{"id":35518,"date":"2025-03-19T10:03:37","date_gmt":"2025-03-19T02:03:37","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=35518"},"modified":"2025-03-19T10:03:37","modified_gmt":"2025-03-19T02:03:37","slug":"%e4%ba%91%e5%8e%9f%e7%94%9fapm%e5%a6%82%e4%bd%95%e6%94%af%e6%8c%81ai%e9%a9%b1%e5%8a%a8%e7%9a%84%e6%80%a7%e8%83%bd%e4%bc%98%e5%8c%96%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/35518.html","title":{"rendered":"\u4e91\u539f\u751fAPM\u5982\u4f55\u652f\u6301AI\u9a71\u52a8\u7684\u6027\u80fd\u4f18\u5316\uff1f"},"content":{"rendered":"

\n

\"\u4e91\u539f\u751fAPM\u5982\u4f55\u652f\u6301AI\u9a71\u52a8\u7684\u6027\u80fd\u4f18\u5316\uff1f\"<\/p>\n<\/p>\n

\u524d\u8a00<\/strong>
\n\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4e91\u539f\u751f\u6280\u672f\u4e0e\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u7684\u7ed3\u5408\u6b63\u5728\u91cd\u65b0\u5b9a\u4e49\u4f01\u4e1a\u6548\u7387\u7684\u8fb9\u754c\u3002\u4e91\u539f\u751f\u5e94\u7528\u6027\u80fd\u7ba1\u7406<\/a>\uff08APM\uff09\u4f5c\u4e3a\u4fdd\u969c\u73b0\u4ee3\u5206\u5e03\u5f0f\u7cfb\u7edf\u7a33\u5b9a\u6027\u7684\u6838\u5fc3\u5de5\u5177\uff0c\u6b63\u5728\u901a\u8fc7AI\u80fd\u529b\u7684\u6ce8\u5165\uff0c\u4ece\u88ab\u52a8\u76d1\u63a7\u8f6c\u5411\u4e3b\u52a8\u4f18\u5316\uff0c\u751a\u81f3\u5b9e\u73b0\u201c\u81ea\u6108\u5f0f\u201d\u7cfb\u7edf\u3002\u8fd9\u79cd\u53d8\u9769\u4e0d\u4ec5\u89e3\u51b3\u4e86\u4f20\u7edf\u76d1\u63a7\u624b\u6bb5\u5728\u590d\u6742\u4e91\u73af\u5883\u4e2d\u7684\u5c40\u9650\u6027\uff0c\u66f4\u5c06\u6027\u80fd\u4f18\u5316\u63a8\u5411\u4e86\u4e00\u4e2a\u667a\u80fd\u5316\u7684\u65b0\u9ad8\u5ea6\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u4e91\u539f\u751fAPM<\/a>\u5982\u4f55\u4e0eAI\u6280\u672f\u534f\u540c<\/strong>\uff0c\u6784\u5efa\u4ece\u6570\u636e\u6d1e\u5bdf\u5230\u51b3\u7b56\u6267\u884c\u7684\u95ed\u73af\uff0c\u91ca\u653e\u4e91\u539f\u751f\u67b6\u6784\u7684\u6f5c\u529b\u3002<\/p>\n

\n

\u4e00\u3001\u4e91\u539f\u751fAPM<\/a>\u7684\u6838\u5fc3\u80fd\u529b\u4e0e\u6311\u6218<\/strong><\/h3>\n

\u4e91\u539f\u751fAPM\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5bf9\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u5168\u94fe\u8def\u76d1\u63a7\u80fd\u529b\u3002\u901a\u8fc7\u5fae\u670d\u52a1\u8ffd\u8e2a\u3001\u65e5\u5fd7\u805a\u5408\u3001\u6307\u6807\u91c7\u96c6<\/strong>\uff0c\u5b83\u80fd\u5b9e\u65f6\u6355\u6349\u5e94\u7528\u6027\u80fd\u7684\u6bcf\u4e00\u4e2a\u7ec6\u8282\u2014\u2014\u4ece\u5bb9\u5668\u5316\u670d\u52a1\u7684\u8d44\u6e90\u6d88\u8017\u5230API\u8c03\u7528\u7684\u5ef6\u8fdf\u5f02\u5e38\u3002\u7136\u800c\uff0c\u968f\u7740\u7cfb\u7edf\u590d\u6742\u5ea6\u7684\u6307\u6570\u7ea7\u589e\u957f\uff0c\u4f20\u7edfAPM\u9762\u4e34\u4e09\u5927\u74f6\u9888\uff1a<\/p>\n

