{"id":120099,"date":"2026-10-31T02:49:07","date_gmt":"2026-10-30T18:49:07","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/120099.html"},"modified":"2026-10-31T02:49:07","modified_gmt":"2026-10-30T18:49:07","slug":"%e7%ac%ac%e4%b8%80%e5%ad%a3%e6%94%b6%e5%ae%98%ef%bc%9aagent-%e6%9e%b6%e6%9e%84%e8%ae%be%e8%ae%a1%e6%a8%a1%e5%bc%8f%e8%af%ad%e8%a8%80%e4%b8%8e%e9%80%89%e5%9e%8b%e5%86%b3%e7%ad%96%e6%a1%86%e6%9e%b6","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/120099.html","title":{"rendered":"\u7b2c\u4e00\u5b63\u6536\u5b98\uff1aAgent \u67b6\u6784\u8bbe\u8ba1\u6a21\u5f0f\u8bed\u8a00\u4e0e\u9009\u578b\u51b3\u7b56\u6846\u67b6"},"content":{"rendered":"<p>\u6458\u8981&#xff1a;\u7b2c\u4e00\u5b63&#xff08;\u7b2c 22~32 \u7bc7&#xff09;\u8bb2\u4e86\u5341\u4e00\u4e2a\u6a21\u5f0f&#xff1a;Pipeline\u3001MapReduce\u3001Supervisor\u3001\u9ed1\u677f\u3001\u7f16\u6392\u5f15\u64ce\u3001\u901a\u4fe1\u534f\u8bae\u3001\u4e2d\u95f4\u4ef6\u3001\u4e8b\u4ef6\u9a71\u52a8\u3001\u72b6\u6001\u7ba1\u7406\u3001\u7f51\u5173\u3001Serverless\u3002\u4f46**\u201c\u77e5\u9053\u5341\u4e00\u4e2a\u6a21\u5f0f&#034;\u548c&#034;\u77e5\u9053\u8be5\u7528\u54ea\u4e2a&#034;\u662f\u4e24\u56de\u4e8b**\u2014\u2014\u771f\u5b9e\u9879\u76ee\u91cc\u7684\u5931\u8d25\u5f88\u5c11\u662f\u56e0\u4e3a&#034;\u4e0d\u77e5\u9053\u67d0\u4e2a\u6a21\u5f0f\u201d&#xff0c;\u66f4\u591a\u662f\u56e0\u4e3a&#034;\u9009\u9519\u4e86\u6a21\u5f0f&#034;\u6216&#034;\u628a\u4e24\u4e2a\u6a21\u5f0f\u7528\u5728\u4e86\u4e0d\u9002\u5408\u7684\u5730\u65b9&#034;\u3002\u672c\u6587\u662f\u7b2c\u4e00\u5b63\u6536\u5b98&#xff0c;\u505a\u4e09\u4ef6\u4e8b&#xff1a;\u2460 \u5efa\u7acb\u6a21\u5f0f\u8bed\u8a00&#xff08;\u5341\u4e00\u4e2a\u6a21\u5f0f\u4e0d\u662f\u5e76\u5217\u6e05\u5355&#xff0c;\u5b83\u4eec\u4e4b\u95f4\u5b58\u5728\u7ec4\u5408\u3001\u66ff\u4ee3\u3001\u524d\u63d0\u4e09\u7c7b\u5173\u7cfb&#xff0c;\u7406\u89e3\u5173\u7cfb\u624d\u80fd\u7ec4\u5408\u51fa\u6b63\u786e\u67b6\u6784&#xff09;&#xff1b;\u2461 \u7ed9\u51fa\u9009\u578b\u51b3\u7b56\u6811&#xff08;\u4e94\u4e2a\u95ee\u9898\u7684\u5224\u65ad\u987a\u5e8f&#xff0c;\u800c\u4e0d\u662f\u5341\u4e00\u4e2a\u6a21\u5f0f\u7684\u6743\u8861\u8868&#xff09;&#xff1b;\u2462 \u63d0\u70bc\u53cd\u6a21\u5f0f\u6e05\u5355&#xff08;\u5341\u4e94\u6761&#xff0c;\u5168\u90e8\u6765\u81ea\u7b2c\u4e00\u5b63\u5404\u7bc7\u7684\u771f\u5b9e\u4e8b\u6545&#xff0c;\u6bcf\u6761\u7ed9\u51fa\u75c7\u72b6\u3001\u6839\u56e0\u4e0e\u6b63\u786e\u505a\u6cd5&#xff09;\u3002\u6700\u540e\u7ed9\u51fa\u7b2c\u4e8c\u5b63&#xff08;\u5de5\u7a0b\u5316\u5b9e\u6218\u7bc7&#xff09;\u7684\u8def\u7ebf\u4e0e\u8854\u63a5\u70b9\u3002<\/p>\n<p>&#x1f4cc; \u7248\u672c\u58f0\u660e&#xff1a;\u672c\u6587\u4e3a\u603b\u7ed3\u5bfc\u822a\u7c7b&#xff0c;\u64b0\u5199\u65f6\u95f4 2026 \u5e74 10 \u6708\u3002\u6587\u4e2d\u6240\u6709\u6a21\u5f0f\u5747\u6765\u81ea\u672c\u7cfb\u5217\u7b2c 22~32 \u7bc7&#xff0c;\u5177\u4f53\u5b9e\u73b0\u4e0e\u7248\u672c\u7ea6\u675f\u8bf7\u56de\u5230\u5bf9\u5e94\u7bc7\u76ee\u67e5\u770b&#xff08;\u5982\u7b2c 23 \u7bc7\u7684 asyncio.timeout \u9700 Python 3.11&#043;\u3001\u7b2c 30 \u7bc7\u4f9d\u8d56 Pydantic V2\u3001\u7b2c 32 \u7bc7\u7684\u5e73\u53f0\u914d\u989d\u4ee5 AWS Lambda \u4e3a\u51c6&#xff09;\u3002\u672c\u6587\u7684&#034;\u6a21\u5f0f\u8bed\u8a00&#034;\u6982\u5ff5\u501f\u9274 Christopher Alexander \u5728\u300aA Pattern Language\u300b\u4e2d\u7684\u601d\u60f3\u2014\u2014\u6a21\u5f0f\u4e0d\u662f\u5b64\u7acb\u7684\u6700\u4f73\u5b9e\u8df5\u6e05\u5355&#xff0c;\u800c\u662f\u53ef\u4ee5\u4e92\u76f8\u7ec4\u5408\u3001\u4e92\u76f8\u652f\u6491\u7684\u4e00\u5957\u8bed\u8a00\u3002<\/p>\n<p>\u9002\u7528\u8fb9\u754c&#xff1a;\u9002\u7528\u4e8e\u5df2\u7406\u89e3\u5404\u4e2a\u5355\u72ec\u6a21\u5f0f\u3001\u9700\u8981\u5728\u771f\u5b9e\u9879\u76ee\u4e2d\u505a\u67b6\u6784\u9009\u578b\u7684\u8bfb\u8005\u3002\u5982\u679c\u4f60\u662f\u7b2c\u4e00\u6b21\u63a5\u89e6 Agent \u67b6\u6784&#xff0c;\u5efa\u8bae\u5148\u6309\u7b2c\u4e8c\u90e8\u5206\u7684\u5206\u7c7b\u627e\u5bf9\u5e94\u7bc7\u76ee\u9605\u8bfb&#xff0c;\u518d\u56de\u6765\u770b\u5173\u7cfb\u4e0e\u51b3\u7b56\u3002\u672c\u6587\u4e0d\u91cd\u590d\u8bb2\u89e3\u4efb\u4f55\u6a21\u5f0f\u7684\u5b9e\u73b0\u7ec6\u8282\u3002<\/p>\n<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\n<ul>\n<li>\u4e00\u3001\u4e3a\u4ec0\u4e48\u9700\u8981&#034;\u6a21\u5f0f\u8bed\u8a00&#034;&#xff1a;\u6e05\u5355\u4e0d\u591f\u7528<\/li>\n<li>\n<ul>\n<li>1.1 \u4e00\u4e2a\u771f\u5b9e\u7684\u9009\u578b\u5931\u8d25<\/li>\n<li>1.2 \u6e05\u5355\u5f0f\u77e5\u8bc6\u7684\u4e09\u4e2a\u7f3a\u9677<\/li>\n<li>1.3 \u4ece\u6e05\u5355\u5230\u8bed\u8a00<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u3001\u7b2c\u4e00\u5b63\u6a21\u5f0f\u603b\u89c8&#xff1a;\u6309&#034;\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898&#034;\u91cd\u65b0\u5206\u7c7b<\/li>\n<li>\n<ul>\n<li>2.1 \u56db\u7ef4\u5206\u7c7b<\/li>\n<li>2.2 \u7528\u601d\u7ef4\u5bfc\u56fe\u770b\u5168\u666f<\/li>\n<li>2.3 \u56db\u7c7b\u4e4b\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb<\/li>\n<\/ul>\n<\/li>\n<li>\u4e09\u3001\u6a21\u5f0f\u4e4b\u95f4\u7684\u5173\u7cfb&#xff1a;\u7ec4\u5408\u3001\u66ff\u4ee3\u3001\u524d\u63d0<\/li>\n<li>\n<ul>\n<li>3.1 \u66ff\u4ee3\u5173\u7cfb&#xff1a;\u6267\u884c\u5f62\u72b6\u7684\u56db\u79cd\u9009\u62e9<\/li>\n<li>3.2 \u7ec4\u5408\u5173\u7cfb&#xff1a;\u54ea\u4e9b\u6a21\u5f0f\u5fc5\u987b\u642d\u914d<\/li>\n<li>3.3 \u524d\u63d0\u5173\u7cfb&#xff1a;\u4e0d\u80fd\u8df3\u8fc7\u7684\u5730\u57fa<\/li>\n<li>3.4 \u6f14\u8fdb\u5173\u7cfb&#xff1a;\u7cfb\u7edf\u590d\u6742\u5ea6\u589e\u957f\u65f6\u6a21\u5f0f\u5982\u4f55\u53e0\u52a0<\/li>\n<li>3.5 \u6210\u672c\u89c6\u89d2&#xff1a;\u6bcf\u4e2a\u6a21\u5f0f\u7684\u4ef7\u683c\u6807\u7b7e<\/li>\n<\/ul>\n<\/li>\n<li>\u56db\u3001\u9009\u578b\u51b3\u7b56\u6811&#xff1a;\u4e94\u4e2a\u95ee\u9898\u7684\u5224\u65ad\u987a\u5e8f<\/li>\n<li>\n<ul>\n<li>4.1 \u4e3a\u4ec0\u4e48\u662f\u51b3\u7b56\u6811\u800c\u4e0d\u662f\u6743\u8861\u8868<\/li>\n<li>4.2 \u51b3\u7b56\u6811<\/li>\n<li>4.3 \u4e94\u4e2a\u95ee\u9898\u53ca\u5176\u5224\u65ad\u65b9\u6cd5<\/li>\n<li>4.4 \u51b3\u7b56\u6811\u7684\u4ee3\u7801\u5316<\/li>\n<\/ul>\n<\/li>\n<li>\u4e94\u3001\u53cd\u6a21\u5f0f\u6e05\u5355&#xff1a;\u5341\u4e94\u79cd&#034;\u8bf4\u5f97\u51fa\u6765\u4f46\u4f1a\u51fa\u4e8b&#034;\u7684\u67b6\u6784<\/li>\n<li>\n<ul>\n<li>5.1 \u9ad8\u5371\u53cd\u6a21\u5f0f&#xff08;\u4f1a\u5bfc\u81f4\u9759\u9ed8\u9519\u8bef\u6216\u6570\u636e\u635f\u574f&#xff09;<\/li>\n<li>5.2 \u4e2d\u5371\u53cd\u6a21\u5f0f&#xff08;\u4f1a\u5bfc\u81f4\u6210\u672c\u5931\u63a7\u6216\u53ef\u7528\u6027\u95ee\u9898&#xff09;<\/li>\n<li>5.3 \u8bbe\u8ba1\u7c7b\u53cd\u6a21\u5f0f&#xff08;\u67b6\u6784\u5c42\u9762\u7684\u9519\u914d&#xff09;<\/li>\n<\/ul>\n<\/li>\n<li>\u516d\u3001\u67b6\u6784\u8bc4\u5ba1&#xff1a;\u516d\u4e2a\u5fc5\u95ee\u95ee\u9898<\/li>\n<li>\n<ul>\n<li>6.1 \u51b3\u7b56\u6811\u7684\u8fb9\u754c&#xff1a;\u4ec0\u4e48\u65f6\u5019\u4e0d\u8be5\u7528\u5b83<\/li>\n<\/ul>\n<\/li>\n<li>\u4e03\u3001\u7b2c\u4e00\u5b63\u56de\u987e\u4e0e\u7b2c\u4e8c\u5b63\u8854\u63a5<\/li>\n<li>\n<ul>\n<li>7.1 \u7b2c\u4e00\u5b63\u7684\u4e09\u6761\u4e3b\u7ebf<\/li>\n<li>7.2 \u7b2c\u4e8c\u5b63\u8981\u89e3\u51b3\u4ec0\u4e48<\/li>\n<li>7.3 \u7b2c\u4e00\u5b63\u7559\u4e0b\u7684\u4e09\u4e2a\u672a\u89e3\u95ee\u9898<\/li>\n<\/ul>\n<\/li>\n<li>\u516b\u3001\u603b\u7ed3<\/li>\n<li>\n<ul>\n<li>\u843d\u5730\u81ea\u68c0\u6e05\u5355&#xff08;Checklist&#xff09;<\/li>\n<li>\u5e38\u89c1\u95ee\u9898&#xff08;FAQ&#xff09;<\/li>\n<\/ul>\n<\/li>\n<li>\u53c2\u8003\u8d44\u6599<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h3>\u4e00\u3001\u4e3a\u4ec0\u4e48\u9700\u8981&#034;\u6a21\u5f0f\u8bed\u8a00&#034;&#xff1a;\u6e05\u5355\u4e0d\u591f\u7528<\/h3>\n<h4>1.1 \u4e00\u4e2a\u771f\u5b9e\u7684\u9009\u578b\u5931\u8d25<\/h4>\n<p>\u56e2\u961f\u8981\u505a\u4e00\u4e2a&#034;\u591a\u6e90\u65e5\u5fd7\u5165\u4fb5\u5f52\u56e0\u5206\u6790&#034;\u7cfb\u7edf&#xff0c;\u9700\u6c42\u662f&#xff1a;\u56db\u4e2a\u6570\u636e\u6e90&#xff08;WAF\u3001\u6570\u636e\u5e93\u5ba1\u8ba1\u3001EDR\u3001\u5a01\u80c1\u60c5\u62a5&#xff09;\u5404\u81ea\u4ea7\u51fa\u7ebf\u7d22&#xff0c;\u6700\u540e\u6c47\u603b\u6210\u4e00\u6761\u5f52\u56e0\u94fe\u3002<\/p>\n<p>\u56e2\u961f\u9009\u62e9\u4e86 Supervisor \u6a21\u5f0f&#xff08;\u7b2c 24 \u7bc7&#xff09;\u2014\u2014\u7406\u7531\u5f88\u5145\u5206&#xff1a;\u9700\u8981&#034;\u6839\u636e\u60c5\u51b5\u51b3\u5b9a\u6d3e\u8c01\u53bb\u67e5&#034;&#xff0c;\u8fd9\u6b63\u662f Supervisor \u7684\u5f3a\u9879\u3002<\/p>\n<p>\u7cfb\u7edf\u4e0a\u7ebf\u540e\u51fa\u4e86\u95ee\u9898&#xff1a;\u4e0d\u540c\u6570\u636e\u6e90\u7684\u7ebf\u7d22\u7ecf\u5e38\u4e92\u76f8\u77db\u76fe&#xff0c;\u800c Supervisor \u7684\u67b6\u6784\u91cc\u6ca1\u6709\u5b58\u653e\u77db\u76fe\u7684\u673a\u5236\u2014\u2014\u4e3b\u7ba1 Agent \u62ff\u5230\u56db\u4efd\u62a5\u544a\u540e\u4f1a\u5f3a\u884c\u7ed9\u51fa\u5355\u4e00\u7ed3\u8bba&#xff0c;\u628a\u77db\u76fe\u6084\u6084\u62b9\u5e73\u4e86\u3002<\/p>\n<p>\u6b63\u786e\u7684\u9009\u62e9\u662f\u9ed1\u677f\u6a21\u5f0f&#xff08;\u7b2c 25 \u7bc7&#xff09;\u2014\u2014\u5b83\u7684\u6838\u5fc3\u8bbe\u65bd\u6070\u6070\u662f\u51b2\u7a81\u8bb0\u5f55\u4e0e\u6d88\u89e3&#xff0c;\u800c\u7b2c 25 \u7bc7\u660e\u786e\u5199\u4e86&#034;\u9ed1\u677f\u6a21\u5f0f\u6ca1\u6709\u8def\u7531\u9519\u8bef\u8fd9\u79cd\u5931\u8d25\u6a21\u5f0f&#xff0c;\u4f46\u6709\u7ed3\u8bba\u77db\u76fe\u8fd9\u79cd\u5931\u8d25\u6a21\u5f0f&#034;\u3002<\/p>\n<p>\u5931\u8d25\u7684\u6839\u6e90\u4e0d\u662f&#034;\u4e0d\u61c2 Supervisor&#034;&#xff0c;\u800c\u662f&#034;\u4e0d\u77e5\u9053 Supervisor \u548c\u9ed1\u677f\u89e3\u51b3\u7684\u662f\u540c\u4e00\u7c7b\u95ee\u9898\u7684\u4e0d\u540c\u4fa7\u9762&#034;\u3002<\/p>\n<h4>1.2 \u6e05\u5355\u5f0f\u77e5\u8bc6\u7684\u4e09\u4e2a\u7f3a\u9677<\/h4>\n<p>\u628a\u5341\u4e00\u4e2a\u6a21\u5f0f\u80cc\u4e0b\u6765&#xff0c;\u4ecd\u4f1a\u5728\u9009\u578b\u65f6\u51fa\u9519&#xff0c;\u56e0\u4e3a\u6e05\u5355\u5f0f\u77e5\u8bc6\u6709\u4e09\u4e2a\u7f3a\u9677&#xff1a;<\/p>\n<table>\n<tr>\u7f3a\u9677\u8bf4\u660e\u540e\u679c<\/tr>\n<tbody>\n<tr>\n<td>\u770b\u4e0d\u51fa\u66ff\u4ee3\u5173\u7cfb<\/td>\n<td>\u4e0d\u77e5\u9053\u54ea\u4e9b\u6a21\u5f0f\u662f\u540c\u4e00\u95ee\u9898\u7684\u4e0d\u540c\u89e3<\/td>\n<td>\u9009\u4e86\u80fd\u8dd1\u4f46\u4e0d\u9002\u5408\u7684<\/td>\n<\/tr>\n<tr>\n<td>\u770b\u4e0d\u51fa\u7ec4\u5408\u5173\u7cfb<\/td>\n<td>\u4e0d\u77e5\u9053\u54ea\u4e9b\u6a21\u5f0f\u5fc5\u987b\u642d\u914d\u4f7f\u7528<\/td>\n<td>\u67b6\u6784\u7f3a\u4e86\u5fc5\u9700\u7684\u4e00\u534a<\/td>\n<\/tr>\n<tr>\n<td>\u770b\u4e0d\u51fa\u524d\u63d0\u5173\u7cfb<\/td>\n<td>\u4e0d\u77e5\u9053\u54ea\u4e2a\u6a21\u5f0f\u662f\u53e6\u4e00\u4e2a\u7684\u524d\u63d0<\/td>\n<td>\u5728\u6ca1\u6253\u5730\u57fa\u7684\u5730\u65b9\u76d6\u697c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7b2c\u4e09\u7c7b\u6700\u81f4\u547d\u3002\u4e3e\u4e2a\u7b2c\u4e00\u5b63\u91cc\u7684\u771f\u5b9e\u4f8b\u5b50&#xff1a;\u7b2c 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\u7bc7\u4e4b\u524d\u662f\u65e0\u89e3\u7684\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261030184900-6ae4e69c5ee29.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u56fe1&#xff1a;\u7b2c\u4e00\u5b63\u5341\u4e00\u6a21\u5f0f\u6309&#034;\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898&#034;\u5206\u4e3a\u6267\u884c\u7f16\u6392\u3001\u901a\u4fe1\u6570\u636e\u6d41\u3001\u6a2a\u5207\u6cbb\u7406\u3001\u72b6\u6001\u4e0e\u8fd0\u884c\u65f6\u56db\u7c7b<\/p>\n<hr \/>\n<h3>\u4e09\u3001\u6a21\u5f0f\u4e4b\u95f4\u7684\u5173\u7cfb&#xff1a;\u7ec4\u5408\u3001\u66ff\u4ee3\u3001\u524d\u63d0<\/h3>\n<h4>3.1 \u66ff\u4ee3\u5173\u7cfb&#xff1a;\u6267\u884c\u5f62\u72b6\u7684\u56db\u79cd\u9009\u62e9<\/h4>\n<p>Pipeline \/ MapReduce \/ Supervisor \/ \u9ed1\u677f\u662f\u540c\u4e00\u4e2a\u95ee\u9898\u7684\u56db\u79cd\u89e3&#xff1a;\u591a\u4e2a Agent&#xff08;\u6216\u6b65\u9aa4&#xff09;\u4e4b\u95f4\u5982\u4f55\u534f\u8c03\u3002\u9009\u62e9\u4f9d\u636e\u662f\u4e24\u4e2a\u95ee\u9898&#xff1a;<\/p>\n<table>\n<tr>\u5224\u636e\u53d6\u503c\u5bf9\u5e94\u6a21\u5f0f<\/tr>\n<tbody>\n<tr>\n<td>\u987a\u5e8f\u5728\u8bbe\u8ba1\u65f6\u5df2\u77e5\u5417&#xff1f;<\/td>\n<td>\u5df2\u77e5<\/td>\n<td>Pipeline \/ MapReduce<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>\u8fd0\u884c\u65f6\u624d\u77e5\u9053<\/td>\n<td>Supervisor \/ \u9ed1\u677f<\/td>\n<\/tr>\n<tr>\n<td>\u4efb\u52a1\u4e4b\u95f4\u72ec\u7acb\u5417&#xff1f;<\/td>\n<td>\u72ec\u7acb<\/td>\n<td>MapReduce<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>\u6709\u4f9d\u8d56<\/td>\n<td>Pipeline<\/td>\n<\/tr>\n<tr>\n<td>\u6709\u4e2d\u5fc3\u51b3\u7b56\u8005\u5417&#xff1f;<\/td>\n<td>\u6709<\/td>\n<td>Supervisor<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>\u65e0&#xff08;\u81ea\u4e3b\u6fc0\u6d3b&#xff09;<\/td>\n<td>\u9ed1\u677f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e00\u53e5\u8bdd\u6982\u62ec\u56db\u79cd\u5f62\u72b6\u7684\u5dee\u5f02&#xff1a;<\/p>\n<table>\n<tr>\u6a21\u5f0f\u4e00\u53e5\u8bdd<\/tr>\n<tbody>\n<tr>\n<td>Pipeline<\/td>\n<td>\u8bbe\u8ba1\u65f6\u786e\u5b9a\u987a\u5e8f<\/td>\n<\/tr>\n<tr>\n<td>MapReduce<\/td>\n<td>\u8bbe\u8ba1\u65f6\u786e\u5b9a\u96c6\u5408&#xff08;\u987a\u5e8f\u4e0d\u91cd\u8981&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>Supervisor<\/td>\n<td>\u8fd0\u884c\u65f6\u7531\u4e2d\u5fc3\u51b3\u5b9a\u8def\u5f84<\/td>\n<\/tr>\n<tr>\n<td>\u9ed1\u677f<\/td>\n<td>\u8fd0\u884c\u65f6\u7531\u53c2\u4e0e\u8005\u81ea\u4e3b\u51b3\u5b9a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>1.1 \u8282\u90a3\u4e2a\u5931\u8d25\u6848\u4f8b\u7528\u8fd9\u5f20\u8868\u5c31\u80fd\u907f\u514d&#xff1a;&#034;\u7ebf\u7d22\u4f1a\u4e92\u76f8\u77db\u76fe&#034;\u610f\u5473\u7740\u9700\u8981&#034;\u4fdd\u7559\u77db\u76fe&#034;\u7684\u673a\u5236&#xff0c;\u800c\u8fd9\u6070\u6070\u662f\u9ed1\u677f\u7684\u6838\u5fc3\u8bbe\u65bd\u3002Supervisor \u7684\u67b6\u6784\u91cc\u6ca1\u6709\u5b58\u653e\u77db\u76fe\u7684\u4f4d\u7f6e\u2014\u2014\u5b83\u7684 DiagnosisState \u662f\u4e00\u4e2a\u5355\u4e00\u7ed3\u8bba\u7684\u5bb9\u5668\u3002<\/p>\n<h4>3.2 \u7ec4\u5408\u5173\u7cfb&#xff1a;\u54ea\u4e9b\u6a21\u5f0f\u5fc5\u987b\u642d\u914d<\/h4>\n<p>\u6709\u4e9b\u6a21\u5f0f\u5355\u72ec\u4f7f\u7528\u662f\u6b8b\u7f3a\u7684&#xff1a;<\/p>\n<table>\n<tr>\u4e3b\u6a21\u5f0f\u5fc5\u987b\u642d\u914d\u539f\u56e0<\/tr>\n<tbody>\n<tr>\n<td>\u7f16\u6392\u5f15\u64ce&#xff08;26&#xff09;<\/td>\n<td>\u72b6\u6001\u7ba1\u7406&#xff08;30&#xff09;<\/td>\n<td>\u65ad\u70b9\u6062\u590d\u9700\u8981\u6301\u4e45\u5316\u72b6\u6001<\/td>\n<\/tr>\n<tr>\n<td>Supervisor&#xff08;24&#xff09;<\/td>\n<td>\u7f16\u6392\u5f15\u64ce&#xff08;26&#xff09;\u7684\u5faa\u73af\u63a7\u5236<\/td>\n<td>\u8def\u7531\u4e0e\u7ec8\u6b62\u5fc5\u987b\u5206\u5f00&#xff08;\u7b2c 26 \u7bc7\u6838\u5fc3\u6d1e\u5bdf&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u4e8b\u4ef6\u9a71\u52a8&#xff08;29&#xff09;<\/td>\n<td>\u901a\u4fe1\u534f\u8bae&#xff08;27&#xff09;\u7684 ID \u4f53\u7cfb<\/td>\n<td>\u6392\u5e8f\u9760\u5206\u533a\u3001\u56e0\u679c\u9760 causation_id<\/td>\n<\/tr>\n<tr>\n<td>Serverless&#xff08;32&#xff09;<\/td>\n<td>\u72b6\u6001\u7ba1\u7406&#xff08;30&#xff09;<\/td>\n<td>\u5b9e\u4f8b\u968f\u65f6\u9500\u6bc1&#xff0c;\u72b6\u6001\u5fc5\u987b\u5916\u7f6e<\/td>\n<\/tr>\n<tr>\n<td>\u7f51\u5173&#xff08;31&#xff09;<\/td>\n<td>\u4e2d\u95f4\u4ef6&#xff08;28&#xff09;<\/td>\n<td>\u7f51\u5173\u53ea\u770b\u8bf7\u6c42&#xff0c;\u9700\u8981\u5185\u90e8\u4e0a\u4e0b\u6587\u7684\u51b3\u7b56\u53ea\u80fd\u653e\u4e2d\u95f4\u4ef6<\/td>\n<\/tr>\n<tr>\n<td>\u9ed1\u677f&#xff08;25&#xff09;<\/td>\n<td>\u72b6\u6001\u7ba1\u7406&#xff08;30&#xff09;\u7684\u5e76\u53d1\u63a7\u5236<\/td>\n<td>\u591a\u6e90\u5e76\u53d1\u5199\u9700\u8981\u7248\u672c\u53f7\u4e50\u89c2\u9501<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7b2c\u4e8c\u884c\u503c\u5f97\u5355\u72ec\u8bf4\u660e&#xff0c;\u8fd9\u662f\u7b2c 24 \u7bc7\u548c\u7b2c 26 \u7bc7\u4e4b\u95f4\u6700\u91cd\u8981\u7684\u4e00\u6761\u8fde\u7ebf&#xff1a;<\/p>\n<p>\u7b2c 24 \u7bc7\u7684 Supervisor \u7528\u4e00\u4e2a route \u51fd\u6570\u540c\u65f6\u5b9e\u73b0\u4e86&#034;\u9009\u4e0b\u4e00\u4e2a\u4e13\u5bb6&#034;\u548c&#034;\u51b3\u5b9a\u662f\u5426\u7ee7\u7eed&#034;&#xff0c;\u7ed3\u679c\u4ea7\u751f\u4e86 47 \u8f6e\u7684\u6b7b\u5faa\u73af\u3002\u7b2c 26 \u7bc7\u6307\u51fa&#xff1a;\u8fd9\u5728\u5f15\u64ce\u5c42\u9762\u662f\u4e24\u4ef6\u4e8b\u2014\u2014\u9009\u8c01\u662f\u8def\u7531&#xff0c;\u662f\u5426\u7ee7\u7eed\u662f\u5faa\u73af\u63a7\u5236\u3002\u628a\u5b83\u4eec\u62c6\u6210\u4e0d\u540c\u673a\u5236&#xff0c;\u6b63\u662f\u4e3a\u4e86\u8ba9\u8fd9\u4e2a\u9519\u8bef\u65e0\u5904\u53ef\u85cf\u3002<\/p>\n<h4>3.3 \u524d\u63d0\u5173\u7cfb&#xff1a;\u4e0d\u80fd\u8df3\u8fc7\u7684\u5730\u57fa<\/h4>\n<table>\n<tr>\u8981\u7528\u7684\u6a21\u5f0f\u524d\u63d0\u662f<\/tr>\n<tbody>\n<tr>\n<td>\u7f16\u6392\u5f15\u64ce\u7684\u65ad\u70b9\u6062\u590d<\/td>\n<td>\u72b6\u6001\u6301\u4e45\u5316&#xff08;30&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u5206\u5e03\u5f0f\u7684\u4efb\u4f55\u6a21\u5f0f<\/td>\n<td>\u901a\u4fe1\u534f\u8bae\u7684\u4e09\u6bb5 ID&#xff08;27&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u7f51\u5173\u7684\u591a\u79df\u6237\u914d\u989d<\/td>\n<td>\u7f51\u5173\u65e0\u72b6\u6001 &#043; \u72b6\u6001\u5916\u7f6e&#xff08;30&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>Serverless \u7684\u957f\u4efb\u52a1<\/td>\n<td>\u4efb\u52a1\u53ef\u62c6\u5206 &#043; \u6b65\u9aa4\u5e42\u7b49&#xff08;29\/30&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u4e2d\u95f4\u4ef6\u7684\u987a\u5e8f\u53ef\u63a7<\/td>\n<td>\u94a9\u5b50\u94fe\u7684\u987a\u5e8f\u8bed\u4e49&#xff08;28&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7b2c\u4e09\u884c\u6709\u4e2a\u5bb9\u6613\u5ffd\u7565\u7684\u7ec6\u8282&#xff1a;\u7b2c 31 \u7bc7\u8bf4&#034;\u7f51\u5173\u7edd\u5bf9\u4e0d\u8981\u6709\u72b6\u6001&#034;&#xff0c;\u4f46\u591a\u79df\u6237\u914d\u989d\u672c\u8eab\u5c31\u662f\u72b6\u6001\u3002\u8fd9\u4e0d\u77db\u76fe\u2014\u2014\u914d\u989d\u72b6\u6001\u5728\u5916\u90e8\u5b58\u50a8&#xff0c;\u7f51\u5173\u53ea\u8bfb\u5199\u5b83\u3002\u5224\u65ad\u6807\u51c6\u662f&#034;\u7f51\u5173\u8fdb\u7a0b\u5185\u5b58\u91cc\u6709\u6ca1\u6709\u5fc5\u987b\u5b58\u5728\u7684\u6570\u636e&#034;&#xff0c;\u800c\u4e0d\u662f&#034;\u7f51\u5173\u662f\u5426\u63a5\u89e6\u72b6\u6001&#034;\u3002<\/p>\n<h4>3.4 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.statediagram-note