{"id":33334,"date":"2025-03-04T11:59:11","date_gmt":"2025-03-04T03:59:11","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=33334"},"modified":"2025-03-04T11:59:11","modified_gmt":"2025-03-04T03:59:11","slug":"%e7%bd%91%e7%bb%9c%e6%b5%81%e9%87%8f%e9%87%87%e9%9b%86%e5%a6%82%e4%bd%95%e6%94%af%e6%8c%81%e7%bd%91%e7%bb%9c%e5%ae%b9%e9%87%8f%e8%a7%84%e5%88%92%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/33334.html","title":{"rendered":"\u7f51\u7edc\u6d41\u91cf\u91c7\u96c6\u5982\u4f55\u652f\u6301\u7f51\u7edc\u5bb9\u91cf\u89c4\u5212\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/L2LEtvtcgl.jpg\" alt=\"\u7f51\u7edc\u6d41\u91cf\u91c7\u96c6\u5982\u4f55\u652f\u6301\u7f51\u7edc\u5bb9\u91cf\u89c4\u5212\uff1f\" 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id=\"\u4e8c-\u4ece-\u7ecf\u9a8c\u9a71\u52a8-\u5230-\u6570\u636e\u9a71\u52a8-\u7684\u89c4\u5212\u9769\u547d\">\u4e8c\u3001\u4ece\u201c\u7ecf\u9a8c\u9a71\u52a8\u201d\u5230\u201c\u6570\u636e\u9a71\u52a8\u201d\u7684\u89c4\u5212\u9769\u547d<\/h3>\n<p>\u4f20\u7edf\u7f51\u7edc\u6269\u5bb9\u5f80\u5f80\u4f9d\u8d56\u5de5\u7a0b\u5e08\u7684\u7ecf\u9a8c\u5224\u65ad\uff0c\u5bb9\u6613\u9677\u5165\u4e24\u79cd\u6781\u7aef\uff1a<strong>\u8fc7\u5ea6\u914d\u7f6e\u5bfc\u81f4\u8d44\u6e90\u95f2\u7f6e<\/strong>\uff0c\u6216<strong>\u914d\u7f6e\u4e0d\u8db3\u5f15\u53d1\u6027\u80fd\u74f6\u9888<\/strong>\u3002\u67d0\u7701\u7ea7\u653f\u52a1\u4e91\u5e73\u53f0\u5728\u5f15\u5165\u6d41\u91cf\u91c7\u96c6\u7cfb\u7edf\u540e\uff0c\u53d1\u73b0\u5176OA\u7cfb\u7edf\u5728\u5de5\u4f5c\u65e59:00-11:00\u4ea7\u751f\u7684\u6d41\u91cf\u5360\u5168\u5929\u603b\u91cf\u768463%\uff0c\u800c\u591c\u95f4\u5229\u7528\u7387\u4e0d\u8db35%\u3002\u57fa\u4e8e\u6b64\uff0c\u4ed6\u4eec\u91c7\u7528<strong>\u52a8\u6001\u5e26\u5bbd\u5206\u914d\u7b56\u7565<\/strong>\uff0c\u5c06\u5197\u4f59\u8d44\u6e90\u8c03\u5ea6\u81f3\u5b9e\u65f6\u6027\u8981\u6c42\u66f4\u9ad8\u7684\u89c6\u9891\u76d1\u63a7\u7cfb\u7edf\uff0c\u4f7f\u6574\u4f53\u7f51\u7edc\u6548\u7387\u63d0\u534734%\u3002<\/p>\n<p><em>\u6570\u636e\u9a71\u52a8\u7684\u89c4\u5212\u6a21\u578