    \n
  1. \u6570\u636e\u7206\u70b8<\/strong>\uff1a\u6bcf\u79d2\u4ea7\u751f\u7684TB\u7ea7\u76d1\u63a7\u6570\u636e\u8fdc\u8d85\u4eba\u5de5\u5206\u6790\u80fd\u529b\uff1b\n<\/li>\n
  2. \u6839\u56e0\u5b9a\u4f4d\u4f4e\u6548<\/strong>\uff1a\u8de8\u670d\u52a1\u3001\u8de8\u96c6\u7fa4\u7684\u6545\u969c\u96be\u4ee5\u901a\u8fc7\u9759\u6001\u9608\u503c\u5feb\u901f\u5b9a\u4f4d\uff1b\n<\/li>\n
  3. \u54cd\u5e94\u6ede\u540e<\/strong>\uff1a\u4eba\u5de5\u4ecb\u5165\u7684\u4f18\u5316\u6a21\u5f0f\u65e0\u6cd5\u6ee1\u8db3\u52a8\u6001\u4f38\u7f29\u7684\u4e91\u73af\u5883\u9700\u6c42\u3002\n<\/li>\n<\/ol>\n

    \u8fd9\u6b63\u662fAI\u6280\u672f\u4ecb\u5165\u7684\u5173\u952e\u5951\u673a\u3002\u901a\u8fc7\u5c06\u673a\u5668\u5b66\u4e60\uff08ML\uff09\u4e0e\u6df1\u5ea6\u5b66\u4e60\uff08DL\uff09\u878d\u5165APM\u7684\u76d1\u63a7\u7ba1\u9053\uff0c\u7cfb\u7edf\u80fd\u591f\u4ece\u6d77\u91cf\u6570\u636e\u4e2d\u8bc6\u522b\u9690\u85cf\u6a21\u5f0f\uff0c\u5c06\u88ab\u52a8\u544a\u8b66\u5347\u7ea7\u4e3a\u9884\u6d4b\u6027\u6d1e\u5bdf<\/strong>\u3002<\/p>\n

    \n

    \u4e8c\u3001AI\u9a71\u52a8\u7684\u6027\u80fd\u4f18\u5316\u903b\u8f91\u94fe<\/strong><\/h3>\n

    AI\u4e0e\u4e91\u539f\u751fAPM\u7684\u7ed3\u5408\u5e76\u975e\u7b80\u5355\u53e0\u52a0\uff0c\u800c\u662f\u6784\u5efa\u4e86\u4e00\u6761\u4ece\u6570\u636e\u5230\u884c\u52a8\u7684\u5b8c\u6574\u95ed\u73af\u3002<\/p>\n

    1. \u6570\u636e\u667a\u80fd\u91c7\u96c6\u4e0e\u9884\u5904\u7406<\/strong><\/h4>\n

    AI\u9996\u5148\u4f18\u5316\u76d1\u63a7\u6570\u636e\u7684\u201c\u8d28\u91cf\u201d\u3002\u901a\u8fc7\u81ea\u9002\u5e94\u91c7\u6837\u7b97\u6cd5<\/strong>\uff0c\u7cfb\u7edf\u52a8\u6001\u8c03\u6574\u6570\u636e\u91c7\u96c6\u9891\u7387\uff1a\u5728\u6d41\u91cf\u9ad8\u5cf0\u671f\u4fdd\u7559\u66f4\u591a\u7ec6\u8282\uff0c\u5728\u5e73\u7a33\u671f\u964d\u4f4e\u5b58\u50a8\u5f00\u9500\u3002\u4f8b\u5982\uff0c\u67d0\u5934\u90e8\u7535\u5546\u5e73\u53f0\u901a\u8fc7AI\u9a71\u52a8\u7684\u91c7\u6837\u7b56\u7565\uff0c\u5c06\u65e5\u5fd7\u5b58\u50a8\u6210\u672c\u964d\u4f4e\u4e8640%\uff0c\u540c\u65f6\u5173\u952e\u4e8b\u52a1\u7684\u76d1\u63a7\u8986\u76d6\u7387\u63d0\u5347\u81f399.9%\u3002<\/p>\n

