{"id":34246,"date":"2025-03-10T16:57:39","date_gmt":"2025-03-10T08:57:39","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=34246"},"modified":"2025-03-10T16:57:39","modified_gmt":"2025-03-10T08:57:39","slug":"%e5%a6%82%e4%bd%95%e9%80%9a%e8%bf%87%e5%85%a8%e6%a0%88%e9%93%be%e8%b7%af%e8%bf%bd%e8%b8%aa%e4%bc%98%e5%8c%96%e7%b3%bb%e7%bb%9f%e7%9a%84%e8%b5%84%e6%ba%90%e5%88%a9%e7%94%a8%e7%8e%87%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/34246.html","title":{"rendered":"\u5982\u4f55\u901a\u8fc7\u5168\u6808\u94fe\u8def\u8ffd\u8e2a\u4f18\u5316\u7cfb\u7edf\u7684\u8d44\u6e90\u5229\u7528\u7387\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/1p0W9999AK.jpg\" alt=\"\u5982\u4f55\u901a\u8fc7\u5168\u6808\u94fe\u8def\u8ffd\u8e2a\u4f18\u5316\u7cfb\u7edf\u7684\u8d44\u6e90\u5229\u7528\u7387\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p><strong>\u524d\u8a00<\/strong><br \/>\n\u5728\u4e91\u8ba1\u7b97\u4e0e\u5fae\u670d\u52a1\u67b6\u6784\u666e\u53ca\u7684\u4eca\u5929\uff0c\u7cfb\u7edf\u590d\u6742\u5ea6\u6307\u6570\u7ea7\u6500\u5347\u3002\u4e00\u6b21\u7b80\u5355\u7684\u7528\u6237\u8bf7\u6c42\u53ef\u80fd\u8de8\u8d8a\u6570\u5341\u4e2a\u670d\u52a1\u8282\u70b9\uff0c\u8c03\u7528\u6570\u767e\u4e2a\u63a5\u53e3\u3002\u5f53\u7cfb\u7edf\u6027\u80fd\u51fa\u73b0\u74f6\u9888\u65f6\uff0c\u4f20\u7edf\u7684\u76d1\u63a7\u624b\u6bb5\u5f80\u5f80\u53ea\u80fd\u201c\u5934\u75db\u533b\u5934\u201d\uff0c\u96be\u4ee5\u7cbe\u51c6\u5b9a\u4f4d\u8d44\u6e90\u6d6a\u8d39\u7684\u6839\u6e90\u3002<strong>\u5168\u6808\u94fe\u8def\u8ffd\u8e2a<\/strong>\u6280\u672f\u7684\u51fa\u73b0\uff0c\u4e3a\u8fd9\u4e00\u95ee\u9898\u63d0\u4f9b\u4e86\u5168\u65b0\u7684\u89e3\u6cd5\u2014\u2014\u5b83\u50cf\u4e00\u53f0X\u5149\u673a\uff0c\u7a7f\u900f\u7cfb\u7edf\u7684\u6bcf\u4e00\u5c42\u67b6\u6784\uff0c\u63ed\u793a\u8d44\u6e90\u6d88\u8017\u7684\u771f\u5b9e\u5168\u8c8c\u3002\u901a\u8fc7\u8fd9\u79cd\u6280\u672f\uff0c\u4f01\u4e1a\u4e0d\u4ec5\u80fd\u53d1\u73b0\u4f4e\u6548\u4ee3\u7801\u3001\u5197\u4f59\u8c03\u7528\uff0c\u8fd8\u80fd\u4ece\u5168\u5c40\u89c6\u89d2\u4f18\u5316\u8d44\u6e90\u5206\u914d\uff0c\u5c06\u6bcf\u4e00\u4efd\u8ba1\u7b97\u529b\u7528\u5230\u5200\u5203\u4e0a\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u5168\u6808\u94fe\u8def\u8ffd\u8e2a-\u900f\u89c6\u7cfb\u7edf\u8d44\u6e90\u7684-\u4e0a\u5e1d\u89c6\u89d2\">\u4e00\u3001<strong>\u5168\u6808\u94fe\u8def\u8ffd\u8e2a\uff1a\u900f\u89c6\u7cfb\u7edf\u8d44\u6e90\u7684\u201c\u4e0a\u5e1d\u89c6\u89d2\u201d<\/strong><\/h3>\n<p>\u5168\u6808\u94fe\u8def\u8ffd\u8e2a\uff08Full-Stack