{"id":33776,"date":"2025-03-07T11:09:52","date_gmt":"2025-03-07T03:09:52","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=33776"},"modified":"2025-03-07T11:09:52","modified_gmt":"2025-03-07T03:09:52","slug":"%e4%ba%91%e5%8e%9f%e7%94%9fapm%e5%a6%82%e4%bd%95%e7%9b%91%e6%8e%a7%e5%ba%94%e7%94%a8%e7%9a%84%e8%b5%84%e6%ba%90%e4%bd%bf%e7%94%a8%e6%83%85%e5%86%b5%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/33776.html","title":{"rendered":"\u4e91\u539f\u751fAPM\u5982\u4f55\u76d1\u63a7\u5e94\u7528\u7684\u8d44\u6e90\u4f7f\u7528\u60c5\u51b5\uff1f"},"content":{"rendered":"

\n

\"\u4e91\u539f\u751fAPM\u5982\u4f55\u76d1\u63a7\u5e94\u7528\u7684\u8d44\u6e90\u4f7f\u7528\u60c5\u51b5\uff1f\"<\/p>\n<\/p>\n

\u524d\u8a00<\/strong>
\n\u5728\u6570\u5b57\u5316\u6d6a\u6f6e\u5e2d\u5377\u5168\u7403\u7684\u4eca\u5929\uff0c\u4f01\u4e1a\u5e94\u7528\u6b63\u52a0\u901f\u5411\u4e91\u539f\u751f\u67b6\u6784\u8fc1\u79fb\u3002\u5bb9\u5668\u5316\u3001\u5fae\u670d\u52a1\u3001\u52a8\u6001\u7f16\u6392\u7b49\u6280\u672f\u8d4b\u4e88\u4e86\u4e1a\u52a1\u524d\u6240\u672a\u6709\u7684\u654f\u6377\u6027\uff0c\u4f46\u968f\u4e4b\u800c\u6765\u7684\u8d44\u6e90\u7ba1\u7406\u590d\u6742\u6027\u5374\u8ba9\u8fd0\u7ef4\u56e2\u961f\u5982\u5c65\u8584\u51b0\u3002\u5f53\u5e94\u7528\u7684\u5b9e\u4f8b\u6570\u91cf\u968f\u6d41\u91cf\u6ce2\u52a8\u800c\u52a8\u6001\u53d8\u5316\u65f6\uff0c\u5982\u4f55\u7cbe\u51c6\u638c\u63e1\u6bcf\u4e2a\u670d\u52a1\u3001\u5bb9\u5668\u751a\u81f3\u4ee3\u7801\u5c42\u7684\u8d44\u6e90\u6d88\u8017\uff1f<\/strong> \u8fd9\u6b63\u662f\u4e91\u539f\u751fAPM<\/a>\uff08\u5e94\u7528\u6027\u80fd\u7ba1\u7406<\/a>\uff09\u5de5\u5177\u7684\u6838\u5fc3\u4ef7\u503c\u6240\u5728\u3002\u5b83\u4e0d\u4ec5\u662f\u8fd0\u7ef4\u4eba\u5458\u7684\u201c\u900f\u89c6\u955c\u201d\uff0c\u66f4\u662f\u4fdd\u969c\u7cfb\u7edf\u7a33\u5b9a\u6027\u548c\u6210\u672c\u6548\u7387\u7684\u201c\u5b88\u95e8\u4eba\u201d\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u4e91\u539f\u751fAPM<\/a>\u5982\u4f55\u901a\u8fc7\u591a\u7ef4\u76d1\u63a7\u4e0e\u667a\u80fd\u5206\u6790\uff0c\u5728\u52a8\u6001\u73af\u5883\u4e2d\u5b9e\u73b0\u8d44\u6e90\u4f7f\u7528\u7684\u900f\u660e\u5316\u7ba1\u7406\u3002<\/p>\n

\n

\u4e00\u3001\u4e91\u539f\u751f\u73af\u5883\u4e2d\u7684\u8d44\u6e90\u76d1\u63a7\u6311\u6218<\/strong><\/h3>\n