    2. \u5f02\u5e38\u68c0\u6d4b\u4e0e\u6839\u56e0\u5206\u6790<\/a><\/strong><\/h4>\n

    \u4f20\u7edf\u9608\u503c\u544a\u8b66\u5728\u52a8\u6001\u4e91\u73af\u5883\u4e2d\u9891\u7e41\u8bef\u62a5\u3002AI\u901a\u8fc7\u65e0\u76d1\u7763\u5b66\u4e60\u6a21\u578b<\/strong>\uff08\u5982LSTM\u3001\u5b64\u7acb\u68ee\u6797\uff09\u5efa\u7acb\u670d\u52a1\u884c\u4e3a\u7684\u52a8\u6001\u57fa\u7ebf\uff0c\u8bc6\u522b\u504f\u79bb\u6b63\u5e38\u6a21\u5f0f\u7684\u5f02\u5e38\u70b9\u3002\u66f4\u8fdb\u4e00\u6b65\uff0c\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNN\uff09<\/strong>\u53ef\u4ee5\u5206\u6790\u5fae\u670d\u52a1\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\uff0c\u5728\u6570\u79d2\u5185\u5b9a\u4f4d\u6545\u969c\u4f20\u64ad\u8def\u5f84\u3002<\/p>\n

    \u6848\u4f8b<\/em>\uff1a\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u901a\u8fc7AI\u9a71\u52a8\u7684\u6839\u56e0\u5206\u6790<\/a>\uff0c\u5c06\u5e73\u5747\u6545\u969c\u4fee\u590d\u65f6\u95f4\uff08MTTR\uff09\u4ece2\u5c0f\u65f6\u7f29\u77ed\u81f38\u5206\u949f\uff0c\u51c6\u786e\u7387\u63d0\u534776%\u3002<\/p>\n

    3. \u6027\u80fd\u9884\u6d4b\u4e0e\u8d44\u6e90\u8c03\u5ea6<\/strong><\/h4>\n

    AI\u7684\u9884\u6d4b\u80fd\u529b\u8ba9APM\u4ece\u201c\u4e8b\u540e\u6551\u706b\u201d\u8f6c\u5411\u201c\u4e8b\u524d\u9884\u9632\u201d\u3002\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u7684\u65f6\u5e8f\u9884\u6d4b\u6a21\u578b\uff08\u5982Prophet\u3001Transformer\uff09\u53ef\u63d0\u524d\u9884\u89c1\u8d44\u6e90\u74f6\u9888\u3002\u7ed3\u5408Kubernetes\u7b49\u7f16\u6392\u5de5\u5177\uff0c\u7cfb\u7edf\u80fd\u591f\u81ea\u52a8\u89e6\u53d1\u5f39\u6027\u6269\u7f29\u5bb9<\/strong>\u6216\u670d\u52a1\u964d\u7ea7\u7b56\u7565<\/strong>\u3002<\/p>\n

    \u6570\u636e\u4f50\u8bc1<\/em>\uff1aGartner\u62a5\u544a\u663e\u793a\uff0c\u5f15\u5165AI\u9884\u6d4b\u7684\u4e91\u539f\u751f\u7cfb\u7edf\u8d44\u6e90\u5229\u7528\u7387\u5e73\u5747\u63d0\u534735%\uff0c\u540c\u65f6SLA\u8fdd\u7ea6\u7387\u4e0b\u964d60%\u3002<\/p>\n

