u6982\u5ff5&#xff1a;is_final_response()\u6807\u8bb0\u8be5\u56de\u5408\u7684\u7ed3\u675f\u6d88\u606f\u3002<\/span><br \/>\n      <span class=\"token keyword\">if<\/span> event<span class=\"token punctuation\">.<\/span>is_final_response<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n          <span class=\"token keyword\">if<\/span> event<span class=\"token punctuation\">.<\/span>content <span class=\"token keyword\">and<\/span> event<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">.<\/span>parts<span class=\"token punctuation\">:<\/span><br \/>\n             <span class=\"token comment\"># \u5047\u8bbe\u6587\u672c\u54cd\u5e94\u5728\u7b2c\u4e00\u90e8\u5206\u4e2d<\/span><br \/>\n             final_response_text <span class=\"token operator\">&#061;<\/span> event<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">.<\/span>parts<span class=\"token punctuation\">.<\/span>text<br \/>\n          <span class=\"token keyword\">elif<\/span> event<span class=\"token punctuation\">.<\/span>actions <span class=\"token keyword\">and<\/span> event<span class=\"token punctuation\">.<\/span>actions<span class=\"token punctuation\">.<\/span>escalate<span class=\"token punctuation\">:<\/span>  <span class=\"token comment\"># \u5904\u7406\u6f5c\u5728\u7684\u9519\u8bef\/\u5347\u7ea7<\/span><br \/>\n             final_response_text <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u4ee3\u7406\u5df2\u5347\u7ea7: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>event<span class=\"token punctuation\">.<\/span>error_message <span class=\"token keyword\">or<\/span> <span class=\"token string\">&#039;\u6ca1\u6709\u5177\u4f53\u6d88\u606f\u3002&#039;<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><br \/>\n          <span class=\"token comment\"># \u5982\u679c\u9700\u8981\u53ef\u4ee5\u6dfb\u52a0\u66f4\u591a\u68c0\u67e5&#xff08;\u4f8b\u5982\u7279\u5b9a\u9519\u8bef\u4ee3\u7801&#xff09;<\/span><br \/>\n          <span class=\"token keyword\">break<\/span>  <span class=\"token comment\"># \u4e00\u65e6\u627e\u5230\u6700\u7ec8\u54cd\u5e94\u5c31\u505c\u6b62\u5904\u7406\u4e8b\u4ef6<\/span><\/p>\n<p>  <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&lt;&lt;&lt; Agent Response: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>final_response_text<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8fd9\u6bb5\u4ee3\u7801\u5b9a\u4e49call_agent_async \u5f02\u6b65\u51fd\u6570&#xff0c;\u7528\u6765&#xff1a;<\/p>\n<li>\u63a5\u6536\u7528\u6237\u7684\u67e5\u8be2&#xff08;query&#xff09;<\/li>\n<li>\u8c03\u7528 