{"id":32851,"date":"2025-03-04T11:02:14","date_gmt":"2025-03-04T03:02:14","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=32851"},"modified":"2025-03-04T11:02:14","modified_gmt":"2025-03-04T03:02:14","slug":"%e5%a6%82%e4%bd%95%e5%88%a9%e7%94%a8%e5%ba%94%e7%94%a8%e6%80%a7%e8%83%bd%e7%ae%a1%e7%90%86%e8%bf%9b%e8%a1%8c%e6%80%a7%e8%83%bd%e5%9f%ba%e7%ba%bf%e8%ae%be%e7%bd%ae%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/32851.html","title":{"rendered":"\u5982\u4f55\u5229\u7528\u5e94\u7528\u6027\u80fd\u7ba1\u7406\u8fdb\u884c\u6027\u80fd\u57fa\u7ebf\u8bbe\u7f6e\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/yp0UXyp.jpg\" alt=\"\u5982\u4f55\u5229\u7528\u5e94\u7528\u6027\u80fd\u7ba1\u7406\u8fdb\u884c\u6027\u80fd\u57fa\u7ebf\u8bbe\u7f6e\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p><strong>\u524d\u8a00<\/strong><br \/>\n\u5728\u6570\u5b57\u5316\u6d6a\u6f6e\u5e2d\u5377\u5168\u7403\u7684\u4eca\u5929\uff0c\u5e94\u7528\u7a0b\u5e8f\u7684\u6027\u80fd\u76f4\u63a5\u51b3\u5b9a\u4e86\u7528\u6237\u4f53\u9a8c\u3001\u4f01\u4e1a\u53e3\u7891\u751a\u81f3\u5546\u4e1a\u8f6c\u5316\u7387\u3002\u7136\u800c\uff0c\u968f\u7740\u4e1a\u52a1\u590d\u6742\u5ea6\u7684\u63d0\u5347\uff0c\u7cfb\u7edf\u6027\u80fd\u95ee\u9898\u5f80\u5f80\u50cf\u201c\u9690\u5f62\u6740\u624b\u201d\uff0c\u5728\u7528\u6237\u6d41\u5931\u4e4b\u540e\u624d\u66b4\u9732\u51fa\u6765\u3002\u5982\u4f55\u63d0\u524d\u9884\u5224\u98ce\u9669\u3001\u5efa\u7acb\u79d1\u5b66\u7684\u6027\u80fd\u8861\u91cf\u6807\u51c6\uff1f\u8fd9\u6b63\u662f<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5e94\u7528\u6027\u80fd\u7ba1\u7406<\/a>\uff08APM\uff09<\/strong>\u7684\u6838\u5fc3\u4ef7\u503c\u4e4b\u4e00\u3002\u901a\u8fc7<strong>\u6027\u80fd\u57fa\u7ebf\u8bbe\u7f6e<\/strong>\uff0c\u4f01\u4e1a\u4e0d\u4ec5\u80fd\u7cbe\u51c6\u6355\u6349\u7cfb\u7edf\u5065\u5eb7\u72b6\u6001\u7684\u201c\u8109\u640f\u201d\uff0c\u8fd8\u80fd\u4e3a\u540e\u7eed\u4f18\u5316\u63d0\u4f9b\u6570\u636e\u9a71\u52a8\u7684\u51b3\u7b56\u4f9d\u636e\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u5982\u4f55\u501f\u52a9APM\u5de5\u5177\uff0c\u6784\u5efa\u9ad8\u6548\u3001\u53ef\u9760\u7684\u6027\u80fd\u57fa\u7ebf\uff0c\u8ba9\u6280\u672f\u56e2\u961f\u4ece\u88ab\u52a8\u6551\u706b\u8f6c\u5411\u4e3b\u52a8\u9632\u5fa1\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u4ec0\u4e48\u662f\u6027\u80fd\u57fa\u7ebf-\u4e3a\u4ec0\u4e48\u5b83\u81f3\u5173\u91cd\u8981\"><strong>\u4e00\u3001\u4ec0\u4e48\u662f\u6027\u80fd\u57fa\u7ebf\uff1f\u4e3a\u4ec0\u4e48\u5b83\u81f3\u5173\u91cd\u8981\uff1f<\/strong><\/h3>\n<p><strong>\u6027\u80fd\u57fa\u7ebf\uff08Performance 