    \n

    \u4e09\u3001AI+APM\u7684\u534f\u540c\u4f18\u5316\u573a\u666f<\/strong><\/h3>\n

    \u573a\u666f1\uff1a\u5fae\u670d\u52a1\u94fe\u8def\u8c03\u4f18<\/strong><\/h4>\n

    \u5728\u590d\u6742\u7684\u670d\u52a1\u7f51\u683c\u4e2d\uff0cAI\u53ef\u5206\u6790API\u8c03\u7528\u94fe\u8def\u7684\u6027\u80fd\u74f6\u9888\u3002\u4f8b\u5982\uff0c\u8bc6\u522b\u67d0\u4e2a\u9ad8\u5ef6\u8fdf\u7684gRPC\u63a5\u53e3\uff0c\u81ea\u52a8\u5efa\u8bae\u534f\u8bae\u4f18\u5316\uff08\u5982\u5207\u6362\u81f3QUIC\uff09\u6216\u8c03\u6574\u7194\u65ad\u5668\u9608\u503c\u3002<\/p>\n

    \u573a\u666f2\uff1a\u5bb9\u5668\u5316\u8d44\u6e90\u5206\u914d<\/strong><\/h4>\n

    \u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u7b97\u6cd5\uff0cAI\u6301\u7eed\u4f18\u5316Pod\u7684CPU\/\u5185\u5b58\u5206\u914d\u7b56\u7565\u3002\u67d0\u89c6\u9891\u6d41\u5a92\u4f53\u5e73\u53f0\u91c7\u7528\u8be5\u65b9\u6cd5\u540e\uff0c\u5bb9\u5668\u5bc6\u5ea6\u63d0\u534720%\uff0c\u540c\u65f6\u907f\u514d\u4e86OOM\uff08\u5185\u5b58\u6ea2\u51fa\uff09\u98ce\u9669\u3002<\/p>\n

    \u573a\u666f3\uff1a\u6570\u636e\u5e93\u6027\u80fd\u81ea\u6cbb<\/strong><\/h4>\n

    \u7ed3\u5408APM\u7684SQL\u6267\u884c\u76d1\u63a7\u6570\u636e\uff0cAI\u53ef\u81ea\u52a8\u8bc6\u522b\u6162\u67e5\u8be2\u3001\u7d22\u5f15\u7f3a\u5931\u7b49\u95ee\u9898\uff0c\u751a\u81f3\u751f\u6210\u4f18\u5316\u5efa\u8bae\u4ee3\u7801\u3002MongoDB Atlas\u7684AI\u7d22\u5f15\u8c03\u4f18\u529f\u80fd\u5df2\u5c06\u6b64\u573a\u666f\u5546\u4e1a\u5316\u3002<\/p>\n

    \n

    \u56db\u3001\u6280\u672f\u843d\u5730\u7684\u5173\u952e\u8def\u5f84<\/strong><\/h3>\n

    \u5b9e\u73b0AI\u9a71\u52a8\u7684APM\u9700\u8de8\u8d8a\u4e09\u5927\u95e8\u69db\uff1a<\/p>\n

      \n
    1. \u6570\u636e\u6cbb\u7406<\/strong>\uff1a\u5efa\u7acb\u7edf\u4e00\u7684\u76d1\u63a7\u6570\u636e\u6e56\uff0c\u786e\u4fdd\u65e5\u5fd7\u3001\u6307\u6807\u3001\u8ffd\u8e2a\u6570\u636e\u7684\u5173\u8054\u6027\uff1b\n<\/li>\n
    2. \u6a21\u578b\u8f7b\u91cf\u5316<\/strong>\uff1a\u5f00\u53d1\u9002\u5408\u8fb9\u7f18\u8ba1\u7b97\u7684\u5fae\u578bML\u6a21\u578b\uff0c\u907f\u514d\u76d1\u63a7\u7cfb\u7edf\u81ea\u8eab\u6210\u4e3a\u8d44\u6e90\u9ed1\u6d1e\uff1b\n<\/li>\n
    3. \u4eba\u673a\u534f\u540c<\/strong>\uff1a\u8bbe\u8ba1\u53ef\u89e3\u91ca\u7684AI\u51b3\u7b56\u754c\u9762\uff0c\u8ba9\u8fd0\u7ef4\u4eba\u5458\u65e2\u80fd\u4fe1\u4efb\u81ea\u52a8\u5316\u51b3\u7b56\uff0c\u53c8\u80fd\u968f\u65f6\u5e72\u9884\u3002\n<\/li>\n<\/ol>\n

