{"id":34805,"date":"2025-03-11T14:47:38","date_gmt":"2025-03-11T06:47:38","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=34805"},"modified":"2025-03-11T14:47:38","modified_gmt":"2025-03-11T06:47:38","slug":"skywalking%e7%9a%84%e7%9b%91%e6%8e%a7%e6%95%b0%e6%8d%ae%e5%a6%82%e4%bd%95%e6%94%af%e6%8c%81ai%e5%92%8c%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/34805.html","title":{"rendered":"SkyWalking\u7684\u76d1\u63a7\u6570\u636e\u5982\u4f55\u652f\u6301AI\u548c\u673a\u5668\u5b66\u4e60\uff1f"},"content":{"rendered":"

\n

\"SkyWalking\u7684\u76d1\u63a7\u6570\u636e\u5982\u4f55\u652f\u6301AI\u548c\u673a\u5668\u5b66\u4e60\uff1f\"<\/p>\n<\/p>\n

\u3010\u5438\u5f15\u529b\u7684\u524d\u8a00\u3011<\/strong>
\n\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u7cfb\u7edf\u590d\u6742\u6027\u4e0e\u6570\u636e\u89c4\u6a21\u5448\u6307\u6570\u7ea7\u589e\u957f\uff0c\u5982\u4f55\u4ece\u6d77\u91cf\u76d1\u63a7\u6570\u636e\u4e2d\u63d0\u53d6\u6709\u6548\u4fe1\u606f\uff0c\u5df2\u6210\u4e3a\u4f01\u4e1a\u667a\u80fd\u5316\u8fd0\u7ef4\u7684\u5173\u952e\u96be\u9898\u3002SkyWalking<\/strong>\u4f5c\u4e3a\u4e00\u6b3e\u9886\u5148\u7684\u5e94\u7528\u6027\u80fd\u76d1\u63a7\uff08APM\uff09\u5de5\u5177\uff0c\u4e0d\u4ec5\u80fd\u591f\u5b9e\u65f6\u8ffd\u8e2a\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u5065\u5eb7\u72b6\u6001\uff0c\u5176\u79ef\u7d2f\u7684\u4e30\u5bcc\u6570\u636e\u66f4\u6210\u4e3aAI\u4e0e\u673a\u5668\u5b66\u4e60\u843d\u5730\u7684\u201c\u71c3\u6599\u201d\u3002\u5f53\u76d1\u63a7\u6570\u636e\u4e0e\u667a\u80fd\u7b97\u6cd5\u78b0\u649e\uff0c\u8fd0\u7ef4\u4ece\u201c\u88ab\u52a8\u54cd\u5e94\u201d\u8fc8\u5411\u201c\u4e3b\u52a8\u9884\u6d4b\u201d\uff0c\u7cfb\u7edf\u7a33\u5b9a\u6027\u4e0e\u6548\u7387\u8fce\u6765\u8d28\u7684\u98de\u8dc3\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8SkyWalking\u5982\u4f55\u901a\u8fc7\u6570\u636e\u8d4b\u80fd\uff0c\u63a8\u52a8AI\u4e0e\u673a\u5668\u5b66\u4e60\u7684\u5b9e\u9645\u5e94\u7528<\/strong>\uff0c\u5e76\u63ed\u793a\u8fd9\u4e00\u6280\u672f\u878d\u5408\u80cc\u540e\u7684\u5de8\u5927\u6f5c\u529b\u3002<\/p>\n

\n

\u4e00\u3001SkyWalking\u7684\u76d1\u63a7\u6570\u636e\uff1aAI\u6a21\u578b\u7684\u5929\u7136\u8bad\u7ec3\u573a<\/strong><\/h3>\n

SkyWalking<\/strong>\u901a\u8fc7\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\u3001\u6307\u6807\u91c7\u96c6\u4e0e\u65e5\u5fd7\u805a\u5408\uff0c\u6784\u5efa\u4e86\u591a\u7ef4\u5ea6\u7684\u6570\u636e\u4f53\u7cfb\u3002\u4ece\u670d\u52a1\u8c03\u7528\u94fe<\/a>\u7684\u8017\u65f6\u5206\u5e03\uff0c\u5230JVM\u5185\u5b58\u7684\u6ce2\u52a8\u8d8b\u52bf\uff0c\u518d\u5230\u5fae\u670d\u52a1\u62d3\u6251\u7684\u4f9d\u8d56\u5173\u7cfb\uff0c\u8fd9\u4e9b\u6570\u636e\u5929\u7136\u5177\u5907\u65f6\u5e8f\u6027\u3001\u5173\u8054\u6027\u4e0e\u9ad8\u7ef4\u5ea6\u7279\u5f81\u2014\u2014\u8fd9\u6b63\u662fAI\u4e0e\u673a\u5668\u5b66\u4e60\u6a21\u578b\u6700\u9700\u8981\u7684\u8f93\u5165\u7c7b\u578b<\/strong>\u3002<\/p>\n