b\u5305\u542b\u4e09\u5927\u6b65\u9aa4\uff1a<\/em><\/p>\n<ol>\n<li><strong>\u57fa\u7ebf\u5efa\u7acb<\/strong>\uff1a\u901a\u8fc76-12\u4e2a\u6708\u7684\u6d41\u91cf\u5386\u53f2\u6570\u636e\uff0c\u6784\u5efa\u5206\u4e1a\u52a1\u3001\u5206\u65f6\u6bb5\u7684\u5bb9\u91cf\u9700\u6c42\u57fa\u7ebf\n<\/li>\n<li><strong>\u8d8b\u52bf\u9884\u6d4b<\/strong>\uff1a\u8fd0\u7528ARIMA\u65f6\u95f4\u5e8f\u5217\u7b97\u6cd5\uff0c\u7ed3\u5408\u4e1a\u52a1\u589e\u957f\u8ba1\u5212\u63a8\u7b97\u672a\u67656-18\u4e2a\u6708\u7684\u9700\u6c42\n<\/li>\n<li><strong>\u573a\u666f\u6a21\u62df<\/strong>\uff1a\u5bf9\u53cc\u5341\u4e00\u3001\u65b0\u4ea7\u54c1\u4e0a\u7ebf\u7b49\u7279\u6b8a\u4e8b\u4ef6\u8fdb\u884c\u538b\u529b\u6d4b\u8bd5\uff0c\u9884\u5224\u5cf0\u503c\u51b2\u51fb\n<\/li>\n<\/ol>\n<p>Gartner\u7814\u7a76\u663e\u793a\uff0c\u91c7\u7528\u6b64\u6a21\u578b\u7684\u4f01\u4e1a\uff0c\u5176\u7f51\u7edc\u4e2d\u65ad\u7387\u4e0b\u964d58%\uff0c\u800c\u6269\u5bb9\u51b3\u7b56\u5468\u671f\u7f29\u77ed\u81f3\u539f\u6765\u76841\/3\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-ai\u6a21\u578b-\u8ba9\u6d41\u91cf\u9884\u6d4b\u7a81\u7834\u4eba\u7c7b\u8ba4\u77e5\u6781\u9650\">\u4e09\u3001AI\u6a21\u578b\uff1a\u8ba9\u6d41\u91cf\u9884\u6d4b\u7a81\u7834\u4eba\u7c7b\u8ba4\u77e5\u6781\u9650<\/h3>\n<p>\u5f535G\u7f51\u7edc\u5ef6\u8fdf\u964d\u81f3\u6beb\u79d2\u7ea7\uff0c\u4eba\u5de5\u5206\u6790\u6d77\u91cf\u6d41\u91cf\u6570\u636e\u5df2\u4e0d\u73b0\u5b9e\u3002\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684\u4ecb\u5165\uff0c\u4f7f\u5f97<strong>\u5fae\u79d2\u7ea7\u6d41\u91cf\u6ce2\u52a8\u9884\u6d4b<\/strong>\u6210\u4e3a\u53ef\u80fd\u3002\u67d0\u8bc1\u5238\u4ea4\u6613\u6240\u901a\u8fc7LSTM\u795e\u7ecf\u7f51\u7edc\uff0c\u57280.8\u79d2\u5185\u8bc6\u522b\u51fa\u7531\u7a0b\u5e8f\u5316\u4ea4\u6613\u5f15\u53d1\u7684\u6d41\u91cf\u6fc0\u589e\uff0c\u63d0\u524d15\u5206\u949f\u89e6\u53d1\u5e26\u5bbd\u5f39\u6027\u6269\u5c55\uff0c\u907f\u514d\u4e86\u4ea4\u6613\u6307\u4ee4\u961f\u5217\u5806\u79ef\u3002<\/p>\n<p><em>AI\u5728\u5bb9\u91cf\u89c4\u5212\u4e2d\u7684\u5178\u578b\u5e94\u7528\u573a\u666