{"id":36458,"date":"2025-04-11T14:19:40","date_gmt":"2025-04-11T06:19:40","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=36458"},"modified":"2025-04-11T14:19:40","modified_gmt":"2025-04-11T06:19:40","slug":"%e5%88%86%e5%b8%83%e5%bc%8f%e8%bf%bd%e8%b8%aa%e5%a6%82%e4%bd%95%e6%94%af%e6%8c%81%e5%a4%8d%e6%9d%82%e4%ba%8b%e4%bb%b6%e5%a4%84%e7%90%86%e4%b8%8e%e5%ae%9e%e6%97%b6%e5%88%86%e6%9e%90%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/36458.html","title":{"rendered":"\u5206\u5e03\u5f0f\u8ffd\u8e2a\u5982\u4f55\u652f\u6301\u590d\u6742\u4e8b\u4ef6\u5904\u7406\u4e0e\u5b9e\u65f6\u5206\u6790\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/04\/HWns45Xx.jpg\" alt=\"\u5206\u5e03\u5f0f\u8ffd\u8e2a\u5982\u4f55\u652f\u6301\u590d\u6742\u4e8b\u4ef6\u5904\u7406\u4e0e\u5b9e\u65f6\u5206\u6790\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p>\u5728\u5fae\u670d\u52a1\u3001\u4e91\u539f\u751f\u67b6\u6784\u4e3b\u5bfc\u6280\u672f\u6f14\u8fdb\u7684\u4eca\u5929\uff0c\u4e00\u4e2a\u7b80\u5355\u7684\u7528\u6237\u8bf7\u6c42\u53ef\u80fd\u8de8\u8d8a\u6570\u5341\u4e2a\u670d\u52a1\u8282\u70b9\uff0c\u6d89\u53ca\u6570\u636e\u5e93\u8c03\u7528\u3001\u6d88\u606f\u961f\u5217\u4ea4\u4e92\u548c\u7b2c\u4e09\u65b9API\u901a\u4fe1\u3002\u8fd9\u79cd\u590d\u6742\u6027\u4f7f\u5f97\u4f20\u7edf\u7684\u76d1\u63a7\u5de5\u5177\u96be\u4ee5\u6355\u6349\u5168\u94fe\u8def\u884c\u4e3a\uff0c\u66f4\u65e0\u6cd5\u5728\u79d2\u7ea7\u65f6\u95f4\u5185\u8bc6\u522b\u5f02\u5e38\u6a21\u5f0f\u6216\u9884\u6d4b\u4e1a\u52a1\u98ce\u9669\u3002<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\u6280\u672f<\/strong>\u7684\u5d1b\u8d77\uff0c\u4e0d\u4ec5\u91cd\u6784\u4e86\u7cfb\u7edf\u53ef\u89c2\u6d4b\u6027\u7684\u8fb9\u754c\uff0c\u66f4\u4e3a<strong>\u590d\u6742\u4e8b\u4ef6\u5904\u7406\uff08CEP\uff09<\/strong>\u548c<strong>\u5b9e\u65f6\u5206\u6790<\/strong>\u63d0\u4f9b\u4e86\u5173\u952e\u7684\u6570\u636e\u652f\u6491\u3002<\/p>\n<p>\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\u5982\u4f55\u6210\u4e3a\u8fde\u63a5\u7cfb\u7edf\u884c\u4e3a\u6570\u636e\u4e0e\u5b9e\u65f6\u51b3\u7b56\u7684\u6865\u6881\uff0c\u5e76\u63ed\u793a\u5176\u5728\u91d1\u878d\u98ce\u63a7\u3001\u7269\u8054\u7f51\u3001\u7535\u5546\u5927\u4fc3\u7b49\u573a\u666f\u4e2d\u7684\u5b9e\u8df5\u4ef7\u503c\