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id=\"\u6b65\u9aa43-\u9009\u62e9\u57fa\u7ebf\u751f\u6210\u7b97\u6cd5\"><strong>\u6b65\u9aa43\uff1a\u9009\u62e9\u57fa\u7ebf\u751f\u6210\u7b97\u6cd5<\/strong><\/h4>\n<p>\u6839\u636e\u4e1a\u52a1\u573a\u666f\u9009\u62e9\u5408\u9002\u7684\u57fa\u7ebf\u6a21\u578b\uff1a<\/p>\n<ul>\n<li><strong>\u9759\u6001\u57fa\u7ebf<\/strong>\uff1a\u9002\u7528\u4e8e\u7a33\u5b9a\u6027\u8981\u6c42\u6781\u9ad8\u7684\u7cfb\u7edf\uff08\u5982\u91d1\u878d\u6838\u5fc3\u4ea4\u6613\uff09\uff0c\u76f4\u63a5\u8bbe\u7f6e\u7edd\u5bf9\u503c\u9608\u503c\uff1b\n<\/li>\n<li><strong>\u6eda\u52a8\u5e73\u5747\u503c<\/strong>\uff1a\u4ee5\u8fc7\u53bbN\u5929\u7684\u5e73\u5747\u503c\u4f5c\u4e3a\u57fa\u51c6\uff0c\u9002\u5e94\u5468\u671f\u6027\u6ce2\u52a8\uff1b\n<\/li>\n<li><strong>\u673a\u5668\u5b66\u4e60\u6a21\u578b<\/strong>\uff1a\u5229\u7528\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\uff08\u5982ARIMA\u3001LSTM\uff09\uff0c\u8bc6\u522b\u5b63\u8282\u6027\u3001\u8d8b\u52bf\u6027\u89c4\u5f8b\u3002\n<\/li>\n<\/ul>\n<p><em>\u67d0\u822a\u7a7a\u8ba2\u7968\u7cfb\u7edf\u91c7\u7528\u6eda\u52a8\u767e\u5206\u4f4d\u6570\uff08\u5982P95\u54cd\u5e94\u65f6\u95f4\uff09\uff0c\u907f\u514d\u6781\u7aef\u503c\u5e72\u6270\uff0c\u66f4\u771f\u5b9e\u53cd\u6620\u7528\u6237\u4f53\u9a8c\u3002<\/em><\/p>\n<h4 id=\"\u6b65\u9aa44-\u6301\u7eed\u9a8c\u8bc1\u4e0e\u8fed\u4ee3\"><strong>\u6b65\u9aa44\uff1a\u6301\u7eed\u9a8c\u8bc1\u4e0e\u8fed\u4ee3<\/strong><\/h4>\n<p>\u6027\u80fd\u57fa\u7ebf\u5e76\u975e\u4e00\u52b3\u6c38\u9038\u3002\u5efa\u8bae\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u4fdd\u6301\u5176\u6709\u6548\u6027\uff1a<\/p>\n<ul>\n<li><strong>A\/B\u6d4b\u8bd5\u9a8c\u8bc1<\/strong>\uff1a\u5728\u7cfb\u7edf\u66f4\u65b0\u540e\uff0c\u5bf9\u6bd4\u65b0\u65e7\u7248\u672c\u7684\u57fa\u7ebf\u5dee\u5f02\uff1b\n<\/li>\n<li><strong>\u544a\u8b66\u6709\u6548\u6027\u5206\u6790<\/strong>\uff1a\u5b9a\u671f\u5ba1\u67e5\u544a\u8b66\u89e6\u53d1\u8bb0\u5f55\uff0c\u4f18\u5316\u8bef\u62a5\/\u6f0f\u62a5\u95ee\u9898\uff1b\n<\/li>\n<li><strong>\u4e1a\u52a1\u573a\u666f\u9002\u914d<\/strong>\uff1a\u5f53\u65b0\u589e\u529f\u80fd\u6216\u7528\u6237\u89c4\u6a21\u53d8\u5316\u65f6\uff0c\u91cd\u65b0\u8bc4\u4f30\u57fa\u7ebf\u8303\u56f4\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u56db-\u907f\u5f00\u57fa\u7ebf\u8bbe\u7f6e\u7684\u4e09\u5927\u9677\u9631\"><strong>\u56db\u3001\u907f\u5f00\u57fa\u7ebf\u8bbe\u7f6e\u7684\u4e09\u5927\u9677\u9631<\/strong><\/h3>\n<ol>\n<li>\n<p><strong>\u8fc7\u5ea6\u4f9d\u8d56\u81ea\u52a8\u5316<\/strong><br \/>\n\u867d\u7136APM\u5de5\u5177\u80fd\u81ea\u52a8\u751f\u6210\u57fa\u7ebf\uff0c\u4f46\u4eba\u5de5\u590d\u6838\u4f9d\u7136\u5fc5\u8981\u3002\u4f8b\u5982\uff0c\u67d0\u793e\u4ea4\u5e73\u53f0\u66fe\u56e0\u7b97\u6cd5\u8bef\u5c06\u201c\u6df1\u591c\u4f4e\u6d41\u91cf\u65f6\u6bb5\u201d\u8bc6\u522b\u4e3a\u5f02\u5e38\uff0c\u5bfc\u81f4\u4e0d\u5fc5\u8981\u7684\u544a\u8b66\u98ce\u66b4\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5ffd\u7565\u4e1a\u52a1\u4e0a\u4e0b\u6587<\/strong><br \/>\n\u5355\u7eaf\u770b\u6307\u6807\u504f\u79bb\u53ef\u80fd\u4ea7\u751f\u8bef\u5bfc\u3002\u5047\u8bbe\u67d0\u652f\u4ed8\u7cfb\u7edf\u7684\u9519\u8bef\u7387\u4e0a\u5347\uff0c\u4f46\u82e5\u540c\u65f6\u6bb5\u8ba2\u5355\u91cf\u589e\u957f300%\uff0c\u5b9e\u9645\u9519\u8bef\u7387\u53ef\u80fd\u4ecd\u5728\u5408\u7406\u8303\u56f4\u5185\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u57fa\u7ebf\u50f5\u5316<\/strong><br \/>\n\u5728\u5fae\u670d\u52a1\u67b6\u6784\u4e2d\uff0c\u5355\u4e2a\u670d\u52a1\u7684\u57fa\u7ebf\u9700\u968f\u4f9d\u8d56\u7ec4\u4ef6\u7684\u53d8\u5316\u800c\u8c03\u6574\u3002\u4f8b\u5982\uff0c\u5f53\u6570\u636e\u5e93\u5347\u7ea7\u540e\uff0c\u539f\u672c\u201c\u7f13\u6162\u201d\u7684\u67e5\u8be2\u65f6\u95f4\u53ef\u80fd\u6210\u4e3a\u65b0\u5e38\u6001\u3002<\/p>\n<\/li>\n<\/ol>\n<hr>\n<h3 id=\"\u4e94-\u4ece\u57fa\u7ebf\u5230\u884c\u52a8-\u9a71\u52a8\u6027\u80fd\u4f18\u5316\u7684\u5b9e\u6218\u6848\u4f8b\"><strong>\u4e94\u3001\u4ece\u57fa\u7ebf\u5230\u884c\u52a8\uff1a\u9a71\u52a8\u6027\u80fd\u4f18\u5316\u7684\u5b9e\u6218\u6848\u4f8b<\/strong><\/h3>\n<p>\u67d0\u5728\u7ebf\u6559\u80b2\u5e73\u53f0\u901a\u8fc7APM\u5de5\u5177\u53d1\u73b0\uff0c\u8bfe\u7a0b\u8be6\u60c5\u9875\u7684<strong>API\u54cd\u5e94\u65f6\u95f4\u57fa\u7ebf<\/strong>\u4ece200ms\u9010\u6b65\u4e0a\u5347\u81f3500ms\u3002\u6280\u672f\u56e2\u961f\u8fdb\u4e00\u6b65\u94bb\u53d6\u53d1\u73b0\uff1a<\/p>\n<ul>\n<li><strong>\u6839\u672c\u539f\u56e0<\/strong>\uff1a\u8bfe\u7a0b\u63a8\u8350\u7b97\u6cd5\u5f15\u5165\u4e86\u5b9e\u65f6\u7528\u6237\u753b\u50cf\u8ba1\u7b97\uff0c\u5bfc\u81f4\u6570\u636e\u5e93\u67e5\u8be2\u590d\u6742\u5ea6\u6307\u6570\u7ea7\u589e\u957f\uff1b\n<\/li>\n<li><strong>\u4f18\u5316\u65b9\u6848<\/strong>\uff1a\u5c06\u5b9e\u65f6\u8ba1\u7b97\u6539\u4e3a\u79bb\u7ebf\u9884\u751f\u6210+\u7f13\u5b58\u66f4\u65b0\uff0c\u54cd\u5e94\u65f6\u95f4\u6062\u590d\u81f3\u57fa\u7ebf\u8303\u56f4\u5185\uff1b\n<\/li>\n<li><strong>\u4e1a\u52a1\u6536\u76ca<\/strong>\uff1a\u9875\u9762\u8df3\u51fa\u7387\u4e0b\u964d12%\uff0c\u4ed8\u8d39\u8f6c\u5316\u7387\u63d0\u53478%\u3002\n<\/li>\n<\/ul>\n<p><em>\u8fd9\u4e00\u6848\u4f8b\u63ed\u793a\u4e86\u57fa\u7ebf\u4e0d\u4ec5\u7528\u4e8e\u53d1\u73b0\u95ee\u9898\uff0c\u66f4\u80fd\u901a\u8fc7\u8d8b\u52bf\u5206\u6790\u5b9a\u4f4d\u4f18\u5316\u4f18\u5148\u7ea7\u3002<\/em><\/p>\n<hr>\n<h3 