\u4e0e\u4f20\u7edf\u5355\u4f53\u67b6\u6784\u4e0d\u540c\uff0c\u4e91\u539f\u751f\u5e94\u7528\u901a\u5e38\u4ee5\u5fae\u670d\u52a1<\/strong>\u5f62\u5f0f\u8fd0\u884c\u5728\u52a8\u6001\u8c03\u5ea6\u7684\u5bb9\u5668\u4e2d\uff0c\u8d44\u6e90\u5206\u914d\u9ad8\u5ea6\u5f39\u6027\u5316\u3002\u8fd9\u79cd\u67b6\u6784\u5e26\u6765\u4e86\u4e09\u65b9\u9762\u6311\u6218\uff1a<\/p>\n

    \n
  1. \u52a8\u6001\u6027<\/strong>\uff1a\u5bb9\u5668\u7684\u5feb\u901f\u542f\u505c\u548c\u6269\u5bb9\u7f29\u5bb9\u5bfc\u81f4\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u96be\u4ee5\u8ffd\u8e2a\u77ac\u65f6\u8d44\u6e90\u72b6\u6001\uff1b\n<\/li>\n
  2. \u9897\u7c92\u5ea6\u7ec6\u5316<\/strong>\uff1a\u5355\u4e2a\u670d\u52a1\u53ef\u80fd\u5206\u5e03\u5728\u6570\u767e\u4e2a\u5bb9\u5668\u4e2d\uff0c\u9700\u540c\u65f6\u76d1\u63a7\u8fdb\u7a0b\u3001\u5bb9\u5668\u3001\u8282\u70b9\u7b49\u591a\u5c42\u8d44\u6e90\uff1b\n<\/li>\n
  3. \u5173\u8054\u6027\u5206\u6790<\/strong>\uff1a\u8d44\u6e90\u4f7f\u7528\u5f02\u5e38\uff08\u5982CPU\u98d9\u5347\uff09\u9700\u5feb\u901f\u5b9a\u4f4d\u5230\u5177\u4f53\u4ee3\u7801\u6bb5\u6216\u4f9d\u8d56\u670d\u52a1\uff0c\u800c\u975e\u4ec5\u505c\u7559\u5728\u57fa\u7840\u8bbe\u65bd\u5c42\u3002\n<\/li>\n<\/ol>\n

    \u67d0\u7535\u5546\u5e73\u53f0\u5728\u4fc3\u9500\u671f\u95f4\u56e0\u67d0\u4e2a\u5546\u54c1\u63a8\u8350\u670d\u52a1\u5185\u5b58\u6cc4\u6f0f\u5bfc\u81f4\u96c6\u7fa4\u8282\u70b9\u6279\u91cf\u5d29\u6e83\uff0c\u4f20\u7edf\u76d1\u63a7\u4ec5\u80fd\u53d1\u73b0\u8282\u70b9\u7ea7\u8d44\u6e90\u8017\u5c3d\uff0c\u800c\u4e91\u539f\u751fAPM<\/strong>\u5219\u53ef\u901a\u8fc7\u8c03\u7528\u94fe\u8ffd\u8e2a<\/strong>\u76f4\u63a5\u5b9a\u4f4d\u5230\u95ee\u9898\u4ee3\u7801\uff0c\u5c06\u6545\u969c\u4fee\u590d\u65f6\u95f4\u4ece\u5c0f\u65f6\u7ea7\u7f29\u77ed\u81f3\u5206\u949f\u7ea7\u3002<\/p>\n

    \n

    \u4e8c\u3001\u4e91\u539f\u751fAPM\u7684\u56db\u5927\u6838\u5fc3\u76d1\u63a7\u7ef4\u5ea6<\/strong><\/h3>\n