f\u5305\u62ec\uff1a<\/em><\/p>\n<ul>\n<li><strong>\u5f02\u5e38\u6a21\u5f0f\u81ea\u5b66\u4e60<\/strong>\uff1a\u81ea\u52a8\u6807\u8bb0\u504f\u79bb\u5386\u53f2\u57fa\u7ebf30%\u4ee5\u4e0a\u7684\u6d41\u91cf\u7a81\u53d8\n<\/li>\n<li><strong>\u591a\u7ef4\u5173\u8054\u5206\u6790<\/strong>\uff1a\u5c06\u6d41\u91cf\u53d8\u5316\u4e0e\u4e1a\u52a1\u65e5\u5fd7\u3001\u7528\u6237\u884c\u4e3a\u6570\u636e\u8fdb\u884c\u56e0\u679c\u63a8\u65ad\n<\/li>\n<li><strong>\u81ea\u4e3b\u51b3\u7b56\u5f15\u64ce<\/strong>\uff1a\u6839\u636e\u9884\u8bbe\u7b56\u7565\u81ea\u52a8\u6267\u884c\u5e26\u5bbd\u8c03\u6574\u3001\u6d41\u91cf\u6574\u5f62\u7b49\u64cd\u4f5c\n<\/li>\n<\/ul>\n<p>IDC\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c70%\u7684\u4f01\u4e1a\u5c06\u628aAI\u9a71\u52a8\u7684\u6d41\u91cf\u5206\u6790\u7eb3\u5165\u7f51\u7edc\u7ba1\u7406\u4f53\u7cfb\uff0c\u4f7f\u5bb9\u91cf\u89c4\u5212\u4ece\u201c\u4e8b\u540e\u54cd\u5e94\u201d\u8f6c\u5411\u201c\u4e8b\u524d\u9884\u9632\u201d\u3002<\/p>\n<hr>\n<h3 id=\"\u56db-\u4e91\u539f\u751f\u73af\u5883\u4e0b\u7684\u52a8\u6001\u5bb9\u91cf\u7ba1\u7406\">\u56db\u3001\u4e91\u539f\u751f\u73af\u5883\u4e0b\u7684\u52a8\u6001\u5bb9\u91cf\u7ba1\u7406<\/h3>\n<p>\u5728\u6df7\u5408\u4e91\u67b6\u6784\u4e2d\uff0c\u4f20\u7edf\u57fa\u4e8e\u7269\u7406\u8bbe\u5907\u7684\u9759\u6001\u89c4\u5212\u6a21\u578b\u5f7b\u5e95\u5931\u6548\u3002\u67d0\u89c6\u9891\u6d41\u5a92\u4f53\u5e73\u53f0\u501f\u52a9Kubernetes\u96c6\u7fa4\u7684\u6d41\u91cf\u91c7\u96c6\u63d2\u4ef6\uff0c\u5b9e\u65f6\u76d1\u63a72000+\u5fae\u670d\u52a1\u95f4\u7684\u901a\u4fe1\u77e9\u9635\uff0c\u5f53\u67d0\u4e2a\u5185\u5bb9\u63a8\u8350\u670d\u52a1\u7684QPS\uff08\u6bcf\u79d2\u67e5\u8be2\u6570\uff09\u7a81\u589e200%\u65f6\uff0c\u7cfb\u7edf\u572812\u79d2\u5185\u5b8c\u6210\u4ee5\u4e0b\u52a8\u4f5c\uff1a<\/p>\n<ol>\n<li>\u81ea\u52a8\u6269\u5c55\u8be5\u670d\u52a1\u7684Pod\u526f\u672c\u6570\n<\/li>\n<li>\u8c03\u6574\u8d1f\u8f7d\u5747\u8861\u6743\u91cd\n<\/li>\n<li>\u5bf9\u5173\u8054\u6570\u636e\u5e93\u5b9e\u4f8b\u8fdb\u884c\u5782\u76f4\u6269\u5bb9\n<\/li>\n<\/ol>\n<p>\u8fd9\u79cd<strong>\u201