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u5206\u5e03\u5f0f\u8ffd\u8e2a-\u4ece\u8c03\u7528\u94fe\u5230\u4e8b\u4ef6\u56fe\u8c31\u7684\u8fdb\u5316\">\u4e00\u3001\u5206\u5e03\u5f0f\u8ffd\u8e2a\uff1a\u4ece\u8c03\u7528\u94fe\u5230\u4e8b\u4ef6\u56fe\u8c31\u7684\u8fdb\u5316<\/h3>\n<p>\u5206\u5e03\u5f0f\u8ffd\u8e2a\u7684\u6838\u5fc3\u5728\u4e8e\u901a\u8fc7<strong>\u552f\u4e00\u8ffd\u8e2a\u6807\u8bc6\uff08Trace ID\uff09<\/strong>\u4e32\u8054\u8de8\u670d\u52a1\u7684\u8c03\u7528\u94fe\uff0c\u8bb0\u5f55\u6bcf\u4e2a\u73af\u8282\u7684\u8017\u65f6\u3001\u72b6\u6001\u548c\u4e0a\u4e0b\u6587\u5143\u6570\u636e\u3002\u65e9\u671f\u5de5\u5177\u5982Zipkin\u3001Jaeger\u4e3b\u8981\u670d\u52a1\u4e8e\u6027\u80fd\u8bca\u65ad\uff0c\u4f46\u968f\u7740<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">OpenTelemetry<\/a>\u7b49\u6807\u51c6\u5316\u534f\u8bae\u7684\u666e\u53ca\uff0c\u5176\u6570\u636e\u7ef4\u5ea6\u5df2\u6269\u5c55\u5230\u4e1a\u52a1\u4e8b\u4ef6\u3001\u8d44\u6e90\u72b6\u6001\u548c\u81ea\u5b9a\u4e49\u6307\u6807\u3002<\/p>\n<p>\u8fd9\u79cd\u8fdb\u5316\u4f7f\u5f97\u8ffd\u8e2a\u6570\u636e\u4e0d\u518d\u5c40\u9650\u4e8e\u201c\u6545\u969c\u6392\u67e5\u5de5\u5177\u201d\uff0c\u800c\u662f\u6f14\u53d8\u4e3a<strong>\u52a8\u6001\u4e8b\u4ef6\u6d41<\/strong>\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>\u5728\u7535\u5546\u573a\u666f\u4e2d\uff0c\u4e00\u6b21\u4e0b\u5355\u64cd\u4f5c\u4f1a\u89e6\u53d1\u5e93\u5b58\u9501\u5b9a\u3001\u652f\u4ed8\u7f51\u5173\u8c03\u7528\u548c\u7269\u6d41\u7cfb\u7edf\u901a\u77e5\uff0c\u5206\u5e03\u5f0f\u8ffd\u8e2a\u53ef\u6355\u83b7\u5404\u8282\u70b9\u7684\u4e8b\u4ef6\u65f6\u5e8f\u4e0e\u4f9d\u8d56\u5173\u7cfb\uff1b\n<\/li>\n<li>\u5728\u7269\u8054\u7f51\u5e73\u53f0\uff0c\u8bbe\u5907\u5fc3\u8df3\u3001\u4f20\u611f\u5668\u6570\u636e\u4e0a\u62a5\u4e0e\u89c4\u5219\u5f15\u64ce\u89e6\u53d1\u7684\u8054\u52a8\u64cd\u4f5c\uff0c\u53ef\u901a\u8fc7\u8ffd\u8e2a\u4e0a\u4e0b\u6587\u8fd8\u539f\u5b8c\u6574\u7684\u8bbe\u5907\u884c\u4e3a\u8def\u5f84\u3002\n<\/li>\n<\/ul>\n<p><strong>\u8fd9\u79cd\u7ec6\u7c92\u5ea6\u7684\u3001\u5e26\u6709\u65f6\u7a7a\u5c5e\u6027\u7684\u6570\u636e\u6d41\uff0c\u6b63\u662fCEP\u7cfb\u7edf\u8bc6\u522b\u590d\u6742\u6a21\u5f0f\u6240\u9700\u7684\u201c\u539f\u59cb\u71c3\u6599\u201d\u3002<\/strong><\/p>\n<hr>\n<h3 