Distributed Tracing\uff09\u7684\u6838\u5fc3\u5728\u4e8e<strong>\u8bb0\u5f55\u8bf7\u6c42\u5728\u7cfb\u7edf\u4e2d\u7684\u5b8c\u6574\u751f\u547d\u5468\u671f<\/strong>\u3002\u65e0\u8bba\u662f\u524d\u7aef\u9875\u9762\u52a0\u8f7d\u3001API\u7f51\u5173\u8f6c\u53d1\uff0c\u8fd8\u662f\u6570\u636e\u5e93\u67e5\u8be2\u3001\u7f13\u5b58\u8bfb\u5199\uff0c\u6bcf\u4e00\u4e2a\u73af\u8282\u7684\u8017\u65f6\u3001\u8d44\u6e90\u6d88\u8017\u3001\u5f02\u5e38\u72b6\u6001\u90fd\u4f1a\u88ab\u6807\u8bb0\u5e76\u4e32\u8054\u6210\u5b8c\u6574\u7684\u8c03\u7528\u94fe\u3002<\/p>\n<p>\u4e00\u4e2a\u7535\u5546\u5e73\u53f0\u7684\u8ba2\u5355\u652f\u4ed8\u8bf7\u6c42\uff0c\u53ef\u80fd\u6d89\u53ca\u7528\u6237\u9274\u6743\u3001\u5e93\u5b58\u9501\u5b9a\u3001\u652f\u4ed8\u901a\u9053\u9009\u62e9\u3001\u65e5\u5fd7\u8bb0\u5f55\u7b49\u591a\u4e2a\u670d\u52a1\u3002\u901a\u8fc7\u94fe\u8def\u8ffd\u8e2a\uff0c\u5de5\u7a0b\u5e08\u53ef\u4ee5\u6e05\u6670\u770b\u5230\uff1a<\/p>\n<ul>\n<li>\u652f\u4ed8\u901a\u9053\u670d\u52a1\u56e0\u9891\u7e41\u91cd\u8bd5\u6d88\u8017\u4e86\u8fc7\u91cfCPU\uff1b\n<\/li>\n<li>\u65e5\u5fd7\u6a21\u5757\u56e0\u540c\u6b65\u5199\u5165\u5bfc\u81f4\u7ebf\u7a0b\u963b\u585e\uff1b\n<\/li>\n<li>\u67d0\u6bb5\u5197\u4f59\u7684\u6570\u636e\u5e8f\u5217\u5316\u4ee3\u7801\u5360\u7528\u4e8630%\u7684\u5185\u5b58\u3002\n<\/li>\n<\/ul>\n<p><strong>\u8fd9\u79cd\u7ec6\u7c92\u5ea6\u76d1\u63a7\u80fd\u529b\uff0c\u8ba9\u8d44\u6e90\u6d6a\u8d39\u65e0\u6240\u9041\u5f62<\/strong>\u3002\u800c\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\uff08\u5982\u57fa\u7840\u6307\u6807\u76d1\u63a7\uff09\u53ea\u80fd\u63d0\u4f9bCPU\u3001\u5185\u5b58\u7b49\u5b8f\u89c2\u6570\u636e\uff0c\u5374\u65e0\u6cd5\u89e3\u91ca\u201c\u4e3a\u4ec0\u4e48\u8d44\u6e90\u88ab\u6d88\u8017\u201d\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u8d44\u6e90\u5229\u7528\u7387\u4f18\u5316\u7684\u4e09\u5927\u7a81\u7834\u53e3\">\u4e8c\u3001<strong>\u8d44\u6e90\u5229\u7528\u7387\u4f18\u5316\u7684\u4e09\u5927\u7a81\u7834\u53e3<\/strong><\/h3>\n<p>\u901a\u8fc7\u5168\u6808\u94fe\u8def\u8ffd\u8e2a\uff0c\u4f01\u4e1a\u53ef\u4ee5\u4ece\u4e09\u4e2a\u7ef4\u5ea6\u7cbe\u51c6\u6253\u51fb\u8d44\u6e90\u6d6a\u8d39\uff1a<\/p>\n<h4 id=\"1-\u4ee3\u7801\u7ea7\u6027\u80fd\u8c03\u4f18\">1. <strong>\u4ee3\u7801\u7ea7\u6027\u80fd\u8c03\u4f18<\/strong><\/h4>\n<p>\u5728\u8c03\u7528\u94fe\u4e2d\uff0c<strong>\u70ed\u70b9\u4ee3\u7801\u8def\u5f84\uff08Hot