    1. CPU\u4e0e\u8ba1\u7b97\u8d44\u6e90\u76d1\u63a7<\/strong><\/h4>\n

    \u4e91\u539f\u751fAPM\u901a\u8fc7\u5185\u6838\u7ea7\u6570\u636e\u91c7\u96c6<\/strong>\uff08\u5982eBPF\u6280\u672f\uff09\u5b9e\u65f6\u6355\u83b7\u5bb9\u5668\u8fdb\u7a0b\u7684CPU\u4f7f\u7528\u7387\u3001\u4e0a\u4e0b\u6587\u5207\u6362\u9891\u7387\u7b49\u6307\u6807\u3002\u4f8b\u5982\uff0c\u5f53\u67d0\u4e2a\u670d\u52a1\u7684CPU\u4f7f\u7528\u7387\u8d85\u8fc7\u9608\u503c\u65f6\uff0c\u5de5\u5177\u4f1a\u81ea\u52a8\u5173\u8054\u8be5\u670d\u52a1\u5bf9\u5e94\u7684Kubernetes Pod\u6807\u7b7e<\/strong>\uff0c\u5e76\u7ed3\u5408\u5386\u53f2\u6570\u636e\u5224\u65ad\u662f\u6b63\u5e38\u4e1a\u52a1\u8d1f\u8f7d\u8fd8\u662f\u4ee3\u7801\u903b\u8f91\u7f3a\u9677\u3002\u91cd\u70b9\u5728\u4e8e\u533a\u5206\u201c\u77ed\u65f6\u5cf0\u503c\u201d\u4e0e\u201c\u6301\u7eed\u9ad8\u8d1f\u8f7d\u201d<\/em>\uff0c\u907f\u514d\u56e0\u8bef\u5224\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u81ea\u52a8\u6269\u5bb9\u3002<\/p>\n

    2. \u5185\u5b58\u5206\u6790\u4e0e\u6cc4\u6f0f\u68c0\u6d4b<\/strong><\/h4>\n

    \u5185\u5b58\u6cc4\u6f0f\u5728\u5fae\u670d\u52a1\u4e2d\u5c24\u4e3a\u9690\u853d\u3002APM\u5de5\u5177\u4f1a\u6301\u7eed\u8ddf\u8e2aJVM\u5806\u5185\u5b58\u3001\u975e\u5806\u5185\u5b58\u3001Page Cache<\/strong>\u7b49\u7ec6\u5206\u6307\u6807\uff0c\u5e76\u901a\u8fc7\u706b\u7130\u56fe<\/strong>\u53ef\u89c6\u5316\u5185\u5b58\u5206\u914d\u70ed\u70b9\u3002\u4f8b\u5982\uff0c\u67d0\u91d1\u878d\u7cfb\u7edf\u901a\u8fc7APM\u53d1\u73b0\u8ba2\u5355\u670d\u52a1\u5b58\u5728\u672a\u5173\u95ed\u7684\u6570\u636e\u5e93\u8fde\u63a5\u6c60\uff0c\u5355\u5bb9\u5668\u5185\u5b58\u5360\u7528\u6bcf\u5468\u589e\u957f2%\uff0c\u6700\u7ec8\u5728\u8fbe\u5230OOM\uff08\u5185\u5b58\u6ea2\u51fa\uff09\u9608\u503c\u524d\u5b8c\u6210\u4fee\u590d\u3002<\/p>\n

    3. \u5b58\u50a8I\/O\u4e0e\u6301\u4e45\u5316\u6027\u80fd<\/strong><\/h4>\n

    \u5bb9\u5668\u5316\u5e94\u7528\u7684\u5b58\u50a8\u6027\u80fd\u53d7\u9650\u4e8eCSI\uff08\u5bb9\u5668\u5b58\u50a8\u63a5\u53e3\uff09\u9a71\u52a8\u6027\u80fd<\/strong>\u3001\u7f51\u7edc\u5ef6\u8fdf\u7b49\u591a\u91cd\u56e0\u7d20\u3002APM\u901a\u8fc7\u76d1\u63a7\u8bfb\u5199\u5ef6\u8fdf\u3001IOPS\u3001\u541e\u5410\u91cf<\/strong>\u7b49\u6307\u6807\uff0c\u7ed3\u5408\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\u6280\u672f\uff0c\u53ef\u8bc6\u522b\u51fa\u56e0\u5b58\u50a8\u6027\u80fd\u74f6\u9888\u5bfc\u81f4\u7684\u8bf7\u6c42\u8d85\u65f6\u95ee\u9898\u3002\u6bd4\u5982\uff0c\u67d0\u89c6\u9891\u5904\u7406\u5e73\u53f0\u901a\u8fc7APM\u53d1\u73b090%\u7684\u8f6c\u7801\u4efb\u52a1\u5ef6\u8fdf\u6e90\u4e8e\u5171\u4eab\u5b58\u50a8\u5377\u7684\u5e26\u5bbd\u4e89\u62a2\uff0c\u6700\u7ec8\u901a\u8fc7\u6539\u7528\u672c\u5730SSD\u7f13\u5b58\u4f18\u5316\u4e86\u6027\u80fd\u3002<\/p>\n