id=\"\u4e8c-\u590d\u6742\u4e8b\u4ef6\u5904\u7406-\u5982\u4f55\u4ece\u6d77\u91cf\u4e8b\u4ef6\u4e2d\u63d0\u70bc\u4ef7\u503c\">\u4e8c\u3001\u590d\u6742\u4e8b\u4ef6\u5904\u7406\uff1a\u5982\u4f55\u4ece\u6d77\u91cf\u4e8b\u4ef6\u4e2d\u63d0\u70bc\u4ef7\u503c\uff1f<\/h3>\n<p>\u590d\u6742\u4e8b\u4ef6\u5904\u7406\uff08Complex Event Processing, CEP\uff09\u7684\u6838\u5fc3\u76ee\u6807\u662f\u901a\u8fc7\u89c4\u5219\u5f15\u64ce\u6216\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u4ece\u79bb\u6563\u4e8b\u4ef6\u4e2d\u8bc6\u522b\u51fa\u6709\u4e1a\u52a1\u610f\u4e49\u7684\u6a21\u5f0f\u3002\u4f20\u7edfCEP\u7684\u6311\u6218\u5728\u4e8e\uff1a<\/p>\n<ol>\n<li><strong>\u4e8b\u4ef6\u4e0a\u4e0b\u6587\u7f3a\u5931<\/strong>\uff1a\u5355\u70b9\u4e8b\u4ef6\u65e0\u6cd5\u53cd\u6620\u5168\u5c40\u72b6\u6001\uff0c\u5982\u7528\u6237\u767b\u5f55\u5931\u8d25\u53ef\u80fd\u662f\u72ec\u7acb\u5f02\u5e38\uff0c\u4e5f\u53ef\u80fd\u5c5e\u4e8e\u649e\u5e93\u653b\u51fb\u7684\u524d\u5146\uff1b\n<\/li>\n<li><strong>\u65f6\u5e8f\u5173\u8054\u56f0\u96be<\/strong>\uff1a\u8de8\u7cfb\u7edf\u7684\u5f02\u6b65\u4e8b\u4ef6\u96be\u4ee5\u51c6\u786e\u5bf9\u9f50\u65f6\u95f4\u6233\uff0c\u5bfc\u81f4\u89c4\u5219\u8bef\u5224\uff1b\n<\/li>\n<li><strong>\u5b9e\u65f6\u6027\u74f6\u9888<\/strong>\uff1a\u4f20\u7edf\u6279\u5904\u7406\u67b6\u6784\u65e0\u6cd5\u5728\u4e9a\u79d2\u7ea7\u7a97\u53e3\u5185\u5b8c\u6210\u6a21\u5f0f\u5339\u914d\u3002\n<\/li>\n<\/ol>\n<p>\u5206\u5e03\u5f0f\u8ffd\u8e2a\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u8865\u8db3CEP\u7684\u77ed\u677f\uff1a<\/p>\n<ul>\n<li><strong>\u4e0a\u4e0b\u6587\u6ce8\u5165<\/strong>\uff1a\u5728\u8ffd\u8e2a\u6570\u636e\u4e2d\u5d4c\u5165\u4e1a\u52a1ID\uff08\u5982\u7528\u6237ID\u3001\u8ba2\u5355\u53f7\uff09\uff0c\u4f7fCEP\u5f15\u64ce\u80fd\u6309\u4e1a\u52a1\u5b9e\u4f53\u805a\u5408\u4e8b\u4ef6\uff1b\n<\/li>\n<li><strong>\u65f6\u5e8f\u8fd8\u539f<\/strong>\uff1a\u5229\u7528Trace ID\u4e0b\u7684Span\u65f6\u95f4\u6233\uff0c\u7cbe\u786e\u91cd\u5efa\u4e8b\u4ef6\u53d1\u751f\u7684\u5148\u540e\u987a\u5e8f\uff1b\n<\/li>\n<li><strong>\u52a8\u6001\u91c7\u6837<\/strong>\uff1a\u901a\u8fc7\u81ea\u9002\u5e94\u91c7\u6837\u7b56\u7565\uff08\u5982\u5c3e\u90e8\u91c7\u6837\uff09\uff0c\u5728\u964d\u4f4e\u6570\u636e\u91cf\u7684\u540c\u65f6\u4fdd\u7559\u5173\u952e\u4e8b\u4ef6\u5e8f