{"id":34628,"date":"2025-03-11T14:26:28","date_gmt":"2025-03-11T06:26:28","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=34628"},"modified":"2025-03-11T14:26:28","modified_gmt":"2025-03-11T06:26:28","slug":"%e5%a6%82%e4%bd%95%e9%80%9a%e8%bf%87%e5%85%a8%e9%93%be%e8%b7%af%e7%9b%91%e6%8e%a7%e5%ae%9e%e7%8e%b0%e6%99%ba%e8%83%bd%e5%91%8a%e8%ad%a6%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/34628.html","title":{"rendered":"\u5982\u4f55\u901a\u8fc7\u5168\u94fe\u8def\u76d1\u63a7\u5b9e\u73b0\u667a\u80fd\u544a\u8b66\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/B3744ZhU1.jpg\" alt=\"\u5982\u4f55\u901a\u8fc7\u5168\u94fe\u8def\u76d1\u63a7\u5b9e\u73b0\u667a\u80fd\u544a\u8b66\uff1f\" 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id=\"\u4e00-\u89e3\u6784\u5168\u94fe\u8def\u76d1\u63a7\u7684\u4e09\u5927\u6838\u5fc3\u8981\u7d20\">\u4e00\u3001\u89e3\u6784\u5168\u94fe\u8def\u76d1\u63a7\u7684\u4e09\u5927\u6838\u5fc3\u8981\u7d20<\/h3>\n<p><strong>1. <a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\u4f53\u7cfb\u7684\u6bdb\u7ec6\u8840\u7ba1\u7f51\u7edc<\/strong><br \/>\n\u5728\u5fae\u670d\u52a1\u67b6\u6784\u4e2d\uff0c\u5355\u4e2a\u7528\u6237\u8bf7\u6c42\u53ef\u80fd\u7a7f\u900f20+\u670d\u52a1\u6a21\u5757\u3002\u901a\u8fc7\u690d\u5165OpenTelemetry\u7b49\u5f00\u6e90\u63a2\u9488\uff0c\u53ef\u81ea\u52a8\u751f\u6210\u5305\u542btraceID\u3001spanID\u7684\u8c03\u7528\u94fe\u6570\u636e\u3002\u67d0\u5934\u90e8\u91d1\u878d\u79d1\u6280\u516c\u53f8\u7684\u5b9e\u8df5\u8868\u660e\uff0c\u5f53\u670d\u52a1\u7f51\u683c\u8282\u70b9\u8d85\u8fc7500\u4e2a\u65f6\uff0c<strong>\u57fa\u4e8e\u67d3\u8272\u4f20\u64ad\u7684\u4e0a\u4e0b\u6587\u8ddf\u8e2a\u6280\u672f<\/strong>\u80fd\u5c06\u94fe\u8def\u8fd8\u539f\u51c6\u786e\u7387\u63d0\u5347\u81f399.3%\u3002<\/p>\n<p><strong>2. \u6307\u6807\u6570\u636e\u7684\u65f6\u7a7a\u5173\u8054\u5efa\u6a21<\/strong><br \/>\n\u4f20\u7edf\u76d1\u63a7\u5e38\u9677\u5165&rdquo;\u6570\u636e\u5b64\u5c9b&rdquo;\u56f0\u5883\uff1aCPU\u4f7f\u7528\u7387\u5cf0\u503c\u4e0eAPI\u8d85\u65f6\u770b\u4f3c\u65e0\u5173\uff0c\u5b9e\u5219\u5b58\u5728\u9690\u5f0f\u5173\u8054\u3002\u901a\u8fc7\u6784\u5efa<strong>\u591a\u7ef4\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u5e93<\/strong>\uff0c\u5c06\u57fa\u7840\u8bbe\u65bd\u6307\u6807\uff08\u5982\u5bb9\u5668\u5185\u5b58\uff09\u3001\u5e94\u7528\u6027\u80fd\u6307\u6807\uff08\u5982JVM