\u5728\u5fae\u670d\u52a1\u67b6\u6784\u4e2d\uff0c\u4e00\u6b21\u7528\u6237\u8bf7\u6c42\u53ef\u80fd\u6d89\u53ca\u6570\u5341\u4e2a\u670d\u52a1\u7684\u8c03\u7528\u3002SkyWalking<\/strong>\u901a\u8fc7TraceID\u4e32\u8054\u5168\u94fe\u8def\u4fe1\u606f\uff0c\u8bb0\u5f55\u6bcf\u4e2a\u8282\u70b9\u7684\u54cd\u5e94\u65f6\u95f4\u3001\u9519\u8bef\u7801\u53ca\u8d44\u6e90\u6d88\u8017\u3002\u8fd9\u7c7b\u6570\u636e\u4e0d\u4ec5\u80fd\u8bad\u7ec3\u5f02\u5e38\u68c0\u6d4b\u6a21\u578b\uff0c\u8fd8\u80fd\u5e2e\u52a9AI\u7406\u89e3\u7cfb\u7edf\u884c\u4e3a\u7684\u56e0\u679c\u5173\u7cfb\u3002\u636eGartner\u62a5\u544a\uff0c\u5177\u5907\u4e0a\u4e0b\u6587\u5173\u8054\u7684\u6570\u636e\u53ef\u4f7f\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u9884\u6d4b\u51c6\u786e\u7387\u63d0\u534740%\u4ee5\u4e0a\u3002<\/em><\/p>\n

\n

\u4e8c\u3001\u4ece\u6570\u636e\u9884\u5904\u7406\u5230\u7279\u5f81\u5de5\u7a0b\uff1a\u91ca\u653e\u76d1\u63a7\u6570\u636e\u7684\u4ef7\u503c<\/strong><\/h3>\n

\u539f\u59cb\u76d1\u63a7\u6570\u636e\u9700\u7ecf\u8fc7\u6e05\u6d17\u3001\u8f6c\u6362\u4e0e\u7279\u5f81\u63d0\u53d6\uff0c\u624d\u80fd\u88abAI\u6709\u6548\u5229\u7528\u3002SkyWalking<\/strong>\u7684\u5f00\u653e\u6027\u8bbe\u8ba1\u4e3a\u6b64\u63d0\u4f9b\u4e86\u4fbf\u5229\uff1a<\/p>\n

    \n
  1. \u6807\u51c6\u5316\u6570\u636e\u683c\u5f0f<\/strong>\uff1a\u5176\u57fa\u4e8ePrometheus\u7684\u6307\u6807\u5bfc\u51fa\u80fd\u529b\uff0c\u53ef\u76f4\u63a5\u5bf9\u63a5TensorFlow\u3001PyTorch\u7b49\u6846\u67b6\u7684\u6570\u636e\u7ba1\u9053\uff1b\n<\/li>\n
  2. \u4e0a\u4e0b\u6587\u6807\u7b7e<\/strong>\uff1a\u901a\u8fc7\u81ea\u5b9a\u4e49Tag\u6807\u8bb0\u4e1a\u52a1\u573a\u666f\uff08\u5982\u7528\u6237\u5730\u57df\u3001\u8bf7\u6c42\u7c7b\u578b\uff09\uff0c\u4e3a\u6a21\u578b\u8bad\u7ec3\u63d0\u4f9b\u5173\u952e\u7ef4\u5ea6\uff1b\n<\/li>\n
  3. \u5b9e\u65f6\u6d41\u5904\u7406<\/strong>\uff1a\u501f\u52a9Apache SkyWalking Rover\u7684\u8fb9\u8f66\u4ee3\u7406\uff0c\u6570\u636e\u53ef\u5b9e\u65f6\u6ce8\u5165Kafka\u6216Flink\uff0c\u6ee1\u8db3\u5728\u7ebf\u5b66\u4e60\u9700\u6c42\u3002\n<\/li>\n<\/ol>\n

    \u67d0\u7535\u5546\u5e73\u53f0\u66fe\u5229\u7528SkyWalking\u7684HTTP\u8bf7\u6c42\u8017\u65f6\u6570\u636e\uff0c\u7ed3\u5408\u7528\u6237\u884c\u4e3a\u6807\u7b7e\uff0c\u8bad\u7ec3\u51fa\u9884\u6d4b\u6d41\u91cf\u5cf0\u503c\u7684LSTM\u6a21\u578b\uff0c\u6700\u7ec8\u5c06\u670d\u52a1\u5668\u8d44\u6e90\u5229\u7528\u7387\u4f18\u5316\u4e8623%\u3002<\/em><\/p>\n