Agent \u6267\u884c\u63a8\u7406<\/li>\n<li>\u83b7\u53d6\u5e76\u8fd4\u56de\u6700\u7ec8\u7684 Agent \u56de\u590d<\/li>\n<hr \/>\n<p>\u5176\u6838\u5fc3\u8fd0\u884c\u6d41\u7a0b\u662f&#xff1a;<\/p>\n<ul>\n<li>\u5c06\u7528\u6237\u67e5\u8be2\u8f6c\u6362\u4e3a ADK \u9700\u8981\u7684\u683c\u5f0f<\/li>\n<li>\u901a\u8fc7 runner.run_async() \u8fd0\u884c Agent<\/li>\n<li>\u901a\u8fc7 \u4e8b\u4ef6\u9a71\u52a8\u673a\u5236 \u83b7\u53d6\u548c\u5904\u7406\u6bcf\u4e00\u8f6e\u7684\u6d88\u606f\u3001\u5de5\u5177\u8c03\u7528\u3001\u56de\u590d<\/li>\n<li>\u5f53 \u6700\u7ec8\u54cd\u5e94 \u5230\u8fbe\u65f6&#xff0c;\u505c\u6b62\u5faa\u73af\u5e76\u8fd4\u56de Agent \u7684\u6700\u7ec8\u56de\u7b54\u3002<\/li>\n<\/ul>\n<p>\u6ce8\u610f&#xff1a;<\/p>\n<ul>\n<li>\u4e3a\u4ec0\u4e48\u8981\u5b9a\u4e49\u8fd9\u4e2a\u8f85\u52a9\u51fd\u6570&#xff1f;\u5728\u8fd9\u6bb5\u4ee3\u7801\u4e2d&#xff0c;\u6211\u4eec\u901a\u8fc7 call_agent_async \u8fd9\u4e2a\u8f85\u52a9\u51fd\u6570\u6765\u5b9e\u73b0\u4e0e Agent \u7684\u4ea4\u4e92\u3002\u5b83\u7684\u4f5c\u7528\u4e0d\u4ec5\u662f\u7b80\u5355\u5730\u7ed9\u7528\u6237\u56de\u590d\u7b54\u6848&#xff0c;\u800c\u662f\u901a\u8fc7 \u4e8b\u4ef6\u9a71\u52a8 \u673a\u5236&#xff0c;\u6765\u5904\u7406\u4e0e Agent \u7684\u590d\u6742\u4ea4\u4e92\u548c\u72b6\u6001\u7ba1\u7406\u3002<\/li>\n<li>\u4e3a\u4ec0\u4e48\u4e0d\u76f4\u63a5\u8c03\u7528 runner.run_async&#xff1f;\u5176\u5b9e\u662f\u4e3a\u4e86\u80fd\u591f\u66f4\u65b9\u4fbf\u5730\u5904\u7406\u548c\u76d1\u63a7\u6574\u4e2a\u8fc7\u7a0b&#xff0c;\u5c24\u5176\u662f\u5728\u591a\u8f6e\u5bf9\u8bdd\u6216\u590d\u6742\u4ea4\u4e92\u4e2d\u3002\u5c06\u8fd9\u4e9b\u590d\u6742\u903b\u8f91\u5c01\u88c5\u5230\u4e00\u4e2a\u51fd\u6570\u91cc&#xff0c;\u4f7f\u5f97\u4ee3\u7801\u66f4\u52a0\u6e05\u6670\u3001\u53ef\u7ef4\u62a4&#xff0c;\u5e76\u4e14\u5bb9\u6613\u6269\u5c55\u3002<\/li>\n<li>\u4e5f\u5c31\u662f\u8bf4&#xff0c;\u53ef\u4ee5\u628acall_agent_async \u60f3\u8c61\u6210\u4e00\u4e2a\u7ba1\u63a7\u5668&#xff0c;\u5b83\u8d1f\u8d23\u7ba1\u7406\u8fd9\u4e2a\u5f02\u6b65\u5bf9\u8bdd\u7684\u8fc7\u7a0b&#xff0c;\u5e76\u786e\u4fdd\u6bcf\u4e00\u90e8\u5206\u987a\u5229\u5b8c\u6210\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u5f88\u590d\u6742&#xff0c;\u56e0\u4e3a&#xff1a;\n<ul>\n<li>\u5b83\u4e0d\u662f\u4e00\u6b21\u6027\u4efb\u52a1&#xff0c;\u53ef\u80fd\u6d89\u53ca\u591a\u6b65\u63a8\u7406\u3001\u5916\u90e8\u5de5\u5177\u8c03\u7528\u3001\u9519\u8bef\u5904\u7406\u7b49\u73af\u8282\u3002<\/li>\n<li>\u9700\u8981\u9010\u6b65\u76d1\u63a7\u6bcf\u4e00\u4e2a\u4e8b\u4ef6&#xff08;\u53ef\u80fd\u6709\u5f88\u591a\u4e2d\u95f4\u72b6\u6001\u3001\u5de5\u5177\u8c03\u7528\u7b49&#xff09;\u3002<\/li>\n<li>\u53ea\u6709\u5f53\u6240\u6709\u6b65\u9aa4\u5b8c\u6210&#xff0c;\u6700\u7ec8\u7684\u6a21\u578b\u56de\u590d\u624d\u7b97\u201c\u6700\u7ec8\u56de\u5e94\u201d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><span