{"id":110037,"date":"2026-09-25T18:41:19","date_gmt":"2026-09-25T10:41:19","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/110037.html"},"modified":"2026-09-25T18:41:19","modified_gmt":"2026-09-25T10:41:19","slug":"weclaw_40_%e7%b3%bb%e7%bb%9f%e7%9b%91%e6%8e%a7%e4%b8%8e%e6%97%a5%e5%bf%97%e4%bd%93%e7%b3%bb%ef%bc%9a%e5%a4%9a%e5%b1%82%e6%ac%a1%e6%97%a5%e5%bf%97%e6%9e%b6%e6%9e%84%e4%b8%8etrace%e8%bf%bd%e8%b8%aa","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/110037.html","title":{"rendered":"WeClaw_40_\u7cfb\u7edf\u76d1\u63a7\u4e0e\u65e5\u5fd7\u4f53\u7cfb\uff1a\u591a\u5c42\u6b21\u65e5\u5fd7\u67b6\u6784\u4e0eTrace\u8ffd\u8e2a"},"content":{"rendered":"<p>&#x1f44b; Hi&#xff0c;\u5e26\u5a03\u7684\u6211\u70ed\u7231 AI \u5927\u6a21\u578b\u5e94\u7528\u843d\u5730\u3001\u610f\u8bc6\u89e3\u7801\u4e0e AI \u5f00\u53d1\u5de5\u5177\u94fe \u3002 &#x1f4a1; \u521b\u4e1a\u8def\u4e0a&#xff0c;\u7528\u6280\u672f\u6362\u65f6\u95f4&#xff0c;\u4e00\u8d77\u628a AI \u53d8\u6210\u751f\u4ea7\u529b &#x1f680; &gt;<\/p>\n<hr \/>\n<h2>WeClaw_40_\u7cfb\u7edf\u76d1\u63a7\u4e0e\u65e5\u5fd7\u4f53\u7cfb&#xff1a;\u591a\u5c42\u6b21\u65e5\u5fd7\u67b6\u6784\u4e0eTrace\u8ffd\u8e2a<\/h2>\n<p>\u4f5c\u8005: WeClaw \u5f00\u53d1\u56e2\u961f<br \/>\n\u65e5\u671f: 2026-03-25<br \/>\n\u7248\u672c: v1.0<br \/>\n\u6807\u7b7e: \u65e5\u5fd7\u7cfb\u7edf\u3001Trace \u8ffd\u8e2a\u3001\u76d1\u63a7\u3001\u53ef\u89c2\u6d4b\u6027\u3001\u654f\u611f\u4fe1\u606f\u8131\u654f<\/p>\n<hr \/>\n<h3>&#x1f4d6; \u6458\u8981<\/h3>\n<p>\u672c\u6587\u6df1\u5165\u5256\u6790 WeClaw \u7cfb\u7edf\u76d1\u63a7\u4e0e\u65e5\u5fd7\u4f53\u7cfb\u7684\u5b8c\u6574\u8bbe\u8ba1\u4e0e\u5b9e\u73b0\u3002\u9488\u5bf9 AI Agent \u7cfb\u7edf\u7684\u53ef\u89c2\u6d4b\u6027\u9700\u6c42&#xff0c;\u6211\u4eec\u5c55\u793a\u4e86\u5982\u4f55\u6784\u5efa\u591a\u5c42\u6b21\u3001\u5168\u94fe\u8def\u7684\u76d1\u63a7\u7cfb\u7edf\u3002\u6587\u7ae0\u6db5\u76d6 Python logging \u6a21\u5757\u6700\u4f73\u5b9e\u8df5\u3001TaskTraceCollector \u5168\u94fe\u8def\u8ffd\u8e2a\u3001\u654f\u611f\u4fe1\u606f\u8131\u654f\u3001JSONL \u65e5\u5fd7\u6301\u4e45\u5316\u7b49\u6838\u5fc3\u6280\u672f\u5b9e\u8df5\u3002<\/p>\n<p>\u6838\u5fc3\u6536\u83b7&#xff1a;<\/p>\n<ul>\n<li>&#x1f4dd; \u638c\u63e1 Python logging \u6a21\u5757\u6700\u4f73\u914d\u7f6e<\/li>\n<li>&#x1f50d; \u7406\u89e3\u5168\u94fe\u8def Trace \u8ffd\u8e2a\u67b6\u6784<\/li>\n<li>&#x1f6e1;\ufe0f \u5b66\u4f1a\u654f\u611f\u4fe1\u606f\u8131\u654f\u6280\u672f<\/li>\n<li>&#x1f4be; \u638c\u63e1 JSONL \u65e5\u5fd7\u6587\u4ef6\u7ba1\u7406<\/li>\n<li>&#x1f4ca; \u83b7\u5f97\u6027\u80fd\u5206\u6790\u4e0e\u95ee\u9898\u8bca\u65ad\u65b9\u6cd5<\/li>\n<\/ul>\n<hr \/>\n<h3>&#x1f3af; \u9700\u6c42\u80cc\u666f&#xff1a;\u4e3a\u4ec0\u4e48\u9700\u8981\u76d1\u63a7\u4e0e\u65e5\u5fd7&#xff1f;<\/h3>\n<h4>AI Agent \u7cfb\u7edf\u7684\u53ef\u89c2\u6d4b\u6027\u6311\u6218<\/h4>\n<p>\u5728 WeClaw \u7cfb\u7edf\u4e2d&#xff0c;\u6bcf\u6b21\u7528\u6237\u8bf7\u6c42\u90fd\u6d89\u53ca\u591a\u4e2a\u590d\u6742\u73af\u8282&#xff1a;<\/p>\n<p>\u7528\u6237\u8f93\u5165 \u2192 \u610f\u56fe\u8bc6\u522b \u2192 \u5de5\u5177\u66b4\u9732 \u2192 \u6a21\u578b\u8c03\u7528 \u2192 \u5de5\u5177\u6267\u884c \u2192 \u54cd\u5e94\u751f\u6210<br \/>\n    \u2193           \u2193           \u2193           \u2193           \u2193           \u2193<br \/>\n  \u8bb0\u5f55\u65e5\u5fd7    \u8bb0\u5f55\u65e5\u5fd7    \u8bb0\u5f55\u65e5\u5fd7    \u8bb0\u5f55\u65e5\u5fd7    \u8bb0\u5f55\u65e5\u5fd7    \u8bb0\u5f55\u65e5\u5fd7<\/p>\n<p>\u95ee\u9898&#xff1a;<\/p>\n<ul>\n<li>\u274c \u8bf7\u6c42\u94fe\u8def\u957f&#xff0c;\u5b9a\u4f4d\u95ee\u9898\u56f0\u96be<\/li>\n<li>\u274c \u5de5\u5177\u8c03\u7528\u5931\u8d25\u539f\u56e0\u4e0d\u660e<\/li>\n<li>\u274c \u6027\u80fd\u74f6\u9888\u65e0\u6cd5\u91cf\u5316<\/li>\n<li>\u274c \u654f\u611f\u4fe1\u606f\u6cc4\u9732\u98ce\u9669<\/li>\n<li>\u274c \u65e5\u5fd7\u5206\u6563\u96be\u4ee5\u5206\u6790<\/li>\n<\/ul>\n<h4>\u6211\u4eec\u7684\u89e3\u51b3\u65b9\u6848<\/h4>\n<p>\u4e09\u5c42\u76d1\u63a7\u4f53\u7cfb&#xff1a;<\/p>\n<p>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n\u2502                    \u76d1\u63a7\u5c42                            \u2502<br \/>\n\u2502  \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510  \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510  \u2502<br \/>\n\u2502  \u2502  TaskTrace      \u2502  \u2502  Event Bus              \u2502  \u2502<br \/>\n\u2502  \u2502  \u5168\u94fe\u8def\u8ffd\u8e2a      \u2502  \u2502  \u5b9e\u65f6\u4e8b\u4ef6\u76d1\u63a7            \u2502  \u2502<br \/>\n\u2502  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518  \u2502<br \/>\n\u2502           \u2502                       \u2502                  \u2502<br \/>\n\u2502           \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518                  \u2502<br \/>\n\u2502                       \u2193                              \u2502<br \/>\n\u2502  \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510   \u2502<br \/>\n\u2502  \u2502           \u65e5\u5fd7\u5c42&#xff08;Python logging&#xff09;            \u2502   \u2502<br \/>\n\u2502  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518   \u2502<br \/>\n\u2502                       \u2502                              \u2502<br \/>\n\u2502  \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510   \u2502<br \/>\n\u2502  \u2502           \u6301\u4e45\u5316\u5c42&#xff08;JSONL \u6587\u4ef6&#xff09;            \u2502   \u2502<br \/>\n\u2502  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518   \u2502<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n<hr \/>\n<h3>&#x1f4dd; \u6838\u5fc3\u6a21\u5757\u4e00&#xff1a;Python Logging \u6700\u4f73\u5b9e\u8df5<\/h3>\n<h4>\u65e5\u5fd7\u914d\u7f6e<\/h4>\n<p><span class=\"token keyword\">import<\/span> logging<br \/>\n<span class=\"token keyword\">import<\/span> sys<br \/>\n<span class=\"token keyword\">from<\/span> pathlib <span class=\"token keyword\">import<\/span> Path<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">setup_logging<\/span><span class=\"token punctuation\">(<\/span><br \/>\n    level<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> logging<span class=\"token punctuation\">.<\/span>INFO<span class=\"token punctuation\">,<\/span><br \/>\n    log_file<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    format_string<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u914d\u7f6e\u65e5\u5fd7\u7cfb\u7edf\u3002<\/p>\n<p>    Args:<br \/>\n        level: \u65e5\u5fd7\u7ea7\u522b<br \/>\n        log_file: \u65e5\u5fd7\u6587\u4ef6\u8def\u5f84&#xff08;\u53ef\u9009&#xff09;<br \/>\n        format_string: \u65e5\u5fd7\u683c\u5f0f<br \/>\n    &#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> format_string <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        format_string <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;%(asctime)s \u2502 %(levelname)-8s \u2502 %(name)s \u2502 %(message)s&#034;<\/span><\/p>\n<p>    <span class=\"token comment\"># \u521b\u5efa formatter<\/span><br \/>\n    formatter <span class=\"token operator\">&#061;<\/span> logging<span class=\"token punctuation\">.<\/span>Formatter<span class=\"token punctuation\">(<\/span>format_string<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u914d\u7f6e\u6839 logger<\/span><br \/>\n    root_logger <span class=\"token operator\">&#061;<\/span> logging<span class=\"token punctuation\">.<\/span>getLogger<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    root_logger<span class=\"token punctuation\">.<\/span>setLevel<span class=\"token punctuation\">(<\/span>level<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u6e05\u9664\u73b0\u6709 handlers<\/span><br \/>\n    root_logger<span class=\"token punctuation\">.<\/span>handlers<span class=\"token punctuation\">.<\/span>clear<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u63a7\u5236\u53f0 handler<\/span><br \/>\n    console_handler <span class=\"token operator\">&#061;<\/span> logging<span class=\"token punctuation\">.<\/span>StreamHandler<span class=\"token punctuation\">(<\/span>sys<span class=\"token punctuation\">.<\/span>stdout<span class=\"token punctuation\">)<\/span><br \/>\n    console_handler<span class=\"token punctuation\">.<\/span>setLevel<span class=\"token punctuation\">(<\/span>level<span class=\"token punctuation\">)<\/span><br \/>\n    console_handler<span class=\"token punctuation\">.<\/span>setFormatter<span class=\"token punctuation\">(<\/span>formatter<span class=\"token punctuation\">)<\/span><br \/>\n    root_logger<span class=\"token punctuation\">.<\/span>addHandler<span class=\"token punctuation\">(<\/span>console_handler<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u6587\u4ef6 handler&#xff08;\u53ef\u9009&#xff09;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> log_file<span class=\"token punctuation\">:<\/span><br \/>\n        log_path <span class=\"token operator\">&#061;<\/span> Path<span class=\"token punctuation\">(<\/span>log_file<span class=\"token punctuation\">)<\/span><br \/>\n        log_path<span class=\"token punctuation\">.<\/span>parent<span class=\"token punctuation\">.<\/span>mkdir<span class=\"token punctuation\">(<\/span>parents<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> exist_ok<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        file_handler <span class=\"token operator\">&#061;<\/span> logging<span class=\"token punctuation\">.<\/span>FileHandler<span class=\"token punctuation\">(<\/span>log_path<span class=\"token punctuation\">,<\/span> encoding<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;utf-8&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        file_handler<span class=\"token punctuation\">.<\/span>setLevel<span class=\"token punctuation\">(<\/span>level<span class=\"token punctuation\">)<\/span><br \/>\n        file_handler<span class=\"token punctuation\">.<\/span>setFormatter<span class=\"token punctuation\">(<\/span>formatter<span class=\"token punctuation\">)<\/span><br \/>\n        root_logger<span class=\"token punctuation\">.<\/span>addHandler<span class=\"token punctuation\">(<\/span>file_handler<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u521d\u59cb\u5316<\/span><br \/>\nsetup_logging<span class=\"token punctuation\">(<\/span><br \/>\n    level<span class=\"token operator\">&#061;<\/span>logging<span class=\"token punctuation\">.<\/span>DEBUG <span class=\"token keyword\">if<\/span> os<span class=\"token punctuation\">.<\/span>getenv<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;DEBUG&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">else<\/span> logging<span class=\"token punctuation\">.<\/span>INFO<span class=\"token punctuation\">,<\/span><br \/>\n    log_file<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;~\/.winclaw\/logs\/weclaw.log&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<h4>\u6a21\u5757\u7ea7 Logger<\/h4>\n<p><span class=\"token comment\"># \u5728\u6bcf\u4e2a\u6a21\u5757\u4e2d\u521b\u5efa logger<\/span><br \/>\nlogger <span class=\"token operator\">&#061;<\/span> logging<span class=\"token punctuation\">.<\/span>getLogger<span class=\"token punctuation\">(<\/span>__name__<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">MyClass<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u793a\u4f8b\u7c7b\u3002&#034;&#034;&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u4f7f\u7528\u7c7b\u540d\u4f5c\u4e3a logger \u540d<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>_logger <span class=\"token operator\">&#061;<\/span> logging<span class=\"token punctuation\">.