{"id":106870,"date":"2026-09-18T13:00:50","date_gmt":"2026-09-18T05:00:50","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/106870.html"},"modified":"2026-09-18T13:00:50","modified_gmt":"2026-09-18T05:00:50","slug":"%e7%94%a8-opik-%e8%ae%b0%e5%bd%95%e5%92%8c%e5%88%86%e6%9e%90%e5%a4%9a%e8%bd%ae%e5%af%b9%e8%af%9d%ef%bc%9athreads-%e5%ae%8c%e5%85%a8%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/106870.html","title":{"rendered":"\u7528 Opik \u8bb0\u5f55\u548c\u5206\u6790\u591a\u8f6e\u5bf9\u8bdd\uff1aThreads \u5b8c\u5168\u6307\u5357"},"content":{"rendered":"<h2><\/h2>\n<p>\u5982\u679c\u4f60\u6b63\u5728\u5f00\u53d1\u804a\u5929\u673a\u5668\u4eba\u6216\u5bf9\u8bdd\u5f0f AI \u5e94\u7528&#xff0c;\u4e00\u5b9a\u4f1a\u9047\u5230\u4e00\u4e2a\u68d8\u624b\u7684\u95ee\u9898&#xff1a;\u5982\u4f55\u8ffd\u8e2a\u7528\u6237\u548c AI \u4e4b\u95f4\u7684\u5b8c\u6574\u5bf9\u8bdd&#xff1f;\u5355\u6b21\u95ee\u7b54\u7684\u8ffd\u8e2a\u5df2\u7ecf\u591f\u590d\u6742\u4e86&#xff0c;\u591a\u8f6e\u5bf9\u8bdd\u66f4\u662f\u8ba9\u4e0a\u4e0b\u6587\u7ba1\u7406\u3001\u8d28\u91cf\u8bc4\u4f30\u548c\u95ee\u9898\u6392\u67e5\u53d8\u5f97\u96be\u4e0a\u52a0\u96be\u3002Opik \u63d0\u4f9b\u4e86\u4e00\u5957\u4f18\u96c5\u7684\u89e3\u51b3\u65b9\u6848\u2014\u2014Threads\u3002\u5b83\u80fd\u628a\u76f8\u5173\u7684\u8ffd\u8e2a\u8bb0\u5f55\u5206\u7ec4\u5230\u4e00\u8d77&#xff0c;\u5f62\u6210\u4e00\u6761\u5b8c\u6574\u7684\u5bf9\u8bdd\u7ebf\u7a0b&#xff0c;\u8ba9\u4f60\u8f7b\u677e\u56de\u987e\u591a\u8f6e\u4ea4\u4e92\u3001\u8ffd\u8e2a\u7528\u6237\u4f1a\u8bdd&#xff0c;\u5e76\u5bf9\u6574\u4e2a\u5bf9\u8bdd\u8fdb\u884c\u8bc4\u5206\u3002<\/p>\n<p>\u8fd9\u7bc7\u6587\u7ae0\u4f1a\u4ece\u96f6\u5f00\u59cb&#xff0c;\u5e26\u4f60\u4e86\u89e3 Opik \u4e2d Threads \u7684\u6982\u5ff5\u3001\u5982\u4f55\u8bb0\u5f55\u5bf9\u8bdd\u3001Thread ID \u7684\u6700\u4f73\u5b9e\u8df5&#xff0c;\u4ee5\u53ca\u5982\u4f55\u5ba1\u67e5\u548c\u8bc4\u5206\u3002\u65e0\u8bba\u4f60\u7528\u7684\u662f TypeScript \u8fd8\u662f Python&#xff0c;\u65e0\u8bba\u4f60\u4f9d\u8d56 LangGraph\u3001ADK \u8fd8\u662f OpenAI Agents&#xff0c;\u90fd\u80fd\u627e\u5230\u5bf9\u5e94\u7684\u96c6\u6210\u65b9\u5f0f\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260918050048-6aacc58093e2a.png\" alt=\"\" \/><\/p>\n<h3>\u4e3a\u4ec0\u4e48\u9700\u8981 Threads&#xff1f;<\/h3>\n<p>\u5728\u4f20\u7edf\u7684\u5355\u6b21\u8bf7\u6c42\u8ffd\u8e2a\u4e2d&#xff0c;\u6bcf\u4e2a trace \u4ee3\u8868\u4e00\u6b21\u72ec\u7acb\u7684\u4ea4\u4e92\u3002\u4f46\u804a\u5929\u573a\u666f\u4e0d\u4e00\u6837\u3002\u7528\u6237\u95ee\u201c\u4ec0\u4e48\u662f\u673a\u5668\u5b66\u4e60&#xff1f;\u201d&#xff0c;AI \u56de\u7b54\u540e&#xff0c;\u7528\u6237\u63a5\u7740\u95ee\u201c\u80fd\u4e3e\u4e2a\u4f8b\u5b50\u5417&#xff1f;\u201d&#xff0c;\u8fd9\u4e24\u8f6e\u5bf9\u8bdd\u5728\u903b\u8f91\u4e0a\u662f\u8fde\u7eed\u7684&#xff0c;\u4e0a\u4e0b\u6587\u662f\u7d2f\u79ef\u7684\u3002\u5982\u679c\u53ea\u628a\u5b83\u4eec\u770b\u4f5c\u4e24\u4e2a\u5b64\u7acb\u7684 trace&#xff0c;\u4f60\u5c31\u65e0\u6cd5\u8fd8\u539f\u5bf9\u8bdd\u7684\u5168\u8c8c&#xff0c;\u4e5f\u65e0\u6cd5\u5206\u6790\u591a\u8f6e\u4ea4\u4e92\u4e2d\u7684\u8fde\u8d2f\u6027\u548c\u7528\u6237\u6ee1\u610f\u5ea6\u3002<\/p>\n<p>Opik \u7684 Threads \u5c31\u662f\u4e3a\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u800c\u751f\u7684\u3002Thread \u662f\u4e00\u7ec4\u76f8\u5173 trace \u7684\u96c6\u5408&#xff0c;\u901a\u8fc7\u4e00\u4e2a\u552f\u4e00\u7684 thread_id \u5206\u7ec4\u3002\u6240\u6709\u5177\u6709\u76f8\u540c thread_id \u7684 trace \u4f1a\u805a\u5408\u5728\u4e00\u8d77&#xff0c;\u5728 Opik UI \u4e2d\u663e\u793a\u4e3a\u4e00\u4e2a\u5bf9\u8bdd\u7ebf\u7a0b\u3002\u8fd9\u6837&#xff0c;\u4f60\u5c31\u80fd\u50cf\u7ffb\u770b\u804a\u5929\u8bb0\u5f55\u4e00\u6837&#xff0c;\u67e5\u770b\u7528\u6237\u548c AI \u4e4b\u95f4\u7684\u5b8c\u6574\u5bf9\u8bdd\u3002<\/p>\n<p>Threads \u7684\u5178\u578b\u7528\u9014\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\u591a\u8f6e\u5bf9\u8bdd&#xff1a;\u8ffd\u8e2a\u7528\u6237\u548c AI \u52a9\u624b\u4e4b\u95f4\u7684\u5b8c\u6574\u804a\u5929\u4f1a\u8bdd\u3002<\/li>\n<li>\u7528\u6237\u4f1a\u8bdd&#xff1a;\u628a\u5355\u4e2a\u7528\u6237\u4f1a\u8bdd\u4e2d\u7684\u6240\u6709\u4ea4\u4e92\u5f52\u4e3a\u4e00\u7ec4\u3002<\/li>\n<li>\u5bf9\u8bdd\u4ee3\u7406&#xff1a;\u8ddf\u8e2a\u4ee3\u7406\u4ea4\u4e92\u548c\u5de5\u5177\u4f7f\u7528\u7684\u6d41\u7a0b\u3002<\/li>\n<li>\u5de5\u4f5c\u6d41\u8ffd\u8e2a&#xff1a;\u76d1\u63a7\u8de8\u8d8a\u591a\u4e2a\u51fd\u6570\u8c03\u7528\u7684\u590d\u6742\u5de5\u4f5c\u6d41\u3002<\/li>\n<\/ul>\n<p>thread_id \u662f\u7528\u6237\u5b9a\u4e49\u7684\u6807\u8bc6\u7b26&#xff0c;\u5fc5\u987b\u5728\u9879\u76ee\u5185\u552f\u4e00\u3002\u4f60\u53ef\u4ee5\u81ea\u5df1\u751f\u6210&#xff0c;\u4e5f\u53ef\u4ee5\u7528\u7cfb\u7edf\u63d0\u4f9b\u7684 ID\u3002\u53ea\u8981\u4fdd\u8bc1\u540c\u4e00\u6bb5\u5bf9\u8bdd\u7684\u6240\u6709 trace \u90fd\u4f7f\u7528\u540c\u4e00\u4e2a thread_id&#xff0c;Opik \u5c31\u80fd\u81ea\u52a8\u628a\u5b83\u4eec\u4e32\u8d77\u6765\u3002<\/p>\n<h3>\u5982\u4f55\u8bb0\u5f55\u5bf9\u8bdd&#xff1f;<\/h3>\n<p>\u8bb0\u5f55\u5bf9\u8bdd\u7684\u6838\u5fc3\u5c31\u662f\u5728\u521b\u5efa trace \u65f6\u6307\u5b9a thread_id\u3002Opik \u652f\u6301\u591a\u79cd\u65b9\u5f0f&#xff0c;\u5305\u62ec\u4f4e\u7ea7 SDK\u3001Python \u88c5\u9970\u5668\u548c\u5404\u79cd\u96c6\u6210\u5e93\u3002\u4e0b\u9762\u6211\u4eec\u9010\u4e00\u770b\u770b\u3002<\/p>\n<h4>TypeScript SDK<\/h4>\n<p>\u5982\u679c\u4f60\u7528 TypeScript&#xff0c;\u53ef\u4ee5\u5728\u521b\u5efa trace \u65f6\u76f4\u63a5\u4f20\u5165 threadId&#xff1a;<\/p>\n<p><span class=\"token keyword\">import<\/span> <span class=\"token punctuation\">{<\/span> Opik <span class=\"token punctuation\">}<\/span> <span class=\"token keyword\">from<\/span> <span class=\"token string\">&#034;opik&#034;<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p><span class=\"token keyword\">const<\/span> client <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">Opik<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n  apiUrl<span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;https:\/\/www.comet.com\/opik\/api&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  apiKey<span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;your-api-key&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  projectName<span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;your-project-name&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  workspaceName<span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;your-workspace-name&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p><span class=\"token keyword\">const<\/span> threadId <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;your-thread-id&#034;<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p><span class=\"token keyword\">const<\/span> trace <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span><span class=\"token function\">trace<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n  name<span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;chat turn&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  input<span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span> user<span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;Hi there&#034;<\/span> <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  output<span class=\"token operator\">:<\/span> <span class=\"token punctuation\">{<\/span> assistant<span class=\"token operator\">:<\/span> <span class=\"token string\">&#034;Hello!&#034;<\/span> <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n  threadId<br \/>\n<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>\u8fd9\u6837&#xff0c;\u8fd9\u6b21 trace \u5c31\u88ab\u5f52\u5230\u4e86\u6307\u5b9a\u7684\u7ebf\u7a0b\u4e0b\u3002<\/p>\n<h4>Python \u88c5\u9970\u5668<\/h4>\n<p>Python \u7528\u6237\u53ef\u4ee5\u7528 &#064;opik.track \u88c5\u9970\u5668&#xff0c;\u5e76\u901a\u8fc7 opik_args \u53c2\u6570\u8bbe\u7f6e thread_id&#xff1a;<\/p>\n<p><span class=\"token keyword\">import<\/span> opik<br \/>\n<span class=\"token keyword\">from<\/span> opik <span class=\"token keyword\">import<\/span> opik_context<\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;opik<span class=\"token punctuation\">.<\/span>track<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">chat_message<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">input<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;Opik is an Open Source GenAI platform&#034;<\/span><\/p>\n<p>chat_message<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;What is Opik ?&#034;<\/span><span class=\"token punctuation\">,<\/span> opik_args<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;trace&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;thread_id&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;f174a&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u4e5f\u53ef\u4ee5\u4f7f\u7528 opik_context \u6a21\u5757\u52a8\u6001\u66f4\u65b0&#xff1a;<\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;opik<span class=\"token punctuation\">.