    4. \u7f51\u7edc\u6d41\u91cf\u4e0e\u901a\u4fe1\u5f00\u9500<\/strong><\/h4>\n

    \u5728\u670d\u52a1\u7f51\u683c\uff08Service Mesh\uff09\u67b6\u6784\u4e2d\uff0cAPM\u4f1a\u91c7\u96c6Envoy Sidecar\u4ee3\u7406<\/strong>\u7684\u6d41\u91cf\u6570\u636e\uff0c\u5206\u6790\u670d\u52a1\u95f4\u8c03\u7528\u7684\u5ef6\u8fdf\u3001\u9519\u8bef\u7387\u53ca\u541e\u5410\u91cf\u3002\u4f8b\u5982\uff0c\u67d0\u793e\u4ea4\u5e94\u7528\u53d1\u73b0\u7528\u6237\u767b\u5f55\u63a5\u53e3\u768499\u5206\u4f4d\u5ef6\u8fdf\u5f02\u5e38\u5347\u9ad8\uff0c\u7ecfAPM\u5206\u6790\uff0c\u6839\u672c\u539f\u56e0\u662f\u8eab\u4efd\u9a8c\u8bc1\u670d\u52a1\u4e0eRedis\u96c6\u7fa4\u8de8\u53ef\u7528\u533a\u901a\u4fe1\uff0c\u6700\u7ec8\u901a\u8fc7\u8c03\u6574\u90e8\u7f72\u62d3\u6251\u964d\u4f4e\u7f51\u7edc\u6296\u52a8\u5f71\u54cd\u3002<\/p>\n

    \n

    \u4e09\u3001\u5173\u952e\u6280\u672f\uff1a\u4ece\u6570\u636e\u91c7\u96c6\u5230\u667a\u80fd\u6d1e\u5bdf<\/strong><\/h3>\n

    1. \u65e0\u4fb5\u5165\u5f0f\u63a2\u9488\u4e0eSidecar\u6a21\u5f0f<\/strong><\/h4>\n

    \u73b0\u4ee3\u4e91\u539f\u751fAPM\u666e\u904d\u91c7\u7528\u65e0\u4fb5\u5165\u5f0f\u63a2\u9488<\/strong>\uff08\u5982OpenTelemetry Collector\uff09\uff0c\u901a\u8fc7DaemonSet\u90e8\u7f72\u5728\u8282\u70b9\u4e0a\uff0c\u81ea\u52a8\u6ce8\u5165\u5230\u5bb9\u5668\u4e2d\u91c7\u96c6\u6307\u6807\uff0c\u65e0\u9700\u4fee\u6539\u5e94\u7528\u4ee3\u7801\u3002\u800c\u5bf9\u4e8eService Mesh\u73af\u5883\uff0cSidecar\u4ee3\u7406<\/strong>\uff08\u5982Istio+Jaeger\uff09\u53ef\u76f4\u63a5\u622a\u83b7\u670d\u52a1\u95f4\u901a\u4fe1\u6570\u636e\uff0c\u5b9e\u73b0\u96f6\u4ee3\u7801\u6539\u9020\u7684\u76d1\u63a7\u8986\u76d6\u3002<\/p>\n

    2. \u591a\u7ef4\u6307\u6807\u5173\u8054\u5206\u6790<\/strong><\/h4>\n

    \u8d44\u6e90\u76d1\u63a7\u9700\u4e0e\u4e1a\u52a1\u6307\u6807\uff08\u5982QPS\u3001\u9519\u8bef\u7387\uff09\u8054\u52a8\u3002\u4f8b\u5982\uff0c\u5f53\u8ba2\u5355\u670d\u52a1\u7684CPU\u4f7f\u7528\u7387\u4e0a\u5347\u65f6\uff0cAPM\u4f1a\u5173\u8054\u8be5\u670d\u52a1\u7684\u9ec4\u91d1\u6307\u6807\uff08RED\uff1a\u8bf7\u6c42\u7387\u3001\u9519\u8bef\u7387\u3001\u6301\u7eed\u65f6\u95f4\uff09<\/strong>\uff0c\u82e5QPS\u540c\u6b65\u589e\u957f\u5219\u5224\u5b9a\u4e3a\u6b63\u5e38\u4e1a\u52a1\u8d1f\u8f7d\uff0c\u5426\u5219\u9700\u6392\u67e5\u4ee3\u7801\u6216\u914d\u7f6e\u95ee\u9898\u3002<\/p>\n