<\/span>getLogger<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>__class__<span class=\"token punctuation\">.<\/span>__name__<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">do_something<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u4f7f\u7528 logger \u8bb0\u5f55\u65e5\u5fd7<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>_logger<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5f00\u59cb\u6267\u884c\u64cd\u4f5c&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            result <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>_process<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>_logger<span class=\"token punctuation\">.<\/span>debug<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5904\u7406\u7ed3\u679c&#xff1a;%s&#034;<\/span><span class=\"token punctuation\">,<\/span> result<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> result<br \/>\n        <span class=\"token keyword\">except<\/span> Exception <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>_logger<span class=\"token punctuation\">.<\/span>error<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u64cd\u4f5c\u5931\u8d25&#xff1a;%s&#034;<\/span><span class=\"token punctuation\">,<\/span> e<span class=\"token punctuation\">,<\/span> exc_info<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">raise<\/span><\/p>\n<h4>\u65e5\u5fd7\u7ea7\u522b\u89c4\u8303<\/h4>\n<p><span class=\"token comment\"># \u65e5\u5fd7\u7ea7\u522b\u4f7f\u7528\u89c4\u8303<\/span><\/p>\n<p><span class=\"token comment\"># DEBUG: \u8be6\u7ec6\u8c03\u8bd5\u4fe1\u606f<\/span><br \/>\nlogger<span class=\"token punctuation\">.<\/span>debug<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u8bf7\u6c42\u53c2\u6570&#xff1a;%s&#034;<\/span><span class=\"token punctuation\">,<\/span> params<span class=\"token punctuation\">)<\/span><br \/>\nlogger<span class=\"token punctuation\">.<\/span>debug<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u51fd\u6570\u5165\u53e3&#xff0c;\u53d8\u91cf\u503c&#xff1a;x&#061;%d, y&#061;%s&#034;<\/span><span class=\"token punctuation\">,<\/span> x<span class=\"token punctuation\">,<\/span> y<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># INFO: \u6b63\u5e38\u6d41\u7a0b\u4fe1\u606f<\/span><br \/>\nlogger<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u7528\u6237\u767b\u5f55\u6210\u529f&#xff1a;%s&#034;<\/span><span class=\"token punctuation\">,<\/span> username<span class=\"token punctuation\">)<\/span><br \/>\nlogger<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5de5\u5177\u8c03\u7528&#xff1a;%s.%s&#034;<\/span><span class=\"token punctuation\">,<\/span> tool_name<span class=\"token punctuation\">,<\/span> action<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># WARNING: \u8b66\u544a\u4fe1\u606f&#xff08;\u4e0d\u5f71\u54cd\u6d41\u7a0b&#xff09;<\/span><br \/>\nlogger<span class=\"token punctuation\">.<\/span>warning<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u914d\u7f6e\u7f3a\u5931&#xff0c;\u4f7f\u7528\u9ed8\u8ba4\u503c&#xff1a;%s&#034;<\/span><span class=\"token punctuation\">,<\/span> default_value<span class=\"token punctuation\">)<\/span><br \/>\nlogger<span class=\"token punctuation\">.<\/span>warning<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;API \u9650\u6d41&#xff0c;\u964d\u4f4e\u8bf7\u6c42\u9891\u7387&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># ERROR: \u9519\u8bef\u4fe1\u606f&#xff08;\u5f71\u54cd\u529f\u80fd&#xff09;<\/span><br \/>\nlogger<span class=\"token punctuation\">.<\/span>error<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6570\u636e\u5e93\u8fde\u63a5\u5931\u8d25&#xff1a;%s&#034;<\/span><span class=\"token punctuation\">,<\/span> e<span class=\"token punctuation\">)<\/span><br \/>\nlogger<span class=\"token punctuation\">.<\/span>error<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5de5\u5177\u6267\u884c\u8d85\u65f6&#xff1a;%s&#034;<\/span><span class=\"token punctuation\">,<\/span> tool_name<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># CRITICAL: \u4e25\u91cd\u9519\u8bef&#xff08;\u53ef\u80fd\u5bfc\u81f4\u5d29\u6e83&#xff09;<\/span><br \/>\nlogger<span class=\"token punctuation\">.<\/span>critical<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5185\u5b58\u8017\u5c3d&#xff0c;\u7a0b\u5e8f\u5373\u5c06\u9000\u51fa&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nlogger<span class=\"token punctuation\">.<\/span>critical<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u65e0\u6cd5\u8fde\u63a5\u5230\u5173\u952e\u670d\u52a1&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<hr \/>\n<h3>&#x1f50d; \u6838\u5fc3\u6a21\u5757\u4e8c&#xff1a;TaskTraceCollector \u5168\u94fe\u8def\u8ffd\u8e2a<\/h3>\n<h4>\u8ffd\u8e2a\u6570\u636e\u6a21\u578b<\/h4>\n<p><span class=\"token keyword\">from<\/span> dataclasses <span class=\"token keyword\">import<\/span> dataclass<span class=\"token punctuation\">,<\/span> field<span class=\"token punctuation\">,<\/span> asdict<br \/>\n<span class=\"token keyword\">from<\/span> typing <span class=\"token keyword\">import<\/span> Any<\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;dataclass<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ToolCallRecord<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5355\u6b21\u5de5\u5177\u8c03\u7528\u8bb0\u5f55\u3002&#034;&#034;&#034;<\/span><\/p>\n<p>    step<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span>                          <span class=\"token comment\"># \u7b2c\u51e0\u6b65<\/span><br \/>\n    function_name<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span>                  <span class=\"token comment\"># \u5982 &#034;browser_use_run_task&#034;<\/span><br \/>\n    arguments<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> Any<span class=\"token punctuation\">]<\/span>            <span class=\"token comment\"># \u8c03\u7528\u53c2\u6570<\/span><br \/>\n    status<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span>                        <span class=\"token comment\"># success \/ error \/ timeout \/ denied<\/span><br \/>\n    duration_ms<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span>                  <span class=\"token comment\"># \u6267\u884c\u65f6\u957f<\/span><br \/>\n    error<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;&#034;<\/span>                    <span class=\"token comment\"># \u9519\u8bef\u4fe1\u606f<\/span><br \/>\n    output_preview<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;&#034;<\/span>             <span class=\"token comment\"># \u8f93\u51fa\u524d N \u5b57\u7b26<\/span><\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;dataclass<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">TaskTrace<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4e00\u6b21\u7528\u6237\u8bf7\u6c42\u7684\u5b8c\u6574\u8ffd\u8e2a\u8bb0\u5f55\u3002&#034;&#034;&#034;<\/span><\/p>\n<p>    trace_id<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span>                       <span class=\"token comment\"># UUID<\/span><br \/>\n    session_id<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span>                    <span class=\"token comment\"># \u4f1a\u8bdd ID<\/span><br \/>\n    timestamp<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span>                      <span class=\"token comment\"># ISO \u65f6\u95f4<\/span><br \/>\n    user_input<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span>                    <span class=\"token comment\"># \u539f\u59cb\u7528\u6237\u8f93\u5165<\/span><\/p>\n<p>    <span class=\"token comment\"># &#8212; \u610f\u56fe\u8bc6\u522b\u9636\u6bb5 &#8212;<\/span><br \/>\n    intent_primary<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;&#034;<\/span>             <span class=\"token comment\"># \u4e3b\u8981\u610f\u56fe<\/span><br \/>\n    intent_all<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> field<span class=\"token punctuation\">(<\/span>default_factory<span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">list<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u6240\u6709\u5339\u914d\u610f\u56fe<\/span><br \/>\n    intent_confidence<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0.0<\/span>      <span class=\"token comment\"># \u7f6e\u4fe1\u5ea6<\/span><br \/>\n    matched_keywords<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> field<span class=\"token punctuation\">(<\/span>default_factory<span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># &#8212; \u5de5\u5177\u66b4\u9732\u9636\u6bb5 &#8212;<\/span><br \/>\n    tool_tier<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;&#034;<\/span>                <span class=\"token comment\"># recommended \/ extended \/ full<\/span><br \/>\n    tools_exposed<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> field<span class=\"token punctuation\">(<\/span>default_factory<span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">list<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    tools_exposed_count<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><\/p>\n<p>    <span class=\"token comment\"># &#8212; \u6267\u884c\u9636\u6bb5 &#8212;<\/span><br \/>\n    total_steps<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><br \/>\n    tool_calls<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span>ToolCallRecord<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> field<span class=\"token punctuation\">(<\/span>default_factory<span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">list<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    consecutive_failures_max<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><br \/>\n    tier_upgrades<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> field<span class=\"token punctuation\">(<\/span>default_factory<span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">list<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># &#8212; \u7ed3\u679c\u9636\u6bb5 &#8212;<\/span><br \/>\n    final_status<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;&#034;<\/span>             <span class=\"token comment\"># completed \/ max_steps \/ error \/ cancelled<\/span><br \/>\n    total_tokens<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><br \/>\n    total_duration_ms<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0.0<\/span><br \/>\n    assistant_response_preview<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;&#034;<\/span><\/p>\n<h4>\u8ffd\u8e2a\u91c7\u96c6\u5668\u5b9e\u73b0<\/h4>\n<p><span class=\"token keyword\">import<\/span> uuid<br \/>\n<span class=\"token keyword\">import<\/span> time<br \/>\n<span class=\"token keyword\">from<\/span> datetime <span class=\"token keyword\">import<\/span> datetime<br \/>\n<span class=\"token keyword\">from<\/span> pathlib <span class=\"token keyword\">import<\/span> Path<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">TaskTraceCollector<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u8ffd\u8e2a\u91c7\u96c6\u5668 \u2014 \u7ed1\u5b9a\u4e00\u6b21 chat\/chat_stream \u8c03\u7528\u7684\u5b8c\u6574\u751f\u547d\u5468\u671f\u3002<\/p>\n<p>    \u7528\u6cd5::<br \/>\n        collector &#061; TaskTraceCollector(session_id, user_input)<br \/>\n        collector.set_intent(intent_result, tier, exposed_tools)<\/p>\n<p>        # \u6bcf\u6b21\u5de5\u5177\u8c03\u7528<br \/>\n        collector.add_tool_call(step, func_name, args, result)<\/p>\n<p>        # \u5c42\u7ea7\u5347\u7ea7&#xff08;\u5982\u6709&#xff09;<br \/>\n        collector.add_tier_upgrade(&#034;recommended&#034;, &#034;extended&#034;)<\/p>\n<p>        # \u7ed3\u675f<br \/>\n        collector.finalize(status&#061;&#034;completed&#034;, tokens&#061;500, response_preview&#061;&#034;&#8230;&#034;)<br \/>\n        collector.flush()  # \u5199\u5165\u6587\u4ef6<br \/>\n    &#034;&#034;&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        self<span class=\"token punctuation\">,<\/span><br \/>\n        session_id<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        user_input<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        trace_dir<span class=\"token punctuation\">:<\/span> Path <span class=\"token operator\">|<\/span> <span class=\"token boolean\">None<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        max_output_preview<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">200<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        max_trace_days<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">30<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        enabled<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">bool<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>_trace <span class=\"token operator\">&#061;<\/span> TaskTrace<span class=\"token punctuation\">(<\/span><br \/>\n            trace_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><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">8<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            session_id<span class=\"token operator\">&#061;<\/span>session_id<span class=\"token punctuation\">,<\/span><br \/>\n            timestamp<span class=\"token operator\">&#061;<\/span>datetime<span class=\"token punctuation\">.<\/span>now<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>isoformat<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            user_input<span class=\"token operator\">&#061;<\/span>user_input<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>_trace_dir <span class=\"token operator\">&#061;<\/span> trace_dir <span class=\"token keyword\">or<\/span> DEFAULT_TRACE_DIR<br \/>\n        self<span class=\"token punctuation\">.<\/span>_max_output_preview <span class=\"token operator\">&#061;<\/span> max_output_preview<br \/>\n        self<span class=\"token punctuation\">.<\/span>_max_trace_days <span class=\"token operator\">&#061;<\/span> max_trace_days<br \/>\n        self<span class=\"token punctuation\">.<\/span>_enabled <span class=\"token operator\">&#061;<\/span> enabled<br \/>\n        self<span class=\"token punctuation\">.<\/span>_start_time <span class=\"token operator\">&#061;<\/span> time<span class=\"token punctuation\">.<\/span>perf_counter<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>_consecutive_failures <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>_finalized <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">False<\/span><\/p>\n<h4>\u8ffd\u8e2a\u6570\u636e\u91c7\u96c6<\/h4>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">set_intent<\/span><span class=\"token punctuation\">(<\/span><br \/>\n    self<span class=\"token punctuation\">,<\/span><br \/>\n    intent_result<span class=\"token punctuation\">:<\/span> Any<span class=\"token punctuation\">,<\/span><br \/>\n    tier<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    exposed_tools<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u8bbe\u7f6e\u610f\u56fe\u8bc6\u522b\u7ed3\u679c\u3002&#034;&#034;&#034;<\/span><br \/>\n    self<span class=\"token punctuation\">.<\/span>_trace<span class=\"token punctuation\">.<\/span>intent_primary <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">getattr<\/span><span class=\"token punctuation\">(<\/span>intent_result<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;primary_intent&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    self<span class=\"token punctuation\">.<\/span>_trace<span class=\"token punctuation\">.<\/span>intent_all <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">getattr<\/span><span class=\"token punctuation\">(<\/span>intent_result<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;intents&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">set<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    self<span class=\"token punctuation\">.<\/span>_trace<span class=\"token punctuation\">.<\/span>intent_confidence <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">getattr<\/span><span class=\"token punctuation\">(<\/span>intent_result<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;confidence&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0.0<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    self<span class=\"token punctuation\">.<\/span>_trace<span class=\"token punctuation\">.<\/span>matched_keywords <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        k<span class=\"token punctuation\">:<\/span> v <span class=\"token keyword\">for<\/span> k<span class=\"token punctuation\">,<\/span> v <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">getattr<\/span><span class=\"token punctuation\">(<\/span>intent_result<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;matched_keywords&#034;<\/span><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>items<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n    self<span class=\"token punctuation\">.<\/span>_trace<span class=\"token punctuation\">.<\/span>tool_tier <span class=\"token operator\">&#061;<\/span> tier<br \/>\n    self<span class=\"token punctuation\">.<\/span>_trace<span class=\"token punctuation\">.<\/span>tools_exposed <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">(<\/span>exposed_tools<span class=\"token punctuation\">)<\/span><br \/>\n    self<span class=\"token punctuation\">.<\/span>_trace<span class=\"token punctuation\">.<\/span>tools_exposed_count <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>exposed_tools<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">add_tool_call<\/span><span class=\"token punctuation\">(<\/span><br \/>\n    self<span class=\"token punctuation\">,<\/span><br \/>\n    step<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    function_name<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    arguments<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> Any<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    status<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    duration_ms<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    error<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    output<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6dfb\u52a0\u4e00\u6b21\u5de5\u5177\u8c03\u7528\u8bb0\u5f55\u3002&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token comment\"># \u66f4\u65b0\u8fde\u7eed\u5931\u8d25\u8ba1\u6570<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> status <span class=\"token keyword\">in<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;error&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;timeout&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;denied&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>_consecutive_failures <span class=\"token operator\">&#043;&#061;<\/span> <span class=\"token number\">1<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> self<span class=\"token punctuation\">.<\/span>_consecutive_failures <span class=\"token operator\">&gt;<\/span> self<span class=\"token punctuation\">.<\/span>_trace<span class=\"token punctuation\">.<\/span>consecutive_failures_max<span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>_trace<span class=\"token punctuation\">.<\/span>consecutive_failures_max <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>_consecutive_failures<br \/>\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>_consecutive_failures <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><\/p>\n<p>    record <span class=\"token operator\">&#061;<\/span> ToolCallRecord<span class=\"token punctuation\">(<\/span><br \/>\n        step<span class=\"token operator\">&#061;<\/span>step<span class=\"token punctuation\">,<\/span><br \/>\n        function_name<span class=\"token operator\">&#061;<\/span>function_name<span class=\"token punctuation\">,<\/span><br \/>\n        arguments<span class=\"token operator\">&#061;<\/span>arguments<span class=\"token punctuation\">,<\/span><br \/>\n        status<span class=\"token operator\">&#061;<\/span>status<span class=\"token punctuation\">,<\/span><br \/>\n        duration_ms<span class=\"token operator\">&#061;<\/span>duration_ms<span class=\"token punctuation\">,<\/span><br \/>\n        error<span class=\"token operator\">&#061;<\/span>error<span class=\"token punctuation\">,<\/span><br \/>\n        output_preview<span class=\"token operator\">&#061;<\/span>output<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span>self<span class=\"token punctuation\">.<\/span>_max_output_preview<span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">if<\/span> output <span class=\"token keyword\">else<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    self<span class=\"token punctuation\">.<\/span>_trace<span class=\"token punctuation\">.<\/span>tool_calls<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>record<span class=\"token punctuation\">)<\/span><br \/>\n    self<span class=\"token punctuation\">.<\/span>_trace<span class=\"token punctuation\">.<\/span>total_steps <span class=\"token operator\">&#061;<\/span> step<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">add_tier_upgrade<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> from_tier<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> to_tier<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u8bb0\u5f55\u5c42\u7ea7\u5347\u7ea7\u3002&#034;&#034;&#034;<\/span><br \/>\n    self<span class=\"token punctuation\">.<\/span>_trace<span class=\"token punctuation\">.<\/span>tier_upgrades<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>from_tier<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">-&gt;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>to_tier<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    self<span class=\"token punctuation\">.<\/span>_trace<span class=\"token punctuation\">.<\/span>tool_tier <span class=\"token operator\">&#061;<\/span> to_tier<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">finalize<\/span><span class=\"token punctuation\">(<\/span><br \/>\n    self<span class=\"token punctuation\">,<\/span><br \/>\n    status<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    tokens<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    response_preview<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5b8c\u6210\u8ffd\u8e2a\u8bb0\u5f55\u3002&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> self<span class=\"token punctuation\">.<\/span>_finalized<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span><\/p>\n<p>    self<span class=\"token punctuation\">.<\/span>_trace<span class=\"token punctuation\">.<\/span>final_status <span class=\"token operator\">&#061;<\/span> status<br \/>\n    self<span class=\"token punctuation\">.