rect{fill:#fff5ad;stroke:#aaaa33;stroke-width:1px;rx:0;ry:0;}#mermaid-svg-bDRDigB4GPVGFqta .statediagram-note rect{fill:#fff5ad;stroke:#aaaa33;stroke-width:1px;rx:0;ry:0;}#mermaid-svg-bDRDigB4GPVGFqta .statediagram-note text{fill:black;}#mermaid-svg-bDRDigB4GPVGFqta .statediagram-note .nodeLabel{color:black;}#mermaid-svg-bDRDigB4GPVGFqta .statediagram .edgeLabel{color:red;}#mermaid-svg-bDRDigB4GPVGFqta #dependencyStart,#mermaid-svg-bDRDigB4GPVGFqta #dependencyEnd{fill:#333333;stroke:#333333;stroke-width:1;}#mermaid-svg-bDRDigB4GPVGFqta .statediagramTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-bDRDigB4GPVGFqta :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u4e00\u4e2a Agent \u76f4\u63a5\u8c03\u7528<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u62c6\u6210\u591a\u4e2a\u73af\u8282<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u73af\u8282\u53d8\u6210\u72ec\u7acb Agent<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u9700\u8981\u8de8\u8fdb\u7a0b\u90e8\u7f72<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u591a\u79df\u6237\u4e0e\u7edf\u4e00\u7ba1\u7406<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5355Agent<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u591a\u6b65\u9aa4<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u591aAgent<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5206\u5e03\u5f0f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5e73\u53f0\u5316<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7b2c 22 \u7bc7 Pipeline\u6216\u7b2c 23 \u7bc7 MapReduce<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7b2c 26 \u7bc7\u7f16\u6392\u5f15\u64ce\u7b2c 30 \u7bc7\u72b6\u6001\u7ba1\u7406<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7b2c 24 \u7bc7 Supervisor\u6216\u7b2c 25 \u7bc7\u9ed1\u677f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7b2c 27 \u7bc7\u901a\u4fe1\u534f\u8bae\u7b2c 29 \u7bc7\u4e8b\u4ef6\u9a71\u52a8<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7b2c 28 \u7bc7\u4e2d\u95f4\u4ef6\u7b2c 31 \u7bc7\u7f51\u5173\u7b2c 32 \u7bc7 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23 \u4e07 Token \u7684\u4e8b\u6545&#xff0c;\u5e73\u5747\u4e0b\u6765\u6bcf\u8f6e\u8fd1 5000 Token\u2014\u2014\u800c\u6b63\u5e38\u60c5\u51b5\u53ea\u9700\u8981 3~5 \u8f6e\u3002\u6240\u4ee5 Supervisor \u7684\u6210\u672c\u4e0d\u662f\u4e00\u4e2a\u56fa\u5b9a\u503c&#xff0c;\u800c\u662f\u4e00\u4e2a\u65b9\u5dee\u5f88\u5927\u7684\u5206\u5e03&#xff0c;\u5fc5\u987b\u6709\u786c\u4e0a\u9650\u3002<\/p>\n<p>\u9ed1\u677f\u6700\u8d35\u4e14\u6700\u96be\u9884\u6d4b\u3002 \u56e0\u4e3a\u77e5\u8bc6\u6e90\u7684\u6fc0\u6d3b\u662f\u81ea\u4e3b\u7684&#xff0c;\u4f60\u65e0\u6cd5\u4e8b\u5148\u7b97\u51fa\u4f1a\u8c03\u591a\u5c11\u6b21 LLM\u3002\u7b2c 25 \u7bc7\u7684\u505a\u6cd5\u662f\u52a0\u4e94\u9053\u95f8\u95e8&#xff08;\u8f6e\u6b21\/\u505c\u6ede\/\u52a0\u6743\u8bc1\u636e\u5206\/\u51b2\u7a81\/\u5047\u8bbe&#xff09;&#xff0c;\u5b9e\u6d4b\u628a\u5355\u6b21\u5206\u6790\u7684 Token \u6210\u672c\u4ece 21 \u4e07\u964d\u5230 8.7 \u4e07\u2014\u2014\u964d\u5e45 59%&#xff0c;\u4ee3\u4ef7\u662f\u6536\u655b\u8f6e\u6570\u53ea\u589e\u52a0 1 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.labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-57JBZb2PcyUMwibQ .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-57JBZb2PcyUMwibQ .cluster text{fill:#333;}#mermaid-svg-57JBZb2PcyUMwibQ .cluster span{color:#333;}#mermaid-svg-57JBZb2PcyUMwibQ div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-57JBZb2PcyUMwibQ .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-57JBZb2PcyUMwibQ rect.text{fill:none;stroke-width:0;}#mermaid-svg-57JBZb2PcyUMwibQ .icon-shape,#mermaid-svg-57JBZb2PcyUMwibQ .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-57JBZb2PcyUMwibQ .icon-shape p,#mermaid-svg-57JBZb2PcyUMwibQ .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-57JBZb2PcyUMwibQ .icon-shape .label rect,#mermaid-svg-57JBZb2PcyUMwibQ .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-57JBZb2PcyUMwibQ .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-57JBZb2PcyUMwibQ .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-57JBZb2PcyUMwibQ :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5f00\u59cb&#xff1a;\u9700\u8981\u534f\u8c03\u591a\u4e2a\u6b65\u9aa4\u6216 Agent<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u987a\u5e8f\u5728\u8bbe\u8ba1\u65f6\u5df2\u77e5<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5404\u6b65\u9aa4\u76f8\u4e92\u72ec\u7acb<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u662f\u5426\u63a5\u53d7\u4e2d\u5fc3\u51b3\u7b56\u8005<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>MapReduce \u7b2c23\u7bc7<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Pipeline \u7b2c22\u7bc7<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Supervisor \u7b2c24\u7bc7<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u9ed1\u677f \u7b2c25\u7bc7<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u662f\u5426\u8de8\u8fdb\u7a0b\u90e8\u7f72<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8fdb\u7a0b\u5185\u5b9e\u73b0<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u52a0\u901a\u4fe1\u534f\u8bae \u7b2c27\u7bc7<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5931\u8d25\u5f71\u54cd\u9762\u8981\u6c42\u9694\u79bb<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u52a0\u4e8b\u4ef6\u9a71\u52a8 \u7b2c29\u7bc7<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u540c\u6b65\u8c03\u7528\u5373\u53ef<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8d1f\u8f7d\u662f\u5426\u9ad8\u5ea6\u6ce2\u52a8<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8003\u8651 Serverless \u7b2c32\u7bc7<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5e38\u9a7b\u90e8\u7f72<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5fc5\u987b\u914d\u72b6\u6001\u5916\u7f6e \u7b2c30\u7bc7<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u662f\u5426\u591a\u79df\u6237\u6216\u9700\u7edf\u4e00\u6cbb\u7406<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u52a0\u7f51\u5173 \u7b2c31\u7bc7 &#043; \u4e2d\u95f4\u4ef6 \u7b2c28\u7bc7<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u4e2d\u95f4\u4ef6\u6309\u9700 \u7b2c28\u7bc7<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5b8c\u6210<\/p>\n<p><\/span><\/p>\n<h4>4.3 \u4e94\u4e2a\u95ee\u9898\u53ca\u5176\u5224\u65ad\u65b9\u6cd5<\/h4>\n<p>\u51b3\u7b56\u6811\u7684\u4e94\u4e2a\u5206\u652f\u95ee\u9898&#xff0c;\u6bcf\u4e2a\u90fd\u6709\u660e\u786e\u7684\u5224\u65ad\u65b9\u6cd5&#xff1a;<\/p>\n<table>\n<tr>#\u95ee\u9898\u600e\u4e48\u5224\u65ad\u5e38\u89c1\u8bef\u5224<\/tr>\n<tbody>\n<tr>\n<td>1<\/td>\n<td>\u987a\u5e8f\u5728\u8bbe\u8ba1\u65f6\u5df2\u77e5&#xff1f;<\/td>\n<td>\u4f60\u80fd\u753b\u51fa\u56fa\u5b9a\u7684\u6d41\u7a0b\u56fe\u5417&#xff1f;<\/td>\n<td>\u628a&#034;\u901a\u5e38\u7684\u987a\u5e8f&#034;\u5f53\u6210&#034;\u56fa\u5b9a\u7684\u987a\u5e8f&#034;<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>\u6b65\u9aa4\u76f8\u4e92\u72ec\u7acb&#xff1f;<\/td>\n<td>\u6b65\u9aa4 B \u9700\u8981\u6b65\u9aa4 A \u7684\u8f93\u51fa\u5417&#xff1f;<\/td>\n<td>\u5ffd\u7565\u4e86&#034;\u6700\u540e\u8981\u6c47\u603b&#034;\u4e5f\u662f\u4e00\u79cd\u4f9d\u8d56&#xff08;\u4f46\u8fd9\u4e0d\u5f71\u54cd MapReduce \u9002\u7528\u6027&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td>\u63a5\u53d7\u4e2d\u5fc3\u51b3\u7b56\u8005&#xff1f;<\/td>\n<td>\u9700\u8981\u4e00\u4e2a&#034;\u603b\u6307\u6325&#034;\u5417&#xff1f;<\/td>\n<td>\u4ee5\u4e3a\u4e2d\u5fc3\u51b3\u7b56\u8005&#061;\u5355\u70b9\u6545\u969c&#xff08;\u5b9e\u9645\u53ef\u4ee5\u662f\u65e0\u72b6\u6001\u7684&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td>\u662f\u5426\u8de8\u8fdb\u7a0b&#xff1f;<\/td>\n<td>\u90e8\u7f72\u5355\u5143\u4f1a\u5206\u5f00\u5417&#xff1f;<\/td>\n<td>\u63d0\u524d\u6309\u5206\u5e03\u5f0f\u8bbe\u8ba1&#xff08;\u8fc7\u5ea6\u8bbe\u8ba1&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td>\u8d1f\u8f7d\u662f\u5426\u9ad8\u5ea6\u6ce2\u52a8&#xff1f;<\/td>\n<td>\u8c37\u503c\u662f\u5426\u63a5\u8fd1\u96f6&#xff1f;<\/td>\n<td>\u4ee5\u4e3a&#034;\u8c03\u7528\u91cf\u5c11&#034;\u5c31\u8be5\u7528 Serverless&#xff08;\u5173\u952e\u662f\u4e0d\u5747\u5300&#xff0c;\u4e0d\u662f\u5c11&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7b2c\u4e00\u4e2a\u95ee\u9898\u7684\u8bef\u5224\u6700\u5e38\u89c1\u3002 \u4e3e\u4f8b&#xff1a;\u5408\u540c\u5ba1\u67e5\u7684&#034;\u5148\u89e3\u6790\u3001\u518d\u62bd\u53d6\u6761\u6b3e\u3001\u518d\u8bc6\u522b\u98ce\u9669&#034;\u2014\u2014\u770b\u8d77\u6765\u987a\u5e8f\u56fa\u5b9a&#xff0c;\u4f46\u5982\u679c\u67d0\u4e9b\u5408\u540c\u6ca1\u6709\u8868\u683c&#xff0c;\u62bd\u53d6\u6b65\u9aa4\u4f1a\u8df3\u8fc7&#xff1b;\u5982\u679c\u98ce\u9669\u8bc6\u522b\u53d1\u73b0\u65b0\u95ee\u9898&#xff0c;\u53ef\u80fd\u9700\u8981\u56de\u53bb\u91cd\u65b0\u62bd\u53d6\u3002\u8fd9\u4e0d\u662f\u56fa\u5b9a\u987a\u5e8f&#xff0c;\u662f\u8fd0\u884c\u65f6\u51b3\u5b9a\u7684\u3002\u5224\u65ad\u6807\u51c6\u662f&#034;\u6709\u6ca1\u6709\u4efb\u4f55\u4e00\u4e2a\u5206\u652f\u4f1a\u662f\u8fd0\u884c\u65f6\u624d\u77e5\u9053\u7684&#034;&#xff0c;\u6709\u5c31\u4e0d\u662f\u56fa\u5b9a\u987a\u5e8f\u3002<\/p>\n<p>\u7b2c\u4e94\u4e2a\u95ee\u9898\u7684\u8bef\u5224\u4e5f\u5f88\u591a&#xff1a;Serverless \u7684\u6210\u672c\u4f18\u52bf\u6765\u81ea\u8d1f\u8f7d\u4e0d\u5747\u5300&#xff0c;\u4e0d\u662f&#034;\u8c03\u7528\u91cf\u5c11&#034;\u3002\u4e00\u4e2a\u6bcf\u5929\u7a33\u5b9a\u8c03\u7528 10 \u4e07\u6b21\u3001\u5168\u5929\u5747\u5300\u5206\u5e03\u7684\u7cfb\u7edf&#xff0c;\u7528 Serverless \u53cd\u800c\u66f4\u8d35&#xff08;\u7b2c 32 \u7bc7\u7684\u76c8\u4e8f\u5e73\u8861\u70b9\u5728\u5229\u7528\u7387 50% \u5de6\u53f3&#xff09;\u3002<\/p>\n<h4>4.4 \u51b3\u7b56\u6811\u7684\u4ee3\u7801\u5316<\/h4>\n<p>\u51b3\u7b56\u6811\u53ef\u4ee5\u56fa\u5316\u6210\u4e00\u4e2a\u68c0\u67e5\u51fd\u6570&#xff0c;\u7528\u4e8e\u67b6\u6784\u8bc4\u5ba1&#xff1a;<\/p>\n<p><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u67b6\u6784\u9009\u578b\u68c0\u67e5&#xff1a;\u628a\u51b3\u7b56\u6811\u56fa\u5316\u6210\u53ef\u6267\u884c\u68c0\u67e5\u3002<\/p>\n<p>\u7528\u9014&#xff1a;**\u67b6\u6784\u8bc4\u5ba1\u65f6\u81ea\u52a8\u8fc7\u4e00\u904d**&#xff0c;\u907f\u514d\u9057\u6f0f\u5173\u952e\u95ee\u9898\u3002<br \/>\n&#034;&#034;&#034;<\/span><br \/>\n<span class=\"token keyword\">from<\/span> __future__ <span class=\"token keyword\">import<\/span> annotations<\/p>\n<p><span class=\"token keyword\">from<\/span> dataclasses <span class=\"token keyword\">import<\/span> dataclass<span class=\"token punctuation\">,<\/span> field<\/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\">ArchitectureProfile<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u67b6\u6784\u7279\u5f81\u753b\u50cf\u3002\u56de\u7b54\u8fd9\u516d\u4e2a\u95ee\u9898\u5373\u53ef\u3002&#034;&#034;&#034;<\/span><br \/>\n    order_known_at_design<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">bool<\/span>        <span class=\"token comment\"># \u987a\u5e8f\u8bbe\u8ba1\u65f6\u5df2\u77e5&#xff1f;<\/span><br \/>\n    steps_independent<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">bool<\/span>            <span class=\"token comment\"># \u6b65\u9aa4\u76f8\u4e92\u72ec\u7acb&#xff1f;<\/span><br \/>\n    accept_central_decider<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">bool<\/span>       <span class=\"token comment\"># \u63a5\u53d7\u4e2d\u5fc3\u51b3\u7b56\u8005&#xff1f;<\/span><br \/>\n    cross_process<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">bool<\/span>                <span class=\"token comment\"># \u8de8\u8fdb\u7a0b\u90e8\u7f72&#xff1f;<\/span><br \/>\n    load_highly_variable<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">bool<\/span>         <span class=\"token comment\"># \u8d1f\u8f7d\u9ad8\u5ea6\u6ce2\u52a8&#xff08;\u8c37\u503c\u63a5\u8fd1\u96f6&#xff09;&#xff1f;<\/span><br \/>\n    multi_tenant<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">bool<\/span>                 <span class=\"token comment\"># \u591a\u79df\u6237\u6216\u9700\u7edf\u4e00\u6cbb\u7406&#xff1f;<\/span><br \/>\n    needs_conflict_resolution<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">bool<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">False<\/span>   <span class=\"token comment\"># \u9700\u8981\u4fdd\u7559\u5e76\u6d88\u89e3\u77db\u76fe\u7ed3\u8bba&#xff1f;<\/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\">Recommendation<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    execution_pattern<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><br \/>\n    required<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    optional<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    warnings<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 keyword\">def<\/span> <span class=\"token function\">recommend<\/span><span class=\"token punctuation\">(<\/span>p<span class=\"token punctuation\">:<\/span> ArchitectureProfile<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> Recommendation<span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6309\u51b3\u7b56\u6811\u7ed9\u51fa\u6a21\u5f0f\u7ec4\u5408\u5efa\u8bae\u3002&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token comment\"># &#8212;- \u7b2c\u4e00\u5c42&#xff1a;\u6267\u884c\u5f62\u72b6 &#8212;-<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> p<span class=\"token punctuation\">.<\/span>needs_conflict_resolution <span class=\"token keyword\">and<\/span> <span class=\"token keyword\">not<\/span> p<span class=\"token punctuation\">.<\/span>accept_central_decider<span class=\"token punctuation\">:<\/span><br \/>\n        shape <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\u9ed1\u677f&#xff08;\u7b2c 25 \u7bc7&#xff09;&#034;<\/span><br \/>\n    <span class=\"token keyword\">elif<\/span> <span class=\"token keyword\">not<\/span> p<span class=\"token punctuation\">.<\/span>order_known_at_design<span class=\"token punctuation\">:<\/span><br \/>\n        shape <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;Supervisor&#xff08;\u7b2c 24 \u7bc7&#xff09;&#034;<\/span> <span class=\"token keyword\">if<\/span> p<span class=\"token punctuation\">.<\/span>accept_central_decider <span class=\"token keyword\">else<\/span> <span class=\"token string\">&#034;\u9ed1\u677f&#xff08;\u7b2c 25 \u7bc7&#xff09;&#034;<\/span><br \/>\n    <span class=\"token keyword\">elif<\/span> p<span class=\"token punctuation\">.<\/span>steps_independent<span class=\"token punctuation\">:<\/span><br \/>\n        shape <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;MapReduce&#xff08;\u7b2c 23 \u7bc7&#xff09;&#034;<\/span><br \/>\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        shape <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;Pipeline&#xff08;\u7b2c 22 \u7bc7&#xff09;&#034;<\/span><\/p>\n<p>    rec <span class=\"token operator\">&#061;<\/span> Recommendation<span class=\"token punctuation\">(<\/span>execution_pattern<span class=\"token operator\">&#061;<\/span>shape<span class=\"token punctuation\">)<\/span><br \/>\n    rec<span class=\"token punctuation\">.<\/span>required<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u72b6\u6001\u7ba1\u7406&#xff08;\u7b2c 30 \u7bc7&#xff09;&#034;<\/span><span class=\"token punctuation\">)<\/span>        <span class=\"token comment\"># \u6240\u6709\u6a21\u5f0f\u7684\u524d\u63d0<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> shape<span class=\"token punctuation\">.<\/span>startswith<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;Supervisor&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u9ed1\u677f&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        rec<span class=\"token punctuation\">.<\/span>required<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u7f16\u6392\u5f15\u64ce\u7684\u5faa\u73af\u63a7\u5236&#xff08;\u7b2c 26 \u7bc7&#xff09;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        rec<span class=\"token punctuation\">.<\/span>warnings<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u7ec8\u6b62\u5224\u636e\u7edd\u4e0d\u80fd\u4ea4\u7ed9 LLM\u2014\u2014\u5fc5\u987b\u4ee3\u7801\u515c\u5e95&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># &#8212;- \u7b2c\u4e8c\u5c42&#xff1a;\u901a\u4fe1 &#8212;-<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> p<span class=\"token punctuation\">.<\/span>cross_process<span class=\"token punctuation\">:<\/span><br \/>\n        rec<span class=\"token punctuation\">.<\/span>required<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u901a\u4fe1\u534f\u8bae&#xff08;\u7b2c 27 \u7bc7&#xff09;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        rec<span class=\"token punctuation\">.<\/span>warnings<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4e09\u6bb5 ID \u7f3a\u4e00\u4e0d\u53ef&#xff1a;correlation \/ causation \/ idempotency&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># &#8212;- \u7b2c\u4e09\u5c42&#xff1a;\u5f02\u6b65\u89e3\u8026 &#8212;-<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> p<span class=\"token punctuation\">.<\/span>cross_process <span class=\"token keyword\">and<\/span> p<span class=\"token punctuation\">.<\/span>load_highly_variable<span class=\"token punctuation\">:<\/span><br \/>\n        rec<span class=\"token punctuation\">.<\/span>optional<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4e8b\u4ef6\u9a71\u52a8&#xff08;\u7b2c 29 \u7bc7&#xff09;&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># &#8212;- \u7b2c\u56db\u5c42&#xff1a;\u6cbb\u7406 &#8212;-<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> p<span class=\"token punctuation\">.<\/span>multi_tenant<span class=\"token punctuation\">:<\/span><br \/>\n        rec<span class=\"token punctuation\">.<\/span>required<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u7f51\u5173&#xff08;\u7b2c 31 \u7bc7&#xff09;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        rec<span class=\"token punctuation\">.<\/span>required<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4e2d\u95f4\u4ef6&#xff08;\u7b2c 28 \u7bc7&#xff09;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        rec<span class=\"token punctuation\">.