<\/span>track<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">chat_message<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">input<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    thread_id <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;f174a&#034;<\/span><br \/>\n    opik_context<span class=\"token punctuation\">.<\/span>update_current_trace<span class=\"token punctuation\">(<\/span>thread_id<span class=\"token operator\">&#061;<\/span>thread_id<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;Opik is an Open Source GenAI platform&#034;<\/span><\/p>\n<p>chat_message<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;What is Opik ?&#034;<\/span><span class=\"token punctuation\">,<\/span> thread_id<span class=\"token punctuation\">)<\/span><\/p>\n<h4>Python SDK<\/h4>\n<p>\u5982\u679c\u76f4\u63a5\u7528 Python SDK&#xff0c;\u5728 client.trace() \u91cc\u4f20\u5165 thread_id \u5373\u53ef&#xff1a;<\/p>\n<p><span class=\"token keyword\">import<\/span> opik<\/p>\n<p>opik_client <span class=\"token operator\">&#061;<\/span> opik<span class=\"token punctuation\">.<\/span>Opik<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\nthread_id <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;55d84&#034;<\/span><\/p>\n<p>trace <span class=\"token operator\">&#061;<\/span> opik_client<span class=\"token punctuation\">.<\/span>trace<span class=\"token punctuation\">(<\/span><br \/>\n    name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;chat_conversation&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token builtin\">input<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;What is Opik?&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    output<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;Opik is an Open Source GenAI platform&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    thread_id<span class=\"token operator\">&#061;<\/span>thread_id<br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<h4>LangGraph \u96c6\u6210<\/h4>\n<p>LangGraph \u4f1a\u81ea\u52a8\u628a\u5b83\u81ea\u5df1\u7684 thread_id \u6620\u5c04\u4e3a Opik \u7684 thread_id&#xff0c;\u6240\u4ee5\u914d\u7f6e\u8d77\u6765\u975e\u5e38\u81ea\u7136&#xff1a;<\/p>\n<p><span class=\"token keyword\">from<\/span> langgraph<span class=\"token punctuation\">.<\/span>graph <span class=\"token keyword\">import<\/span> StateGraph<br \/>\n<span class=\"token keyword\">from<\/span> opik<span class=\"token punctuation\">.<\/span>integrations<span class=\"token punctuation\">.<\/span>langchain <span class=\"token keyword\">import<\/span> OpikTracer<\/p>\n<p>graph <span class=\"token operator\">&#061;<\/span> StateGraph<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">)<\/span><br \/>\ncompiled_graph <span class=\"token operator\">&#061;<\/span> graph<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>thread_id <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;user-conversation-789&#034;<\/span><br \/>\nconfig <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string\">&#034;callbacks&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span>OpikTracer<span class=\"token punctuation\">(<\/span>project_name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;langgraph-conversations&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;configurable&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;thread_id&#034;<\/span><span class=\"token punctuation\">:<\/span> thread_id<span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>result1 <span class=\"token operator\">&#061;<\/span> compiled_graph<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;messages&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;What is machine learning?&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    config<span class=\"token operator\">&#061;<\/span>config<br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>result2 <span class=\"token operator\">&#061;<\/span> compiled_graph<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;messages&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;Can you give me an example?&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    config<span class=\"token operator\">&#061;<\/span>config<br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>\u4e24\u8f6e\u5bf9\u8bdd\u5171\u4eab\u540c\u4e00\u4e2a thread_id&#xff0c;\u56e0\u6b64\u4f1a\u88ab\u5f52\u5165\u540c\u4e00\u4e2a\u7ebf\u7a0b\u3002<\/p>\n<h4>ADK \u96c6\u6210<\/h4>\n<p>ADK \u4f1a\u81ea\u52a8\u628a session_id \u6620\u5c04\u4e3a thread_id&#xff1a;<\/p>\n<p><span class=\"token keyword\">from<\/span> opik<span class=\"token punctuation\">.