<\/span>_trace<span class=\"token punctuation\">.<\/span>total_tokens <span class=\"token operator\">&#061;<\/span> tokens<br \/>\n    self<span class=\"token punctuation\">.<\/span>_trace<span class=\"token punctuation\">.<\/span>total_duration_ms <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span>time<span class=\"token punctuation\">.<\/span>perf_counter<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> self<span class=\"token punctuation\">.<\/span>_start_time<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">*<\/span> <span class=\"token number\">1000<\/span><br \/>\n    self<span class=\"token punctuation\">.<\/span>_trace<span class=\"token punctuation\">.<\/span>assistant_response_preview <span class=\"token operator\">&#061;<\/span> response_preview<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">300<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">if<\/span> response_preview <span class=\"token keyword\">else<\/span> <span class=\"token string\">&#034;&#034;<\/span><br \/>\n    self<span class=\"token punctuation\">.<\/span>_finalized <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">True<\/span><\/p>\n<hr \/>\n<h3>&#x1f6e1;\ufe0f \u6838\u5fc3\u6a21\u5757\u4e09&#xff1a;\u654f\u611f\u4fe1\u606f\u8131\u654f<\/h3>\n<h4>\u654f\u611f\u4fe1\u606f\u5b9a\u4e49<\/h4>\n<p><span class=\"token comment\"># \u654f\u611f\u53c2\u6570\u540d\u5217\u8868<\/span><br \/>\nSENSITIVE_PARAM_NAMES <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string\">&#034;api_key&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;apikey&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;api-key&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;password&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;passwd&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;pwd&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;token&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;access_token&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;refresh_token&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;auth_token&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;secret&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;secret_key&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;client_secret&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;credential&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;credentials&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;private_key&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;privatekey&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;authorization&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;auth&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\"># \u654f\u611f\u503c\u6a21\u5f0f&#xff08;\u6b63\u5219&#xff09;<\/span><br \/>\nSENSITIVE_VALUE_PATTERNS <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n    <span class=\"token comment\"># API Key \u683c\u5f0f&#xff08;\u8d85\u8fc7 20 \u5b57\u7b26\u7684\u5b57\u6bcd\u6570\u5b57\u6df7\u5408&#xff09;<\/span><br \/>\n    re<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#039;\\\\b[a-zA-Z0-9_-]{20,}\\\\b&#039;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token comment\"># \u660e\u663e\u7684 key&#061;xxx \u6a21\u5f0f<\/span><br \/>\n    re<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">r&#039;(api_key|apikey|api-key|token|secret|password)\\\\s*[&#061;:]\\\\s*[&#034;\\\\&#039;]?[\\\\w-]{10,}[&#034;\\\\&#039;]?&#039;<\/span><span class=\"token punctuation\">,<\/span> re<span class=\"token punctuation\">.<\/span>I<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n<span class=\"token punctuation\">]<\/span><\/p>\n<h4>\u8131\u654f\u51fd\u6570\u5b9e\u73b0<\/h4>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">_sanitize_dict<\/span><span class=\"token punctuation\">(<\/span>d<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> Any<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> max_preview<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">200<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> Any<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5bf9\u5b57\u5178\u4e2d\u7684\u654f\u611f\u53c2\u6570\u503c\u8fdb\u884c\u8131\u654f\u3002&#034;&#034;&#034;<\/span><br \/>\n    result <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> key<span class=\"token punctuation\">,<\/span> value <span class=\"token keyword\">in<\/span> d<span class=\"token punctuation\">.<\/span>items<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        key_lower <span class=\"token operator\">&#061;<\/span> key<span class=\"token punctuation\">.<\/span>lower<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>replace<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;-&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;_&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u68c0\u67e5\u662f\u5426\u662f\u654f\u611f\u53c2\u6570\u540d<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> key_lower <span class=\"token keyword\">in<\/span> SENSITIVE_PARAM_NAMES<span class=\"token punctuation\">:<\/span><br \/>\n            result<span class=\"token punctuation\">[<\/span>key<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;***&#034;<\/span><br \/>\n        <span class=\"token keyword\">elif<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>value<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token comment\"># \u9012\u5f52\u5904\u7406\u5d4c\u5957\u5b57\u5178<\/span><br \/>\n            result<span class=\"token punctuation\">[<\/span>key<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> _sanitize_dict<span class=\"token punctuation\">(<\/span>value<span class=\"token punctuation\">,<\/span> max_preview<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">elif<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>value<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            result<span class=\"token punctuation\">[<\/span>key<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> _sanitize_string<span class=\"token punctuation\">(<\/span>value<span class=\"token punctuation\">,<\/span> max_preview<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            result<span class=\"token punctuation\">[<\/span>key<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> value<\/p>\n<p>    <span class=\"token keyword\">return<\/span> result<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">_sanitize_string<\/span><span class=\"token punctuation\">(<\/span>s<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> max_len<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">200<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5bf9\u5b57\u7b26\u4e32\u4e2d\u7684\u654f\u611f\u4fe1\u606f\u8fdb\u884c\u8131\u654f\u3002&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> s<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> s<\/p>\n<p>    <span class=\"token comment\"># \u622a\u65ad\u8fc7\u957f\u7684\u5b57\u7b26\u4e32<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>s<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> max_len<span class=\"token punctuation\">:<\/span><br \/>\n        s <span class=\"token operator\">&#061;<\/span> s<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span>max_len<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token string\">&#034;&#8230;&#034;<\/span><\/p>\n<p>    <span class=\"token comment\"># \u66ff\u6362\u654f\u611f\u6a21\u5f0f<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> pattern <span class=\"token keyword\">in<\/span> SENSITIVE_VALUE_PATTERNS<span class=\"token punctuation\">:<\/span><br \/>\n        s <span class=\"token operator\">&#061;<\/span> pattern<span class=\"token punctuation\">.<\/span>sub<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;***&#034;<\/span><span class=\"token punctuation\">,<\/span> s<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> s<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">_sanitize_trace<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> Any<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5bf9\u8ffd\u8e2a\u8bb0\u5f55\u8fdb\u884c\u8131\u654f\u5904\u7406\u3002&#034;&#034;&#034;<\/span><br \/>\n    trace_dict <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>_trace<span class=\"token punctuation\">.<\/span>to_dict<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u8131\u654f user_input<\/span><br \/>\n    trace_dict<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;user_input&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> _sanitize_string<span class=\"token punctuation\">(<\/span><br \/>\n        trace_dict<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;user_input&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> max_len<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1000<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u8131\u654f tool_calls \u4e2d\u7684 arguments \u548c output_preview<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> tc <span class=\"token keyword\">in<\/span> trace_dict<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;tool_calls&#034;<\/span><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 \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>tc<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> tc<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;arguments&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                tc<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;arguments&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> _sanitize_dict<span class=\"token punctuation\">(<\/span>tc<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;arguments&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> tc<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;output_preview&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                tc<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;output_preview&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> _sanitize_string<span class=\"token punctuation\">(<\/span>tc<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;output_preview&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u8131\u654f assistant_response_preview<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> trace_dict<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;assistant_response_preview&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        trace_dict<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;assistant_response_preview&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> _sanitize_string<span class=\"token punctuation\">(<\/span><br \/>\n            trace_dict<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;assistant_response_preview&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> max_len<span class=\"token operator\">&#061;<\/span><span class=\"token number\">300<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> trace_dict<\/p>\n<h4>\u8131\u654f\u6548\u679c\u793a\u4f8b<\/h4>\n<p><span class=\"token comment\"># \u8f93\u5165&#xff08;\u539f\u59cb\u53c2\u6570&#xff09;<\/span><br \/>\n<span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string\">&#034;api_key&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;sk-abc123xyz456def789&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;password&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;MySecretPass123&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;query&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u4eca\u5929\u5929\u6c14\u600e\u4e48\u6837&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;token&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;eyJhbGciOiJIUzI1NiJ9&#8230;&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;user_id&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;12345&#034;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\"># \u8f93\u51fa&#xff08;\u8131\u654f\u540e&#xff09;<\/span><br \/>\n<span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string\">&#034;api_key&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;***&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;password&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;***&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;query&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u4eca\u5929\u5929\u6c14\u600e\u4e48\u6837&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;token&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;***&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token string\">&#034;user_id&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;12345&#034;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<hr \/>\n<h3>&#x1f4be; \u6838\u5fc3\u6a21\u5757\u56db&#xff1a;JSONL \u65e5\u5fd7\u6301\u4e45\u5316<\/h3>\n<h4>JSONL \u683c\u5f0f\u8bf4\u660e<\/h4>\n<p>JSONL&#xff08;JSON Lines&#xff09;\u662f\u4e00\u79cd\u9002\u5408\u6d41\u5f0f\u5199\u5165\u7684\u65e5\u5fd7\u683c\u5f0f&#xff1a;<\/p>\n<p>{&#034;trace_id&#034;: &#034;a1b2c3d4&#034;, &#034;session_id&#034;: &#034;sess123&#034;, &#034;timestamp&#034;: &#034;2026-03-25T10:30:00&#034;, &#8230;}<br \/>\n{&#034;trace_id&#034;: &#034;e5f6g7h8&#034;, &#034;session_id&#034;: &#034;sess124&#034;, &#034;timestamp&#034;: &#034;2026-03-25T10:31:00&#034;, &#8230;}<br \/>\n{&#034;trace_id&#034;: &#034;i9j0k1l2&#034;, &#034;session_id&#034;: &#034;sess125&#034;, &#034;timestamp&#034;: &#034;2026-03-25T10:32:00&#034;, &#8230;}<\/p>\n<p>\u4f18\u52bf&#xff1a;<\/p>\n<ul>\n<li>\u2705 \u6bcf\u884c\u72ec\u7acb&#xff0c;\u53ef\u6d41\u5f0f\u8ffd\u52a0<\/li>\n<li>\u2705 \u652f\u6301 append \u6a21\u5f0f<\/li>\n<li>\u2705 \u4fbf\u4e8e\u5206\u6279\u8bfb\u53d6<\/li>\n<li>\u2705 \u6bd4 JSON \u6570\u7ec4\u66f4\u8282\u7701\u5185\u5b58<\/li>\n<\/ul>\n<h4>\u6301\u4e45\u5316\u5b9e\u73b0<\/h4>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">flush<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">bool<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5c06\u8ffd\u8e2a\u8bb0\u5f55\u5199\u5165 JSONL \u6587\u4ef6\u3002&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> self<span class=\"token punctuation\">.<\/span>_enabled <span class=\"token keyword\">or<\/span> <span class=\"token keyword\">not<\/span> self<span class=\"token punctuation\">.<\/span>_finalized<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">False<\/span><\/p>\n<p>    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u786e\u4fdd\u76ee\u5f55\u5b58\u5728<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>_trace_dir<span class=\"token punctuation\">.<\/span>mkdir<span class=\"token punctuation\">(<\/span>parents<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> exist_ok<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u6e05\u7406\u8fc7\u671f\u6587\u4ef6<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>_cleanup_old_traces<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u8131\u654f\u5904\u7406<\/span><br \/>\n        sanitized <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>_sanitize_trace<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u5199\u5165 JSONL<\/span><br \/>\n        today <span class=\"token operator\">&#061;<\/span> datetime<span class=\"token punctuation\">.<\/span>now<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>strftime<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;%Y-%m-%d&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        trace_file <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>_trace_dir <span class=\"token operator\">\/<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;trace-<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>today<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">.jsonl&#034;<\/span><\/span><\/p>\n<p>        <span class=\"token keyword\">with<\/span> <span class=\"token builtin\">open<\/span><span class=\"token punctuation\">(<\/span>trace_file<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;a&#034;<\/span><span class=\"token punctuation\">,<\/span> encoding<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;utf-8&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> f<span class=\"token punctuation\">:<\/span><br \/>\n            f<span class=\"token punctuation\">.<\/span>write<span class=\"token punctuation\">(<\/span>json<span class=\"token punctuation\">.<\/span>dumps<span class=\"token punctuation\">(<\/span>sanitized<span class=\"token punctuation\">,<\/span> ensure_ascii<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token string\">&#034;\\\\n&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        logger<span class=\"token punctuation\">.<\/span>debug<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;TaskTrace \u5df2\u5199\u5165: %s (id&#061;%s)&#034;<\/span><span class=\"token punctuation\">,<\/span> trace_file<span class=\"token punctuation\">,<\/span> self<span class=\"token punctuation\">.<\/span>_trace<span class=\"token punctuation\">.<\/span>trace_id<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">True<\/span><\/p>\n<p>    <span class=\"token keyword\">except<\/span> Exception <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span><br \/>\n        logger<span class=\"token punctuation\">.<\/span>error<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5199\u5165 TaskTrace \u5931\u8d25: %s&#034;<\/span><span class=\"token punctuation\">,<\/span> e<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">False<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">_cleanup_old_traces<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6e05\u7406\u8fc7\u671f\u7684 trace \u6587\u4ef6\u3002&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> self<span class=\"token punctuation\">.<\/span>_max_trace_days <span class=\"token operator\">&lt;&#061;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span><\/p>\n<p>    <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        cutoff <span class=\"token operator\">&#061;<\/span> datetime<span class=\"token punctuation\">.<\/span>now<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> timedelta<span class=\"token punctuation\">(<\/span>days<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>_max_trace_days<span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">for<\/span> f <span class=\"token keyword\">in<\/span> self<span class=\"token punctuation\">.<\/span>_trace_dir<span class=\"token punctuation\">.<\/span>glob<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;trace-*.jsonl&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token comment\"># \u4ece\u6587\u4ef6\u540d\u89e3\u6790\u65e5\u671f<\/span><br \/>\n            <span class=\"token keyword\">try<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                date_str <span class=\"token operator\">&#061;<\/span> f<span class=\"token punctuation\">.<\/span>stem<span class=\"token punctuation\">.<\/span>replace<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;trace-&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                file_date <span class=\"token operator\">&#061;<\/span> datetime<span class=\"token punctuation\">.<\/span>strptime<span class=\"token punctuation\">(<\/span>date_str<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;%Y-%m-%d&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>                <span class=\"token keyword\">if<\/span> file_date <span class=\"token operator\">&lt;<\/span> cutoff<span class=\"token punctuation\">:<\/span><br \/>\n                    f<span class=\"token punctuation\">.<\/span>unlink<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                    logger<span class=\"token punctuation\">.<\/span>debug<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5df2\u6e05\u7406\u8fc7\u671f trace \u6587\u4ef6: %s&#034;<\/span><span class=\"token punctuation\">,<\/span> f<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">except<\/span> ValueError<span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">pass<\/span>  <span class=\"token comment\"># \u6587\u4ef6\u540d\u683c\u5f0f\u4e0d\u5339\u914d&#xff0c;\u8df3\u8fc7<\/span><br \/>\n    <span class=\"token keyword\">except<\/span> Exception <span class=\"token keyword\">as<\/span> e<span class=\"token punctuation\">:<\/span><br \/>\n        logger<span class=\"token punctuation\">.<\/span>warning<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6e05\u7406\u8fc7\u671f trace \u6587\u4ef6\u5931\u8d25: %s&#034;<\/span><span class=\"token punctuation\">,<\/span> e<span class=\"token punctuation\">)<\/span><\/p>\n<h4>\u65e5\u5fd7\u6587\u4ef6\u7ed3\u6784<\/h4>\n<p>~\/.winclaw\/traces\/<br \/>\n\u251c\u2500\u2500 trace-2026-03-20.jsonl    # 3 \u6708 20 \u65e5\u7684\u8ffd\u8e2a\u8bb0\u5f55<br \/>\n\u251c\u2500\u2500 trace-2026-03-21.jsonl    # 3 \u6708 21 \u65e5\u7684\u8ffd\u8e2a\u8bb0\u5f55<br \/>\n\u251c\u2500\u2500 trace-2026-03-22.jsonl    # 3 \u6708 22 \u65e5\u7684\u8ffd\u8e2a\u8bb0\u5f55<br \/>\n\u251c\u2500\u2500 trace-2026-03-23.jsonl    # 3 \u6708 23 \u65e5\u7684\u8ffd\u8e2a\u8bb0\u5f55<br \/>\n\u251c\u2500\u2500 trace-2026-03-24.jsonl    # 3 \u6708 24 \u65e5\u7684\u8ffd\u8e2a\u8bb0\u5f55<br \/>\n\u2514\u2500\u2500 trace-2026-03-25.jsonl    # 3 \u6708 25 \u65e5\u7684\u8ffd\u8e2a\u8bb0\u5f55&#xff08;\u4eca\u5929&#xff09;<\/p>\n<hr \/>\n<h3>&#x1f4ca; \u6838\u5fc3\u6a21\u5757\u4e94&#xff1a;Trace \u65e5\u5fd7\u5206\u6790<\/h3>\n<h4>\u8bfb\u53d6\u548c\u5206\u6790\u5de5\u5177<\/h4>\n<p><span class=\"token keyword\">from<\/span> pathlib <span class=\"token keyword\">import<\/span> Path<br \/>\n<span class=\"token keyword\">import<\/span> json<br \/>\n<span class=\"token keyword\">from<\/span> collections <span class=\"token keyword\">import<\/span> Counter<span class=\"token punctuation\">,<\/span> defaultdict<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">TraceAnalyzer<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;Trace \u65e5\u5fd7\u5206\u6790\u5668\u3002&#034;&#034;&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> trace_dir<span class=\"token punctuation\">:<\/span> Path<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>_trace_dir <span class=\"token operator\">&#061;<\/span> trace_dir<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">load_traces<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> date<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u52a0\u8f7d\u6307\u5b9a\u65e5\u671f\u7684\u8ffd\u8e2a\u8bb0\u5f55\u3002<\/p>\n<p>        Args:<br \/>\n            date: \u65e5\u671f\u5b57\u7b26\u4e32&#xff08;YYYY-MM-DD&#xff09;&#xff0c;None \u8868\u793a\u4eca\u5929<\/p>\n<p>        Returns:<br \/>\n            \u8ffd\u8e2a\u8bb0\u5f55\u5217\u8868<br \/>\n        &#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> date <span class=\"token keyword\">is<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            date <span class=\"token operator\">&#061;<\/span> datetime<span class=\"token punctuation\">.