\u5217\u3002\n<\/li>\n<\/ul>\n<p>\u4ee5\u91d1\u878d\u53cd\u6b3a\u8bc8\u573a\u666f\u4e3a\u4f8b\uff1a\u5f53\u7528\u6237\u8d26\u6237\u57285\u5206\u949f\u5185\u53d1\u751f<strong>\u5f02\u5730\u767b\u5f55\u2192\u5927\u989d\u8f6c\u8d26\u2192\u654f\u611f\u4fe1\u606f\u4fee\u6539<\/strong>\u4e09\u4e2a\u4e8b\u4ef6\u65f6\uff0cCEP\u7cfb\u7edf\u53ef\u7ed3\u5408\u8ffd\u8e2a\u6570\u636e\u4e2d\u7684\u5730\u7406\u4f4d\u7f6e\u3001\u8bbe\u5907\u6307\u7eb9\u548c\u64cd\u4f5c\u95f4\u9694\uff0c\u5b9e\u65f6\u89e6\u53d1\u98ce\u63a7\u62e6\u622a\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u5b9e\u65f6\u5206\u6790-\u4ece\u88ab\u52a8\u54cd\u5e94\u5230\u4e3b\u52a8\u51b3\u7b56\">\u4e09\u3001\u5b9e\u65f6\u5206\u6790\uff1a\u4ece\u88ab\u52a8\u54cd\u5e94\u5230\u4e3b\u52a8\u51b3\u7b56<\/h3>\n<p>\u5982\u679c\u8bf4CEP\u5173\u6ce8\u201c\u53d1\u751f\u4e86\u4ec0\u4e48\u201d\uff0c\u5b9e\u65f6\u5206\u6790\u5219\u8981\u56de\u7b54\u201c\u4e3a\u4ec0\u4e48\u53d1\u751f\u201d\u4ee5\u53ca\u201c\u63a5\u4e0b\u6765\u8be5\u505a\u4ec0\u4e48\u201d\u3002\u5206\u5e03\u5f0f\u8ffd\u8e2a\u5bf9\u5b9e\u65f6\u5206\u6790\u7684\u4ef7\u503c\u4f53\u73b0\u5728\u4e09\u4e2a\u5c42\u9762\uff1a<\/p>\n<h4 id=\"1-\u6570\u636e\u4e30\u5bcc\u5ea6\u63d0\u5347\">1. <strong>\u6570\u636e\u4e30\u5bcc\u5ea6\u63d0\u5347<\/strong><\/h4>\n<p>\u4f20\u7edf\u6307\u6807\u76d1\u63a7\uff08\u5982QPS\u3001\u5ef6\u8fdf\uff09\u4ec5\u53cd\u6620\u7cfb\u7edf\u8868\u5c42\u72b6\u6001\uff0c\u800c\u8ffd\u8e2a\u6570\u636e\u5305\u542b\uff1a<\/p>\n<ul>\n<li><strong>\u5168\u94fe\u8def\u62d3\u6251<\/strong>\uff1a\u670d\u52a1\u4f9d\u8d56\u5173\u7cfb\u7684\u5b9e\u65f6\u6620\u5c04\uff1b\n<\/li>\n<li><strong>\u9ec4\u91d1\u6307\u6807\uff08Golden Signals\uff09<\/strong>\uff1a\u9519\u8bef\u7387\u3001\u9971\u548c\u5ea6\u548c\u6d41\u91cf\u8d8b\u52bf\u7684\u7ec6\u7c92\u5ea6\u62c6\u89e3\uff1b\n<\/li>\n<li><strong>\u4e1a\u52a1\u5c5e\u6027\u5173\u8054<\/strong>\uff1a\u5c06\u6280\u672f\u6307\u6807\u4e0e\u4e1a\u52a1KPI\uff08\u5982GMV\u3001\u8f6c\u5316\u7387\uff09\u52a8\u6001\u5173\u8054\u3002\n<\/li>\n<\/ul>\n<h4 