<\/span>integrations<span class=\"token punctuation\">.<\/span>adk <span class=\"token keyword\">import<\/span> OpikTracer<br \/>\n<span class=\"token keyword\">from<\/span> google<span class=\"token punctuation\">.<\/span>adk <span class=\"token keyword\">import<\/span> sessions <span class=\"token keyword\">as<\/span> adk_sessions<span class=\"token punctuation\">,<\/span> runners <span class=\"token keyword\">as<\/span> adk_runners<\/p>\n<p>session_service <span class=\"token operator\">&#061;<\/span> adk_sessions<span class=\"token punctuation\">.<\/span>InMemorySessionService<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\nsession <span class=\"token operator\">&#061;<\/span> session_service<span class=\"token punctuation\">.<\/span>create_session_sync<span class=\"token punctuation\">(<\/span><br \/>\n    app_name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;my_chatbot&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    user_id<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;user_123&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    session_id<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;conversation_456&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>opik_tracer <span class=\"token operator\">&#061;<\/span> OpikTracer<span class=\"token punctuation\">(<\/span>project_name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;adk-conversations&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nrunner <span class=\"token operator\">&#061;<\/span> adk_runners<span class=\"token punctuation\">.<\/span>Runner<span class=\"token punctuation\">(<\/span><br \/>\n    agent<span class=\"token operator\">&#061;<\/span>your_agent<span class=\"token punctuation\">,<\/span><br \/>\n    app_name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;my_chatbot&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    session_service<span class=\"token operator\">&#061;<\/span>session_service<br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>result1 <span class=\"token operator\">&#061;<\/span> runner<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span><br \/>\n    user_id<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;user_123&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    session_id<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;conversation_456&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    new_message<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;What is machine learning?&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>result2 <span class=\"token operator\">&#061;<\/span> runner<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span><br \/>\n    user_id<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;user_123&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    session_id<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;conversation_456&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    new_message<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;Can you give me an example?&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<h4>OpenAI Agents<\/h4>\n<p>\u5bf9\u4e8e OpenAI Agents&#xff0c;\u53ef\u4ee5\u4f7f\u7528 trace \u4e0a\u4e0b\u6587\u7ba1\u7406\u5668\u7684 group_id \u6765\u5b9e\u73b0\u7ebf\u7a0b&#xff1a;<\/p>\n<p><span class=\"token keyword\">import<\/span> uuid<br \/>\n<span class=\"token keyword\">from<\/span> opik <span class=\"token keyword\">import<\/span> trace<\/p>\n<p>thread_id <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>uuid<span class=\"token punctuation\">.<\/span>uuid4<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">with<\/span> trace<span class=\"token punctuation\">(<\/span>workflow_name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;Agent Conversation&#034;<\/span><span class=\"token punctuation\">,<\/span> group_id<span class=\"token operator\">&#061;<\/span>thread_id<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    result1 <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> Runner<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span>agent<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;What is machine learning?&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>result1<span class=\"token punctuation\">.