      \u884c\u4e1a\u8d8b\u52bf<\/em>\uff1aCNCF\uff08\u4e91\u539f\u751f\u8ba1\u7b97\u57fa\u91d1\u4f1a\uff092023\u5e74\u8c03\u7814\u663e\u793a\uff0c68%\u7684\u53d7\u8bbf\u4f01\u4e1a\u5df2\u5c06AI\/ML\u96c6\u6210\u81f3APM\u5de5\u5177\u94fe\uff0c\u8f83\u524d\u5e74\u589e\u957f210%\u3002<\/p>\n

      \n

      \u4e94\u3001\u672a\u6765\u6f14\u8fdb\u65b9\u5411<\/strong><\/h3>\n

      \u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u7a81\u7834\uff0c\u4e0b\u4e00\u4ee3\u4e91\u539f\u751fAPM\u6b63\u5728\u5411\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/strong>\u8fdb\u5316\u3002\u8fd0\u7ef4\u4eba\u5458\u53ef\u76f4\u63a5\u8be2\u95ee\uff1a\u201c\u4e3a\u4ec0\u4e48\u8ba2\u5355\u670d\u52a1\u5728\u4fc3\u9500\u65f6\u5ef6\u7a81\u589e\uff1f\u201d\u7cfb\u7edf\u901a\u8fc7\u68c0\u7d22\u76d1\u63a7\u6570\u636e\u4e0e\u77e5\u8bc6\u5e93\uff0c\u751f\u6210\u5305\u542b\u4f18\u5316\u5efa\u8bae\u7684\u5206\u6790\u62a5\u544a\u3002<\/p>\n

      \u66f4\u524d\u6cbf\u7684\u63a2\u7d22\u5728\u4e8e\u6570\u5b57\u5b6a\u751f<\/strong>\u6280\u672f\u3002\u901a\u8fc7\u6784\u5efa\u4e91\u73af\u5883\u7684\u865a\u62df\u955c\u50cf\uff0cAI\u53ef\u5728\u4e0d\u5f71\u54cd\u751f\u4ea7\u7cfb\u7edf\u7684\u60c5\u51b5\u4e0b\u6a21\u62df\u538b\u6d4b\u573a\u666f\uff0c\u9884\u5224\u67b6\u6784\u6539\u9020\u7684\u5f71\u54cd\u3002<\/p>\n

      \u5728\u5b89\u5168\u9886\u57df\uff0cAI\u9a71\u52a8\u7684APM\u5f00\u59cb\u6574\u5408UEBA\uff08\u7528\u6237\u5b9e\u4f53\u884c\u4e3a\u5206\u6790\uff09\uff0c\u4ece\u6027\u80fd\u6570\u636e\u4e2d\u68c0\u6d4b\u9690\u853d\u7684\u96f6\u65e5\u653b\u51fb\u3002\u4f8b\u5982\uff0c\u67d0\u6b21\u5f02\u5e38\u7684\u6570\u636e\u5e93\u67e5\u8be2\u5ef6\u8fdf\u53ef\u80fd\u63ed\u793a\u6b63\u5728\u8fdb\u884c\u7684SQL\u6ce8\u5165\u5c1d\u8bd5\u3002<\/p>\n

      \n

      \u8fd9\u573a\u7531AI\u8d4b\u80fd\u7684\u4e91\u539f\u751f\u6027\u80fd\u9769\u547d\uff0c\u6b63\u5728\u6253\u7834\u4f20\u7edf\u8fd0\u7ef4\u7684\u6548\u7387\u5929\u82b1\u677f\u3002\u5f53\u76d1\u63a7\u7cfb\u7edf\u4e0d\u4ec5\u80fd\u201c\u770b\u89c1\u201d\u95ee\u9898\uff0c\u8fd8\u80fd\u201c\u601d\u8003\u201d\u5bf9\u7b56\u5e76\u201c\u6267\u884c\u201d\u4fee\u590d\u65f6\uff0c\u4f01\u4e1a\u79bb\u771f\u6b63\u7684\u81ea\u6cbb\u4e91\u67b6\u6784\u4fbf\u4e0d\u518d\u9065\u8fdc\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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