    3. AI\u9a71\u52a8\u7684\u5f02\u5e38\u68c0\u6d4b\u4e0e\u6839\u56e0\u5b9a\u4f4d<\/strong><\/h4>\n

    \u9886\u5148\u7684APM\u5e73\u53f0\u5df2\u5f15\u5165\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u901a\u8fc7\u57fa\u7ebf\u5efa\u6a21<\/strong>\u8bc6\u522b\u8d44\u6e90\u4f7f\u7528\u7684\u5f02\u5e38\u6ce2\u52a8\u3002\u4f8b\u5982\uff0c\u67d0APM\u7cfb\u7edf\u68c0\u6d4b\u5230\u67d0\u5bb9\u5668\u5185\u5b58\u5360\u7528\u5728\u51cc\u66683\u70b9\u7a81\u7136\u589e\u957f200%\uff0c\u81ea\u52a8\u5173\u8054\u65e5\u5fd7\u53d1\u73b0\u662f\u5b9a\u65f6\u4efb\u52a1\u672a\u91ca\u653e\u8d44\u6e90\uff0c\u5e76\u63a8\u8350\u201c\u589e\u52a0\u5185\u5b58\u9650\u989d\u201d\u6216\u201c\u4f18\u5316\u4efb\u52a1\u903b\u8f91\u201d\u4e24\u79cd\u4fee\u590d\u65b9\u6848\u3002<\/p>\n

    \n

    \u56db\u3001\u5b9e\u8df5\u6307\u5357\uff1a\u6784\u5efa\u8d44\u6e90\u76d1\u63a7\u4f53\u7cfb\u7684\u5173\u952e\u6b65\u9aa4<\/strong><\/h3>\n
      \n
    1. \u660e\u786e\u76d1\u63a7\u76ee\u6807\u5c42\u7ea7<\/strong>\uff1a\u4ece\u57fa\u7840\u8bbe\u65bd\uff08\u8282\u70b9\u3001\u5b58\u50a8\u5377\uff09\u3001\u5bb9\u5668\uff08Pod\u3001Sidecar\uff09\u3001\u670d\u52a1\uff08\u5fae\u670d\u52a1\uff09\u5230\u4ee3\u7801\uff08\u51fd\u6570\/\u65b9\u6cd5\uff09\u9010\u5c42\u5b9a\u4e49\u76d1\u63a7\u6307\u6807\uff1b\n<\/li>\n
    2. \u9009\u62e9\u9002\u914d\u4e91\u539f\u751f\u751f\u6001\u7684\u5de5\u5177\u94fe<\/strong>\uff1a\u4f18\u5148\u652f\u6301Prometheus<\/strong>\u3001Grafana<\/strong>\u3001Jaeger<\/strong>\u7b49\u5f00\u6e90\u6807\u51c6\uff0c\u786e\u4fdd\u4e0eKubernetes\u3001Istio\u7b49\u5e73\u53f0\u7684\u6df1\u5ea6\u96c6\u6210\uff1b\n<\/li>\n
    3. \u5236\u5b9a\u52a8\u6001\u9608\u503c\u7b56\u7565<\/strong>\uff1a\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u4e0e\u4e1a\u52a1\u5468\u671f\uff08\u5982\u5de5\u4f5c\u65e5\/\u8282\u5047\u65e5\uff09\u8bbe\u7f6e\u5f39\u6027\u544a\u8b66\u9608\u503c\uff0c\u907f\u514d\u9759\u6001\u9608\u503c\u5bfc\u81f4\u7684\u8bef\u62a5\uff1b\n<\/li>\n
    4. \u95ed\u73af\u4f18\u5316\u673a\u5236<\/strong>\uff1a\u5c06APM\u6570\u636e\u53cd\u9988\u81f3CI\/CD\u6d41\u6c34\u7ebf\uff0c\u4f8b\u5982\u5728\u538b\u6d4b\u9636\u6bb5\u8bc6\u522b\u9ad8\u8d44\u6e90\u6d88\u8017\u63a5\u53e3\u5e76\u89e6\u53d1\u81ea\u52a8\u4f18\u5316\u5efa\u8bae\u3002\n<\/li>\n<\/ol>\n