GC\u6b21\u6570\uff09\u3001\u4e1a\u52a1\u6307\u6807\uff08\u5982\u652f\u4ed8\u6210\u529f\u7387\uff09\u8fdb\u884c\u65f6\u7a7a\u5bf9\u9f50\uff0c\u53ef\u53d1\u73b092%\u7684\u9690\u6027\u6545\u969c\u6a21\u5f0f\u3002<\/p>\n<p><strong>3. \u65e5\u5fd7\u667a\u80fd\u5316\u7684\u8303\u5f0f\u9769\u547d<\/strong><br \/>\n\u65e5\u5747TB\u7ea7\u7684\u65e5\u5fd7\u6570\u636e\u4e2d\uff0c\u771f\u6b63\u5177\u6709\u8bca\u65ad\u4ef7\u503c\u7684\u4e0d\u8db30.1%\u3002\u91c7\u7528<strong>\u65e5\u5fd7\u6a21\u5f0f\u81ea\u52a8\u805a\u7c7b\u7b97\u6cd5<\/strong>\uff0c\u7ed3\u5408\u5b9e\u65f6\u6d41\u5904\u7406\u6280\u672f\uff0c\u53ef\u5c06\u9519\u8bef\u65e5\u5fd7\u7684\u8bc6\u522b\u6548\u7387\u63d0\u534740\u500d\u3002\u67d0\u4e91\u670d\u52a1\u5546\u7684\u6848\u4f8b\u663e\u793a\uff0c\u901a\u8fc7\u8bad\u7ec3LSTM\u795e\u7ecf\u7f51\u7edc\u8bc6\u522b\u5f02\u5e38\u65e5\u5fd7\u6a21\u5f0f\uff0c\u8bef\u62a5\u7387\u4ece32%\u964d\u81f34.7%\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u667a\u80fd\u544a\u8b66\u7684\u56db\u5927\u5b9e\u73b0\u9636\u68af\">\u4e8c\u3001\u667a\u80fd\u544a\u8b66\u7684\u56db\u5927\u5b9e\u73b0\u9636\u68af<\/h3>\n<p><strong>1. \u566a\u58f0\u8fc7\u6ee4\uff1a\u4ece\u544a\u8b66\u98ce\u66b4\u5230\u4fe1\u53f7\u63d0\u7eaf<\/strong><br \/>\n\u5efa\u7acb<strong>\u52a8\u6001\u57fa\u7ebf\u6a21\u578b<\/strong>\uff0c\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u548c\u5468\u671f\u6027\u7279\u5f81\uff08\u5982\u7535\u5546\u7684\u4fc3\u9500\u5468\u671f\u3001\u529e\u516c\u7cfb\u7edf\u7684\u663c\u591c\u6a21\u5f0f\uff09\u8ba1\u7b97\u6307\u6807\u5408\u7406\u6ce2\u52a8\u533a\u95f4\u3002\u5f53\u67d0\u670d\u52a1\u7684HTTP 500\u9519\u8bef\u7387\u7a81\u7136\u4ece\u57fa\u7ebf0.5%\u8dc3\u5347\u81f33%\u65f6\uff0c\u7ed3\u5408\u670d\u52a1\u4f9d\u8d56\u56fe\u8c31\u81ea\u52a8\u5224\u65ad\u5f71\u54cd\u8303\u56f4\uff0c\u907f\u514d\u5bf9\u4e0b\u6e38\u670d\u52a1\u4ea7\u751f\u8fde\u5e26\u544a\u8b66\u3002<\/p>\n<p><strong>2. \u6839\u56e0\u5b9a\u4f4d\uff1a\u7a7f\u900f\u8868\u8c61\u7684\u56e0\u679c\u63a8\u7406<\/strong><br \/>\n\u5f15\u5165<strong>\u56e0\u679c\u56fe\u6a21\u578b<\/strong>\uff0c\u5c06\u670d\u52a1\u62d3\u6251\u3001\u8d44\u6e90\u914d\u7f6e\u3001\u6d41\u91cf\u8def\u5f84\u7b49\u8981\u7d20\u7f16\u7801\u4e3a\u8d1d\u53f6\u65af\u7f51\u7edc\u3002\u5f53\u6570\u636e\u5e93\u54cd\u5e94\u5ef6\u8fdf\u7a81\u589e\u65f6\uff0c\u7cfb\u7edf\u4f1a\u81ea\u52a8\u68c0\u67e5\u5173\u8054\u7684\u4e2d\u95f4\u4ef6\u72b6\u6001\u3001\u786c\u4ef6\u8d1f\u8f7d\u3001\u6162SQL\u5206\u5e03\uff0c\u751f\u6210\u6839\u56e0\u5047\u8bbe\u7684\u53ef\u4fe1\u5ea6\u6392\u5e8f\u3002\u67d0\u7535\u4fe1\u8fd0\u8425\u5546\u5e94\u7528\u8be5\u6280\u672f\u540e\uff0c\u6545\u969c\u5b9a\u4f4d\u65f6\u95f4\u4ece45\u5206\u949f\u7f29\u77ed\u81f38\u5206\u949f\u3002<\/p>\n<p><strong>3. \u544a\u8b66\u5206\u7ea7\uff1a\u4ef7\u503c\u9a71\u52a8\u7684\u4f18\u5148\u7ea7\u5224\u5b9a<\/strong><br \/>\n\u6784\u5efa<strong>\u4e1a\u52a1\u5f71\u54cd\u5ea6\u8bc4\u4f30\u77e9\u9635<\/strong>\uff0c\u4ece\u7528\u6237\u91cf\u3001\u4ea4\u6613\u91d1\u989d\u3001SLA\u7b49\u7ea7\u7b49\u7ef4\u5ea6\u91cf\u5316\u544a\u8b66\u4e25\u91cd\u6027\u3002\u4f8b\u5982\u652f\u4ed8\u6838\u5fc3\u670d\u52a1\u7684P99\u5ef6\u8fdf\u4e0a\u534750ms\uff0c\u76f8\u8f83\u4e8e\u6d4b\u8bd5\u73af\u5883\u65e5\u5fd7\u62a5\u9519\uff0c\u524d\u8005\u5e94\u89e6\u53d1\u7535\u8bdd\u544a\u8b66\uff0c\u540e\u8005\u53ea\u9700\u5de5\u5355\u8bb0\u5f55\u3002\u67d0\u96f6\u552e\u5e73\u53f0\u901a\u8fc7\u8be5\u673a\u5236\u5c06\u65e0\u6548\u544a\u8b66\u5904\u7406\u91cf\u964d\u4f4e78%\u3002<\/p>\n<p><strong>4. \u81ea\u6108\u95ed\u73af\uff1a\u4ece\u4eba\u5de5\u5904\u7f6e\u5230\u667a\u80fd\u4fee\u590d<\/strong><br \/>\n\u5bf9\u5df2\u77e5\u6a21\u5f0f\u7684\u6545\u969c\u5efa\u7acb<strong>\u81ea\u52a8\u5316\u5904\u7f6e\u9884\u6848\u5e93<\/strong>\u3002\u5f53\u68c0\u6d4b\u5230Redis\u96c6\u7fa4\u4e3b\u8282\u70b9\u6545\u969c\u65f6\uff0c\u53ef\u81ea\u52a8\u6267\u884c\u6545\u969c\u5207\u6362\u3001\u6d41\u91cf\u8c03\u5ea6\u3001\u6570\u636e\u4e00\u81f4\u6027\u6821\u9a8c\u7b49\u64cd\u4f5c\u3002\u67d0\u89c6\u9891\u7f51\u7ad9\u901a\u8fc7\u9884\u8bbe22\u7c7b\u81ea\u6108\u573a\u666f\uff0c\u5b9e\u73b035%\u7684\u5e38\u89c1\u6545\u969c\u65e0\u4eba\u503c\u5b88\u5904\u7406\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u6280\u672f\u9009\u578b\u7684\u4e09\u4e2a\u9ec4\u91d1\u6cd5\u5219\">\u4e09\u3001\u6280\u672f\u9009\u578b\u7684\u4e09\u4e2a\u9ec4\u91d1\u6cd5\u5219<\/h3>\n<p><strong>1. \u89c2\u6d4b\u6570\u636e\u7684\u7edf\u4e00\u8303\u5f0f<\/strong><br \/>\n\u907f\u514d\u76d1\u63a7\u5de5\u5177\u788e\u7247\u5316\uff0c\u9009\u62e9\u652f\u6301OpenMetrics\u3001OTLP\u7b49\u5f00\u653e\u6807\u51c6\u7684\u5e73\u53f0\u3002\u4f8b\u5982\u5c06<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a>\u6307\u6807\u3001Jaeger\u8ffd\u8e2a\u6570\u636e\u3001Fluentd\u65e5\u5fd7\u7edf\u4e00\u63a5\u5165\u5230\u652f\u6301Tempo+Mimir+Loki\u6280\u672f\u6808\u7684\u89c2\u6d4b\u5e73\u53f0\uff0c\u6d88\u9664\u6570\u636e\u5b64\u5c9b\u3002<\/p>\n<p><strong>2. \u7b97\u6cd5\u5f15\u64ce\u7684\u53ef\u89e3\u91ca\u6027<\/strong><br \/>\n\u8b66\u60d5\u9ed1\u7bb1\u5f0fAI\u6a21\u578b\u7684\u8fd0\u7ef4\u98ce\u9669\uff0c\u4f18\u5148\u9009\u62e9\u63d0\u4f9b\u51b3\u7b56\u8def\u5f84\u53ef\u89c6\u5316\u7684\u5de5\u5177\u3002\u5f53\u5f02\u5e38\u68c0\u6d4b\u6a21\u578b\u89e6\u53d1\u544a\u8b66\u65f6\uff0c\u5e94\u80fd\u67e5\u770b\u7279\u5f81\u6743\u91cd\u5206\u5e03\u3001\u76f8\u4f3c\u5386\u53f2\u6848\u4f8b\u3001\u5173\u8054\u6307\u6807\u53d8\u5316\u66f2\u7ebf\u7b49\u8bc1\u636e\u94fe\u3002<\/p>\n<p><strong>3. \u6210\u672c\u63a7\u5236\u7684\u52a8\u6001\u5e73\u8861<\/strong><br \/>\n\u91c7\u7528<strong>\u667a\u80fd\u91c7\u6837\u7b56\u7565<\/strong>\uff0c\u5bf9\u6838\u5fc3\u4e1a\u52a1\u94fe\u8def\u4fdd\u7559100%\u6570\u636e\u91c7\u96c6\uff0c\u8fb9\u7f18\u4e1a\u52a1\u6309\u9700\u964d\u91c7\u6837\u3002\u67d0\u793e\u4ea4\u5e73\u53f0\u901a\u8fc7\u52a8\u6001\u8c03\u6574\u65e5\u5fd7\u91c7\u96c6\u7ea7\u522b\uff0c\u6bcf\u5e74\u8282\u7701230TB\u5b58\u50a8\u6210\u672c\uff0c\u5173\u952e\u8def\u5f84\u7684\u76d1\u63a7\u8986\u76d6\u7387\u4ecd\u4fdd\u630199.9%\u3002<\/p>\n<hr>\n<h3 id=\"\u56db-\u4ece\u7406\u8bba\u5230\u5b9e\u8df5\u7684\u6f14\u8fdb\u4e4b\u8def\">\u56db\u3001\u4ece\u7406\u8bba\u5230\u5b9e\u8df5\u7684\u6f14\u8fdb\u4e4b\u8def<\/h3>\n<p>\u67d0\u8de8\u5883\u7535\u5546\u5e73\u53f0\u7684\u843d\u5730\u6848\u4f8b\u6781\u5177\u53c2\u8003\u4ef7\u503c\uff1a<\/p>\n<ul>\n<li><strong>\u9636\u6bb51<\/strong>\uff1a\u7edf\u4e00\u76d1\u63a7\u6570\u636e\u6e90\uff0c\u6574\u540867\u4e2a\u72ec\u7acb\u76d1\u63a7\u7cfb\u7edf\uff0c\u5efa\u7acb\u8986\u76d612\u4e07\u5bb9\u5668\u7684\u89c2\u6d4b\u5e95\u5ea7\n<\/li>\n<li><strong>\u9636\u6bb52<\/strong>\uff1a\u5b9e\u65bd\u667a\u80fd\u964d\u566a\uff0c\u544a\u8b66\u603b\u91cf\u4ece\u65e5\u57471200\u6761\u964d\u81f3150\u6761\uff0c\u51c6\u786e\u7387\u63d0\u5347\u81f385%\n<\/li>\n<li><strong>\u9636\u6bb53<\/strong>\uff1a\u6784\u5efa<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" 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