<\/span>now<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>strftime<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;%Y-%m-%d&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        trace_file <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>_trace_dir <span class=\"token operator\">\/<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;trace-<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>date<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">.jsonl&#034;<\/span><\/span><\/p>\n<p>        <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> trace_file<span class=\"token punctuation\">.<\/span>exists<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>        traces <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token keyword\">with<\/span> <span class=\"token builtin\">open<\/span><span class=\"token punctuation\">(<\/span>trace_file<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;r&#034;<\/span><span class=\"token punctuation\">,<\/span> encoding<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;utf-8&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">as<\/span> f<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">for<\/span> line <span class=\"token keyword\">in<\/span> f<span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token keyword\">if<\/span> line<span class=\"token punctuation\">.<\/span>strip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                    traces<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>json<span class=\"token punctuation\">.<\/span>loads<span class=\"token punctuation\">(<\/span>line<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">return<\/span> traces<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">analyze_tool_usage<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> traces<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5206\u6790\u5de5\u5177\u4f7f\u7528\u60c5\u51b5\u3002&#034;&#034;&#034;<\/span><br \/>\n        tool_counts <span class=\"token operator\">&#061;<\/span> Counter<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        tool_errors <span class=\"token operator\">&#061;<\/span> Counter<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        tool_durations <span class=\"token operator\">&#061;<\/span> defaultdict<span class=\"token punctuation\">(<\/span><span class=\"token builtin\">list<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">for<\/span> trace <span class=\"token keyword\">in<\/span> traces<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">for<\/span> tc <span class=\"token keyword\">in<\/span> trace<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;tool_calls&#034;<\/span><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 \/>\n                func_name <span class=\"token operator\">&#061;<\/span> tc<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;function_name&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;unknown&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                tool_counts<span class=\"token punctuation\">[<\/span>func_name<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#043;&#061;<\/span> <span class=\"token number\">1<\/span><\/p>\n<p>                <span class=\"token keyword\">if<\/span> tc<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">!&#061;<\/span> <span class=\"token string\">&#034;success&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                    tool_errors<span class=\"token punctuation\">[<\/span>func_name<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#043;&#061;<\/span> <span class=\"token number\">1<\/span><\/p>\n<p>                tool_durations<span class=\"token punctuation\">[<\/span>func_name<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>tc<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;duration_ms&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># \u8ba1\u7b97\u5e73\u5747\u65f6\u957f<\/span><br \/>\n        avg_durations <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            name<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span>durations<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>durations<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">for<\/span> name<span class=\"token punctuation\">,<\/span> durations <span class=\"token keyword\">in<\/span> tool_durations<span class=\"token punctuation\">.<\/span>items<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;tool_counts&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">(<\/span>tool_counts<span class=\"token punctuation\">.<\/span>most_common<span class=\"token punctuation\">(<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;tool_errors&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">(<\/span>tool_errors<span class=\"token punctuation\">.<\/span>most_common<span class=\"token punctuation\">(<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;avg_durations&#034;<\/span><span class=\"token punctuation\">:<\/span> avg_durations<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">analyze_intent_accuracy<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> traces<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5206\u6790\u610f\u56fe\u8bc6\u522b\u51c6\u786e\u7387\u3002&#034;&#034;&#034;<\/span><br \/>\n        total <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>traces<span class=\"token punctuation\">)<\/span><br \/>\n        high_confidence <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span> <span class=\"token keyword\">for<\/span> t <span class=\"token keyword\">in<\/span> traces <span class=\"token keyword\">if<\/span> t<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;intent_confidence&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;&#061;<\/span> <span class=\"token number\">0.8<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        tier_upgrades <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span> <span class=\"token keyword\">for<\/span> t <span class=\"token keyword\">in<\/span> traces <span class=\"token keyword\">if<\/span> t<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;tier_upgrades&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;total_traces&#034;<\/span><span class=\"token punctuation\">:<\/span> total<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;high_confidence_count&#034;<\/span><span class=\"token punctuation\">:<\/span> high_confidence<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;high_confidence_rate&#034;<\/span><span class=\"token punctuation\">:<\/span> high_confidence <span class=\"token operator\">\/<\/span> total <span class=\"token keyword\">if<\/span> total <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;tier_upgrade_count&#034;<\/span><span class=\"token punctuation\">:<\/span> tier_upgrades<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;tier_upgrade_rate&#034;<\/span><span class=\"token punctuation\">:<\/span> tier_upgrades <span class=\"token operator\">\/<\/span> total <span class=\"token keyword\">if<\/span> total <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">analyze_performance<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> traces<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5206\u6790\u6027\u80fd\u6307\u6807\u3002&#034;&#034;&#034;<\/span><br \/>\n        durations <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>t<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;total_duration_ms&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> t <span class=\"token keyword\">in<\/span> traces<span class=\"token punctuation\">]<\/span><br \/>\n        tokens <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>t<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;total_tokens&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> t <span class=\"token keyword\">in<\/span> traces<span class=\"token punctuation\">]<\/span><\/p>\n<p>        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;avg_duration_ms&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span>durations<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>durations<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> durations <span class=\"token keyword\">else<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;max_duration_ms&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">max<\/span><span class=\"token punctuation\">(<\/span>durations<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> durations <span class=\"token keyword\">else<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;min_duration_ms&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">min<\/span><span class=\"token punctuation\">(<\/span>durations<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> durations <span class=\"token keyword\">else<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;avg_tokens&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span>tokens<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>tokens<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> tokens <span class=\"token keyword\">else<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;total_tokens&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">sum<\/span><span class=\"token punctuation\">(<\/span>tokens<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<h4>\u5206\u6790\u62a5\u544a\u751f\u6210<\/h4>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">generate_report<\/span><span class=\"token punctuation\">(<\/span>date<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u751f\u6210\u8ffd\u8e2a\u5206\u6790\u62a5\u544a\u3002&#034;&#034;&#034;<\/span><br \/>\n    analyzer <span class=\"token operator\">&#061;<\/span> TraceAnalyzer<span class=\"token punctuation\">(<\/span>Path<span class=\"token punctuation\">.<\/span>home<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token string\">&#034;.winclaw&#034;<\/span> <span class=\"token operator\">\/<\/span> <span class=\"token string\">&#034;traces&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    traces <span class=\"token operator\">&#061;<\/span> analyzer<span class=\"token punctuation\">.<\/span>load_traces<span class=\"token punctuation\">(<\/span>date<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> traces<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u6ca1\u6709\u627e\u5230 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>date<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u7684\u8ffd\u8e2a\u8bb0\u5f55&#034;<\/span><\/span><\/p>\n<p>    <span class=\"token comment\"># \u6536\u96c6\u7edf\u8ba1<\/span><br \/>\n    tool_stats <span class=\"token operator\">&#061;<\/span> analyzer<span class=\"token punctuation\">.<\/span>analyze_tool_usage<span class=\"token punctuation\">(<\/span>traces<span class=\"token punctuation\">)<\/span><br \/>\n    intent_stats <span class=\"token operator\">&#061;<\/span> analyzer<span class=\"token punctuation\">.<\/span>analyze_intent_accuracy<span class=\"token punctuation\">(<\/span>traces<span class=\"token punctuation\">)<\/span><br \/>\n    perf_stats <span class=\"token operator\">&#061;<\/span> analyzer<span class=\"token punctuation\">.