      \u6848\u4f8b<\/em>\uff1a\u67d0\u6e38\u620f\u516c\u53f8\u901a\u8fc7APM\u53d1\u73b0\u5176\u5339\u914d\u670d\u52a1\u7684Go\u534f\u7a0b\u6cc4\u6f0f\u95ee\u9898\uff0c\u5355\u4e2a\u5bb9\u5668\u5728\u9ad8\u5cf0\u671f\u521b\u5efa\u8d85\u8fc710\u4e07\u4e2a\u534f\u7a0b\uff0c\u6700\u7ec8\u901a\u8fc7\u9650\u5236\u534f\u7a0b\u6c60\u5927\u5c0f\u5e76\u4f18\u5316\u9501\u7ade\u4e89\uff0c\u4f7fCPU\u4f7f\u7528\u7387\u4e0b\u964d40%\u3002<\/p>\n

      \n

      \u4e94\u3001\u672a\u6765\u8d8b\u52bf\uff1a\u4ece\u76d1\u63a7\u5230\u81ea\u6cbb\u8fd0\u7ef4<\/strong><\/h3>\n

      \u968f\u7740Serverless\u548c\u8fb9\u7f18\u8ba1\u7b97\u7684\u666e\u53ca\uff0c\u8d44\u6e90\u76d1\u63a7\u5c06\u8fdb\u4e00\u6b65\u5411\u8f7b\u91cf\u5316<\/strong>\u548c\u667a\u80fd\u5316<\/strong>\u6f14\u8fdb\u3002eBPF\u6280\u672f<\/strong>\u7684\u6210\u719f\u4f7f\u5f97\u5185\u6838\u5c42\u76d1\u63a7\u5f00\u9500\u964d\u4f4e\u81f35%\u4ee5\u5185\uff1b\u800c\u57fa\u4e8e\u5b9e\u65f6\u76d1\u63a7\u6570\u636e\u7684\u81ea\u4e3b\u51b3\u7b56\u7cfb\u7edf<\/strong>\uff08\u5982\u81ea\u52a8\u6269\u7f29\u5bb9\u3001\u6545\u969c\u81ea\u6108\uff09\u5c06\u6210\u4e3a\u4e91\u539f\u751fAPM\u7684\u65b0\u6218\u573a\u3002\u672a\u6765\uff0c\u8d44\u6e90\u76d1\u63a7\u4e0d\u518d\u4ec5\u662f\u201c\u53d1\u73b0\u95ee\u9898\u201d\uff0c\u800c\u662f\u901a\u8fc7\u9884\u6d4b\u4e0e\u5e72\u9884\uff0c\u5b9e\u73b0\u771f\u6b63\u7684\u201c\u96f6\u8fd0\u7ef4\u201d\u4f53\u9a8c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