id=\"2-\u5206\u6790\u6548\u7387\u4f18\u5316\">2. <strong>\u5206\u6790\u6548\u7387\u4f18\u5316<\/strong><\/h4>\n<p>\u901a\u8fc7\u9884\u805a\u5408\u8ffd\u8e2a\u6570\u636e\u751f\u6210<strong>\u670d\u52a1\u4f9d\u8d56\u56fe\u8c31<\/strong>\uff0c\u5b9e\u65f6\u5206\u6790\u5f15\u64ce\u53ef\u76f4\u63a5\u5b9a\u4f4d\u74f6\u9888\u70b9\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>\u5f53\u652f\u4ed8\u670d\u52a1\u7684\u6570\u636e\u5e93\u67e5\u8be2\u5ef6\u8fdf\u7a81\u589e\u65f6\uff0c\u5206\u6790\u7cfb\u7edf\u80fd\u5feb\u901f\u5173\u8054\u5230\u8fd1\u671f\u4e0a\u7ebf\u7684\u65b0\u4ee3\u7801\u7248\u672c\uff1b\n<\/li>\n<li>\u5728\u6d41\u91cf\u6d2a\u5cf0\u671f\u95f4\uff0c\u57fa\u4e8e\u8ffd\u8e2a\u6570\u636e\u7684\u8d44\u6e90\u5229\u7528\u7387\u9884\u6d4b\u53ef\u89e6\u53d1\u81ea\u52a8\u6269\u7f29\u5bb9\u3002\n<\/li>\n<\/ul>\n<h4 id=\"3-\u53cd\u9988\u95ed\u73af\u6784\u5efa\">3. <strong>\u53cd\u9988\u95ed\u73af\u6784\u5efa<\/strong><\/h4>\n<p>\u5206\u5e03\u5f0f\u8ffd\u8e2a\u4e0e\u5b9e\u65f6\u5206\u6790\u7684\u7ed3\u5408\uff0c\u4f7f\u7cfb\u7edf\u5177\u5907\u201c\u81ea\u6108\u201d\u6f5c\u529b\u3002\u67d0\u5934\u90e8\u4e91\u5382\u5546\u7684\u5b9e\u8df5\u663e\u793a\uff0c<strong>\u901a\u8fc7\u5206\u6790\u8ffd\u8e2a\u65e5\u5fd7\u4e2d\u7684\u9519\u8bef\u6a21\u5f0f\uff0cAIops\u5e73\u53f0\u53ef\u81ea\u52a8\u56de\u6eda\u6545\u969c\u7248\u672c\u6216\u5207\u6362\u6d41\u91cf<\/strong>\uff0c\u5c06MTTR\uff08\u5e73\u5747\u4fee\u590d\u65f6\u95f4\uff09\u4ece\u5c0f\u65f6\u7ea7\u538b\u7f29\u81f3\u5206\u949f\u7ea7\u3002<\/p>\n<hr>\n<h3 id=\"\u56db-\u6280\u672f\u878d\u5408-\u5de5\u5177\u94fe\u4e0e\u67b6\u6784\u6f14\u8fdb\">\u56db\u3001\u6280\u672f\u878d\u5408\uff1a\u5de5\u5177\u94fe\u4e0e\u67b6\u6784\u6f14\u8fdb<\/h3>\n<p>\u8981\u5145\u5206\u53d1\u6325\u5206\u5e03\u5f0f\u8ffd\u8e2a\u5728CEP\u4e0e\u5b9e\u65f6\u5206\u6790\u4e2d\u7684\u4f5c\u7528\uff0c\u9700\u89e3\u51b3\u4e09\u5927\u6280\u672f\u6311\u6218\uff1a<\/p>\n<h4 id=\"1-\u6570\u636e\u91c7\u96c6\u4e0e\u4f20\u8f93\">1. <strong>\u6570\u636e\u91c7\u96c6\u4e0e\u4f20\u8f93<\/strong><\/h4>\n<ul>\n<li><strong>\u8f7b\u91cf\u7ea7\u63a2\u9488<\/strong>\uff1aeBPF\u6280\u672f\u4f7f\u5f97\u65e0\u9700\u4fee\u6539\u4ee3\u7801\u5373\u53ef\u6355\u83b7\u5185\u6838\u5c42\u4e8b\u4ef6\uff0c\u964d\u4f4e\u6027\u80fd\u635f\u8017\uff1b\n<\/li>\n<li><strong>\u6d41\u5f0f\u5904\u7406\u7ba1\u9053<\/strong>\uff1aApache Kafka\u3001Apache Pulsar\u7b49\u6d88\u606f\u961f\u5217\u652f\u6491\u9ad8\u541e\u5410\u4e8b\u4ef6\u6d41\u4f20\u8f93\u3002\n<\/li>\n<\/ul>\n<h4 