<\/span>warnings<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u9650\u6d41\u5fc5\u987b\u542b Token \u7ef4\u5ea6&#xff0c;\u53ea\u9650 QPS \u7b49\u4e8e\u6ca1\u9650&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        rec<span class=\"token punctuation\">.<\/span>optional<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4e2d\u95f4\u4ef6&#xff08;\u7b2c 28 \u7bc7&#xff0c;\u6309\u9700&#xff09;&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># &#8212;- \u7b2c\u4e94\u5c42&#xff1a;\u8fd0\u884c\u65f6 &#8212;-<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> p<span class=\"token punctuation\">.<\/span>load_highly_variable<span class=\"token punctuation\">:<\/span><br \/>\n        rec<span class=\"token punctuation\">.<\/span>optional<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;Serverless&#xff08;\u7b2c 32 \u7bc7&#xff09;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        rec<span class=\"token punctuation\">.<\/span>warnings<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;Serverless \u4e0b\u72b6\u6001\u5916\u7f6e\u662f\u786c\u6027\u8981\u6c42&#xff0c;\u4e14\u957f\u4efb\u52a1\u5fc5\u987b\u62c6\u5206&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        rec<span class=\"token punctuation\">.<\/span>warnings<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u8d1f\u8f7d\u5e73\u7a33\u65f6 Serverless \u53ef\u80fd\u66f4\u8d35&#xff0c;\u5148\u7b97\u76c8\u4e8f\u5e73\u8861\u70b9&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> rec<\/p>\n<p>\u8fd9\u4e2a\u51fd\u6570\u7684\u4ef7\u503c\u4e0d\u5728&#034;\u81ea\u52a8\u9009\u578b&#034;&#xff0c;\u800c\u5728&#034;\u5f3a\u5236\u56de\u7b54\u516d\u4e2a\u95ee\u9898&#034;\u3002 \u67b6\u6784\u8bc4\u5ba1\u65f6\u6700\u5bb9\u6613\u51fa\u73b0\u7684\u60c5\u51b5\u662f&#xff1a;\u56e2\u961f\u8ba8\u8bba\u4e86\u4e00\u5c0f\u65f6\u6280\u672f\u7ec6\u8282&#xff0c;\u5374\u4ece\u672a\u660e\u786e\u56de\u7b54&#034;\u987a\u5e8f\u662f\u5426\u56fa\u5b9a&#034;\u8fd9\u4e2a\u6700\u57fa\u7840\u7684\u95ee\u9898\u3002\u628a\u95ee\u9898\u663e\u5f0f\u5316&#xff0c;\u672c\u8eab\u5c31\u662f\u6700\u5927\u7684\u6536\u76ca\u3002<\/p>\n<hr \/>\n<h3>\u4e94\u3001\u53cd\u6a21\u5f0f\u6e05\u5355&#xff1a;\u5341\u4e94\u79cd&#034;\u8bf4\u5f97\u51fa\u6765\u4f46\u4f1a\u51fa\u4e8b&#034;\u7684\u67b6\u6784<\/h3>\n<p>\u53cd\u9762\u7ea6\u675f\u4e5f\u662f\u6a21\u5f0f\u8bed\u8a00\u7684\u4e00\u90e8\u5206\u3002\u4ee5\u4e0b\u5341\u4e94\u6761\u5168\u90e8\u6765\u81ea\u7b2c\u4e00\u5b63\u5404\u7bc7\u7684\u771f\u5b9e\u4e8b\u6545&#xff0c;\u6309\u5371\u5bb3\u7a0b\u5ea6\u6392\u5e8f\u3002<\/p>\n<h4>5.1 \u9ad8\u5371\u53cd\u6a21\u5f0f&#xff08;\u4f1a\u5bfc\u81f4\u9759\u9ed8\u9519\u8bef\u6216\u6570\u636e\u635f\u574f&#xff09;<\/h4>\n<table>\n<tr>#\u53cd\u6a21\u5f0f\u75c7\u72b6\u6839\u56e0\u6b63\u786e\u505a\u6cd5\u51fa\u5904<\/tr>\n<tbody>\n<tr>\n<td>1<\/td>\n<td>\u7528 LLM \u505a\u7ec8\u6b62\u5224\u636e<\/td>\n<td>\u5faa\u73af 47 \u8f6e&#xff0c;\u70e7\u6389 23 \u4e07 Token<\/td>\n<td>\u7ec8\u6b62\u6743\u4ea4\u7ed9\u4e86\u6982\u7387\u6a21\u578b<\/td>\n<td>\u7ec8\u6b62\u6743\u5fc5\u987b\u5728\u4ee3\u7801\u91cc&#xff0c;\u4e00\u884c LLM \u90fd\u4e0d\u8c03\u7528<\/td>\n<td>24 \/ 26<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>\u51b2\u7a81\u7ed3\u8bba\u5f3a\u884c\u5f52\u5e76<\/td>\n<td>\u77db\u76fe\u88ab\u6084\u6084\u62b9\u5e73&#xff0c;\u7ed3\u8bba\u53ef\u80fd\u9519<\/td>\n<td>\u67b6\u6784\u91cc\u6ca1\u6709\u5b58\u653e\u77db\u76fe\u7684\u4f4d\u7f6e<\/td>\n<td>\u5b81\u53ef\u77db\u76fe\u6302\u8d77&#xff0c;\u4e0d\u53ef\u9519\u8bef\u88c1\u51b3<\/td>\n<td>25<\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td>\u72b6\u6001\u653e\u8fdb\u7a0b\u5185\u5b58\u4e14\u4e0d\u5206\u5c42<\/td>\n<td>\u91cd\u8dd1\u6c61\u67d3\u7528\u6237\u504f\u597d&#xff1b;\u5d29\u6e83\u5373\u5168\u635f<\/td>\n<td>\u751f\u547d\u5468\u671f\u4e0d\u540c\u7684\u6570\u636e\u6df7\u5728\u4e00\u8d77<\/td>\n<td>\u4f1a\u8bdd\/\u4efb\u52a1\/\u5168\u5c40\u4e09\u5c42\u5206\u79bb<\/td>\n<td>30<\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td>\u4e2d\u95f4\u4ef6\u987a\u5e8f\u9760\u731c<\/td>\n<td>\u8131\u654f\u6392\u5728\u65e5\u5fd7\u4e4b\u540e&#xff0c;\u660e\u6587\u8fdb\u4e86\u65e5\u5fd7<\/td>\n<td>\u987a\u5e8f\u4e0d\u53ef\u9884\u6d4b<\/td>\n<td>\u987a\u5e8f\u663e\u5f0f\u58f0\u660e\u5e76\u6309\u7c7b\u578b\u6392\u5e8f<\/td>\n<td>28<\/td>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td>\u5931\u8d25\u505a\u5f02\u5e38\u800c\u975e\u6570\u636e<\/td>\n<td>gather \u4e2d\u65ad&#xff0c;\u90e8\u5206\u7ed3\u679c\u5168\u4e22<\/td>\n<td>\u5f02\u5e38\u4f1a\u4e2d\u65ad\u5e76\u53d1<\/td>\n<td>\u5931\u8d25\u505a\u6210 ok&#061;False \u7684\u7ed3\u679c\u5bf9\u8c61<\/td>\n<td>23<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7b2c 2 \u6761\u7684\u9690\u853d\u6027\u6700\u9ad8&#xff1a;\u7cfb\u7edf\u4e0d\u4f1a\u62a5\u9519&#xff0c;\u65e5\u5fd7\u4e00\u5207\u6b63\u5e38&#xff0c;\u53ea\u662f\u7ed3\u8bba\u53ef\u80fd\u662f\u9519\u7684\u3002\u7b2c 25 \u7bc7\u7684\u505a\u6cd5\u662f\u9ed8\u8ba4&#034;\u4fdd\u7559\u53cc\u7ed3\u8bba &#043; \u6807\u8bb0 pending_conflict&#034;&#xff0c;\u53ea\u5728\u8bc1\u636e\u6743\u91cd\u660e\u663e\u60ac\u6b8a\u65f6\u624d\u81ea\u52a8\u88c1\u51b3\u3002<\/p>\n<p>\u7b2c 4 \u6761\u90a3\u4e2a\u4e8b\u6545\u503c\u5f97\u590d\u8ff0&#xff1a;\u8131\u654f\u4e2d\u95f4\u4ef6\u6392\u5728\u65e5\u5fd7\u4e4b\u540e&#xff0c;\u5bfc\u81f4\u8eab\u4efd\u8bc1\u660e\u6587\u8fdb\u4e86\u65e5\u5fd7\u3002bug \u6f5c\u4f0f\u4e09\u4e2a\u6708\u624d\u88ab\u5ba1\u8ba1\u53d1\u73b0&#xff0c;\u529f\u80fd\u6d4b\u8bd5\u5b8c\u5168\u770b\u4e0d\u51fa\u6765\u2014\u2014\u56e0\u4e3a\u529f\u80fd\u6d4b\u8bd5\u53ea\u770b\u8fd4\u56de\u503c&#xff0c;\u4e0d\u770b\u65e5\u5fd7\u5185\u5bb9\u3002<\/p>\n<h4>5.2 \u4e2d\u5371\u53cd\u6a21\u5f0f&#xff08;\u4f1a\u5bfc\u81f4\u6210\u672c\u5931\u63a7\u6216\u53ef\u7528\u6027\u95ee\u9898&#xff09;<\/h4>\n<table>\n<tr>#\u53cd\u6a21\u5f0f\u75c7\u72b6\u6839\u56e0\u6b63\u786e\u505a\u6cd5\u51fa\u5904<\/tr>\n<tbody>\n<tr>\n<td>6<\/td>\n<td>\u7528\u4e00\u4e2a trace_id \u5e94\u4ed8\u6240\u6709 ID \u9700\u6c42<\/td>\n<td>\u5e42\u7b49\u5931\u6548\u6216\u56e0\u679c\u94fe\u65ad\u88c2<\/td>\n<td>\u4e09\u79cd ID \u751f\u547d\u5468\u671f\u4e0d\u540c<\/td>\n<td>correlation \/ causation \/ idempotency \u4e09\u6bb5<\/td>\n<td>27<\/td>\n<\/tr>\n<tr>\n<td>7<\/td>\n<td>\u53ea\u6309 QPS \u9650\u6d41<\/td>\n<td>QPS \u8fbe\u6807\u4f46\u5b9e\u4f8b\u88ab\u957f\u4efb\u52a1\u5360\u6ee1<\/td>\n<td>Agent \u8bf7\u6c42\u8017\u65f6\u5dee\u4e09\u4e2a\u6570\u91cf\u7ea7<\/td>\n<td>\u52a0\u5e76\u53d1\u7ef4\u5ea6 &#043; Token \u7ef4\u5ea6<\/td>\n<td>31<\/td>\n<\/tr>\n<tr>\n<td>8<\/td>\n<td>\u964d\u7ea7\u94fe\u6700\u540e\u4e00\u7ea7\u4f1a\u5931\u8d25<\/td>\n<td>\u5168\u90e8\u964d\u7ea7\u540e\u4f9d\u7136\u62a5\u9519<\/td>\n<td>\u6700\u540e\u4e00\u7ea7\u4f9d\u8d56\u4e86\u5916\u90e8\u8d44\u6e90<\/td>\n<td>\u6700\u540e\u4e00\u7ea7\u5fc5\u987b\u662f\u7eaf\u5e38\u91cf\u54cd\u5e94<\/td>\n<td>31<\/td>\n<\/tr>\n<tr>\n<td>9<\/td>\n<td>\u91cd\u8bd5\u804c\u8d23\u4e0d\u5212\u5206<\/td>\n<td>\u5e73\u53f0\u91cd\u8bd5 \u00d7 \u5e94\u7528\u91cd\u8bd5 &#061; 6 \u500d\u6d41\u91cf<\/td>\n<td>\u4e24\u5c42\u90fd\u5728\u91cd\u8bd5<\/td>\n<td>\u6309\u9519\u8bef\u6765\u6e90\u5212\u5206&#xff0c;\u53ea\u5728\u4e00\u5c42\u91cd\u8bd5<\/td>\n<td>32<\/td>\n<\/tr>\n<tr>\n<td>10<\/td>\n<td>\u51fd\u6570\u91cc sleep \u7b49\u5f85<\/td>\n<td>\u4e3a&#034;\u4ec0\u4e48\u90fd\u4e0d\u505a&#034;\u4ed8\u8d39<\/td>\n<td>\u628a\u7b49\u5f85\u653e\u8fdb\u4e86\u8ba1\u7b97\u5355\u5143<\/td>\n<td>\u7b49\u5f85\u4ea4\u7ed9\u7f16\u6392\u5c42<\/td>\n<td>32<\/td>\n<\/tr>\n<tr>\n<td>11<\/td>\n<td>\u6247\u51fa\u4e0d\u8bbe\u4e0a\u9650<\/td>\n<td>\u5e76\u53d1\u6253\u7206\u4e0a\u6e38&#xff0c;\u89e6\u53d1\u9650\u6d41\u96ea\u5d29<\/td>\n<td>\u6ca1\u6709\u5e76\u53d1\u62a4\u680f<\/td>\n<td>\u4fe1\u53f7\u91cf\u9650\u6d41 &#043; \u538b\u6d4b\u627e\u62d0\u70b9<\/td>\n<td>23<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7b2c 7 \u6761\u7684\u75c7\u72b6\u7279\u522b\u5177\u6709\u8ff7\u60d1\u6027&#xff1a;\u67d0\u79df\u6237\u4ee5\u6bcf\u79d2 20 \u6761\u7684&#034;\u6e29\u548c&#034;\u901f\u7387\u63d0\u4ea4\u8bf7\u6c42&#xff0c;QPS \u9650\u6d41\u5b8c\u5168\u4e0d\u89e6\u53d1&#xff0c;\u4f46\u6bcf\u6761\u8bf7\u6c42\u5360\u7528 Agent 30 \u79d2\u2014\u20142000 \u6761\u8bf7\u6c42\u5c31\u628a\u8d44\u6e90\u5403\u5149\u4e86\u3002\u76d1\u63a7\u663e\u793a&#034;QPS \u6b63\u5e38&#034;&#xff0c;\u5176\u4ed6\u79df\u6237\u5374\u5168\u90e8\u8d85\u65f6\u3002<\/p>\n<h4>5.3 \u8bbe\u8ba1\u7c7b\u53cd\u6a21\u5f0f&#xff08;\u67b6\u6784\u5c42\u9762\u7684\u9519\u914d&#xff09;<\/h4>\n<table>\n<tr>#\u53cd\u6a21\u5f0f\u75c7\u72b6\u6839\u56e0\u6b63\u786e\u505a\u6cd5\u51fa\u5904<\/tr>\n<tbody>\n<tr>\n<td>12<\/td>\n<td>\u4e07\u80fd Agent<\/td>\n<td>\u4e00\u4e2a Agent \u5e72\u6240\u6709\u4e8b&#xff0c;Prompt \u8d8a\u6765\u8d8a\u957f<\/td>\n<td>\u6ca1\u6709\u62c6\u5206<\/td>\n<td>\u6309\u80fd\u529b\u8fb9\u754c\u62c6\u5206&#xff0c;\u7528\u8def\u7531\u5206\u53d1<\/td>\n<td>24 \/ 31<\/td>\n<\/tr>\n<tr>\n<td>13<\/td>\n<td>\u4e3a\u4e0d\u9700\u8981\u6062\u590d\u7684\u4e1c\u897f\u8bbe\u8ba1\u6062\u590d<\/td>\n<td>\u590d\u6742\u5ea6\u9ad8\u4f46\u65e0\u6536\u76ca<\/td>\n<td>\u590d\u6742\u5ea6\u7531&#034;\u5e94\u8be5&#034;\u800c\u975e\u9700\u6c42\u9a71\u52a8<\/td>\n<td>\u4e00\u6b21\u6027\u4efb\u52a1\u7528\u5185\u5b58 