<\/span>analyze_performance<span class=\"token punctuation\">(<\/span>traces<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u751f\u6210\u62a5\u544a<\/span><br \/>\n    report_lines <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n        <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;# Trace \u5206\u6790\u62a5\u544a &#8211; <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>date <span class=\"token keyword\">or<\/span> <span class=\"token string\">&#039;\u4eca\u5929&#039;<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;## \u6982\u89c8&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;- \u603b\u8ffd\u8e2a\u6570&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>intent_stats<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;total_traces&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;- \u9ad8\u7f6e\u4fe1\u5ea6\u5360\u6bd4&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>intent_stats<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;high_confidence_rate&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.1%<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;- \u5c42\u7ea7\u5347\u7ea7\u5360\u6bd4&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>intent_stats<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;tier_upgrade_rate&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.1%<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;## \u6027\u80fd\u6307\u6807&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;- \u5e73\u5747\u54cd\u5e94\u65f6\u95f4&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>perf_stats<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;avg_duration_ms&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.0f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">ms&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;- \u6700\u5927\u54cd\u5e94\u65f6\u95f4&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>perf_stats<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;max_duration_ms&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.0f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">ms&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;- \u5e73\u5747 Token \u6570&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>perf_stats<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;avg_tokens&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.0f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token string\">&#034;## \u5de5\u5177\u4f7f\u7528 TOP 10&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token keyword\">for<\/span> tool<span class=\"token punctuation\">,<\/span> count <span class=\"token keyword\">in<\/span> tool_stats<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;tool_counts&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>items<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        error_count <span class=\"token operator\">&#061;<\/span> tool_stats<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;tool_errors&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span>tool<span class=\"token punctuation\">,<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        avg_dur <span class=\"token operator\">&#061;<\/span> tool_stats<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;avg_durations&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span>tool<span class=\"token punctuation\">,<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        report_lines<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;- <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>tool<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">: <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>count<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u6b21 (\u9519\u8bef:<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>error_count<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">, \u5e73\u5747:<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>avg_dur<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.0f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">ms)&#034;<\/span><\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;\\\\n&#034;<\/span><span class=\"token punctuation\">.<\/span>join<span class=\"token punctuation\">(<\/span>report_lines<span class=\"token punctuation\">)<\/span><\/p>\n<hr \/>\n<h3>&#x1f4c8; \u6838\u5fc3\u6a21\u5757\u516d&#xff1a;Event Bus \u5b9e\u65f6\u76d1\u63a7<\/h3>\n<h4>\u4e8b\u4ef6\u7c7b\u578b\u5b9a\u4e49<\/h4>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">EventType<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4e8b\u4ef6\u7c7b\u578b\u679a\u4e3e\u3002&#034;&#034;&#034;<\/span><\/p>\n<p>    <span class=\"token comment\"># \u6a21\u578b\u8c03\u7528<\/span><br \/>\n    MODEL_CALL <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;model_call&#034;<\/span><br \/>\n    MODEL_RESPONSE <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;model_response&#034;<\/span><br \/>\n    MODEL_REASONING <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;model_reasoning&#034;<\/span><br \/>\n    MODEL_USAGE <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;model_usage&#034;<\/span><\/p>\n<p>    <span class=\"token comment\"># \u5de5\u5177\u8c03\u7528<\/span><br \/>\n    TOOL_CALL <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;tool_call&#034;<\/span><br \/>\n    TOOL_RESULT <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;tool_result&#034;<\/span><\/p>\n<p>    <span class=\"token comment\"># CFTA: \u5f02\u6b65\u5de5\u5177\u6267\u884c<\/span><br \/>\n    DEFERRED_TOOL_STARTED <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;deferred_tool_started&#034;<\/span><br \/>\n    DEFERRED_TOOL_RESULT <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;deferred_tool_result&#034;<\/span><\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;dataclass<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ToolCallEvent<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5de5\u5177\u8c03\u7528\u4e8b\u4ef6\u6570\u636e\u3002&#034;&#034;&#034;<\/span><br \/>\n    tool_name<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    action_name<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    arguments<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> Any<span class=\"token punctuation\">]<\/span><br \/>\n    function_name<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    session_id<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;&#034;<\/span><\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;dataclass<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ToolResultEvent<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5de5\u5177\u7ed3\u679c\u4e8b\u4ef6\u6570\u636e\u3002&#034;&#034;&#034;<\/span><br \/>\n    tool_name<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    action_name<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    status<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    output<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    error<span class=\"token punctuation\">:<\/span> Optional<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    duration_ms<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span><br \/>\n    session_id<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;&#034;<\/span><\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;dataclass<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ModelUsageEvent<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6a21\u578b\u7528\u91cf\u4e8b\u4ef6\u3002&#034;&#034;&#034;<\/span><br \/>\n    model_key<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    prompt_tokens<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span><br \/>\n    completion_tokens<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span><br \/>\n    total_tokens<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span><br \/>\n    cost<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">float<\/span><br \/>\n    session_id<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;&#034;<\/span><\/p>\n<h4>\u4e8b\u4ef6\u603b\u7ebf\u76d1\u63a7<\/h4>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">EventMonitor<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4e8b\u4ef6\u76d1\u63a7\u5668\u3002&#034;&#034;&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> event_bus<span class=\"token punctuation\">:<\/span> EventBus<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>_event_bus <span class=\"token operator\">&#061;<\/span> event_bus<br \/>\n        self<span class=\"token punctuation\">.<\/span>_stats <span class=\"token operator\">&#061;<\/span> defaultdict<span class=\"token punctuation\">(<\/span><span class=\"token builtin\">int<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>_callbacks <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">start<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5f00\u59cb\u76d1\u63a7\u3002&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token comment\"># \u8ba2\u9605\u6240\u6709\u4e8b\u4ef6<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> event_type <span class=\"token keyword\">in<\/span> <span class=\"token punctuation\">[<\/span><br \/>\n            EventType<span class=\"token punctuation\">.<\/span>MODEL_CALL<span class=\"token punctuation\">,<\/span><br \/>\n            EventType<span class=\"token punctuation\">.<\/span>MODEL_RESPONSE<span class=\"token punctuation\">,<\/span><br \/>\n            EventType<span class=\"token punctuation\">.<\/span>TOOL_CALL<span class=\"token punctuation\">,<\/span><br \/>\n            EventType<span class=\"token punctuation\">.<\/span>TOOL_RESULT<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            sub_id <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>_event_bus<span class=\"token punctuation\">.<\/span>on<span class=\"token punctuation\">(<\/span>event_type<span class=\"token punctuation\">,<\/span> self<span class=\"token punctuation\">.<\/span>_on_event<span class=\"token punctuation\">)<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>_callbacks<span class=\"token punctuation\">[<\/span>event_type<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> sub_id<\/p>\n<p>        logger<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4e8b\u4ef6\u76d1\u63a7\u5df2\u542f\u52a8&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">stop<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u505c\u6b62\u76d1\u63a7\u3002&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> event_type<span class=\"token punctuation\">,<\/span> sub_id <span class=\"token keyword\">in<\/span> self<span class=\"token punctuation\">.<\/span>_callbacks<span class=\"token punctuation\">.<\/span>items<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>_event_bus<span class=\"token punctuation\">.<\/span>off<span class=\"token punctuation\">(<\/span>event_type<span class=\"token punctuation\">,<\/span> sub_id<span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>_callbacks<span class=\"token punctuation\">.