Path\uff09<\/strong>\u5f80\u5f80\u9690\u85cf\u7740\u8d44\u6e90\u9ed1\u6d1e\u3002\u67d0\u91d1\u878d\u516c\u53f8\u66fe\u53d1\u73b0\uff0c\u5176\u98ce\u63a7\u670d\u52a1\u7684\u54cd\u5e94\u65f6\u95f4\u6ce2\u52a8\u5de8\u5927\u3002\u7ecf\u94fe\u8def\u5206\u6790\uff0c\u4e00\u6bb5\u6b63\u5219\u8868\u8fbe\u5f0f\u5339\u914d\u4ee3\u7801\u5728\u7279\u5b9a\u8f93\u5165\u4e0b\u8017\u65f6\u6fc0\u589e\uff0c\u5bfc\u81f4\u5355\u6b21\u8bf7\u6c42\u5360\u7528\u7ebf\u7a0b\u8d8530\u79d2\u3002\u4f18\u5316\u8be5\u4ee3\u7801\u540e\uff0c\u670d\u52a1\u8d44\u6e90\u6d88\u8017\u964d\u4f4e40%\u3002<\/p>\n<p><strong>\u5b9e\u8df5\u5efa\u8bae<\/strong>\uff1a<\/p>\n<ul>\n<li>\u4f7f\u7528\u706b\u7130\u56fe\uff08Flame Graph\uff09\u5b9a\u4f4dCPU\u5bc6\u96c6\u578b\u51fd\u6570\uff1b\n<\/li>\n<li>\u7ed3\u5408\u8ffd\u8e2a\u6570\u636e\u4e0e\u4ee3\u7801\u5256\u6790\u5de5\u5177\uff08\u5982Profiler\uff09\uff0c\u8bc6\u522b\u5185\u5b58\u6cc4\u6f0f\u6216\u4f4e\u6548\u7b97\u6cd5\u3002\n<\/li>\n<\/ul>\n<h4 id=\"2-\u67b6\u6784\u7ea7\u5197\u4f59\u6d88\u9664\">2. <strong>\u67b6\u6784\u7ea7\u5197\u4f59\u6d88\u9664<\/strong><\/h4>\n<p>\u5fae\u670d\u52a1\u67b6\u6784\u4e2d\uff0c<strong>\u8fc7\u5ea6\u8c03\u7528\uff08Over-Fetching\uff09<\/strong>\u548c<strong>\u5faa\u73af\u4f9d\u8d56<\/strong>\u662f\u8d44\u6e90\u6d6a\u8d39\u7684\u91cd\u707e\u533a\u3002\u4f8b\u5982\uff0c\u67d0\u793e\u4ea4\u5e73\u53f0\u7684\u63a8\u8350\u670d\u52a1\u572810\u79d2\u5185\u91cd\u590d\u8c03\u7528\u540c\u4e00\u4e2a\u7528\u6237\u753b\u50cf\u63a5\u53e36\u6b21\uff0c\u4ec5\u56e0\u5404\u5fae\u670d\u52a1\u7f13\u5b58\u7b56\u7565\u4e0d\u4e00\u81f4\u3002\u901a\u8fc7\u94fe\u8def\u8ffd\u8e2a\u6807\u8bb0\u91cd\u590d\u8c03\u7528\u8def\u5f84\uff0c\u56e2\u961f\u6700\u7ec8\u901a\u8fc7\u7edf\u4e00\u7f13\u5b58\u5c42\u8bbe\u8ba1\uff0c\u5c06\u6570\u636e\u5e93\u67e5\u8be2\u91cf\u524a\u51cf75%\u3002<\/p>\n<p><strong>\u5173\u952e\u7b56\u7565<\/strong>\uff1a<\/p>\n<ul>\n<li>\u5728\u8c03\u7528\u94fe\u4e2d\u6807\u6ce8\u8de8\u670d\u52a1\u8bf7\u6c42\u7684\u89e6\u53d1\u6761\u4ef6\u4e0e\u9891\u7387\uff1b\n<\/li>\n<li>\u4f7f\u7528<strong>\u670d\u52a1\u4f9d\u8d56\u56fe\u8c31<\/strong>\u53ef\u89c6\u5316\u8d44\u6e90\u6d88\u8017\u7684\u62d3\u6251\u5173\u7cfb\u3002\n<\/li>\n<\/ul>\n<h4 