dict \u5373\u53ef<\/td>\n<td>30<\/td>\n<\/tr>\n<tr>\n<td>14<\/td>\n<td>\u7ed9\u4e0d\u9700\u8981\u7f51\u5173\u7684\u7cfb\u7edf\u4e0a\u7f51\u5173<\/td>\n<td>\u591a\u4e00\u8df3\u5ef6\u8fdf&#xff0c;\u591a\u4e00\u4e2a\u8981\u8fd0\u7ef4\u7684\u7ec4\u4ef6<\/td>\n<td>\u201c\u751f\u4ea7\u7cfb\u7edf\u5e94\u8be5\u6709\u7f51\u5173\u201d<\/td>\n<td>\u591a Agent &#043; \u591a\u4f9b\u5e94\u5546 &#043; \u591a\u79df\u6237\u5360\u4e24\u4e2a\u624d\u4e0a<\/td>\n<td>31<\/td>\n<\/tr>\n<tr>\n<td>15<\/td>\n<td>\u4e8b\u4ef6\u8f7d\u8377\u585e\u5927\u5bf9\u8c61<\/td>\n<td>\u6d88\u606f\u4e2d\u95f4\u4ef6\u88ab\u6491\u7206<\/td>\n<td>\u628a\u4e8b\u4ef6\u5f53\u6210\u6570\u636e\u4f20\u8f93\u901a\u9053<\/td>\n<td>\u8f7d\u8377\u653e\u5f15\u7528 ID&#xff0c;\u5185\u5bb9\u653e\u5bf9\u8c61\u5b58\u50a8<\/td>\n<td>29<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7b2c 13\u300114 \u6761\u662f\u540c\u4e00\u7c7b\u9519\u8bef\u7684\u4e24\u9762&#xff1a;\u590d\u6742\u5ea6\u4e0d\u662f\u7531\u9700\u6c42\u9a71\u52a8\u7684&#xff0c;\u800c\u662f\u7531&#034;\u751f\u4ea7\u7ea7\u7cfb\u7edf\u5e94\u8be5\u957f\u8fd9\u6837&#034;\u9a71\u52a8\u7684\u3002\u7b2c\u4e00\u5b63\u53cd\u590d\u5f3a\u8c03\u7684\u4e00\u53e5\u8bdd\u5728\u8fd9\u91cc\u518d\u6b21\u9002\u7528\u2014\u2014\u80fd\u7528 20 \u884c if\/else \u5199\u6e05\u695a\u7684\u6d41\u7a0b&#xff0c;\u5c31\u4e0d\u8981\u5f15\u5165\u5f15\u64ce&#xff08;\u7b2c 26 \u7bc7&#xff09;\u3002<\/p>\n<p>\u6700\u540e\u8981\u8bf4\u660e\u4e00\u70b9&#xff1a;\u8fd9\u5341\u4e94\u6761\u53cd\u6a21\u5f0f\u4e0d\u662f&#034;\u7981\u6b62\u6e05\u5355&#034;&#xff0c;\u662f&#034;\u6210\u672c\u63d0\u793a&#034;\u3002 \u6bcf\u4e00\u6761\u5728\u67d0\u4e9b\u573a\u666f\u4e0b\u90fd\u662f\u5408\u7406\u9009\u62e9\u2014\u2014\u6bd4\u5982&#034;\u72b6\u6001\u653e\u5185\u5b58&#034;\u5728\u4e00\u6b21\u6027\u4efb\u52a1\u91cc\u5c31\u662f\u6700\u4f18\u89e3&#xff0c;&#034;\u53ea\u6309 QPS \u9650\u6d41&#034;\u5728\u5355\u79df\u6237\u5185\u90e8\u7cfb\u7edf\u91cc\u5b8c\u5168\u591f\u7528\u3002\u6e05\u5355\u7684\u6b63\u786e\u7528\u6cd5\u662f&#xff1a;\u5f53\u4f60\u51c6\u5907\u8fd9\u4e48\u505a\u65f6&#xff0c;\u77e5\u9053\u4ee3\u4ef7\u662f\u4ec0\u4e48&#xff0c;\u5e76\u4e14\u786e\u8ba4\u8fd9\u4e2a\u4ee3\u4ef7\u4f60\u4ed8\u5f97\u8d77\u3002 \u53cd\u6a21\u5f0f\u4e4b\u6240\u4ee5\u6709\u5bb3&#xff0c;\u4e0d\u662f\u56e0\u4e3a\u5b83\u7edd\u5bf9\u9519\u8bef&#xff0c;\u800c\u662f\u56e0\u4e3a\u5b83\u5e38\u5e38\u5728\u5f53\u4e8b\u4eba\u4e0d\u77e5\u9053\u4ee3\u4ef7\u7684\u60c5\u51b5\u4e0b\u88ab\u91c7\u7528\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261030184902-6ae4e69e02e03.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u56fe2&#xff1a;\u516d\u7c7b\u9ad8\u5371\u53cd\u6a21\u5f0f\u2014\u2014\u73b0\u8c61\u3001\u6839\u56e0\u3001\u5bf9\u7b56\u4e09\u6bb5\u5f0f\u901f\u67e5<\/p>\n<hr \/>\n<h3>\u516d\u3001\u67b6\u6784\u8bc4\u5ba1&#xff1a;\u516d\u4e2a\u5fc5\u95ee\u95ee\u9898<\/h3>\n<p>\u9009\u578b\u4e4b\u540e&#xff0c;\u8fd8\u9700\u8981\u4e00\u5957\u8bc4\u5ba1\u65b9\u6cd5\u786e\u8ba4\u67b6\u6784\u6ca1\u6709\u660e\u663e\u6f0f\u6d1e\u3002\u4ee5\u4e0b\u516d\u4e2a\u95ee\u9898&#xff0c;\u4efb\u4f55 Agent \u7cfb\u7edf\u67b6\u6784\u8bc4\u5ba1\u90fd\u5e94\u8be5\u8fc7\u4e00\u904d&#xff1a;<\/p>\n<table>\n<tr>#\u95ee\u9898\u671f\u671b\u7684\u7b54\u6848\u7b54\u4e0d\u4e0a\u6765\u7684\u540e\u679c<\/tr>\n<tbody>\n<tr>\n<td>1<\/td>\n<td>\u8fdb\u7a0b\u5d29\u6e83\u540e&#xff0c;\u5df2\u5b8c\u6210\u7684\u6b65\u9aa4\u4f1a\u91cd\u8dd1\u5417&#xff1f;<\/td>\n<td>\u4e0d\u4f1a&#xff08;\u6709 completed_steps&#xff09;<\/td>\n<td>\u5d29\u6e83\u4e00\u6b21&#xff0c;Token \u8d39\u7528\u7ffb\u500d<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>\u7ec8\u6b62\u6761\u4ef6\u7531\u4ee3\u7801\u8fd8\u662f LLM \u51b3\u5b9a&#xff1f;<\/td>\n<td>\u4ee3\u7801<\/td>\n<td>\u5faa\u73af\u5931\u63a7<\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td>\u4e24\u4e2a\u7ed3\u8bba\u77db\u76fe\u65f6&#xff0c;\u7cfb\u7edf\u600e\u4e48\u5904\u7406&#xff1f;<\/td>\n<td>\u6709\u660e\u786e\u673a\u5236&#xff08;\u6302\u8d77\/\u88c1\u51b3\/\u4eba\u5de5&#xff09;<\/td>\n<td>\u77db\u76fe\u88ab\u9759\u9ed8\u62b9\u5e73<\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td>\u5931\u8d25\u662f\u6570\u636e\u8fd8\u662f\u5f02\u5e38&#xff1f;<\/td>\n<td>\u5e76\u53d1\u573a\u666f\u5fc5\u987b\u662f\u6570\u636e<\/td>\n<td>\u90e8\u5206\u7ed3\u679c\u5168\u4e22<\/td>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td>\u9650\u6d41\u5305\u542b Token \u7ef4\u5ea6\u5417&#xff1f;<\/td>\n<td>\u5fc5\u987b\u5305\u542b<\/td>\n<td>\u8d26\u5355\u7206\u70b8\u6216\u4e0a\u6e38 429<\/td>\n<\/tr>\n<tr>\n<td>6<\/td>\n<td>\u4e2d\u95f4\u4ef6\/\u7f51\u5173\u7684\u6267\u884c\u987a\u5e8f\u80fd\u9884\u6d4b\u5417&#xff1f;<\/td>\n<td>\u80fd&#xff08;\u663e\u5f0f\u58f0\u660e&#xff09;<\/td>\n<td>\u8131\u654f\u5931\u6548\u7c7b\u4e8b\u6545<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u516d\u95ee\u6765\u81ea\u7b2c\u4e00\u5b63\u7684\u516d\u4e2a\u771f\u5b9e\u4e8b\u6545&#xff0c;\u6bcf\u6761\u80cc\u540e\u90fd\u6709\u5177\u4f53\u7684\u4ee3\u4ef7&#xff1a;<\/p>\n<p>Q1 \u6ca1\u7b54\u597d \u2192 \u4e00\u4e2a\u8dd1 40 \u5206\u949f\u7684\u4efb\u52a1\u5728\u7b2c 38 \u5206\u949f\u5d29\u6e83&#xff0c;\u5168\u90e8\u91cd\u8dd1<br \/>\nQ2 \u6ca1\u7b54\u597d \u2192 47 \u8f6e\u5faa\u73af\u70e7\u6389 23 \u4e07 Token<br \/>\nQ3 \u6ca1\u7b54\u597d \u2192 \u77db\u76fe\u7ed3\u8bba\u88ab\u62b9\u5e73&#xff0c;\u5f52\u56e0\u5206\u6790\u7ed9\u51fa\u9519\u8bef\u7b54\u6848<br \/>\nQ4 \u6ca1\u7b54\u597d \u2192 600 \u4e2a\u4efb\u52a1\u91cc 3 \u4e2a\u5931\u8d25&#xff0c;599 \u4e2a\u7684\u7ed3\u679c\u5168\u90e8\u4e22\u5931<br \/>\nQ5 \u6ca1\u7b54\u597d \u2192 \u4e00\u4e2a\u79df\u6237\u7684\u6279\u91cf\u4efb\u52a1\u5403\u5149\u6240\u6709\u8d44\u6e90<br \/>\nQ6 \u6ca1\u7b54\u597d \u2192 \u8eab\u4efd\u8bc1\u660e\u6587\u8fdb\u65e5\u5fd7&#xff0c;\u6f5c\u4f0f\u4e09\u4e2a\u6708\u88ab\u5ba1\u8ba1\u53d1\u73b0<\/p>\n<p>&#x1f4a1; \u8bc4\u5ba1\u65f6\u6700\u8be5\u8b66\u60d5\u7684\u7b54\u6848\u662f&#034;\u5e94\u8be5\u6ca1\u95ee\u9898&#034;\u3002 \u4e0a\u9762\u516d\u95ee\u7684\u6bcf\u4e00\u6761&#xff0c;\u5982\u679c\u56de\u7b54\u662f&#034;\u5e94\u8be5\u6ca1\u95ee\u9898&#034;\u800c\u4e0d\u662f\u5177\u4f53\u7684\u673a\u5236\u63cf\u8ff0&#xff08;\u6bd4\u5982&#034;\u7528 completed_steps \u8bb0\u5f55\u5df2\u5b8c\u6210\u6b65\u9aa4&#034;&#xff09;&#xff0c;\u90a3\u5c31\u7b49\u4e8e\u6ca1\u6709\u7b54\u6848\u3002\u67b6\u6784\u8bc4\u5ba1\u7684\u4ef7\u503c\u5728\u4e8e\u628a&#034;\u5e94\u8be5&#034;\u53d8\u6210&#034;\u5177\u4f53\u662f\u4ec0\u4e48\u673a\u5236&#034;\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261030184904-6ae4e6a0c8afa.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u56fe3&#xff1a;\u67b6\u6784\u8bc4\u5ba1\u516d\u95ee\u901f\u67e5\u5361\u2014\u2014\u5d29\u6e83\u6062\u590d\u3001\u7ec8\u6b62\u5224\u636e\u3001\u51b2\u7a81\u5904\u7406\u3001\u5931\u8d25\u8868\u793a\u3001\u9650\u6d41\u7ef4\u5ea6\u3001\u6267\u884c\u987a\u5e8f<\/p>\n<h4>6.1 \u51b3\u7b56\u6811\u7684\u8fb9\u754c&#xff1a;\u4ec0\u4e48\u65f6\u5019\u4e0d\u8be5\u7528\u5b83<\/h4>\n<p>\u51b3\u7b56\u6811\u662f\u4e2a\u597d\u5de5\u5177&#xff0c;\u4f46\u5b83\u6709\u4e09\u4e2a\u4e0d\u9002\u7528\u7684\u573a\u666f&#xff0c;\u5fc5\u987b\u8bf4\u6e05\u695a&#xff1a;<\/p>\n<p>\u573a\u666f\u4e00&#xff1a;\u9700\u6c42\u8fd8\u5728\u5feb\u901f\u53d8\u5316\u3002 \u51b3\u7b56\u6811\u7684\u8f93\u5165\u662f&#034;\u987a\u5e8f\u662f\u5426\u56fa\u5b9a&#034;&#034;\u6b65\u9aa4\u662f\u5426\u72ec\u7acb&#034;\u8fd9\u7c7b\u67b6\u6784\u7279\u5f81&#xff0c;\u800c\u65e9\u671f\u9700\u6c42\u7684\u8fd9\u4e9b\u7279\u5f81\u6bcf\u5468\u90fd\u5728\u53d8\u3002\u8fd9\u65f6\u7528\u51b3\u7b56\u6811\u5b9a\u4e0b\u7684\u67b6\u6784\u5f88\u53ef\u80fd\u4e24\u5468\u540e\u5c31\u4f5c\u5e9f\u3002\u66f4\u597d\u7684\u505a\u6cd5\u662f\u5148\u5199\u4e00\u4e2a\u80fd\u8dd1\u7684\u7b80\u5355\u7248\u672c&#xff0c;\u7b49\u9700\u6c42\u7a33\u5b9a\u540e\u518d\u505a\u6b63\u5f0f\u7684\u9009\u578b\u8bc4\u5ba1\u3002<\/p>\n<p>\u573a\u666f\u4e8c&#xff1a;\u56e2\u961f\u6ca1\u6709\u5bf9\u5e94\u6a21\u5f0f\u7684\u7ecf\u9a8c\u3002 \u51b3\u7b56\u6811\u53ef\u80fd\u7ed9\u51fa&#034;\u7528\u9ed1\u677f\u6a21\u5f0f&#034;&#xff0c;\u4f46\u5982\u679c\u56e2\u961f\u4ece\u6ca1\u5b9e\u73b0\u8fc7\u5171\u4eab\u72b6\u6001\u4e0e\u51b2\u7a81\u6d88\u89e3&#xff0c;\u90a3\u4e48\u5f15\u5165\u4e00\u4e2a\u4e0d\u719f\u6089\u7684\u6a21\u5f0f\u5e26\u6765\u7684\u98ce\u9669&#xff0c;\u5f80\u5f80\u8d85\u8fc7\u9009\u9519\u6a21\u5f0f\u7684\u98ce\u9669\u3002\u7b2c 26 \u7bc7\u90a3\u53e5\u5224\u65ad\u5728\u8fd9\u91cc\u540c\u6837\u9002\u7528\u2014\u2014\u80fd\u7528\u56e2\u961f\u719f\u6089\u7684\u7b80\u5355\u65b9\u6848\u8dd1\u901a&#xff0c;\u5c31\u4e0d\u8981\u5f15\u5165\u4e0d\u719f\u6089\u7684\u590d\u6742\u6a21\u5f0f\u3002<\/p>\n<p>\u573a\u666f\u4e09&#xff1a;\u7cfb\u7edf\u89c4\u6a21\u5f88\u5c0f\u3002 \u5355 Agent\u3001\u5355\u8fdb\u7a0b\u3001\u65e5\u5747\u51e0\u767e\u6b21\u8c03\u7528\u2014\u2014\u8fd9\u7c7b\u7cfb\u7edf\u7528\u51b3\u7b56\u6811\u8d70\u4e00\u904d\u4f1a\u5f97\u5230&#034;Pipeline &#043; \u5185\u5b58\u72b6\u6001 &#043; \u65e0\u7f51\u5173 &#043; \u65e0 