c\u611f\u77e5-\u5206\u6790-\u6267\u884c\u201d\u95ed\u73af<\/strong>\u7684\u5b9e\u73b0\uff0c\u4f9d\u8d56\u4e8e\u4e09\u4e2a\u6280\u672f\u652f\u67f1\uff1a<\/p>\n<ul>\n<li><strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\u7cfb\u7edf<\/strong>\uff08\u5982Jaeger\u3001Zipkin\uff09\u7ed8\u5236\u670d\u52a1\u4f9d\u8d56\u56fe\u8c31\n<\/li>\n<li><strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">eBPF<\/a>\u6280\u672f<\/strong>\u5728\u5185\u6838\u5c42\u5b9e\u73b0\u96f6\u4fb5\u6270\u6d41\u91cf\u6355\u83b7\n<\/li>\n<li><strong>\u58f0\u660e\u5f0fAPI<\/strong>\u5c06\u5bb9\u91cf\u7b56\u7565\u7f16\u7801\u4e3a\u53ef\u7248\u672c\u63a7\u5236\u7684\u914d\u7f6e\u6587\u4ef6\n<\/li>\n<\/ul>\n<p>\u7edf\u8ba1\u8868\u660e\uff0c\u4e91\u539f\u751f\u4f53\u7cfb\u4e2d\u7684\u52a8\u6001\u5bb9\u91cf\u7ba1\u7406\u53ef\u4f7f\u8d44\u6e90\u5229\u7528\u7387\u7a33\u5b9a\u572875%-85%\u7684\u201c\u9ec4\u91d1\u533a\u95f4\u201d\uff0c\u76f8\u6bd4\u9759\u6001\u914d\u7f6e\u6a21\u5f0f\u63d0\u53472-3\u500d\u6548\u76ca\u3002<\/p>\n<hr>\n<h3 id=\"\u4e94-\u4ece\u6570\u636e\u5230\u4ef7\u503c-\u6784\u5efa\u4f01\u4e1a\u7ea7\u6d41\u91cf\u5206\u6790\u4f53\u7cfb\">\u4e94\u3001\u4ece\u6570\u636e\u5230\u4ef7\u503c\uff1a\u6784\u5efa\u4f01\u4e1a\u7ea7\u6d41\u91cf\u5206\u6790\u4f53\u7cfb<\/h3>\n<p>\u843d\u5730\u6709\u6548\u7684\u5bb9\u91cf\u89c4\u5212\u65b9\u6848\uff0c\u9700\u8981\u8de8\u8d8a\u201c\u5de5\u5177\u5806\u780c\u201d\u9636\u6bb5\uff0c\u5efa\u7acb<strong>\u7aef\u5230\u7aef\u7684\u6d41\u91cf\u4ef7\u503c\u8f6c\u5316\u94fe<\/strong>\u3002\u67d0\u8de8\u56fd\u94f6\u884c\u7684\u5b9e\u8df5\u8def\u5f84\u503c\u5f97\u501f\u9274\uff1a<\/p>\n<ol>\n<li><strong>\u7edf\u4e00\u6570\u636e\u6e56<\/strong>\uff1a\u6574\u5408\u7f51\u7edc\u8bbe\u5907\u65e5\u5fd7\u3001\u5e94\u7528\u6027\u80fd\u76d1\u63a7\uff08APM\uff09\u3001\u5b89\u5168\u4e8b\u4ef6\u4fe1\u606f\n<\/li>\n<li><strong>\u5efa\u7acb\u6d41\u91cf\u5065\u5eb7\u5ea6\u6307\u6807<\/strong>\uff1a\u5b9a\u4e49\u6d41\u91cf\u9971\u548c\u5ea6\u3001\u4e1a\u52a1\u5f71\u54cd\u7cfb\u6570\u3001\u6269\u5bb9\u7d27\u6025\u5ea6\u4e09\u7ea7\u8bc4\u4