id=\"2-\u5b58\u50a8\u4e0e\u67e5\u8be2\u4f18\u5316\">2. <strong>\u5b58\u50a8\u4e0e\u67e5\u8be2\u4f18\u5316<\/strong><\/h4>\n<ul>\n<li><strong>\u5217\u5f0f\u5b58\u50a8+\u5012\u6392\u7d22\u5f15<\/strong>\uff1aDruid\u3001ClickHouse\u7b49OLAP\u6570\u636e\u5e93\u53ef\u5b9e\u73b0\u4e07\u4ebf\u7ea7\u8ffd\u8e2a\u6570\u636e\u7684\u4e9a\u79d2\u67e5\u8be2\uff1b\n<\/li>\n<li><strong>\u65f6\u5e8f\u6570\u636e\u5e93\u589e\u5f3a<\/strong>\uff1a<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a>\u4e0eTempo\u7684\u96c6\u6210\uff0c\u652f\u6301\u6307\u6807\u4e0e\u8ffd\u8e2a\u6570\u636e\u7684\u8054\u5408\u67e5\u8be2\u3002\n<\/li>\n<\/ul>\n<h4 id=\"3-\u8ba1\u7b97\u8303\u5f0f\u5347\u7ea7\">3. <strong>\u8ba1\u7b97\u8303\u5f0f\u5347\u7ea7<\/strong><\/h4>\n<ul>\n<li><strong>\u6d41\u6279\u4e00\u4f53<\/strong>\uff1aFlink\u3001Spark Structured Streaming\u7edf\u4e00\u4e86\u5b9e\u65f6\u4e0e\u79bb\u7ebf\u5904\u7406\u903b\u8f91\uff1b\n<\/li>\n<li><strong>\u56fe\u8ba1\u7b97\u5f15\u64ce<\/strong>\uff1a\u501f\u52a9Neo4j\u3001JanusGraph\uff0c\u53ef\u5bf9\u670d\u52a1\u4f9d\u8d56\u5173\u7cfb\u8fdb\u884c\u52a8\u6001\u793e\u533a\u53d1\u73b0\u6216\u5f02\u5e38\u4f20\u64ad\u5206\u6790\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u4e94-\u672a\u6765\u5c55\u671b-\u4ece\u89c2\u6d4b\u5230\u667a\u80fd\u51b3\u7b56\">\u4e94\u3001\u672a\u6765\u5c55\u671b\uff1a\u4ece\u89c2\u6d4b\u5230\u667a\u80fd\u51b3\u7b56<\/h3>\n<p>\u968f\u7740<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">OpenTelemetry<\/a><\/strong>\u6210\u4e3a\u53ef\u89c2\u6d4b\u6027\u7684\u4e8b\u5b9e\u6807\u51c6\uff0c\u5206\u5e03\u5f0f\u8ffd\u8e2a\u7684\u6570\u636e\u8d28\u91cf\u4e0e\u4e92\u901a\u6027\u5c06\u6301\u7eed\u63d0\u5347\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u751f\u6210\u5f0fAI\u6b63\u5728\u6539\u53d8\u4e8b\u4ef6\u5206\u6790\u7684\u8303\u5f0f\uff1a<\/p>\n<ul>\n<li><strong>\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/strong>\uff1a\u901a\u8fc7LLM\u5c06\u201c\u627e\u51fa\u6700\u8fd1\u4e00\u5c0f\u65f6\u7531\u7f13\u5b58\u96ea\u5d29\u5f15\u53d1\u7684\u8d85\u65f6\u9519\u8bef\u201d\u8f6c\u5316\u4e3a\u8ffd\u8e2a\u6570\u636e\u67e5\u8be2\u8bed\u53e5\uff1b\n<\/li>\n<li><strong>\u6839\u56e0\u63a8\u65ad\u81ea\u52a8\u5316<\/strong>\uff1a\u57fa\u4e8e\u5386\u53f2\u8ffd\u8e2a\u65e5\u5fd7\u8bad\u7ec3\