id=\"\u516d-\u672a\u6765\u8d8b\u52bf-ai\u5982\u4f55\u91cd\u5851\u6027\u80fd\u57fa\u7ebf\u7ba1\u7406\"><strong>\u516d\u3001\u672a\u6765\u8d8b\u52bf\uff1aAI\u5982\u4f55\u91cd\u5851\u6027\u80fd\u57fa\u7ebf\u7ba1\u7406\uff1f<\/strong><\/h3>\n<p>\u968f\u7740AIOps\u7684\u666e\u53ca\uff0c\u6027\u80fd\u57fa\u7ebf\u7ba1\u7406\u6b63\u8d70\u5411\u66f4\u9ad8\u9636\u7684\u9636\u6bb5\uff1a<\/p>\n<ul>\n<li><strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\u81ea\u52a8\u5316<\/strong>\uff1a\u5f53\u57fa\u7ebf\u88ab\u7a81\u7834\u65f6\uff0cAI\u5f15\u64ce\u81ea\u52a8\u5173\u8054\u65e5\u5fd7\u3001\u62d3\u6251\u53d8\u66f4\u8bb0\u5f55\uff0c\u7f29\u77ed\u6545\u969c\u5b9a\u4f4d\u65f6\u95f4\uff1b\n<\/li>\n<li><strong>\u9884\u6d4b\u6027\u57fa\u7ebf<\/strong>\uff1a\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u9884\u6d4b\u672a\u6765\u6027\u80fd\u8d8b\u52bf\uff0c\u63d0\u524d\u89e6\u53d1\u6269\u5bb9\u6216\u4f18\u5316\uff1b\n<\/li>\n<li><strong>\u81ea\u9002\u5e94\u57fa\u7ebf<\/strong>\uff1a\u5728\u6df7\u5408\u4e91\u3001\u8fb9\u7f18\u8ba1\u7b97\u7b49\u52a8\u6001\u73af\u5883\u4e2d\uff0c\u57fa\u7ebf\u968f\u57fa\u7840\u8bbe\u65bd\u53d8\u5316\u81ea\u52a8\u8c03\u6574\u9608\u503c\u3002\n<\/li>\n<\/ul>\n<p><em>Gartner\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c70%\u7684\u6027\u80fd\u57fa\u7ebf\u5c06\u91c7\u7528AI\u9a71\u52a8\u6a21\u578b\uff0c\u4f7f\u8fd0\u7ef4\u6548\u7387\u63d0\u534740%\u4ee5\u4e0a\u3002<\/em><\/p>\n<hr>\n<p>\u901a\u8fc7\u4e0a\u8ff0\u65b9\u6cd5\u8bba\u4e0e\u6848\u4f8b\u53ef\u4ee5\u770b\u51fa\uff0c<strong>\u6027\u80fd\u57fa\u7ebf\u8bbe\u7f6e\u7edd\u975e\u7b80\u5355\u7684\u9608\u503c\u914d\u7f6e<\/strong>\uff0c\u800c\u662f\u9700\u8981\u7ed3\u5408\u4e1a\u52a1\u76ee\u6807\u3001\u6280\u672f\u67b6\u6784\u4e0e\u6570\u636e\u5206\u6790\u80fd\u529b\u7684\u7cfb\u7edf\u5de5\u7a0b\u3002\u5728APM\u5de5\u5177\u7684\u8d4b\u80fd\u4e0b\uff0c\u4f01\u4e1a\u80fd\u591f\u5c06\u6027\u80fd\u7ba1\u7406\u4ece\u201c\u4e8b\u540e\u8865\u6551\u201d\u8f6c\u5411\u201c\u4e8b\u524d\u9884\u9632\u201d\uff0c\u771f\u6b63\u5b9e\u73b0\u7a33\u5b9a\u6027\u548c\u7528\u6237\u4f53\u9a8c\u7684\u53cc\u91cd\u63d0\u5347\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 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