Serverless&#034;\u7684\u7ed3\u8bba&#xff0c;\u800c\u8fd9\u672c\u6765\u5c31\u662f\u9ed8\u8ba4\u7b54\u6848&#xff0c;\u4e0d\u9700\u8981\u51b3\u7b56\u6811\u3002<\/p>\n<p>\u26a0\ufe0f \u8fd8\u8981\u6ce8\u610f\u4e00\u4ef6\u4e8b&#xff1a;\u51b3\u7b56\u6811\u7ed9\u51fa\u7684\u662f&#034;\u8d77\u70b9&#034;\u4e0d\u662f&#034;\u7ec8\u70b9&#034;\u3002 \u5b83\u544a\u8bc9\u4f60\u4ece\u54ea\u4e2a\u6a21\u5f0f\u5f00\u59cb&#xff0c;\u4f46\u771f\u5b9e\u7cfb\u7edf\u5728\u8fd0\u884c\u4e2d\u4f1a\u53d1\u73b0\u65b0\u7684\u7ea6\u675f&#xff0c;\u9700\u8981\u8c03\u6574\u3002\u7b2c\u4e00\u5b63\u5404\u7bc7\u7684\u6f14\u8fdb\u6848\u4f8b\u90fd\u8bf4\u660e\u4e86\u8fd9\u4e00\u70b9\u2014\u2014\u7b2c 24 \u7bc7\u7684 Supervisor \u5c31\u662f\u5728&#034;\u8def\u7531\u4e0e\u7ec8\u6b62\u6df7\u5728\u4e00\u8d77\u51fa\u4e8b\u540e&#034;\u624d\u5f15\u5165\u7b2c 26 \u7bc7\u7684\u5faa\u73af\u63a7\u5236\u3002\u67b6\u6784\u662f\u8fed\u4ee3\u51fa\u6765\u7684&#xff0c;\u4e0d\u662f\u4e00\u6b21\u9009\u5bf9\u7684\u3002<\/p>\n<hr \/>\n<h3>\u4e03\u3001\u7b2c\u4e00\u5b63\u56de\u987e\u4e0e\u7b2c\u4e8c\u5b63\u8854\u63a5<\/h3>\n<h4>7.1 \u7b2c\u4e00\u5b63\u7684\u4e09\u6761\u4e3b\u7ebf<\/h4>\n<p>\u56de\u5934\u770b\u7b2c 22~32 \u7bc7&#xff0c;\u53ef\u4ee5\u5f52\u7eb3\u51fa\u4e09\u6761\u8d2f\u7a7f\u7684\u4e3b\u7ebf&#xff1a;<\/p>\n<p>\u4e3b\u7ebf\u4e00&#xff1a;\u51b3\u7b56\u6743\u653e\u5728\u54ea<\/p>\n<p>\u8fd9\u662f\u7b2c\u4e00\u5b63\u771f\u6b63\u7684\u6697\u7ebf\u3002\u4ece Pipeline \u5230\u9ed1\u677f&#xff0c;\u672c\u8d28\u4e0a\u662f\u5728\u79fb\u52a8&#034;\u8c01\u6765\u51b3\u5b9a\u4e0b\u4e00\u6b65&#034;&#xff1a;<\/p>\n<p>Pipeline   \u2192 \u4ee3\u7801\u51b3\u5b9a&#xff08;\u8bbe\u8ba1\u65f6\u5199\u6b7b&#xff09;<br \/>\nMapReduce  \u2192 \u4ee3\u7801\u51b3\u5b9a&#xff08;\u8bbe\u8ba1\u65f6\u786e\u5b9a\u96c6\u5408&#xff09;<br \/>\nSupervisor \u2192 \u4e2d\u5fc3 LLM \u51b3\u5b9a&#xff08;\u8fd0\u884c\u65f6&#xff09;<br \/>\n\u9ed1\u677f       \u2192 \u53c2\u4e0e\u8005\u81ea\u4e3b\u51b3\u5b9a&#xff08;\u8fd0\u884c\u65f6&#xff0c;\u65e0\u4e2d\u5fc3&#xff09;<\/p>\n<p>\u800c\u7b2c 24\u300126 \u7bc7\u7ed9\u51fa\u7684\u5173\u952e\u7ed3\u8bba\u662f&#xff1a;\u51b3\u7b56\u6743\u53ef\u4ee5\u7ed9 LLM&#xff0c;\u4f46\u7ec8\u6b62\u6743\u5fc5\u987b\u7559\u5728\u4ee3\u7801\u91cc\u3002<\/p>\n<p>\u4e3b\u7ebf\u4e8c&#xff1a;\u9519\u8bef\u662f\u6570\u636e\u8fd8\u662f\u5f02\u5e38<\/p>\n<p>\u4ece\u7b2c 23 \u7bc7\u7684 MapResult(ok&#061;False) \u5230\u7b2c 25 \u7bc7\u7684 pending_conflict&#xff0c;\u518d\u5230\u7b2c 31 \u7bc7\u7684 degraded&#061;true&#xff0c;\u7b2c\u4e00\u5b63\u53cd\u590d\u51fa\u73b0\u540c\u4e00\u4e2a\u6a21\u5f0f&#xff1a;<\/p>\n<p>Agent \u7cfb\u7edf\u7684\u5931\u8d25\u5f80\u5f80\u662f&#034;\u90e8\u5206\u5931\u8d25&#034;&#xff0c;\u800c\u90e8\u5206\u5931\u8d25\u5fc5\u987b\u80fd\u88ab\u8868\u793a\u6210\u6570\u636e&#xff0c;\u5426\u5219\u4f1a\u88ab\u5f02\u5e38\u673a\u5236\u541e\u6389\u3002<\/p>\n<p>\u4e3b\u7ebf\u4e09&#xff1a;\u9759\u9ed8\u5931\u6548\u6bd4\u5d29\u6e83\u66f4\u5371\u9669<\/p>\n<p>\u7b2c\u4e00\u5b63\u91cc\u6700\u6709\u4ef7\u503c\u7684\u51e0\u4e2a\u6d1e\u5bdf\u90fd\u6307\u5411\u540c\u4e00\u7c7b\u95ee\u9898\u2014\u2014\u7cfb\u7edf\u6b63\u5e38\u8fd0\u884c\u3001\u65e5\u5fd7\u5e72\u51c0\u3001\u4f46\u7ed3\u679c\u662f\u9519\u7684&#xff1a;<\/p>\n<table>\n<tr>\u7bc7\u76ee\u9759\u9ed8\u5931\u6548<\/tr>\n<tbody>\n<tr>\n<td>24 Supervisor<\/td>\n<td>\u8def\u7531\u8d70\u9519&#xff0c;\u4e13\u5bb6\u4ecd\u8fd4\u56de\u770b\u4f3c\u5408\u7406\u7684\u62a5\u544a<\/td>\n<\/tr>\n<tr>\n<td>25 \u9ed1\u677f<\/td>\n<td>\u7ed3\u8bba\u77db\u76fe\u88ab\u62b9\u5e73&#xff1b;\u77e5\u8bc6\u6e90\u4ece\u672a\u6fc0\u6d3b\u4f46\u65e5\u5fd7\u65e0\u75d5<\/td>\n<\/tr>\n<tr>\n<td>28 \u4e2d\u95f4\u4ef6<\/td>\n<td>\u8131\u654f\u6392\u5728\u65e5\u5fd7\u540e&#xff0c;\u660e\u6587\u5165\u5e93<\/td>\n<\/tr>\n<tr>\n<td>31 \u7f51\u5173<\/td>\n<td>\u957f\u671f\u8d70\u964d\u7ea7&#xff0c;\u6210\u529f\u7387\u663e\u793a 100%<\/td>\n<\/tr>\n<tr>\n<td>30 \u72b6\u6001<\/td>\n<td>\u6062\u590d\u673a\u5236\u5f62\u540c\u865a\u8bbe&#xff0c;\u6062\u590d\u540e\u8df3\u8fc7\u6b65\u6570\u6052\u4e3a 0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u6761\u4e3b\u7ebf\u7684\u5b9e\u8df5\u542b\u4e49\u662f&#xff1a;Agent \u7cfb\u7edf\u7684\u53ef\u89c2\u6d4b\u8bbe\u8ba1\u91cd\u70b9\u4e0d\u662f&#034;\u6709\u6ca1\u6709\u62a5\u9519&#034;&#xff0c;\u800c\u662f&#034;\u80fd\u4e0d\u80fd\u53d1\u73b0\u9759\u9ed8\u5931\u6548&#034;\u3002 \u7b2c 31 \u7bc7\u7684\u964d\u7ea7\u7387\u544a\u8b66\u3001\u7b2c 30 \u7bc7\u7684&#034;\u6062\u590d\u540e\u8df3\u8fc7\u6b65\u6570&#034;\u6307\u6807&#xff0c;\u90fd\u662f\u4e3a\u6b64\u8bbe\u8ba1\u7684\u3002<\/p>\n<h4>7.2 \u7b2c\u4e8c\u5b63\u8981\u89e3\u51b3\u4ec0\u4e48<\/h4>\n<p>\u7b2c\u4e00\u5b63\u89e3\u51b3\u7684\u662f**\u201c\u7cfb\u7edf\u600e\u4e48\u7ec4\u7ec7\u201d&#xff0c;\u7b2c\u4e8c\u5b63&#xff08;\u7b2c 34~43 \u7bc7&#xff0c;\u5de5\u7a0b\u5316\u5b9e\u6218\u7bc7&#xff09;\u89e3\u51b3\u7684\u662f&#034;\u600e\u4e48\u628a\u5b83\u505a\u5bf9\u5e76\u8bc1\u660e\u5b83\u662f\u5bf9\u7684&#034;**&#xff1a;<\/p>\n<table>\n<tr>\u7b2c\u4e8c\u5b63\u4e3b\u9898\u89e3\u51b3\u7684\u7b2c\u4e00\u5b63\u9057\u7559\u95ee\u9898<\/tr>\n<tbody>\n<tr>\n<td>\u5f00\u53d1\u73af\u5883\u4e0e\u811a\u624b\u67b6&#xff08;34&#xff09;<\/td>\n<td>\u7b2c\u4e00\u5b63\u7684\u4ee3\u7801\u6563\u843d\u5404\u7bc7&#xff0c;\u6ca1\u6709\u7edf\u4e00\u5de5\u7a0b\u7ed3\u6784<\/td>\n<\/tr>\n<tr>\n<td>\u6d4b\u8bd5\u4e0e Mock LLM&#xff08;35&#xff09;<\/td>\n<td>LLM \u6709\u968f\u673a\u6027&#xff0c;\u600e\u4e48\u6d4b&#xff1f;\u8fd9\u662f\u7b2c\u4e00\u5b63\u6700\u5927\u7684\u7a7a\u767d<\/td>\n<\/tr>\n<tr>\n<td>\u8bc4\u4f30\u65b9\u6cd5\u8bba\u4e0e Eval \u6d41\u6c34\u7ebf&#xff08;36&#xff09;<\/td>\n<td>\u8def\u7531\u51c6\u786e\u7387\u600e\u4e48\u6d4b&#xff08;\u7b2c 31 \u7bc7\u9057\u7559&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u9519\u8bef\u5904\u7406\u4f53\u7cfb&#xff08;37&#xff09;<\/td>\n<td>\u7b2c\u4e00\u5b63\u5404\u7bc7\u5404\u81ea\u5b9e\u73b0\u4e86\u91cd\u8bd5&#xff0c;\u6ca1\u6709\u7edf\u4e00\u5206\u7c7b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7b2c\u4e00\u5b63\u6700\u5927\u7684\u7a7a\u767d\u662f\u8bc4\u4f30\u3002 \u7b2c 31 \u7bc7\u8bf4&#034;\u8def\u7531\u51c6\u786e\u7387\u53ea\u80fd\u9760\u7528\u6237\u53cd\u9988\u56de\u6d41&#034;&#xff0c;\u4f46\u6ca1\u6709\u7ed9\u51fa\u7cfb\u7edf\u7684\u8bc4\u4f30\u65b9\u6cd5&#xff1b;\u7b2c 24 \u7bc7\u8bf4&#034;\u51c6\u786e\u7387\u6389 2pt&#034;&#xff0c;\u4f46\u6ca1\u6709\u8bf4\u660e\u600e\u4e48\u6d4b\u51fa\u6765\u7684\u3002\u8fd9\u4e9b&#034;\u6570\u5b57&#034;\u5728\u7b2c\u4e00\u5b63\u662f\u4f5c\u4e3a\u7ed3\u8bba\u51fa\u73b0\u7684&#xff0c;\u7b2c\u4e8c\u5b63\u624d\u8865\u4e0a&#034;\u600e\u4e48\u5f97\u5230\u8fd9\u4e9b\u6570\u5b57&#034;\u3002<\/p>\n<h4>7.3 \u7b2c\u4e00\u5b63\u7559\u4e0b\u7684\u4e09\u4e2a\u672a\u89e3\u95ee\u9898<\/h4>\n<p>\u8bda\u5b9e\u5730\u8bf4&#xff0c;\u7b2c\u4e00\u5b63\u6709\u4e09\u4e2a\u95ee\u9898\u6ca1\u6709\u89e3\u51b3&#xff0c;\u5b83\u4eec\u662f\u7b2c\u4e8c\u5b63\u7684\u76f4\u63a5\u8f93\u5165&#xff1a;<\/p>\n<p>\u95ee\u9898\u4e00&#xff1a;LLM \u6709\u968f\u673a\u6027&#xff0c;\u4f20\u7edf\u65ad\u8a00\u5931\u6548&#xff0c;\u4ee3\u7801\u600e\u4e48\u6d4b&#xff1f;<\/p>\n<p>\u7b2c\u4e00\u5b63\u7684\u6d4b\u8bd5\u90fd\u662f\u9488\u5bf9\u786e\u5b9a\u6027\u903b\u8f91\u7684&#xff08;\u72b6\u6001\u8f6c\u79fb\u3001\u9650\u6d41\u8ba1\u6570\u3001\u5e42\u7b49\u8df3\u8fc7&#xff09;\u3002\u4f46 Agent \u7684\u6838\u5fc3\u4ef7\u503c\u6070\u6070\u5728 LLM \u8c03\u7528\u90a3\u4e00\u5c42\u2014\u2014\u800c\u8fd9\u4e00\u5c42\u6bcf\u6b21\u8fd0\u884c\u7684\u7ed3\u679c\u90fd\u53ef\u80fd\u4e0d\u540c\u3002\u7b2c\u4e00\u5b63\u7684\u5e94\u5bf9\u662f&#034;\u628a LLM \u8c03\u7528\u9694\u79bb\u6210\u53ef\u6ce8\u5165\u7684\u51fd\u6570&#xff0c;\u6d4b\u8bd5\u65f6\u66ff\u6362\u6389&#034;&#xff0c;\u4f46\u8fd9\u53ea\u6d4b\u4e86\u5916\u56f4&#xff0c;\u6ca1\u6709\u6d4b Agent \u672c\u8eab\u7684\u5224\u65ad\u8d28\u91cf\u3002<\/p>\n<p>\u95ee\u9898\u4e8c&#xff1a;\u600e\u4e48\u91cf\u5316&#034;\u597d&#034;&#xff1f;<\/p>\n<p>\u7b2c\u4e00\u5b63\u591a\u5904\u51fa\u73b0\u4e86\u8d28\u91cf\u6570\u5b57&#xff08;\u201c\u51c6\u786e\u7387\u6389 2pt\u201d\u3001\u201c\u6210\u672c\u964d 74%\u201d&#xff09;&#xff0c;\u4f46\u6ca1\u6709\u8bf4\u660e\u8fd9\u4e9b\u6570\u5b57\u662f\u600e\u4e48\u6d4b\u51fa\u6765\u7684\u3002\u8def\u7531\u51c6\u786e\u7387\u3001\u7b54\u6848\u8d28\u91cf\u3001\u5de5\u5177\u8c03\u7528\u6b63\u786e\u7387\u2014\u2014\u8fd9\u4e9b\u6307\u6807\u7684\u5b9a\u4e49\u548c\u6d4b\u91cf\u65b9\u6cd5&#xff0c;\u7b2c\u4e00\u5b63\u53ea\u662f\u5f15\u7528\u4e86\u7ed3\u8bba\u3002<\/p>\n<p>\u95ee\u9898\u4e09&#xff1a;\u9519\u8bef\u5904\u7406\u6ca1\u6709\u7edf\u4e00\u4f53\u7cfb\u3002<\/p>\n<p>\u7b2c\u4e00\u5b63\u81f3\u5c11\u6709\u4e94\u7bc7\u5404\u81ea\u5b9e\u73b0\u4e86\u91cd\u8bd5&#xff08;\u7b2c 23\u300127\u300129\u300131\u300132 \u7bc7&#xff09;&#xff0c;\u6bcf\u7bc7\u7684\u9000\u907f\u7b56\u7565\u3001\u9519\u8bef\u5206\u7c7b\u3001\u91cd\u8bd5\u4e0a\u9650\u90fd\u4e0d\u4e00\u6837\u3002\u8fd9\u5728\u5355\u7bc7\u91cc\u662f\u6e05\u6670\u7684&#xff0c;\u6574\u5408\u5230\u4e00\u4e2a\u7cfb\u7edf\u91cc\u5c31\u662f\u4e94\u5957\u4e0d\u4e00\u81f4\u7684\u884c\u4e3a\u3002 \u9700\u8981\u4e00\u4e2a\u7edf\u4e00\u7684\u9519\u8bef\u5206\u7c7b\u4e0e\u5904\u7406\u6846\u67b6\u3002<\/p>\n<p>\u8fd9\u4e09\u4e2a\u95ee\u9898\u5206\u522b\u5bf9\u5e94\u7b2c\u4e8c\u5b63\u7684\u7b2c 