u6a21\u578b\uff0c\u81ea\u52a8\u63a8\u6d4b\u6545\u969c\u6e90\u5934\u5e76\u751f\u6210\u4fee\u590d\u5efa\u8bae\u3002\n<\/li>\n<\/ul>\n<p>\u5728\u5b9e\u65f6\u5206\u6790\u9886\u57df\uff0c\u8fb9\u7f18\u8ba1\u7b97\u7684\u5174\u8d77\u8981\u6c42\u8ffd\u8e2a\u6570\u636e\u5177\u5907<strong>\u672c\u5730\u5904\u7406\u80fd\u529b<\/strong>\u3002\u4f8b\u5982\uff0c\u5de5\u4e1a\u7269\u8054\u7f51\u573a\u666f\u4e2d\uff0c\u8bbe\u5907\u7aef\u7684\u8f7b\u91cf\u7ea7\u8ffd\u8e2a\u4ee3\u7406\u53ef\u5728\u79bb\u7ebf\u72b6\u6001\u4e0b\u6267\u884c\u5f02\u5e38\u68c0\u6d4b\uff0c\u4ec5\u540c\u6b65\u5173\u952e\u4e8b\u4ef6\u81f3\u4e91\u7aef\u3002<\/p>\n<hr>\n<p>\u901a\u8fc7\u4e0a\u8ff0\u5206\u6790\u53ef\u89c1\uff0c\u5206\u5e03\u5f0f\u8ffd\u8e2a\u5df2\u4ece\u201c\u5e55\u540e\u8c03\u8bd5\u5de5\u5177\u201d\u8f6c\u578b\u4e3a<strong>\u5b9e\u65f6\u4e1a\u52a1\u51b3\u7b56\u7684\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd<\/strong>\u3002\u5f53\u6bcf\u4e00\u884c\u4ee3\u7801\u7684\u6267\u884c\u8f68\u8ff9\u90fd\u80fd\u88ab\u5b9e\u65f6\u6355\u83b7\u3001\u5206\u6790\u4e0e\u54cd\u5e94\u65f6\uff0c\u4f01\u4e1a\u5c06\u771f\u6b63\u6b65\u5165\u201c\u6570\u636e\u9a71\u52a8\u8fd0\u8425\u201d\u7684\u65b0\u7eaa\u5143\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u5fae\u670d\u52a1\u3001\u4e91\u539f\u751f\u67b6\u6784\u4e3b\u5bfc\u6280\u672f\u6f14\u8fdb\u7684\u4eca\u5929\uff0c\u4e00\u4e2a\u7b80\u5355\u7684\u7528\u6237\u8bf7\u6c42\u53ef\u80fd\u8de8\u8d8a\u6570\u5341\u4e2a\u670d\u52a1\u8282\u70b9\uff0c\u6d89\u53ca\u6570\u636e\u5e93\u8c03\u7528\u3001\u6d88\u606f\u961f\u5217\u4ea4\u4e92\u548c\u7b2c\u4e09\u65b9API\u901a\u4fe1\u3002\u8fd9\u79cd\u590d\u6742\u6027\u4f7f\u5f97\u4f20\u7edf\u7684\u76d1\u63a7\u5de5\u5177\u96be\u4ee5\u6355\u6349\u5168\u94fe\u8def\u884c\u4e3a\uff0c\u66f4\u65e0\u6cd5\u5728\u79d2\u7ea7\u65f6\u95f4\u5185\u8bc6\u522b\u5f02\u5e38\u6a21\u5f0f\u6216\u9884\u6d4b\u4e1a\u52a1\u98ce\u9669\u3002\u5206\u5e03\u5f0f\u8ffd\u8e2a\u6280\u672f\u7684\u5d1b\u8d77\uff0c\u4e0d\u4ec5\u91cd\u6784\u4e86\u7cfb\u7edf\u53ef\u89c2\u6d4b\u6027\u7684\u8fb9\u754c\uff0c\u66f4\u4e3a\u590d\u6742\u4e8b\u4ef6\u5904\u7406\uff08CEP\uff09\u548c\u5b9e\u65f6\u5206\u6790\u63d0\u4f9b\u4e86\u5173\u952e\u7684\u6570\u636e\u652f\u6491\u3002 \u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u5206\u5e03\u5f0f\u8ffd\u8e2a\u5982\u4f55\u6210\u4e3a\u8fde\u63a5\u7cfb\u7edf\u884c\u4e3a\u6570\u636e\u4e0e\u5b9e\u65f6\u51b3\u7b56\u7684\u6865\u6881\uff0c\u5e76\u63ed\u793a\u5176\u5728\u91d1\u878d\u98ce\u63a7\u3001\u7269\u8054\u7f51\u3001\u7535\u5546\u5927\u4fc3\u7b49\u573a\u666f\u4e2d\u7684\u5b9e\u8df5\u4ef7\u503c\u3002 \u4e00\u3001\u5206\u5e03\u5f0f\u8ffd\u8e2a\uff1a\u4ece\u8c03\u7528\u94fe\u5230\u4e8b\u4ef6\u56fe\u8c31\u7684\u8fdb\u5316 \u5206\u5e03\u5f0f\u8ffd\u8e2a\u7684\u6838\u5fc3\u5728\u4e8e\u901a\u8fc7\u552f\u4e00\u8ffd\u8e2a\u6807\u8bc6\uff08Trace ID\uff09\u4e32\u8054\u8de8\u670d\u52a1\u7684\u8c03\u7528\u94fe\uff0c\u8bb0\u5f55\u6bcf\u4e2a\u73af\u8282\u7684\u8017\u65f6\u3001\u72b6\u6001\u548c\u4e0a\u4e0b\u6587\u5143\u6570\u636e\u3002\u65e9\u671f\u5de5\u5177\u5982Zipkin\u3001Jaeger\u4e3b\u8981\u670d\u52a1\u4e8e\u6027\u80fd\u8bca\u65ad\uff0c\u4f46\u968f\u7740OpenTelemetry\u7b49\u6807\u51c6\u5316\u534f\u8bae\u7684\u666e\u53ca\uff0c\u5176\u6570\u636e\u7ef4\u5ea6\u5df2\u6269\u5c55\u5230\u4e1a\u52a1\u4e8b\u4ef6\u3001\u8d44\u6e90\u72b6\u6001\u548c\u81ea\u5b9a\u4e49\u6307\u6807\u3002 \u8fd9\u79cd\u8fdb\u5316\u4f7f\u5f97\u8ffd\u8e2a\u6570\u636e\u4e0d\u518d\u5c40\u9650\u4e8e\u201c\u6545\u969c\u6392\u67e5\u5de5\u5177\u201d\uff0c\u800c\u662f\u6f14\u53d8\u4e3a\u52a8\u6001\u4e8b\u4ef6\u6d41\u3002\u4f8b\u5982\uff1a \u5728\u7535\u5546\u573a\u666f\u4e2d\uff0c\u4e00\u6b21\u4e0b\u5355\u64cd\u4f5c\u4f1a\u89e6\u53d1\u5e93\u5b58\u9501\u5b9a\u3001\u652f\u4ed8\u7f51\u5173\u8c03\u7528\u548c\u7269\u6d41\u7cfb\u7edf\u901a\u77e5\uff0c\u5206\u5e03\u5f0f\u8ffd\u8e2a\u53ef\u6355\u83b7\u5404\u8282\u70b9\u7684\u4e8b\u4ef6\u65f6\u5e8f\u4e0e\u4f9d\u8d56\u5173\u7cfb\uff1b \u5728\u7269\u8054\u7f51\u5e73\u53f0\uff0c\u8bbe\u5907\u5fc3\u8df3\u3001\u4f20\u611f\u5668\u6570\u636e\u4e0a\u62a5\u4e0e\u89c4\u5219\u5f15\u64ce\u89e6\u53d1\u7684\u8054\u52a8\u64cd\u4f5c\uff0c\u53ef\u901a\u8fc7\u8ffd\u8e2a\u4e0a\u4e0b\u6587\u8fd8\u539f\u5b8c\u6574\u7684\u8bbe\u5907\u884c\u4e3a\u8def\u5f84\u3002 \u8fd9\u79cd\u7ec6\u7c92\u5ea6\u7684\u3001\u5e26\u6709\u65f6\u7a7a\u5c5e\u6027\u7684\u6570\u636e\u6d41\uff0c\u6b63\u662fCEP\u7cfb\u7edf\u8bc6\u522b\u590d\u6742\u6a21\u5f0f\u6240\u9700\u7684\u201c\u539f\u59cb\u71c3\u6599\u201d\u3002 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