f30\u4f53\u7cfb\n<\/li>\n<li><strong>\u53ef\u89c6\u5316\u51b3\u7b56\u770b\u677f<\/strong>\uff1a\u7528\u70ed\u529b\u56fe\u5448\u73b0\u5404\u533a\u57df\u673a\u623f\u7684\u5e26\u5bbd\u538b\u529b\uff0c\u7528\u8d8b\u52bf\u7ebf\u9884\u8b666\u4e2a\u6708\u540e\u7684\u5bb9\u91cf\u7f3a\u53e3\n<\/li>\n<\/ol>\n<p>\u8be5\u4f53\u7cfb\u8fd0\u884c\u4e00\u5e74\u540e\uff0c\u5176\u5168\u7403\u6570\u636e\u4e2d\u5fc3\u7684\u5e73\u5747\u5ef6\u8fdf\u964d\u4f4e22%\uff0c\u800c\u8de8\u533a\u6d41\u91cf\u8c03\u5ea6\u6210\u672c\u51cf\u5c11190\u4e07\u7f8e\u5143\/\u5e74\u3002\u8fd9\u5370\u8bc1\u4e86<strong>\u201c\u6d41\u91cf\u5373\u6218\u7565\u8d44\u4ea7\u201d<\/strong>\u7684\u6838\u5fc3\u7406\u5ff5\u2014\u2014\u5f53\u4f01\u4e1a\u80fd\u591f\u900f\u89c6\u6bcf\u4e00\u5b57\u8282\u6d41\u91cf\u7684\u4e1a\u52a1\u542b\u4e49\uff0c\u7f51\u7edc\u5bb9\u91cf\u89c4\u5212\u5c31\u4ece\u6210\u672c\u4e2d\u5fc3\u8715\u53d8\u4e3a\u7ade\u4e89\u529b\u5f15\u64ce\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u6570\u636e\u4e2d\u5fc3\u6bcf\u5929\u627f\u8f7d\u7740PB\u7ea7\u7684\u6570\u636e\u541e\u5410\uff0c\u89c6\u9891\u4f1a\u8bae\u3001\u4e91\u8ba1\u7b97\u3001\u7269\u8054\u7f51\u8bbe\u5907\u7684\u7206\u53d1\u5f0f\u589e\u957f\u8ba9\u7f51\u7edc\u5e26\u5bbd\u5982\u540c\u57ce\u5e02\u4ea4\u901a\u822c\u9762\u4e34\u62e5\u5835\u98ce\u9669\u3002\u67d0\u8de8\u56fd\u96f6\u552e\u4f01\u4e1a\u66fe\u56e0\u201c\u9ed1\u8272\u661f\u671f\u4e94\u201d\u4fc3\u9500\u671f\u95f4\u7a81\u589e\u7684\u6d41\u91cf\u5bfc\u81f4\u652f\u4ed8\u7cfb\u7edf\u762b\u75ea\uff0c\u76f4\u63a5\u635f\u5931\u8d85\u5343\u4e07\u7f8e\u5143\u2014\u2014\u8fd9\u6837\u7684\u573a\u666f\u63ed\u793a\u4e86\u4e00\u4e2a\u6b8b\u9177\u73b0\u5b9e\uff1a\u7f3a\u4e4f\u7cbe\u51c6\u7684\u6d41\u91cf\u6d1e\u5bdf\uff0c\u4efb\u4f55\u7f51\u7edc\u6269\u5bb9\u51b3\u7b56\u90fd\u53ef\u80fd\u6210\u4e3a\u4e00\u573a\u8d44\u6e90\u6d6a\u8d39\u7684\u8d4c\u535a\u3002\u800c\u7f51\u7edc\u6d41\u91cf\u91c7\u96c6\u6280\u672f\uff0c\u6b63\u662f\u89e3\u5f00\u8fd9\u573a\u56f0\u5c40\u7684\u6838\u5fc3\u94a5\u5319\u3002 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