id=\"3-\u52a8\u6001\u8d44\u6e90\u8c03\u5ea6\">3. <strong>\u52a8\u6001\u8d44\u6e90\u8c03\u5ea6<\/strong><\/h4>\n<p>\u57fa\u4e8e\u94fe\u8def\u6570\u636e\uff0c\u7cfb\u7edf\u53ef\u4ee5\u52a8\u6001\u8c03\u6574\u8d44\u6e90\u5206\u914d\u3002\u4f8b\u5982\uff0c\u67d0\u89c6\u9891\u5e73\u53f0\u901a\u8fc7\u5206\u6790\u4e0d\u540c\u65f6\u6bb5\u8f6c\u7801\u670d\u52a1\u7684\u8c03\u7528\u5bc6\u5ea6\uff0c\u5b9e\u73b0<strong>\u5f39\u6027\u6269\u7f29\u5bb9<\/strong>\uff1a<\/p>\n<ul>\n<li>\u9ad8\u5cf0\u65f6\u6bb5\u81ea\u52a8\u589e\u52a0GPU\u5b9e\u4f8b\u5904\u74064K\u89c6\u9891\uff1b\n<\/li>\n<li>\u7a7a\u95f2\u65f6\u6bb5\u5173\u95ed\u5197\u4f59\u5bb9\u5668\uff0c\u8282\u7701\u6210\u672c\u3002<br \/>\n\u8fd9\u4e00\u7b56\u7565\u4f7f\u5176\u4e91\u8ba1\u7b97\u652f\u51fa\u964d\u4f4e22%\uff0c\u540c\u65f6\u4fdd\u8bc1SLA\u8fbe\u6807\u738799.95%\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u4e09-\u843d\u5730\u5168\u6808\u94fe\u8def\u8ffd\u8e2a\u7684\u56db\u6b65\u6cd5\u5219\">\u4e09\u3001<strong>\u843d\u5730\u5168\u6808\u94fe\u8def\u8ffd\u8e2a\u7684\u56db\u6b65\u6cd5\u5219<\/strong><\/h3>\n<h4 id=\"step-1-\u9009\u62e9\u9002\u914d\u7684\u6280\u672f\u6808\"><strong>Step 1\uff1a\u9009\u62e9\u9002\u914d\u7684\u6280\u672f\u6808<\/strong><\/h4>\n<p>\u4e3b\u6d41\u65b9\u6848\u5305\u62ec<strong>OpenTelemetry<\/strong>\uff08\u6807\u51c6\u5316\u6570\u636e\u91c7\u96c6\uff09\u3001<strong>Jaeger<\/strong>\uff08\u53ef\u89c6\u5316\u8ffd\u8e2a\uff09\u548c<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">SkyWalking<\/a><\/strong>\uff08APM\u96c6\u6210\uff09\u3002\u4f8b\u5982\uff0c\u67d0\u7269\u6d41\u516c\u53f8\u91c7\u7528OpenTelemetry + <a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a> + Grafana\u7ec4\u5408\uff0c\u5b9e\u73b0\u4e86\u4ece\u4ee3\u7801\u57cb\u70b9\u5230\u8d44\u6e90\u76d1\u63a7\u7684\u5168\u94fe\u8def\u95ed\u73af\u3002<\/p>\n<h4 id=\"step-2-\u5b9a\u4e49\u5173\u952e\u57cb\u70b9-instrumentation\"><strong>Step 2\uff1a\u5b9a\u4e49\u5173\u952e\u57cb\u70b9\uff08Instrumentation\uff09<\/strong><\/h4>\n<ul>\n<li><strong>\u9ec4\u91d1\u6307\u6807\uff08Golden Signals\uff09<\/strong>\uff1a\u5ef6\u8fdf\u3001\u6d41\u91cf\u3001\u9519\u8bef\u7387\u3001\u9971\u548c\u5ea6\uff1b\n<\/li>\n<li><strong>\u4e1a\u52a1\u81ea\u5b9a\u4e49\u6807\u7b7e<\/strong>\uff1a\u7528\u6237ID\u3001\u5730\u57df\u3001\u8bbe\u5907\u7c7b\u578b\u7b49\u3002<br \/>\n\u67d0\u5728\u7ebf\u6559\u80b2\u5e73\u53f0\u901a\u8fc7\u6807\u8bb0\u8bfe\u7a0bID\uff0c\u53d1\u73b0\u67d0Python\u8bfe\u7a0b\u7684\u89c6\u9891\u6d41\u670d\u52a1\u5360\u7528\u4e8680%\u7684\u5e26\u5bbd\u8d44\u6e90\uff0c\u6700\u7ec8\u901a\u8fc7\u4f18\u5316\u7f16\u7801\u683c\u5f0f\u8282\u7701\u6210\u672c\u3002\n<\/li>\n<\/ul>\n<h4 id=\"step-3-\u6784\u5efa\u8d44\u6e90\u6d88\u8017\u57fa\u7ebf\"><strong>Step 