35\u300136\u300137 \u7bc7\u3002\u5b83\u4eec\u7684\u5171\u540c\u70b9\u662f&#xff1a;\u7b2c\u4e00\u5b63\u89e3\u51b3\u4e86&#034;\u7cfb\u7edf\u600e\u4e48\u7ec4\u7ec7&#034;&#xff0c;\u4f46\u6ca1\u6709\u89e3\u51b3&#034;\u600e\u4e48\u8bc1\u660e\u5b83\u662f\u5bf9\u7684&#034;\u3002<\/p>\n<hr \/>\n<h3>\u516b\u3001\u603b\u7ed3<\/h3>\n<p>\u7b2c\u4e00\u5b63\u8bb2\u4e86\u5341\u4e00\u4e2a\u6a21\u5f0f&#xff0c;\u4f46\u771f\u6b63\u5e94\u8be5\u5e26\u8d70\u7684\u4e0d\u662f\u8fd9\u5341\u4e00\u4e2a\u540d\u5b57&#xff0c;\u800c\u662f\u4e09\u4ef6\u4e8b&#xff1a;<\/p>\n<p>\u7b2c\u4e00&#xff0c;\u6a21\u5f0f\u4e4b\u95f4\u6709\u5173\u7cfb&#xff0c;\u7406\u89e3\u5173\u7cfb\u624d\u80fd\u7ec4\u5408\u3002 \u6267\u884c\u5f62\u72b6\u56db\u9009\u4e00&#xff08;Pipeline\/MapReduce\/Supervisor\/\u9ed1\u677f&#xff09;&#xff0c;\u7f16\u6392\u5f15\u64ce\u662f\u627f\u8f7d\u5b83\u4eec\u7684\u673a\u5668&#xff0c;\u72b6\u6001\u7ba1\u7406\u662f\u6240\u6709\u6a21\u5f0f\u9ed8\u8ba4\u4f9d\u8d56\u5374\u6700\u540e\u624d\u8bb2\u6e05\u7684\u5730\u57fa\u30021.1 \u8282\u90a3\u4e2a\u5931\u8d25\u6848\u4f8b\u7684\u6839\u6e90\u4e0d\u662f\u4e0d\u61c2 Supervisor&#xff0c;\u800c\u662f\u4e0d\u77e5\u9053\u5b83\u4e0e\u9ed1\u677f\u89e3\u51b3\u7684\u662f\u540c\u4e00\u95ee\u9898\u7684\u4e0d\u540c\u4fa7\u9762\u3002<\/p>\n<p>\u7b2c\u4e8c&#xff0c;\u9009\u578b\u7684\u5224\u65ad\u987a\u5e8f\u6bd4\u6743\u8861\u8868\u91cd\u8981\u3002 \u51b3\u7b56\u6811\u7684\u4e94\u4e2a\u95ee\u9898\u2014\u2014\u987a\u5e8f\u662f\u5426\u56fa\u5b9a\u3001\u6b65\u9aa4\u662f\u5426\u72ec\u7acb\u3001\u662f\u5426\u63a5\u53d7\u4e2d\u5fc3\u51b3\u7b56\u8005\u3001\u662f\u5426\u8de8\u8fdb\u7a0b\u3001\u8d1f\u8f7d\u662f\u5426\u6ce2\u52a8\u2014\u2014\u6bcf\u4e00\u4e2a\u90fd\u6709\u660e\u786e\u7684\u5224\u65ad\u65b9\u6cd5\u548c\u5e38\u89c1\u7684\u8bef\u5224\u3002\u6700\u96be\u7684\u4e0d\u662f\u6743\u8861&#xff0c;\u662f&#034;\u6211\u7684\u60c5\u51b5\u5c5e\u4e8e\u54ea\u4e00\u7c7b&#034;\u3002<\/p>\n<p>\u7b2c\u4e09&#xff0c;\u9759\u9ed8\u5931\u6548\u662f\u7b2c\u4e00\u5b63\u6700\u91cd\u8981\u7684\u4e3b\u9898\u3002 \u4e94\u4e2a\u7bc7\u76ee\u5404\u81ea\u51fa\u73b0\u8fc7\u4e00\u7c7b&#034;\u7cfb\u7edf\u6b63\u5e38\u4f46\u7ed3\u679c\u9519\u8bef&#034;\u7684\u5931\u6548&#xff1a;\u8def\u7531\u8d70\u9519\u3001\u77db\u76fe\u88ab\u62b9\u5e73\u3001\u8131\u654f\u5931\u6548\u3001\u957f\u671f\u964d\u7ea7\u3001\u6062\u590d\u5f62\u540c\u865a\u8bbe\u3002\u5b83\u4eec\u7684\u5171\u540c\u70b9\u662f\u4e0d\u62a5\u9519\u3001\u65e5\u5fd7\u5e72\u51c0\u3001\u53ea\u80fd\u9760\u8bbe\u8ba1\u9884\u9632\u3002<\/p>\n<p>\u7ed9\u7ee7\u7eed\u5f80\u4e0b\u8bfb\u7684\u8bfb\u8005\u4e00\u53e5\u5efa\u8bae&#xff1a;\u7b2c\u4e00\u5b63\u7684\u5341\u4e00\u4e2a\u6a21\u5f0f&#xff0c;\u4f60\u4e0d\u9700\u8981\u5168\u90e8\u7528\u4e0a\u3002\u4e00\u4e2a\u8dd1\u5728\u5355\u8fdb\u7a0b\u91cc\u3001\u7528 Pipeline \u7ec4\u7ec7\u3001\u72b6\u6001\u653e Redis\u3001\u5931\u8d25\u5c31\u6574\u4f53\u91cd\u8dd1\u7684 Agent \u7cfb\u7edf&#xff0c;\u53ef\u80fd\u5c31\u662f\u4f60\u7684\u6700\u4f18\u89e3\u3002\u5224\u65ad\u6807\u51c6\u662f&#034;\u6709\u6ca1\u6709\u51fa\u73b0\u5bf9\u5e94\u7684\u771f\u5b9e\u95ee\u9898&#034;&#xff0c;\u800c\u4e0d\u662f&#034;\u751f\u4ea7\u7ea7\u7cfb\u7edf\u5e94\u8be5\u957f\u8fd9\u6837&#034;\u3002<\/p>\n<h4>\u843d\u5730\u81ea\u68c0\u6e05\u5355&#xff08;Checklist&#xff09;<\/h4>\n<p>\u67b6\u6784\u8bbe\u8ba1\u5b8c\u6210\u540e&#xff0c;\u9010\u9879\u786e\u8ba4&#xff1a;<\/p>\n<ul>\n<li>\u2705 \u6267\u884c\u5f62\u72b6\u5df2\u6309&#034;\u987a\u5e8f\u662f\u5426\u56fa\u5b9a \/ \u6b65\u9aa4\u662f\u5426\u72ec\u7acb \/ \u662f\u5426\u6709\u4e2d\u5fc3&#034;\u9009\u5b9a<\/li>\n<li>\u2705 \u72b6\u6001\u653e\u54ea\u3001\u8fdb\u7a0b\u5d29\u4e86\u600e\u4e48\u529e\u5df2\u6709\u660e\u786e\u7b54\u6848&#xff08;\u7b2c 30 \u7bc7&#xff09;<\/li>\n<li>\u2705 \u7ec8\u6b62\u5224\u636e\u5728\u4ee3\u7801\u91cc&#xff0c;\u4e0d\u4f9d\u8d56 LLM<\/li>\n<li>\u2705 \u51b2\u7a81\u7ed3\u8bba\u6709\u660e\u786e\u5904\u7406\u673a\u5236&#xff08;\u6302\u8d77\/\u88c1\u51b3\/\u4eba\u5de5&#xff09;<\/li>\n<li>\u2705 \u5e76\u53d1\u573a\u666f\u7684\u5931\u8d25\u662f\u6570\u636e\u800c\u975e\u5f02\u5e38<\/li>\n<li>\u2705 \u8de8\u8fdb\u7a0b\u90e8\u7f72\u5df2\u914d\u4e09\u6bb5 ID&#xff08;correlation \/ causation \/ idempotency&#xff09;<\/li>\n<li>\u2705 \u9650\u6d41\u5305\u542b Token \u7ef4\u5ea6&#xff0c;\u4e0d\u53ea\u662f QPS<\/li>\n<li>\u2705 \u4e2d\u95f4\u4ef6\/\u7f51\u5173\u6267\u884c\u987a\u5e8f\u663e\u5f0f\u58f0\u660e\u4e14\u53ef\u9884\u6d4b<\/li>\n<li>\u2705 \u964d\u7ea7\u94fe\u6700\u540e\u4e00\u7ea7\u6c38\u4e0d\u5931\u8d25<\/li>\n<li>\u2705 \u91cd\u8bd5\u804c\u8d23\u5728\u5e73\u53f0\u5c42\u4e0e\u5e94\u7528\u5c42\u4e4b\u95f4\u5df2\u5212\u5206<\/li>\n<li>\u2705 \u8d1f\u8f7d\u6ce2\u52a8\u65f6\u624d\u8003\u8651 Serverless&#xff0c;\u4e14\u72b6\u6001\u5df2\u5916\u7f6e\u3001\u957f\u4efb\u52a1\u5df2\u62c6\u5206<\/li>\n<li>\u2705 \u5df2\u8fc7\u4e00\u904d\u67b6\u6784\u8bc4\u5ba1\u516d\u95ee&#xff0c;\u6bcf\u95ee\u90fd\u6709\u5177\u4f53\u673a\u5236\u800c\u975e&#034;\u5e94\u8be5\u6ca1\u95ee\u9898&#034;<\/li>\n<li>\u2705 \u672a\u8fc7\u5ea6\u8bbe\u8ba1&#xff1a;\u80fd\u7528\u7b80\u5355\u65b9\u6848\u7684\u5730\u65b9\u6ca1\u6709\u5f3a\u884c\u4e0a\u6a21\u5f0f<\/li>\n<\/ul>\n<h4>\u5e38\u89c1\u95ee\u9898&#xff08;FAQ&#xff09;<\/h4>\n<p>Q1&#xff1a;\u5341\u4e00\u4e2a\u6a21\u5f0f\u6211\u8be5\u5148\u5b66\u54ea\u4e2a&#xff1f;<\/p>\n<p>\u6309\u4f9d\u8d56\u987a\u5e8f&#xff1a;\u2460 \u7b2c 22 \u7bc7 Pipeline&#xff08;\u6700\u57fa\u7840\u7684\u6267\u884c\u5f62\u72b6&#xff09;&#xff1b;\u2461 \u7b2c 30 \u7bc7\u72b6\u6001\u7ba1\u7406&#xff08;\u6240\u6709\u6a21\u5f0f\u7684\u524d\u63d0&#xff09;&#xff1b;\u2462 \u7b2c 26 \u7bc7\u7f16\u6392\u5f15\u64ce&#xff08;\u628a\u5f62\u72b6\u8dd1\u8d77\u6765\u7684\u673a\u5668&#xff09;\u3002\u8fd9\u4e09\u7bc7\u6784\u6210\u6700\u5c0f\u53ef\u7528\u96c6\u2014\u2014\u5176\u4f59\u6a21\u5f0f\u6309\u9700\u9605\u8bfb\u3002<\/p>\n<p>Q2&#xff1a;\u4e3a\u4ec0\u4e48\u72b6\u6001\u7ba1\u7406\u653e\u5728\u7b2c 30 \u7bc7\u800c\u4e0d\u662f\u7b2c 22 \u7bc7&#xff1f;<\/p>\n<p>\u8fd9\u662f\u7b2c\u4e00\u5b63\u7f16\u6392\u4e0a\u7684\u4e00\u4e2a\u7ed3\u6784\u6027\u9057\u61be\u3002\u539f\u56e0\u662f\u524d\u9762\u4e5d\u7bc7\u90fd\u9690\u542b\u5047\u8bbe&#034;\u72b6\u6001\u5728\u8fdb\u7a0b\u5185\u5b58\u91cc&#034;&#xff0c;\u8fd9\u4e2a\u5047\u8bbe\u5728\u5355\u8fdb\u7a0b demo \u91cc\u6210\u7acb&#xff0c;\u76f4\u5230\u8981\u8bb2\u6301\u4e45\u5316\u548c\u6062\u590d\u65f6\u624d\u88ab\u663e\u5f0f\u5316\u3002\u5982\u679c\u4f60\u91cd\u8bfb\u7b2c\u4e00\u5b63&#xff0c;\u5efa\u8bae\u628a\u7b2c 30 \u7bc7\u63d0\u524d\u5230\u7b2c 22 \u7bc7\u4e4b\u540e\u8bfb\u3002<\/p>\n<p>Q3&#xff1a;\u6211\u7684\u7cfb\u7edf\u5f88\u7b80\u5355&#xff0c;\u9700\u8981\u6309\u51b3\u7b56\u6811\u8d70\u4e00\u904d\u5417&#xff1f;<\/p>\n<p>\u4e0d\u9700\u8981\u8d70\u5b8c\u3002\u51b3\u7b56\u6811\u7684\u4e94\u4e2a\u95ee\u9898\u91cc&#xff0c;\u524d\u4e09\u4e2a\u56de\u7b54\u5b8c\u5c31\u80fd\u5b9a\u6267\u884c\u5f62\u72b6\u3002\u5982\u679c\u7b54\u6848\u662f&#034;\u987a\u5e8f\u56fa\u5b9a &#043; \u6b65\u9aa4\u4e0d\u72ec\u7acb &#043; \u5355\u8fdb\u7a0b&#034;&#xff0c;\u90a3\u4e48 Pipeline &#043; Redis \u72b6\u6001\u5c31\u591f\u4e86\u2014\u2014\u540e\u9762\u56db\u4e2a\u5206\u652f\u95ee\u9898&#xff08;\u8de8\u8fdb\u7a0b\u3001\u5f02\u6b65\u3001Serverless\u3001\u591a\u79df\u6237&#xff09;\u90fd\u56de\u7b54&#034;\u5426&#034;&#xff0c;\u51b3\u7b56\u6811\u81ea\u7136\u7ec8\u6b62\u3002<\/p>\n<p>Q4&#xff1a;\u53cd\u6a21\u5f0f\u6e05\u5355\u91cc\u54ea\u6761\u6700\u5e38\u89c1&#xff1f;<\/p>\n<p>\u6309\u6211\u7684\u89c2\u5bdf\u662f\u7b2c 12 \u6761&#034;\u4e07\u80fd 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\u6709\u968f\u673a\u6027&#xff0c;\u4f20\u7edf\u65ad\u8a00\u5931\u6548&#xff09;\u2014\u2014\u7b2c 35 \u7bc7&#xff1b;\u2461 \u600e\u4e48\u8bc4\u4f30&#xff08;\u8def\u7531\u51c6\u786e\u7387\u3001\u7b54\u6848\u8d28\u91cf\u600e\u4e48\u91cf\u5316&#xff09;\u2014\u2014\u7b2c 36 \u7bc7&#xff1b;\u2462 \u600e\u4e48\u7edf\u4e00\u5904\u7406\u9519\u8bef&#xff08;\u7b2c\u4e00\u5b63\u5404\u7bc7\u5404\u5199\u4e86\u4e00\u904d\u91cd\u8bd5&#xff09;\u2014\u2014\u7b2c 37 \u7bc7\u3002\u5176\u4e2d\u2460\u662f\u6700\u5173\u952e\u7684\u7a7a\u767d\u3002<\/p>\n<hr \/>\n<h3>\u53c2\u8003\u8d44\u6599<\/h3>\n<li>Alexander, C. \u7b49 \u2014 A Pattern Language: Towns, Buildings, Construction&#xff08;\u6a21\u5f0f\u8bed\u8a00\u601d\u60f3\u7684\u539f\u59cb\u51fa\u5904&#xff0c;\u672c\u6587&#034;\u4ece\u6e05\u5355\u5230\u8bed\u8a00&#034;\u7684\u501f\u9274\u6765\u6e90&#xff09;&#xff1a;https:\/\/www.patternlanguage.com\/<\/li>\n<li>Gamma, E. \u7b49 \u2014 Design Patterns: Elements of Reusable Object-Oriented Software&#xff08;GoF \u8bbe\u8ba1\u6a21\u5f0f&#xff0c;\u5c06\u6a21\u5f0f\u8bed\u8a00\u5f15\u5165\u8f6f\u4ef6\u5de5\u7a0b&#xff09;&#xff1a;https:\/\/en.wikipedia.org\/wiki\/Design_Patterns<\/li>\n<li>Hohpe, G. &amp; Woolf, B. \u2014 Enterprise Integration Patterns&#xff08;\u6d88\u606f\u4e0e\u96c6\u6210\u6a21\u5f0f&#xff0c;\u7b2c 27\/29 \u7bc7\u7684\u901a\u4fe1\u6a21\u5f0f\u53c2\u8003\u6765\u6e90&#xff09;&#xff1a;https:\/\/www.enterpriseintegrationpatterns.com\/<\/li>\n<li>Nygard, M. 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