class=\"token operator\">&gt;&gt;<\/span><span class=\"token operator\">&gt;<\/span> User Query: \u4f60\u597d&#xff0c;\u6211\u53eb\u9648\u660e&#xff0c;\u597d\u4e45\u4e0d\u89c1&#xff01;<br \/>\n  <span class=\"token punctuation\">[<\/span>Event<span class=\"token punctuation\">]<\/span> \u4f5c\u8005: simple_agent, \u7c7b\u578b: Event, \u6700\u7ec8: True, \u5185\u5bb9: <span class=\"token assign-left variable\">parts<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span>Part<span class=\"token punctuation\">(<\/span><br \/>\n  <span class=\"token assign-left variable\">text<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;\u9648\u660e\u5148\u751f\u60a8\u597d&#xff01;\u5f88\u9ad8\u5174\u8ba4\u8bc6\u60a8&#xff01;\u867d\u7136\u6211\u4eec\u53ef\u80fd\u662f\u521d\u6b21\u5bf9\u8bdd&#xff0c;\u4f46\u5f88\u4e50\u610f\u4e3a\u60a8\u63d0\u4f9b\u5e2e\u52a9\u3002\u8bf7\u95ee\u4eca\u5929\u6709\u4ec0\u4e48\u95ee\u9898\u9700\u8981\u89e3\u7b54&#xff0c;\u6216\u662f\u6709\u4ec0\u4e48\u6211\u53ef\u4ee5\u4e3a\u60a8\u505a\u7684\u5417&#xff1f;&#x1f60a;&#039;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token assign-left variable\">role<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;model&#039;<\/span><br \/>\n<span class=\"token operator\">&lt;&lt;&lt;<\/span> Agent Response: \u9648\u660e\u5148\u751f\u60a8\u597d&#xff01;\u5f88\u9ad8\u5174\u8ba4\u8bc6\u60a8&#xff01;\u867d\u7136\u6211\u4eec\u53ef\u80fd\u662f\u521d\u6b21\u5bf9\u8bdd&#xff0c;\u4f46\u5f88\u4e50\u610f\u4e3a\u60a8\u63d0\u4f9b\u5e2e\u52a9\u3002\u8bf7\u95ee\u4eca\u5929\u6709\u4ec0\u4e48\u95ee\u9898\u9700\u8981\u89e3\u7b54&#xff0c;\u6216\u662f\u6709\u4ec0\u4e48\u6211\u53ef\u4ee5\u4e3a\u60a8\u505a\u7684\u5417&#xff1f;&#x1f60a;<\/p>\n<hr \/>\n<ul>\n<li>Author&#xff1a;simple_agent \u2014 \u8fd9\u4e2a\u4e8b\u4ef6\u662f\u7531 simple_agent \u53d1\u51fa\u7684&#xff0c;\u8868\u793a\u5f53\u524d\u54cd\u5e94\u6765\u81ea\u4e8e\u6211\u4eec\u5b9a\u4e49\u7684Agent\u3002<\/li>\n<li>Type&#xff1a;Event \u2014 \u8868\u660e\u8fd9\u662f\u4e00\u4e2a\u4e8b\u4ef6\u5bf9\u8c61&#xff0c;\u8868\u793a\u67d0\u4e2a\u72b6\u6001\u53d1\u751f\u3002<\/li>\n<li>Final&#xff1a;True \u2014 True 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