    \n

    \u4e09\u3001\u56db\u5927\u573a\u666f\uff1aAI\u4e0e\u673a\u5668\u5b66\u4e60\u7684\u843d\u5730\u5b9e\u8df5<\/strong><\/h3>\n

    1. \u5f02\u5e38\u68c0\u6d4b\uff1a\u4ece\u9608\u503c\u544a\u8b66\u5230\u667a\u80fd\u9884\u8b66<\/strong><\/h4>\n

    \u4f20\u7edf\u57fa\u4e8e\u56fa\u5b9a\u9608\u503c\u7684\u544a\u8b66\u673a\u5236\uff0c\u96be\u4ee5\u5e94\u5bf9\u52a8\u6001\u53d8\u5316\u7684\u7cfb\u7edf\u73af\u5883\u3002SkyWalking\u63d0\u4f9b\u7684\u5386\u53f2\u57fa\u7ebf\u6570\u636e<\/strong>\uff0c\u7ed3\u5408\u65e0\u76d1\u7763\u5b66\u4e60\u7b97\u6cd5\uff08\u5982Isolation Forest\u6216Autoencoder\uff09\uff0c\u53ef\u81ea\u52a8\u8bc6\u522b\u504f\u79bb\u6b63\u5e38\u6a21\u5f0f\u7684\u5f02\u5e38\u70b9\u3002\u4f8b\u5982\uff0c\u67d0\u91d1\u878d\u7cfb\u7edf\u901a\u8fc7\u5206\u6790JDBC\u8fde\u63a5\u6c60\u7684\u4f7f\u7528\u7387\u65f6\u5e8f\u6570\u636e\uff0c\u63d0\u524d15\u5206\u949f\u9884\u6d4b\u6570\u636e\u5e93\u74f6\u9888\uff0c\u907f\u514d\u4e86\u4ea4\u6613\u9ad8\u5cf0\u671f\u5b95\u673a\u98ce\u9669\u3002<\/p>\n

    2. \u6839\u56e0\u5206\u6790<\/a>\uff1a\u4ece\u4eba\u5de5\u6392\u67e5\u5230\u81ea\u52a8\u5316\u5b9a\u4f4d<\/strong><\/h4>\n

    \u5f53\u7cfb\u7edf\u6545\u969c\u53d1\u751f\u65f6\uff0cSkyWalking\u7684\u62d3\u6251\u56fe\u4e0eSpan\u65e5\u5fd7<\/strong>\u4e3a\u6839\u56e0\u5206\u6790<\/a>\u63d0\u4f9b\u4e86\u7ed3\u6784\u5316\u8f93\u5165\u3002\u57fa\u4e8e\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u7b97\u6cd5\uff08\u5982GNN\u6216GraphSAGE\uff09\u53ef\u81ea\u52a8\u8bc6\u522b\u6545\u969c\u4f20\u64ad\u8def\u5f84\u3002\u5b9e\u9a8c\u8bc1\u660e\uff0c\u8fd9\u7c7b\u6a21\u578b\u5728Kubernetes\u96c6\u7fa4\u6545\u969c\u5b9a\u4f4d\u4e2d\u7684\u51c6\u786e\u7387\u8fbe\u523092%\uff0c\u8fdc\u8d85\u4f20\u7edf\u4eba\u5de5\u8bca\u65ad\u6548\u7387\u3002<\/em><\/p>\n

    3. \u8d44\u6e90\u4f18\u5316\uff1a\u4ece\u9759\u6001\u914d\u7f6e\u5230\u52a8\u6001\u8c03\u5ea6<\/strong><\/h4>\n

    AI\u6a21\u578b\u53ef\u5229\u7528SkyWalking\u91c7\u96c6\u7684CPU\u3001\u5185\u5b58\u3001\u7ebf\u7a0b\u6c60\u7b49\u6307\u6807<\/strong>\uff0c\u9884\u6d4b\u8d44\u6e90\u9700\u6c42\u5e76\u751f\u6210\u4f18\u5316\u7b56\u7565\u3002\u4f8b\u5982\uff0c\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u5bb9\u5668\u8c03\u5ea6\u7b97\u6cd5\uff0c\u53ef\u6839\u636e\u5386\u53f2\u8d1f\u8f7d\u6ce2\u52a8\u52a8\u6001\u8c03\u6574Pod\u526f\u672c\u6570\uff0c\u4f7f\u4e91\u8ba1\u7b97\u6210\u672c\u964d\u4f4e17%-35%\u3002<\/p>\n

    4. \u5bb9\u91cf\u89c4\u5212\uff1a\u4ece\u7ecf\u9a8c\u9a71\u52a8\u5230\u6570\u636e\u9a71\u52a8<\/strong><\/h4>\n