3\uff1a\u6784\u5efa\u8d44\u6e90\u6d88\u8017\u57fa\u7ebf<\/strong><\/h4>\n<p>\u5229\u7528\u5386\u53f2\u8ffd\u8e2a\u6570\u636e\uff0c\u5efa\u7acb<strong>\u8d44\u6e90\u6d88\u8017\u7684\u57fa\u51c6\u6a21\u578b<\/strong>\u3002\u4f8b\u5982\uff0c\u67d0\u6e38\u620f\u670d\u52a1\u5668\u901a\u8fc7\u5bf9\u6bd4\u4e0d\u540c\u573a\u666f\u4e0b\u7684CPU\/\u5185\u5b58\u4f7f\u7528\u66f2\u7ebf\uff0c\u81ea\u52a8\u8bc6\u522b\u5f02\u5e38\u5cf0\u503c\uff08\u5982\u6d3b\u52a8\u526f\u672c\u7684NPC AI\u8ba1\u7b97\u8d85\u8f7d\uff09\u3002<\/p>\n<h4 id=\"step-4-\u95ed\u73af\u53cd\u9988\u4e0e\u81ea\u52a8\u5316\"><strong>Step 4\uff1a\u95ed\u73af\u53cd\u9988\u4e0e\u81ea\u52a8\u5316<\/strong><\/h4>\n<p>\u5c06\u94fe\u8def\u6570\u636e\u8f93\u5165\u8fd0\u7ef4\u51b3\u7b56\u7cfb\u7edf\uff0c\u5b9e\u73b0\uff1a<\/p>\n<ul>\n<li><strong>\u667a\u80fd\u544a\u8b66<\/strong>\uff1a\u5f53\u67d0\u670d\u52a1\u5185\u5b58\u6d88\u8017\u8fde\u7eed\u8d85\u57fa\u7ebf20%\u65f6\u89e6\u53d1\u9884\u8b66\uff1b\n<\/li>\n<li><strong>\u81ea\u52a8\u5f39\u6027\u4f38\u7f29<\/strong>\uff1a\u6839\u636e\u5b9e\u65f6\u8c03\u7528\u91cf\u8c03\u6574Kubernetes Pod\u526f\u672c\u6570\uff1b\n<\/li>\n<li><strong>\u6210\u672c\u5206\u644a<\/strong>\uff1a\u6309\u670d\u52a1\u7ef4\u5ea6\u7edf\u8ba1\u8d44\u6e90\u6d88\u8017\uff0c\u4f18\u5316\u9884\u7b97\u5206\u914d\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u56db-\u4ece\u6570\u636e\u5230\u884c\u52a8-\u771f\u5b9e\u6848\u4f8b\u89e3\u6790\">\u56db\u3001<strong>\u4ece\u6570\u636e\u5230\u884c\u52a8\uff1a\u771f\u5b9e\u6848\u4f8b\u89e3\u6790<\/strong><\/h3>\n<p><strong>\u6848\u4f8b1\uff1a\u7535\u5546\u5927\u4fc3\u671f\u95f4\u7684\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u4f18\u5316<\/strong><br \/>\n\u67d0\u5934\u90e8\u7535\u5546\u5728\u201c\u53cc11\u201d\u671f\u95f4\u9891\u7e41\u51fa\u73b0\u6570\u636e\u5e93\u8fde\u63a5\u8d85\u65f6\u3002\u901a\u8fc7\u94fe\u8def\u8ffd\u8e2a\u53d1\u73b0\uff1a<\/p>\n<ul>\n<li>\u8ba2\u5355\u670d\u52a1\u7684\u8fde\u63a5\u6c60\u6700\u5927\u5c3a\u5bf8\u8bbe\u7f6e\u8fc7\u4f4e\uff08\u4ec550\uff09\uff1b\n<\/li>\n<li>\u4fc3\u9500\u6d3b\u52a8\u7684\u6279\u91cf\u67e5\u8be2\u672a\u542f\u7528\u5206\u9875\uff0c\u5bfc\u81f4\u5355\u6b21\u67e5\u8be2\u5360\u7528\u8fde\u63a5\u8d8515\u79d2\u3002<br \/>\n\u4f18\u5316\u540e\uff0c\u8fde\u63a5\u6c60\u6269\u5bb9\u81f3200\uff0c\u5e76\u589e\u52a0\u67e5\u8be2\u5206\u9875\u673a\u5236\uff0c\u6570\u636e\u5e93\u8d1f\u8f7d\u4e0b\u964d60%\uff0c\u6210\u529f\u652f\u6491\u5cf0\u503c\u6d41\u91cf\u3002\n<\/li>\n<\/ul>\n<p><strong>\u6848\u4f8b2\uff1a\u7269\u8054\u7f51\u5e73\u53f0\u7684\u8fb9\u7f18\u8ba1\u7b97\u8d44\u6e90\u8c03\u5ea6<\/strong><br \/>\n\u67d0\u667a\u6167\u57ce\u5e02\u9879\u76ee\u5728\u8fb9\u7f18\u8282\u70b9\u90e8\u7f72AI\u63a8\u7406\u670d\u52a1\u65f6\uff0c\u53d1\u73b0GPU\u5229\u7528\u7387\u4e0d\u8db330%\u3002\u94fe\u8def\u6570\u636e\u663e\u793a\uff1a<\/p>\n<ul>\n<li>\u6a21\u578b\u52a0\u8f7d\u65f6\u95f4\u5360\u63a8\u7406\u603b\u8017\u65f6\u768470%\uff1b\n<\/li>\n<li>\u591a\u4e2a\u8fb9\u7f18\u8282\u70b9\u91cd\u590d\u52a0\u8f7d\u76f8\u540c\u6a21\u578b\u3002<br \/>\n\u901a\u8fc7\u5f15\u5165<strong>\u6a21\u578b\u9884\u70ed<\/strong>\u548c<strong>\u8282\u70b9\u95f4\u7f13\u5b58\u540c\u6b65<\/strong>\uff0cGPU\u5229\u7528\u7387\u63d0\u5347\u81f385%\uff0c\u63a8\u7406\u5ef6\u8fdf\u964d\u4f4e44%\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u4e94-\u672a\u6765\u8d8b\u52bf-ai\u9a71\u52a8\u7684\u8d44\u6e90\u4f18\u5316\">\u4e94\u3001<strong>\u672a\u6765\u8d8b\u52bf\uff1aAI\u9a71\u52a8\u7684\u8d44\u6e90\u4f18\u5316<\/strong><\/h3>\n<p>\u968f\u7740\u751f\u6210\u5f0fAI\u7684\u6210\u719f\uff0c\u5168\u6808\u94fe\u8def\u8ffd\u8e2a\u6b63\u8d70\u5411\u667a\u80fd\u5316\uff1a<\/p>\n<ul>\n<li><strong>\u9884\u6d4b\u6027\u6269\u7f29\u5bb9<\/strong>\uff1a\u901a\u8fc7\u65f6\u5e8f\u6570\u636e\u5206\u6790\uff0c\u63d0\u524d\u9884\u5224\u8d44\u6e90\u9700\u6c42\uff1b\n<\/li>\n<li><strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\u81ea\u52a8\u5316<\/strong>\uff1aAI\u6a21\u578b\u81ea\u52a8\u5173\u8054\u94fe\u8def\u5f02\u5e38\u4e0e\u670d\u52a1\u65e5\u5fd7\uff0c\u8f93\u51fa\u4f18\u5316\u5efa\u8bae\uff1b\n<\/li>\n<li><strong>\u6210\u672c-\u6027\u80fd\u5e73\u8861<\/strong>\uff1a\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u52a8\u6001\u8c03\u6574\u8d44\u6e90\u914d\u7f6e\u7b56\u7565\u3002\n<\/li>\n<\/ul>\n<p>\u67d0\u4e91\u5382\u5546\u5df2\u5b9e\u9a8c\u6027\u63a8\u51faAIOps\u4ea7\u54c1\uff0c\u53ef\u81ea\u52a8\u8bc6\u522b\u4ee3\u7801\u4e2d\u7684\u4f4e\u6548\u6a21\u5f0f\uff08\u5982N+1\u67e5\u8be2\uff09\uff0c\u5e76\u63d0\u4f9b\u4fee\u590d\u65b9\u6848\u3002\u6d4b\u8bd5\u663e\u793a\uff0c\u8be5\u7cfb\u7edf\u5e2e\u52a9\u5ba2\u6237\u5e73\u5747\u51cf\u5c1115%\u7684\u8d44\u6e90\u6d6a\u8d39\u3002<\/p>\n<hr>\n<p><strong>\u5199\u5728\u6700\u540e<\/strong><br \/>\n\u5168\u6808\u94fe\u8def\u8ffd\u8e2a\u7684\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e8e\u95ee\u9898\u6392\u67e5\u2014\u2014\u5b83\u662f\u8d44\u6e90\u4f18\u5316\u7684\u5bfc\u822a\u4eea\uff0c\u66f4\u662f\u6280\u672f\u51b3\u7b56\u7684\u6570\u636e\u57fa\u77f3\u3002\u5f53\u6bcf\u4e00\u884c\u4ee3\u7801\u7684\u8d44\u6e90\u6210\u672c\u53d8\u5f97\u53ef\u91cf\u5316\uff0c\u5f53\u6bcf\u4e00\u6b21\u8c03\u7528\u7684\u6027\u80fd\u5f71\u54cd\u53d8\u5f97\u53ef\u9884\u6d4b\uff0c\u4f01\u4e1a\u624d\u80fd\u771f\u6b63\u5b9e\u73b0\u201c\u964d\u672c\u4e0d\u964d\u6548\u201d\u7684\u7cbe\u7ec6\u8fd0\u8425\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 \u5728\u4e91\u8ba1\u7b97\u4e0e\u5fae\u670d\u52a1\u67b6\u6784\u666e\u53ca\u7684\u4eca\u5929\uff0c\u7cfb\u7edf\u590d\u6742\u5ea6\u6307\u6570\u7ea7\u6500\u5347\u3002\u4e00\u6b21\u7b80\u5355\u7684\u7528\u6237\u8bf7\u6c42\u53ef\u80fd\u8de8\u8d8a\u6570\u5341\u4e2a\u670d\u52a1\u8282\u70b9\uff0c\u8c03\u7528\u6570\u767e\u4e2a\u63a5\u53e3\u3002\u5f53\u7cfb\u7edf\u6027\u80fd\u51fa\u73b0\u74f6\u9888\u65f6\uff0c\u4f20\u7edf\u7684\u76d1\u63a7\u624b\u6bb5\u5f80\u5f80\u53ea\u80fd\u201c\u5934\u75db\u533b\u5934\u201d\uff0c\u96be\u4ee5\u7cbe\u51c6\u5b9a\u4f4d\u8d44\u6e90\u6d6a\u8d39\u7684\u6839\u6e90\u3002\u5168\u6808\u94fe\u8def\u8ffd\u8e2a\u6280\u672f\u7684\u51fa\u73b0\uff0c\u4e3a\u8fd9\u4e00\u95ee\u9898\u63d0\u4f9b\u4e86\u5168\u65b0\u7684\u89e3\u6cd5\u2014\u2014\u5b83\u50cf\u4e00\u53f0X\u5149\u673a\uff0c\u7a7f\u900f\u7cfb\u7edf\u7684\u6bcf\u4e00\u5c42\u67b6\u6784\uff0c\u63ed\u793a\u8d44\u6e90\u6d88\u8017\u7684\u771f\u5b9e\u5168\u8c8c\u3002\u901a\u8fc7\u8fd9\u79cd\u6280\u672f\uff0c\u4f01\u4e1a\u4e0d\u4ec5\u80fd\u53d1\u73b0\u4f4e\u6548\u4ee3\u7801\u3001\u5197\u4f59\u8c03\u7528\uff0c\u8fd8\u80fd\u4ece\u5168\u5c40\u89c6\u89d2\u4f18\u5316\u8d44\u6e90\u5206\u914d\uff0c\u5c06\u6bcf\u4e00\u4efd\u8ba1\u7b97\u529b\u7528\u5230\u5200\u5203\u4e0a\u3002 \u4e00\u3001\u5168\u6808\u94fe\u8def\u8ffd\u8e2a\uff1a\u900f\u89c6\u7cfb\u7edf\u8d44\u6e90\u7684\u201c\u4e0a\u5e1d\u89c6\u89d2\u201d \u5168\u6808\u94fe\u8def\u8ffd\u8e2a\uff08Full-Stack Distributed Tracing\uff09\u7684\u6838\u5fc3\u5728\u4e8e\u8bb0\u5f55\u8bf7\u6c42\u5728\u7cfb\u7edf\u4e2d\u7684\u5b8c\u6574\u751f\u547d\u5468\u671f\u3002\u65e0\u8bba\u662f\u524d\u7aef\u9875\u9762\u52a0\u8f7d\u3001API\u7f51\u5173\u8f6c\u53d1\uff0c\u8fd8\u662f\u6570\u636e\u5e93\u67e5\u8be2\u3001\u7f13\u5b58\u8bfb\u5199\uff0c\u6bcf\u4e00\u4e2a\u73af\u8282\u7684\u8017\u65f6\u3001\u8d44\u6e90\u6d88\u8017\u3001\u5f02\u5e38\u72b6\u6001\u90fd\u4f1a\u88ab\u6807\u8bb0\u5e76\u4e32\u8054\u6210\u5b8c\u6574\u7684\u8c03\u7528\u94fe\u3002 \u4e00\u4e2a\u7535\u5546\u5e73\u53f0\u7684\u8ba2\u5355\u652f\u4ed8\u8bf7\u6c42\uff0c\u53ef\u80fd\u6d89\u53ca\u7528\u6237\u9274\u6743\u3001\u5e93\u5b58\u9501\u5b9a\u3001\u652f\u4ed8\u901a\u9053\u9009\u62e9\u3001\u65e5\u5fd7\u8bb0\u5f55\u7b49\u591a\u4e2a\u670d\u52a1\u3002\u901a\u8fc7\u94fe\u8def\u8ffd\u8e2a\uff0c\u5de5\u7a0b\u5e08\u53ef\u4ee5\u6e05\u6670\u770b\u5230\uff1a \u652f\u4ed8\u901a\u9053\u670d\u52a1\u56e0\u9891\u7e41\u91cd\u8bd5\u6d88\u8017\u4e86\u8fc7\u91cfCPU\uff1b \u65e5\u5fd7\u6a21\u5757\u56e0\u540c\u6b65\u5199\u5165\u5bfc\u81f4\u7ebf\u7a0b\u963b\u585e\uff1b \u67d0\u6bb5\u5197\u4f59\u7684\u6570\u636e\u5e8f\u5217\u5316\u4ee3\u7801\u5360\u7528\u4e8630%\u7684\u5185\u5b58\u3002 \u8fd9\u79cd\u7ec6\u7c92\u5ea6\u76d1\u63a7\u80fd\u529b\uff0c\u8ba9\u8d44\u6e90\u6d6a\u8d39\u65e0\u6240\u9041\u5f62\u3002\u800c\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\uff08\u5982\u57fa\u7840\u6307\u6807\u76d1\u63a7\uff09\u53ea\u80fd\u63d0\u4f9bCPU\u3001\u5185\u5b58\u7b49\u5b8f\u89c2\u6570\u636e\uff0c\u5374\u65e0\u6cd5\u89e3\u91ca\u201c\u4e3a\u4ec0\u4e48\u8d44\u6e90\u88ab\u6d88\u8017\u201d\u3002 \u4e8c\u3001\u8d44\u6e90\u5229\u7528\u7387\u4f18\u5316\u7684\u4e09\u5927\u7a81\u7834\u53e3 \u901a\u8fc7\u5168\u6808\u94fe\u8def\u8ffd\u8e2a\uff0c\u4f01\u4e1a\u53ef\u4ee5\u4ece\u4e09\u4e2a\u7ef4\u5ea6\u7cbe\u51c6\u6253\u51fb\u8d44\u6e90\u6d6a\u8d39\uff1a 1. \u4ee3\u7801\u7ea7\u6027\u80fd\u8c03\u4f18 \u5728\u8c03\u7528\u94fe\u4e2d\uff0c\u70ed\u70b9\u4ee3\u7801\u8def\u5f84\uff08Hot 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\u5fae\u670d\u52a1\u67b6\u6784\u4e2d\uff0c\u8fc7\u5ea6\u8c03\u7528\uff08Over-Fetching\uff09\u548c\u5faa\u73af\u4f9d\u8d56\u662f\u8d44\u6e90\u6d6a\u8d39\u7684\u91cd\u707e\u533a\u3002\u4f8b\u5982\uff0c\u67d0\u793e\u4ea4\u5e73\u53f0\u7684\u63a8\u8350\u670d\u52a1\u572810\u79d2\u5185\u91cd\u590d\u8c03\u7528\u540c\u4e00\u4e2a\u7528\u6237\u753b\u50cf\u63a5\u53e36\u6b21\uff0c\u4ec5\u56e0\u5404\u5fae\u670d\u52a1\u7f13\u5b58\u7b56\u7565\u4e0d\u4e00\u81f4\u3002\u901a\u8fc7\u94fe\u8def\u8ffd\u8e2a\u6807\u8bb0\u91cd\u590d\u8c03\u7528\u8def\u5f84\uff0c\u56e2\u961f\u6700\u7ec8\u901a\u8fc7\u7edf\u4e00\u7f13\u5b58\u5c42\u8bbe\u8ba1\uff0c\u5c06\u6570\u636e\u5e93\u67e5\u8be2\u91cf\u524a\u51cf75%\u3002 \u5173\u952e\u7b56\u7565\uff1a \u5728\u8c03\u7528\u94fe\u4e2d\u6807\u6ce8\u8de8\u670d\u52a1\u8bf7\u6c42\u7684\u89e6\u53d1\u6761\u4ef6\u4e0e\u9891\u7387\uff1b \u4f7f\u7528\u670d\u52a1\u4f9d\u8d56\u56fe\u8c31\u53ef\u89c6\u5316\u8d44\u6e90\u6d88\u8017\u7684\u62d3\u6251\u5173\u7cfb\u3002 3. 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