<\/span>final_output<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">with<\/span> trace<span class=\"token punctuation\">(<\/span>workflow_name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;Agent Conversation&#034;<\/span><span class=\"token punctuation\">,<\/span> group_id<span class=\"token operator\">&#061;<\/span>thread_id<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    new_input <span class=\"token operator\">&#061;<\/span> result1<span class=\"token punctuation\">.<\/span>to_input_list<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n        <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;Can you give me an example?&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">]<\/span><br \/>\n    result2 <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">await<\/span> Runner<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span>agent<span class=\"token punctuation\">,<\/span> new_input<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>result2<span class=\"token punctuation\">.<\/span>final_output<span class=\"token punctuation\">)<\/span><\/p>\n<p>\u6ce8\u610f&#xff0c;\u6bcf\u4e2a trace \u7684\u8f93\u5165\u4f1a\u663e\u793a\u4e3a\u7528\u6237\u6d88\u606f&#xff0c;\u8f93\u51fa\u4f1a\u663e\u793a\u4e3a AI \u52a9\u624b\u54cd\u5e94\u3002\u8fd9\u6837\u5728 Opik UI \u91cc\u67e5\u770b\u65f6&#xff0c;\u5c31\u50cf\u5728\u770b\u771f\u5b9e\u7684\u804a\u5929\u8bb0\u5f55\u3002<\/p>\n<h3>Thread ID \u6700\u4f73\u5b9e\u8df5<\/h3>\n<p>thread_id \u7684\u751f\u6210\u7b56\u7565\u53d6\u51b3\u4e8e\u4f60\u7684\u5e94\u7528\u573a\u666f\u3002\u4e0b\u9762\u51e0\u79cd\u5e38\u89c1\u65b9\u5f0f\u4f9b\u53c2\u8003\u3002<\/p>\n<p>\u7528\u6237\u4f1a\u8bdd\u57fa\u7840&#xff1a;\u628a\u7528\u6237 ID \u548c\u4f1a\u8bdd\u5f00\u59cb\u65f6\u95f4\u7ec4\u5408\u8d77\u6765&#xff0c;\u786e\u4fdd\u6bcf\u4e2a\u7528\u6237\u4f1a\u8bdd\u6709\u552f\u4e00\u7684\u7ebf\u7a0b\u3002<\/p>\n<p><span class=\"token keyword\">import<\/span> uuid<br \/>\n<span class=\"token keyword\">import<\/span> opik<\/p>\n<p>user_id <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;user_12345&#034;<\/span><br \/>\nsession_start_time <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;2024-01-15T10:30:00Z&#034;<\/span><br \/>\nthread_id <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>user_id<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#8211;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>session_start_time<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;opik<span class=\"token punctuation\">.<\/span>track<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">process_user_message<\/span><span class=\"token punctuation\">(<\/span>message<span class=\"token punctuation\">,<\/span> user_id<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;Response to: &#034;<\/span> <span class=\"token operator\">&#043;<\/span> message<\/p>\n<p>process_user_message<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;What is Opik ?&#034;<\/span><span class=\"token punctuation\">,<\/span> opik_args<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;trace&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;thread_id&#034;<\/span><span class=\"token punctuation\">:<\/span> thread_id<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>UUID \u57fa\u7840&#xff1a;\u4e3a\u6bcf\u6bb5\u5bf9\u8bdd\u751f\u6210\u4e00\u4e2a\u968f\u673a UUID\u3002<\/p>\n<p><span class=\"token keyword\">import<\/span> uuid<br \/>\n<span class=\"token keyword\">import<\/span> opik<\/p>\n<p>thread_id <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>uuid<span class=\"token punctuation\">.<\/span>uuid4<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;opik<span class=\"token punctuation\">.<\/span>track<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">start_conversation<\/span><span class=\"token punctuation\">(<\/span>initial_message<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;Processing: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>initial_message<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><\/p>\n<p>start_conversation<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;What is Opik ?&#034;<\/span><span class=\"token punctuation\">,<\/span> opik_args<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;trace&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;thread_id&#034;<\/span><span class=\"token punctuation\">:<\/span> thread_id<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u65f6\u95f4\u6233\u57fa\u7840&#xff1a;\u7528\u65f6\u95f4\u6233\u505a\u5206\u7ec4&#xff0c;\u9002\u5408\u6309\u65f6\u95f4\u7a97\u53e3\u5f52\u7c7b\u7684\u573a\u666f\u3002<\/p>\n<p><span class=\"token keyword\">import<\/span> time<br \/>\n<span class=\"token keyword\">import<\/span> opik<\/p>\n<p>thread_id <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;conversation-<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">int<\/span><span class=\"token punctuation\">(<\/span>time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;opik<span class=\"token punctuation\">.