      \u524d\u8a00 \u5728\u6570\u5b57\u5316\u6d6a\u6f6e\u5e2d\u5377\u5168\u7403\u7684\u4eca\u5929\uff0c\u4f01\u4e1a\u5e94\u7528\u6b63\u52a0\u901f\u5411\u4e91\u539f\u751f\u67b6\u6784\u8fc1\u79fb\u3002\u5bb9\u5668\u5316\u3001\u5fae\u670d\u52a1\u3001\u52a8\u6001\u7f16\u6392\u7b49\u6280\u672f\u8d4b\u4e88\u4e86\u4e1a\u52a1\u524d\u6240\u672a\u6709\u7684\u654f\u6377\u6027\uff0c\u4f46\u968f\u4e4b\u800c\u6765\u7684\u8d44\u6e90\u7ba1\u7406\u590d\u6742\u6027\u5374\u8ba9\u8fd0\u7ef4\u56e2\u961f\u5982\u5c65\u8584\u51b0\u3002\u5f53\u5e94\u7528\u7684\u5b9e\u4f8b\u6570\u91cf\u968f\u6d41\u91cf\u6ce2\u52a8\u800c\u52a8\u6001\u53d8\u5316\u65f6\uff0c\u5982\u4f55\u7cbe\u51c6\u638c\u63e1\u6bcf\u4e2a\u670d\u52a1\u3001\u5bb9\u5668\u751a\u81f3\u4ee3\u7801\u5c42\u7684\u8d44\u6e90\u6d88\u8017\uff1f \u8fd9\u6b63\u662f\u4e91\u539f\u751fAPM\uff08\u5e94\u7528\u6027\u80fd\u7ba1\u7406\uff09\u5de5\u5177\u7684\u6838\u5fc3\u4ef7\u503c\u6240\u5728\u3002\u5b83\u4e0d\u4ec5\u662f\u8fd0\u7ef4\u4eba\u5458\u7684\u201c\u900f\u89c6\u955c\u201d\uff0c\u66f4\u662f\u4fdd\u969c\u7cfb\u7edf\u7a33\u5b9a\u6027\u548c\u6210\u672c\u6548\u7387\u7684\u201c\u5b88\u95e8\u4eba\u201d\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u4e91\u539f\u751fAPM\u5982\u4f55\u901a\u8fc7\u591a\u7ef4\u76d1\u63a7\u4e0e\u667a\u80fd\u5206\u6790\uff0c\u5728\u52a8\u6001\u73af\u5883\u4e2d\u5b9e\u73b0\u8d44\u6e90\u4f7f\u7528\u7684\u900f\u660e\u5316\u7ba1\u7406\u3002 \u4e00\u3001\u4e91\u539f\u751f\u73af\u5883\u4e2d\u7684\u8d44\u6e90\u76d1\u63a7\u6311\u6218 \u4e0e\u4f20\u7edf\u5355\u4f53\u67b6\u6784\u4e0d\u540c\uff0c\u4e91\u539f\u751f\u5e94\u7528\u901a\u5e38\u4ee5\u5fae\u670d\u52a1\u5f62\u5f0f\u8fd0\u884c\u5728\u52a8\u6001\u8c03\u5ea6\u7684\u5bb9\u5668\u4e2d\uff0c\u8d44\u6e90\u5206\u914d\u9ad8\u5ea6\u5f39\u6027\u5316\u3002\u8fd9\u79cd\u67b6\u6784\u5e26\u6765\u4e86\u4e09\u65b9\u9762\u6311\u6218\uff1a \u52a8\u6001\u6027\uff1a\u5bb9\u5668\u7684\u5feb\u901f\u542f\u505c\u548c\u6269\u5bb9\u7f29\u5bb9\u5bfc\u81f4\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u96be\u4ee5\u8ffd\u8e2a\u77ac\u65f6\u8d44\u6e90\u72b6\u6001\uff1b \u9897\u7c92\u5ea6\u7ec6\u5316\uff1a\u5355\u4e2a\u670d\u52a1\u53ef\u80fd\u5206\u5e03\u5728\u6570\u767e\u4e2a\u5bb9\u5668\u4e2d\uff0c\u9700\u540c\u65f6\u76d1\u63a7\u8fdb\u7a0b\u3001\u5bb9\u5668\u3001\u8282\u70b9\u7b49\u591a\u5c42\u8d44\u6e90\uff1b \u5173\u8054\u6027\u5206\u6790\uff1a\u8d44\u6e90\u4f7f\u7528\u5f02\u5e38\uff08\u5982CPU\u98d9\u5347\uff09\u9700\u5feb\u901f\u5b9a\u4f4d\u5230\u5177\u4f53\u4ee3\u7801\u6bb5\u6216\u4f9d\u8d56\u670d\u52a1\uff0c\u800c\u975e\u4ec5\u505c\u7559\u5728\u57fa\u7840\u8bbe\u65bd\u5c42\u3002 \u67d0\u7535\u5546\u5e73\u53f0\u5728\u4fc3\u9500\u671f\u95f4\u56e0\u67d0\u4e2a\u5546\u54c1\u63a8\u8350\u670d\u52a1\u5185\u5b58\u6cc4\u6f0f\u5bfc\u81f4\u96c6\u7fa4\u8282\u70b9\u6279\u91cf\u5d29\u6e83\uff0c\u4f20\u7edf\u76d1\u63a7\u4ec5\u80fd\u53d1\u73b0\u8282\u70b9\u7ea7\u8d44\u6e90\u8017\u5c3d\uff0c\u800c\u4e91\u539f\u751fAPM\u5219\u53ef\u901a\u8fc7\u8c03\u7528\u94fe\u8ffd\u8e2a\u76f4\u63a5\u5b9a\u4f4d\u5230\u95ee\u9898\u4ee3\u7801\uff0c\u5c06\u6545\u969c\u4fee\u590d\u65f6\u95f4\u4ece\u5c0f\u65f6\u7ea7\u7f29\u77ed\u81f3\u5206\u949f\u7ea7\u3002 \u4e8c\u3001\u4e91\u539f\u751fAPM\u7684\u56db\u5927\u6838\u5fc3\u76d1\u63a7\u7ef4\u5ea6 1. 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