    \u901a\u8fc7\u5206\u6790SkyWalking\u957f\u671f\u79ef\u7d2f\u7684\u670d\u52a1\u8c03\u7528QPS\u3001\u54cd\u5e94\u65f6\u95f4\u767e\u5206\u4f4d\u6570<\/strong>\uff0c\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u6a21\u578b\uff08\u5982Prophet\u6216DeepAR\uff09\u53ef\u7cbe\u51c6\u9884\u6d4b\u672a\u67653-6\u4e2a\u6708\u7684\u8d44\u6e90\u9700\u6c42\uff0c\u5e2e\u52a9\u4f01\u4e1a\u907f\u514d\u8fc7\u5ea6\u91c7\u8d2d\u6216\u6027\u80fd\u74f6\u9888\u3002<\/p>\n

    \n

    \u56db\u3001\u6280\u672f\u878d\u5408\u7684\u6311\u6218\u4e0e\u7a81\u7834<\/strong><\/h3>\n

    \u5c3d\u7ba1\u524d\u666f\u5e7f\u9614\uff0c\u4f46\u5c06SkyWalking\u6570\u636e\u4e0eAI\u7ed3\u5408<\/strong>\u4ecd\u9700\u514b\u670d\u4e09\u5927\u969c\u788d\uff1a<\/p>\n

      \n
    1. \u6570\u636e\u8d28\u91cf<\/strong>\uff1a\u76d1\u63a7\u6570\u636e\u7684\u566a\u58f0\u3001\u7f3a\u5931\u503c\u9700\u901a\u8fc7\u63d2\u503c\u3001\u964d\u566a\u7b97\u6cd5\u5904\u7406\uff1b\n<\/li>\n
    2. \u5b9e\u65f6\u6027\u8981\u6c42<\/strong>\uff1a\u5728\u7ebf\u63a8\u7406\u573a\u666f\u9700\u4e9a\u79d2\u7ea7\u5ef6\u8fdf\uff0cSkyWalking\u7684\u8f7b\u91cf\u7ea7\u63a2\u9488\u4e0e\u6d41\u5f0f\u8ba1\u7b97\u67b6\u6784\u6210\u4e3a\u5173\u952e\uff1b\n<\/li>\n
    3. \u53ef\u89e3\u91ca\u6027<\/strong>\uff1a\u9ed1\u7bb1\u6a21\u578b\u96be\u4ee5\u88ab\u8fd0\u7ef4\u4eba\u5458\u4fe1\u4efb\uff0c\u9700\u5f15\u5165SHAP\u3001LIME\u7b49\u89e3\u91ca\u6027\u5de5\u5177\u3002\n<\/li>\n<\/ol>\n

      \u5f00\u6e90\u793e\u533a\u5df2\u63a8\u51faSkyWalking AIOps\u63d2\u4ef6\uff0c\u5185\u7f6e\u5f02\u5e38\u68c0\u6d4b\u3001\u65e5\u5fd7\u805a\u7c7b\u7b49\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u7528\u6237\u4ec5\u9700\u901a\u8fc7\u914d\u7f6e\u6587\u4ef6\u5373\u53ef\u542f\u52a8\u667a\u80fd\u5206\u6790\uff0c\u5927\u5e45\u964d\u4f4e\u6280\u672f\u95e8\u69db\u3002<\/em><\/p>\n

      \n

      \u4e94\u3001\u672a\u6765\u5c55\u671b\uff1a\u76d1\u63a7\u6570\u636e\u9a71\u52a8\u7684AIOps\u751f\u6001<\/strong><\/h3>\n

      \u968f\u7740eBPF\u3001\u6301\u7eed\u5256\u6790\uff08Continuous Profiling\uff09\u7b49\u6280\u672f\u7684\u6210\u719f\uff0cSkyWalking\u7684\u6570\u636e\u7ef4\u5ea6\u5c06\u8fdb\u4e00\u6b65\u6269\u5c55<\/strong>\u2014\u2014\u4ece\u4ee3\u7801\u7ea7\u70ed\u70b9\u51fd\u6570\u5230\u5185\u6838\u7ea7\u7cfb\u7edf\u8c03\u7528\uff0c\u5747\u53ef\u6210\u4e3aAI\u6a21\u578b\u7684\u8f93\u5165\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u8054\u90a6\u5b66\u4e60\u6280\u672f\u7684\u5f15\u5165\uff0c\u4f7f\u5f97\u4f01\u4e1a\u5728\u4fdd\u62a4\u6570\u636e\u9690\u79c1\u7684\u524d\u63d0\u4e0b\uff0c\u80fd\u8de8\u7ec4\u7ec7\u8054\u5408\u8bad\u7ec3\u66f4\u5f3a\u5927\u7684\u8fd0\u7ef4\u6a21\u578b\u3002<\/p>\n

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