<\/span>track<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">handle_conversation_turn<\/span><span class=\"token punctuation\">(<\/span>message<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;Response to: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>message<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><\/p>\n<p>handle_conversation_turn<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;What is Opik ?&#034;<\/span><span class=\"token punctuation\">,<\/span> opik_args<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;trace&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;thread_id&#034;<\/span><span class=\"token punctuation\">:<\/span> thread_id<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u4e0d\u540c\u7684\u96c6\u6210\u5bf9\u7ebf\u7a0b\u7684\u5904\u7406\u65b9\u5f0f\u7565\u6709\u4e0d\u540c\u3002\u4f8b\u5982&#xff0c;LangChain \u53ef\u4ee5\u5728 tracer \u7ea7\u522b\u8bbe\u7f6e thread_id&#xff0c;\u4e5f\u53ef\u4ee5\u901a\u8fc7 metadata \u52a8\u6001\u4f20\u9012&#xff1b;LangGraph \u81ea\u52a8\u4f7f\u7528\u81ea\u5df1\u7684 thread_id&#xff1b;OpenAI Agents \u7528 group_id&#xff1b;GenAI \u548c OpenAI \u5219\u901a\u8fc7 opik_args \u4f20\u5165\u3002\u5177\u4f53\u7528\u6cd5\u53ef\u4ee5\u53c2\u8003\u5b98\u65b9\u6587\u6863\u3002<\/p>\n<h3>\u5ba1\u67e5\u5bf9\u8bdd<\/h3>\n<p>\u5bf9\u8bdd\u8bb0\u5f55\u53ef\u4ee5\u5728\u9879\u76ee\u7ea7\u522b\u7684 threads \u6807\u7b7e\u9875\u4e2d\u67e5\u770b\u3002\u6240\u6709\u5bf9\u8bdd\u90fd\u4f1a\u88ab\u8ffd\u8e2a&#xff0c;\u70b9\u51fb thread ID \u5c31\u80fd\u770b\u5230\u5b8c\u6574\u5bf9\u8bdd\u3002\u7ebf\u7a0b\u89c6\u56fe\u652f\u6301 Markdown&#xff0c;\u65b9\u4fbf\u4f60\u9605\u8bfb\u8fd4\u56de\u7ed9\u7528\u6237\u7684\u5185\u5bb9\u3002\u5982\u679c\u60f3\u6df1\u5165\u4e86\u89e3 AI \u52a9\u624b\u54cd\u5e94\u662f\u5982\u4f55\u751f\u6210\u7684&#xff0c;\u53ef\u4ee5\u70b9\u51fb View trace \u6309\u94ae&#xff0c;\u94bb\u53d6\u5230\u5177\u4f53\u7684 trace \u548c span\u3002<\/p>\n<p>\u5728\u5bf9\u8bdd\u89c6\u56fe\u4e2d&#xff0c;\u4f60\u53ef\u4ee5\u76f4\u63a5\u7ed9 AI \u52a9\u624b\u7684\u56de\u590d\u70b9\u8d5e\u6216\u70b9\u8e29\u3002\u8fd9\u4e2a\u53cd\u9988\u5206\u6570\u4f1a\u88ab\u8bb0\u5f55&#xff0c;\u5e76\u5173\u8054\u5230\u5bf9\u5e94\u7684 trace\u3002\u5207\u6362\u5230 trace \u89c6\u56fe\u540e&#xff0c;\u4f60\u8fd8\u53ef\u4ee5\u67e5\u770b\u5b8c\u6574 trace&#xff0c;\u5e76\u901a\u8fc7\u6ce8\u91ca\u529f\u80fd\u6dfb\u52a0\u66f4\u591a\u53cd\u9988\u5206\u6570\u3002<\/p>\n<h3>\u5bf9\u8bdd\u8bc4\u5206<\/h3>\n<p>\u4f60\u53ef\u4ee5\u968f\u65f6\u7ed9\u7ebf\u7a0b\u5206\u914d\u5bf9\u8bdd\u7ea7\u522b\u7684\u53cd\u9988\u5206\u6570\u3002\u7ebf\u7a0b\u662f\u7531\u8ffd\u8e2a\u4ee3\u7406\u6216\u901a\u8fc7 thread_id \u76f8\u4e92\u8fde\u63a5\u7684 trace \u805a\u5408\u800c\u6210\u7684\u3002\u5728\u5bf9\u8bdd\u5217\u8868\u4e2d&#xff0c;\u4f60\u80fd\u770b\u5230\u6bcf\u4e2a\u7ebf\u7a0b\u5173\u8054\u7684\u53cd\u9988\u5206\u6570\u3002<\/p>\n<p>\u9664\u4e86\u8bc4\u5206&#xff0c;\u4f60\u8fd8\u53ef\u4ee5\u7ed9\u7ebf\u7a0b\u6253\u6807\u7b7e\u3001\u6dfb\u52a0\u8bc4\u8bba\u3002\u8fd9\u5bf9\u4e8e\u5728\u5ba1\u67e5\u8fc7\u7a0b\u4e2d\u6dfb\u52a0\u4e0a\u4e0b\u6587\u6216\u8c03\u67e5\u7279\u5b9a\u5bf9\u8bdd\u975e\u5e38\u6709\u7528\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260918050049-6aacc5813a364.png\" alt=\"\" \/><\/p>\n<h4>\u7ebf\u7a0b\u5728\u7ebf\u8bc4\u5206\u89c4\u5219\u51b7\u5374\u671f<\/h4>\n<p>\u5bf9\u4e8e\u7ebf\u7a0b\u7ea7\u522b\u7684\u5728\u7ebf\u8bc4\u4f30\u89c4\u5219&#xff08;\u81ea\u52a8\u8bc4\u5206&#xff09;&#xff0c;Opik \u4f1a\u5728\u7ebf\u7a0b\u6700\u540e\u4e00\u6b21\u6d3b\u52a8\u4e4b\u540e\u7b49\u5f85\u4e00\u4e2a\u201c\u51b7\u5374\u671f\u201d&#xff0c;\u7136\u540e\u518d\u8fd0\u884c\u89c4\u5219\u3002\u8fd9\u7ed9\u5bf9\u8bdd\u7559\u51fa\u6c89\u6dc0\u7684\u65f6\u95f4&#xff0c;\u907f\u514d\u5728\u5bf9\u8bdd\u8fd8\u5728\u8fdb\u884c\u65f6\u5c31\u5306\u5fd9\u8bc4\u5206\u3002<\/p>\n<p>\u9ed8\u8ba4\u60c5\u51b5\u4e0b&#xff0c;\u51b7\u5374\u671f\u662f 15 \u5206\u949f\u3002\u5982\u679c\u4f60\u662f\u81ea\u6258\u7ba1\u7248\u672c&#xff0c;\u53ef\u4ee5\u901a\u8fc7\u8bbe\u7f6e OPIK_TRACE_THREAD_TIMEOUT_TO_MARK_AS_INACTIVE \u73af\u5883\u53d8\u91cf\u6765\u4fee\u6539\u3002\u5728\u4e91\u7248\u672c\u4e2d&#xff0c;\u53ef\u4ee5\u5728\u5de5\u4f5c\u533a\u7ea7\u522b\u4fee\u6539\u201cThread online scoring rule cooldown period\u201d\u3002<\/p>\n<p>\u5f53\u65b0\u7684 trace \u88ab\u6dfb\u52a0\u5230\u5df2\u6709\u7ebf\u7a0b\u65f6&#xff0c;\u4f1a\u53d1\u751f\u4ee5\u4e0b\u4e8b\u60c5&#xff1a;<\/p>\n<ul>\n<li>\u73b0\u6709\u53cd\u9988\u5206\u6570\u4fdd\u7559&#xff1a;\u4f60\u624b\u52a8\u6dfb\u52a0\u7684\u6216\u5728\u7ebf\u8bc4\u4f30\u751f\u6210\u7684\u5206\u6570\u90fd\u4f1a\u4fdd\u7559\u3002<\/li>\n<li>\u51b7\u5374\u8ba1\u65f6\u5668\u91cd\u542f&#xff1a;\u8ba1\u65f6\u5668\u4ece\u65b0 trace \u6dfb\u52a0\u7684\u90a3\u4e00\u523b\u91cd\u65b0\u5f00\u59cb&#xff0c;\u786e\u4fdd\u5728\u7ebf\u8bc4\u4f30\u7b49\u5f85\u5b8c\u6574\u7684\u51b7\u5374\u671f\u540e\u518d\u5bf9\u66f4\u65b0\u540e\u7684\u7ebf\u7a0b\u8bc4\u5206\u3002<\/li>\n<li>\u5728\u7ebf\u8bc4\u4f30\u91cd\u65b0\u8fd0\u884c&#xff1a;\u51b7\u5374\u671f\u7ed3\u675f\u540e&#xff0c;\u7ebf\u7a0b\u7ea7\u522b\u7684\u5728\u7ebf\u8bc4\u5206\u89c4\u5219\u4f1a\u81ea\u52a8\u91cd\u65b0\u8bc4\u4f30\u5b8c\u6574\u5bf9\u8bdd\u3002\u5982\u679c\u65b0\u5206\u6570\u4e0e\u5df2\u6709\u5206\u6570\u540c\u540d&#xff0c;\u65e7\u5206\u6570\u4f1a\u88ab\u66f4\u65b0\u3002<\/li>\n<\/ul>\n<h3>\u9ad8\u7ea7\u7ebf\u7a0b\u529f\u80fd<\/h3>\n<h4>\u8fc7\u6ee4\u548c\u641c\u7d22\u7ebf\u7a0b<\/h4>\n<p>\u4f60\u53ef\u4ee5\u5728\u5404\u79cd Opik \u529f\u80fd\u4e2d\u4f7f\u7528 thread_id \u5b57\u6bb5\u8fc7\u6ee4\u7ebf\u7a0b\u3002\u5728\u6570\u636e\u5bfc\u51fa\u65f6&#xff0c;\u652f\u6301\u7684\u64cd\u4f5c\u7b26\u5305\u62ec &#061;\u3001!&#061;\u3001contains\u3001not_contains\u3001starts_with\u3001ends_with \u4ee5\u53ca\u5b57\u5178\u5e8f\u6bd4\u8f83 &gt;\u3001&lt;\u3002\u5728\u7ebf\u7a0b\u8bc4\u4f30\u4e2d&#xff0c;\u4f60\u4e5f\u53ef\u4ee5\u8bc4\u4f30\u6574\u4e2a\u5bf9\u8bdd\u7ebf\u7a0b&#xff0c;\u8fd9\u5bf9\u5bf9\u8bdd\u8d28\u91cf\u8bc4\u4f30\u3001\u591a\u8f6e\u8fde\u8d2f\u6027\u8bc4\u4f30\u548c\u7528\u6237\u6ee1\u610f\u5ea6\u8bc4\u5206\u7279\u522b\u6709\u7528\u3002<\/p>\n<h4>\u7ebf\u7a0b\u7ba1\u7406<\/h4>\n<p>\u7ebf\u7a0b\u53ef\u4ee5\u968f\u65f6\u6dfb\u52a0\u65b0\u7684 trace&#xff0c;\u4f60\u4e5f\u53ef\u4ee5\u5728\u7ebf\u7a0b\u4e0a\u6dfb\u52a0\u53cd\u9988\u5206\u6570\u3001\u8bc4\u8bba\u548c\u6807\u7b7e&#xff0c;\u65e0\u8bba\u662f\u5426\u8fd8\u6709\u65b0 trace \u52a0\u5165\u3002<\/p>\n<h4>\u7a0b\u5e8f\u5316\u7ebf\u7a0b\u7ba1\u7406<\/h4>\n<p>\u4f60\u8fd8\u53ef\u4ee5\u7528 Opik SDK \u4ee5\u7f16\u7a0b\u65b9\u5f0f\u7ba1\u7406\u7ebf\u7a0b\u3002\u4f8b\u5982&#xff0c;\u5728 Python \u4e2d&#xff1a;<\/p>\n<p><span class=\"token keyword\">import<\/span> opik<\/p>\n<p>client <span class=\"token operator\">&#061;<\/span> opik<span class=\"token punctuation\">.<\/span>Opik<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>threads <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>search_traces<span class=\"token punctuation\">(<\/span><br \/>\n    project_name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;my-chatbot&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    filter_string<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#039;thread_id contains &#034;user-session&#034;&#039;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">for<\/span> trace <span class=\"token keyword\">in<\/span> threads<span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> trace<span class=\"token punctuation\">.<\/span>thread_id<span class=\"token punctuation\">:<\/span><br \/>\n        thread_content <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>get_trace_content<span class=\"token punctuation\">(<\/span>trace<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">id<\/span><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;Thread: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>trace<span class=\"token punctuation\">.<\/span>thread_id<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><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;Input: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>thread_content<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">input<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><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;Output: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>thread_content<span class=\"token punctuation\">.<\/span>output<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">for<\/span> trace <span class=\"token keyword\">in<\/span> threads<span class=\"token punctuation\">:<\/span><br \/>\n    trace<span class=\"token punctuation\">.