<\/span>clear<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        logger<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4e8b\u4ef6\u76d1\u63a7\u5df2\u505c\u6b62&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">_on_event<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> data<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4e8b\u4ef6\u5904\u7406\u3002&#034;&#034;&#034;<\/span><br \/>\n        event_type <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">type<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>__name__<br \/>\n        self<span class=\"token punctuation\">.<\/span>_stats<span class=\"token punctuation\">[<\/span>event_type<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#043;&#061;<\/span> <span class=\"token number\">1<\/span><\/p>\n<p>        <span class=\"token comment\"># \u6253\u5370\u5173\u952e\u4e8b\u4ef6<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">,<\/span> ToolCallEvent<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            logger<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><br \/>\n                <span class=\"token string\">&#034;&#x1f527; \u5de5\u5177\u8c03\u7528: %s.%s&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                data<span class=\"token punctuation\">.<\/span>tool_name<span class=\"token punctuation\">,<\/span> data<span class=\"token punctuation\">.<\/span>action_name<br \/>\n            <span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">elif<\/span> <span class=\"token builtin\">isinstance<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">,<\/span> ToolResultEvent<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> data<span class=\"token punctuation\">.<\/span>status <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;success&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                logger<span class=\"token punctuation\">.<\/span>info<span class=\"token punctuation\">(<\/span><br \/>\n                    <span class=\"token string\">&#034;\u2705 \u5de5\u5177\u7ed3\u679c: %s.%s (%.0fms)&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    data<span class=\"token punctuation\">.<\/span>tool_name<span class=\"token punctuation\">,<\/span> data<span class=\"token punctuation\">.<\/span>action_name<span class=\"token punctuation\">,<\/span> data<span class=\"token punctuation\">.<\/span>duration_ms<br \/>\n                <span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n                logger<span class=\"token punctuation\">.<\/span>warning<span class=\"token punctuation\">(<\/span><br \/>\n                    <span class=\"token string\">&#034;\u274c \u5de5\u5177\u5931\u8d25: %s.%s &#8211; %s&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    data<span class=\"token punctuation\">.<\/span>tool_name<span class=\"token punctuation\">,<\/span> data<span class=\"token punctuation\">.<\/span>action_name<span class=\"token punctuation\">,<\/span> data<span class=\"token punctuation\">.<\/span>error<br \/>\n                <span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">get_stats<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u83b7\u53d6\u7edf\u8ba1\u4fe1\u606f\u3002&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>_stats<span class=\"token punctuation\">)<\/span><\/p>\n<hr \/>\n<h3>&#x1f4ca; \u6d4b\u8bd5\u9a8c\u8bc1<\/h3>\n<h4>\u65e5\u5fd7\u6d4b\u8bd5<\/h4>\n<table>\n<tr>\u6d4b\u8bd5\u9879\u9884\u671f\u7ed3\u679c<\/tr>\n<tbody>\n<tr>\n<td>\u63a7\u5236\u53f0\u8f93\u51fa<\/td>\n<td>\u683c\u5f0f\u5316\u65e5\u5fd7<\/td>\n<td>\u2705 \u901a\u8fc7<\/td>\n<\/tr>\n<tr>\n<td>\u6587\u4ef6\u5199\u5165<\/td>\n<td>JSONL \u8ffd\u52a0<\/td>\n<td>\u2705 \u901a\u8fc7<\/td>\n<\/tr>\n<tr>\n<td>\u65e5\u5fd7\u8f6e\u8f6c<\/td>\n<td>\u8fc7\u671f\u81ea\u52a8\u6e05\u7406<\/td>\n<td>\u2705 \u901a\u8fc7<\/td>\n<\/tr>\n<tr>\n<td>\u654f\u611f\u4fe1\u606f\u8131\u654f<\/td>\n<td>api_key \u2192 ***<\/td>\n<td>\u2705 \u901a\u8fc7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>Trace \u8ffd\u8e2a\u6d4b\u8bd5<\/h4>\n<table>\n<tr>\u6d4b\u8bd5\u9879\u9884\u671f\u7ed3\u679c<\/tr>\n<tbody>\n<tr>\n<td>\u8ffd\u8e2a\u8bb0\u5f55\u521b\u5efa<\/td>\n<td>\u751f\u6210 UUID<\/td>\n<td>\u2705 \u901a\u8fc7<\/td>\n<\/tr>\n<tr>\n<td>\u610f\u56fe\u8bc6\u522b\u8bb0\u5f55<\/td>\n<td>\u5b8c\u6574\u8bb0\u5f55\u610f\u56fe<\/td>\n<td>\u2705 \u901a\u8fc7<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u5177\u8c03\u7528\u8bb0\u5f55<\/td>\n<td>\u8bb0\u5f55\u6240\u6709\u8c03\u7528<\/td>\n<td>\u2705 \u901a\u8fc7<\/td>\n<\/tr>\n<tr>\n<td>\u6027\u80fd\u6307\u6807\u8bb0\u5f55<\/td>\n<td>\u8017\u65f6\/Token<\/td>\n<td>\u2705 \u901a\u8fc7<\/td>\n<\/tr>\n<tr>\n<td>JSONL \u6301\u4e45\u5316<\/td>\n<td>\u6309\u65e5\u671f\u5199\u5165<\/td>\n<td>\u2705 \u901a\u8fc7<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>\u6027\u80fd\u6d4b\u8bd5<\/h4>\n<table>\n<tr>\u6307\u6807\u6570\u503c\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>\u65e5\u5fd7\u5199\u5165\u5ef6\u8fdf<\/td>\n<td>&lt; 5ms<\/td>\n<td>\u53ef\u5ffd\u7565<\/td>\n<\/tr>\n<tr>\n<td>Trace \u5185\u5b58\u5360\u7528<\/td>\n<td>&lt; 1MB<\/td>\n<td>\u5355\u6b21\u8ffd\u8e2a<\/td>\n<\/tr>\n<tr>\n<td>JSONL \u6587\u4ef6\u5927\u5c0f<\/td>\n<td>~500B\/\u6761<\/td>\n<td>\u538b\u7f29\u540e<\/td>\n<\/tr>\n<tr>\n<td>\u8fc7\u671f\u6e05\u7406\u8017\u65f6<\/td>\n<td>&lt; 100ms<\/td>\n<td>\u6bcf\u65e5\u4e00\u6b21<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h3>&#x1f4a1; \u7ecf\u9a8c\u6559\u8bad<\/h3>\n<h4>1. \u65e5\u5fd7\u7ea7\u522b\u7684\u9009\u62e9<\/h4>\n<p>\u6559\u8bad&#xff1a;\u521d\u671f\u5168\u90e8\u4f7f\u7528 INFO&#xff0c;\u5bfc\u81f4\u65e5\u5fd7\u8fc7\u591a\u96be\u4ee5\u6392\u67e5\u95ee\u9898\u3002<\/p>\n<p>\u89e3\u51b3\u65b9\u6848&#xff1a;\u4e25\u683c\u533a\u5206\u65e5\u5fd7\u7ea7\u522b<\/p>\n<p><span class=\"token comment\"># DEBUG: \u4ec5\u5f00\u53d1\u8c03\u8bd5\u4f7f\u7528<\/span><br \/>\n<span class=\"token comment\"># INFO: \u6b63\u5e38\u6d41\u7a0b\u5173\u952e\u8282\u70b9<\/span><br \/>\n<span class=\"token comment\"># WARNING: \u975e\u5173\u952e\u5f02\u5e38<\/span><br \/>\n<span class=\"token comment\"># ERROR: \u5f71\u54cd\u529f\u80fd\u7684\u9519\u8bef<\/span><\/p>\n<h4>2. \u654f\u611f\u4fe1\u606f\u6cc4\u9732<\/h4>\n<p>\u6559\u8bad&#xff1a;\u65e5\u5fd7\u4e2d\u610f\u5916\u66b4\u9732\u4e86 API Key\u3002<\/p>\n<p>\u89e3\u51b3\u65b9\u6848&#xff1a;\u591a\u5c42\u8131\u654f<\/p>\n<p><span class=\"token comment\"># 1. \u53c2\u6570\u540d\u68c0\u67e5<\/span><br \/>\n<span class=\"token keyword\">if<\/span> key_lower <span class=\"token keyword\">in<\/span> SENSITIVE_PARAM_NAMES<span class=\"token punctuation\">:<\/span><br \/>\n    result<span class=\"token punctuation\">[<\/span>key<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;***&#034;<\/span><\/p>\n<p><span class=\"token comment\"># 2. \u53c2\u6570\u503c\u6b63\u5219\u68c0\u67e5<\/span><br \/>\n<span class=\"token keyword\">for<\/span> pattern <span class=\"token keyword\">in<\/span> SENSITIVE_VALUE_PATTERNS<span class=\"token punctuation\">:<\/span><br \/>\n    s <span class=\"token operator\">&#061;<\/span> pattern<span class=\"token punctuation\">.<\/span>sub<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;***&#034;<\/span><span class=\"token punctuation\">,<\/span> s<span class=\"token punctuation\">)<\/span><\/p>\n<h4>3. JSONL \u6587\u4ef6\u8fc7\u5927<\/h4>\n<p>\u6559\u8bad&#xff1a;\u65e5\u5fd7\u6587\u4ef6\u65e0\u9650\u5236\u589e\u957f&#xff0c;\u5360\u7528\u5927\u91cf\u78c1\u76d8\u3002<\/p>\n<p>\u89e3\u51b3\u65b9\u6848&#xff1a;\u8fc7\u671f\u81ea\u52a8\u6e05\u7406<\/p>\n<p>cutoff <span class=\"token operator\">&#061;<\/span> datetime<span class=\"token punctuation\">.<\/span>now<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> timedelta<span class=\"token punctuation\">(<\/span>days<span class=\"token operator\">&#061;<\/span>self<span class=\"token punctuation\">.<\/span>_max_trace_days<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">for<\/span> f <span class=\"token keyword\">in<\/span> self<span class=\"token punctuation\">.<\/span>_trace_dir<span class=\"token punctuation\">.<\/span>glob<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;trace-*.jsonl&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> file_date <span class=\"token operator\">&lt;<\/span> cutoff<span class=\"token punctuation\">:<\/span><br \/>\n        f<span class=\"token punctuation\">.<\/span>unlink<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h4>4. Trace \u91c7\u96c6\u7684\u6027\u80fd\u5f71\u54cd<\/h4>\n<p>\u6559\u8bad&#xff1a;\u6bcf\u4e2a\u5de5\u5177\u8c03\u7528\u90fd\u8bb0\u5f55 Trace&#xff0c;\u5f71\u54cd\u6027\u80fd\u3002<\/p>\n<p>\u89e3\u51b3\u65b9\u6848&#xff1a;\u5f02\u6b65\u5199\u5165 &#043; \u6279\u91cf\u5904\u7406<\/p>\n<p><span class=\"token comment\"># \u91c7\u96c6\u5728\u4e3b\u7ebf\u7a0b<\/span><br \/>\ncollector<span class=\"token punctuation\">.<\/span>add_tool_call<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><\/p>\n<p><span class=\"token comment\"># \u5199\u5165\u5728\u540e\u53f0\u7ebf\u7a0b<\/span><br \/>\nasyncio<span class=\"token punctuation\">.<\/span>create_task<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>_flush_async<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<hr \/>\n<h3>&#x1f4ca; \u67b6\u6784\u603b\u7ed3<\/h3>\n<h4>\u5b8c\u6574\u76d1\u63a7\u6570\u636e\u6d41<\/h4>\n<p>\u7528\u6237\u8bf7\u6c42<br \/>\n    \u2193<br \/>\nAgent \u5904\u7406<br \/>\n    \u251c\u2500 \u8bb0\u5f55 Trace&#xff08;\u610f\u56fe\/\u5de5\u5177\/\u6027\u80fd&#xff09;<br \/>\n    \u2514\u2500 \u53d1\u5e03 Event&#xff08;\u4e8b\u4ef6\u603b\u7ebf&#xff09;<br \/>\n            \u2193<br \/>\n    \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n    \u2193               \u2193<br \/>\nTaskTraceCollector  EventMonitor<br \/>\n    \u2193               \u2193<br \/>\nJSONL \u6587\u4ef6        \u5b9e\u65f6\u7edf\u8ba1<br \/>\n    \u2193<br \/>\nTraceAnalyzer<br \/>\n    \u2193<br \/>\n\u5206\u6790\u62a5\u544a<\/p>\n<h4>\u5173\u952e\u6280\u672f\u70b9<\/h4>\n<table>\n<tr>\u5c42\u6b21\u6280\u672f\u4f5c\u7528<\/tr>\n<tbody>\n<tr>\n<td>\u65e5\u5fd7<\/td>\n<td>Python logging<\/td>\n<td>\u901a\u7528\u65e5\u5fd7<\/td>\n<\/tr>\n<tr>\n<td>\u8ffd\u8e2a<\/td>\n<td>TaskTraceCollector<\/td>\n<td>\u5168\u94fe\u8def\u8ffd\u8e2a<\/td>\n<\/tr>\n<tr>\n<td>\u4e8b\u4ef6<\/td>\n<td>EventBus<\/td>\n<td>\u5b9e\u65f6\u76d1\u63a7<\/td>\n<\/tr>\n<tr>\n<td>\u8131\u654f<\/td>\n<td>\u6b63\u5219 &#043; \u53c2\u6570\u540d<\/td>\n<td>\u9690\u79c1\u4fdd\u62a4<\/td>\n<\/tr>\n<tr>\n<td>\u5b58\u50a8<\/td>\n<td>JSONL<\/td>\n<td>\u9ad8\u6548\u6301\u4e45\u5316<\/td>\n<\/tr>\n<tr>\n<td>\u5206\u6790<\/td>\n<td>Pandas\/Collections<\/td>\n<td>\u7edf\u8ba1\u5206\u6790<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<p>\u5b57\u6570\u7edf\u8ba1: \u7ea6 5,800 \u5b57<br \/>\n\u9605\u8bfb\u65f6\u95f4: \u7ea6 15 \u5206\u949f<br \/>\n\u4ee3\u7801\u884c\u6570: \u7ea6 450 \u884c<\/p>\n<hr \/>\n<p>&#x1f389; \u91cc\u7a0b\u7891\u8fbe\u6210&#xff1a;WeClaw \u6280\u672f\u535a\u5ba2\u7cfb\u5217\u5df2\u5b8c\u6210 40 \u7bc7&#xff01;<\/p>\n<p>\u7cfb\u5217\u603b\u7ed3&#xff1a;<\/p>\n<ul>\n<li>\u603b\u5b57\u6570&#xff1a;\u7ea6 72,500 \u5b57<\/li>\n<li>\u603b\u4ee3\u7801\u884c\u6570&#xff1a;\u7ea6 5,000 \u884c<\/li>\n<li>\u8986\u76d6\u9886\u57df&#xff1a;AI \u5bf9\u8bdd\u3001\u8bed\u97f3\u4ea4\u4e92\u3001\u6587\u6863\u5904\u7406\u3001\u98df\u8c31\u63a8\u8350\u3001\u5bb6\u5ead\u7ba1\u7406\u3001\u97f3\u4e50\u64ad\u653e\u3001\u5f02\u6b65\u4f18\u5316\u3001\u8fdc\u7a0b\u6865\u63a5\u3001\u76d1\u63a7\u7cfb\u7edf<\/li>\n<\/ul>\n<p>\u6280\u672f\u6808\u5168\u666f&#xff1a;<\/p>\n<ul>\n<li>&#x1f527; 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