<\/span>log_feedback_score<span class=\"token punctuation\">(<\/span><br \/>\n        name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;conversation_quality&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        value<span class=\"token operator\">&#061;<\/span><span class=\"token number\">0.8<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        reason<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;Good multi-turn conversation flow&#034;<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8fd9\u6837\u4f60\u5c31\u80fd\u6279\u91cf\u641c\u7d22\u7ebf\u7a0b\u3001\u83b7\u53d6\u5185\u5bb9\u3001\u6dfb\u52a0\u53cd\u9988\u5206\u6570\u3002<\/p>\n<h3>\u4e0b\u4e00\u6b65<\/h3>\n<p>\u7ed9\u591a\u8f6e\u5bf9\u8bdd\u52a0\u4e0a\u53ef\u89c2\u6d4b\u6027\u4e4b\u540e&#xff0c;\u4f60\u53ef\u4ee5\u8fdb\u4e00\u6b65&#xff1a;<\/p>\n<li>\u8fd0\u884c\u79bb\u7ebf\u7684\u591a\u8f6e\u5bf9\u8bdd\u8bc4\u4f30\u3002<\/li>\n<li>\u521b\u5efa\u5728\u7ebf\u8bc4\u4f30\u89c4\u5219&#xff0c;\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u5bf9\u591a\u8f6e\u5bf9\u8bdd\u8fdb\u884c\u8bc4\u5206\u3002<\/li>\n<p>Opik \u7684 Threads \u529f\u80fd\u8ba9\u591a\u8f6e\u5bf9\u8bdd\u7684\u8ffd\u8e2a\u3001\u5ba1\u67e5\u548c\u8bc4\u5206\u53d8\u5f97\u7b80\u5355\u81ea\u7136\u3002\u65e0\u8bba\u4f60\u7528\u4ec0\u4e48\u6846\u67b6&#xff0c;\u90fd\u80fd\u627e\u5230\u5408\u9002\u7684\u96c6\u6210\u65b9\u5f0f\u3002\u82b1\u70b9\u65f6\u95f4\u628a thread_id \u7528\u8d77\u6765&#xff0c;\u4f60\u4f1a\u53d1\u73b0\u5bf9\u8bdd\u8d28\u91cf\u7684\u7ba1\u7406\u4e0d\u518d\u662f\u4e00\u4ef6\u5934\u75bc\u7684\u4e8b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5982\u679c\u4f60\u6b63\u5728\u5f00\u53d1\u804a\u5929\u673a\u5668\u4eba\u6216\u5bf9\u8bdd\u5f0f AI \u5e94\u7528&#xff0c;\u4e00\u5b9a\u4f1a\u9047\u5230\u4e00\u4e2a\u68d8\u624b\u7684\u95ee\u9898&#xff1a;\u5982\u4f55\u8ffd\u8e2a\u7528\u6237\u548c AI \u4e4b\u95f4\u7684\u5b8c\u6574\u5bf9\u8bdd&#xff1f;\u5355\u6b21\u95ee\u7b54\u7684\u8ffd\u8e2a\u5df2\u7ecf\u591f\u590d\u6742\u4e86&#xff0c;\u591a\u8f6e\u5bf9\u8bdd\u66f4\u662f\u8ba9\u4e0a\u4e0b\u6587\u7ba1\u7406\u3001\u8d28\u91cf\u8bc4\u4f30\u548c\u95ee\u9898\u6392\u67e5\u53d8\u5f97\u96be\u4e0a\u52a0\u96be\u3002Opik \u63d0\u4f9b\u4e86\u4e00\u5957\u4f18\u96c5\u7684\u89e3\u51b3\u65b9\u6848\u2014\u2014Threads\u3002\u5b83\u80fd\u628a\u76f8\u5173\u7684\u8ffd\u8e2a\u8bb0\u5f55\u5206\u7ec4\u5230\u4e00\u8d77&#xff0c;\u5f62\u6210\u4e00\u6761\u5b8c\u6574\u7684\u5bf9\u8bdd\u7ebf\u7a0b&#xff0c;\u8ba9\u4f60\u8f7b\u677e\u56de\u987e\u591a\u8f6e\u4ea4\u4e92\u3001\u8ffd\u8e2a\u7528\u6237\u4f1a\u8bdd&#xff0c;\u5e76\u5bf9\u6574\u4e2a\u5bf9\u8bdd\u8fdb\u884c\u8bc4\u5206\u3002<br \/>\n\u8fd9\u7bc7\u6587\u7ae0\u4f1a\u4ece\u96f6\u5f00<\/p>\n","protected":false},"author":2,"featured_media":106868,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[12138,11982],"topic":[],"class_list":["post-106870","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-opik","tag-thread"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u7528 Opik \u8bb0\u5f55\u548c\u5206\u6790\u591a\u8f6e\u5bf9\u8bdd\uff1aThreads \u5b8c\u5168\u6307\u5357 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/106870.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u7528 Opik \u8bb0\u5f55\u548c\u5206\u6790\u591a\u8f6e\u5bf9\u8bdd\uff1aThreads \u5b8c\u5168\u6307\u5357 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u5982\u679c\u4f60\u6b63\u5728\u5f00\u53d1\u804a\u5929\u673a\u5668\u4eba\u6216\u5bf9\u8bdd\u5f0f AI \u5e94\u7528&#xff0c;\u4e00\u5b9a\u4f1a\u9047\u5230\u4e00\u4e2a\u68d8\u624b\u7684\u95ee\u9898&#xff1a;\u5982\u4f55\u8ffd\u8e2a\u7528\u6237\u548c AI \u4e4b\u95f4\u7684\u5b8c\u6574\u5bf9\u8bdd&#xff1f;\u5355\u6b21\u95ee\u7b54\u7684\u8ffd\u8e2a\u5df2\u7ecf\u591f\u590d\u6742\u4e86&#xff0c;\u591a\u8f6e\u5bf9\u8bdd\u66f4\u662f\u8ba9\u4e0a\u4e0b\u6587\u7ba1\u7406\u3001\u8d28\u91cf\u8bc4\u4f30\u548c\u95ee\u9898\u6392\u67e5\u53d8\u5f97\u96be\u4e0a\u52a0\u96be\u3002Opik \u63d0\u4f9b\u4e86\u4e00\u5957\u4f18\u96c5\u7684\u89e3\u51b3\u65b9\u6848\u2014\u2014Threads\u3002\u5b83\u80fd\u628a\u76f8\u5173\u7684\u8ffd\u8e2a\u8bb0\u5f55\u5206\u7ec4\u5230\u4e00\u8d77&#xff0c;\u5f62\u6210\u4e00\u6761\u5b8c\u6574\u7684\u5bf9\u8bdd\u7ebf\u7a0b&#xff0c;\u8ba9\u4f60\u8f7b\u677e\u56de\u987e\u591a\u8f6e\u4ea4\u4e92\u3001\u8ffd\u8e2a\u7528\u6237\u4f1a\u8bdd&#xff0c;\u5e76\u5bf9\u6574\u4e2a\u5bf9\u8bdd\u8fdb\u884c\u8bc4\u5206\u3002 \u8fd9\u7bc7\u6587\u7ae0\u4f1a\u4ece\u96f6\u5f00\" \/>\n<meta property=\"og:url\" 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