{"id":34252,"date":"2025-03-10T16:58:21","date_gmt":"2025-03-10T08:58:21","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=34252"},"modified":"2025-03-10T16:58:21","modified_gmt":"2025-03-10T08:58:21","slug":"skywalking%e7%9a%84%e6%80%a7%e8%83%bd%e7%9b%91%e6%8e%a7%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%e5%ba%94%e7%94%a8%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/34252.html","title":{"rendered":"SkyWalking\u7684\u6027\u80fd\u76d1\u63a7\u5982\u4f55\u652f\u6301AI\u548c\u673a\u5668\u5b66\u4e60\u5e94\u7528\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/8Vi8nQQ.jpg\" alt=\"SkyWalking\u7684\u6027\u80fd\u76d1\u63a7\u5982\u4f55\u652f\u6301AI\u548c\u673a\u5668\u5b66\u4e60\u5e94\u7528\uff1f\" ><\/p>\n<\/p>\n<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u4e0e\u673a\u5668\u5b66\u4e60\uff08ML\uff09\u5df2\u6210\u4e3a\u4f01\u4e1a\u6784\u5efa\u667a\u80fd\u7cfb\u7edf\u7684\u6838\u5fc3\u5f15\u64ce\u3002\u4ece\u5b9e\u65f6\u63a8\u8350\u7cfb\u7edf\u5230\u81ea\u52a8\u9a7e\u9a76\uff0c\u4ece\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5230\u56fe\u50cf\u8bc6\u522b\uff0c\u8fd9\u4e9b\u6280\u672f\u6b63\u5728\u91cd\u5851\u4e1a\u52a1\u903b\u8f91\u3002\u7136\u800c\uff0c\u968f\u7740\u6a21\u578b\u590d\u6742\u5ea6\u7684\u63d0\u5347\u4e0e\u5206\u5e03\u5f0f\u67b6\u6784\u7684\u666e\u53ca\uff0c<strong>AI\/ML\u5e94\u7528\u7684\u6027\u80fd\u74f6\u9888\u3001\u8d44\u6e90\u6d88\u8017\u4e0d\u53ef\u63a7\u3001\u94fe\u8def\u8ffd\u8e2a\u56f0\u96be<\/strong>\u7b49\u95ee\u9898\u9010\u6e10\u6d6e\u51fa\u6c34\u9762\u3002\u5982\u4f55\u5728\u9ad8\u5e76\u53d1\u3001\u591a\u7ec4\u4ef6\u7684\u73af\u5883\u4e2d\u786e\u4fdd\u7cfb\u7edf\u7a33\u5b9a\uff0c\u6210\u4e3a\u5f00\u53d1\u8005\u4e9f\u5f85\u89e3\u51b3\u7684\u6311\u6218\u3002<\/p>\n<p>\u8fd9\u6b63\u662f<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">SkyWalking<\/a><\/strong>\u8fd9\u4e00\u5f00\u6e90\u5e94\u7528\u6027\u80fd\u76d1\u63a7\uff08APM\uff09\u5de5\u5177\u7684\u4ef7\u503c\u6240\u5728\u3002\u4f5c\u4e3a\u4e00\u6b3e\u9762\u5411\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u89c2\u6d4b\u5e73\u53f0\uff0c\u5b83\u901a\u8fc7<strong>\u5168\u94fe\u8def\u8ffd\u8e2a\u3001\u6307\u6807\u805a\u5408\u3001\u65e5\u5fd7\u5173\u8054<\/strong>\u4e09\u5927\u6838\u5fc3\u80fd\u529b\uff0c\u4e3aAI\/ML\u5e94\u7528\u63d0\u4f9b\u4ece\u6a21\u578b\u5f00\u53d1\u5230\u751f\u4ea7\u90e8\u7f72\u7684\u5168\u751f\u547d\u5468\u671f\u76d1\u63a7\u652f\u6301\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">SkyWalking<\/a>\u5982\u4f55\u7a81\u7834\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u7684\u5c40\u9650\uff0c\u4e3a\u673a\u5668\u5b66\u4e60\u5de5\u4f5c\u6d41\u6ce8\u5165\u53ef\u89c2\u6d4b\u6027\u57fa\u56e0\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u5206\u5e03\u5f0f\u8ffd\u8e2a-\u7a7f\u900fai\u6d41\u6c34\u7ebf\u7684-\u9ed1\u5323\u5b50\">\u4e00\u3001<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\uff1a\u7a7f\u900fAI\u6d41\u6c34\u7ebf\u7684\u201c\u9ed1\u5323\u5b50\u201d<\/strong><\/h3>\n<p>AI\/ML\u5e94\u7528\u901a\u5e38\u4f9d\u8d56\u590d\u6742\u7684\u5fae\u670d\u52a1\u67b6\u6784\u3002\u4ee5\u5178\u578b\u7684\u63a8\u8350\u7cfb\u7edf\u4e3a\u4f8b\uff0c\u4ece\u6570\u636e\u91c7\u96c6\u3001\u7279\u5f81\u5de5\u7a0b\u3001\u6a21\u578b\u8bad\u7ec3\u5230\u5728\u7ebf\u63a8\u7406\uff0c\u6bcf\u4e2a\u73af\u8282\u53ef\u80fd\u6d89\u53ca\u6570\u5341\u4e2a\u72ec\u7acb\u670d\u52a1\u3002\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u5f80\u5f80\u53ea\u80fd\u6355\u83b7\u5355\u4e2a\u8282\u70b9\u7684\u8fd0\u884c\u72b6\u6001\uff0c\u96be\u4ee5\u8fd8\u539f\u5b8c\u6574\u7684\u8c03\u7528\u94fe\u8def\u3002<\/p>\n<p>SkyWalking\u901a\u8fc7<strong>\u8de8\u8fdb\u7a0b\u4e0a\u4e0b\u6587\u4f20\u64ad<\/strong>\u6280\u672f\uff0c\u81ea\u52a8\u6784\u5efa\u7aef\u5230\u7aef\u7684\u8c03\u7528\u94fe\u3002\u4f8b\u5982\uff0c\u5f53\u7528\u6237\u8bf7\u6c42\u89e6\u53d1\u6a21\u578b\u63a8\u7406\u65f6\uff0cSkyWalking\u4f1a\u8bb0\u5f55\u4eceAPI\u7f51\u5173\u5230\u7279\u5f81\u5904\u7406\u670d\u52a1\u3001\u518d\u5230\u6a21\u578b\u670d\u52a1\u4e4b\u95f4\u7684\u8c03\u7528\u5173\u7cfb\uff0c\u5e76\u4ee5<strong>\u706b\u7130\u56fe<\/strong>\u5f62\u5f0f\u53ef\u89c6\u5316\u8017\u65f6\u5360\u6bd4\u3002\u8fd9\u79cd\u80fd\u529b\u5c24\u5176\u9002\u7528\u4e8e\u6392\u67e5\u4ee5\u4e0b\u573a\u666f\uff1a<\/p>\n<ul>\n<li><strong>\u6a21\u578b\u63a8\u7406\u5ef6\u8fdf\u5f02\u5e38<\/strong>\uff1a\u5b9a\u4f4d\u74f6\u9888\u5728\u4e8e\u6570\u636e\u9884\u5904\u7406\u8fd8\u662fGPU\u8ba1\u7b97\n<\/li>\n<li><strong>\u591a\u7248\u672c\u6a21\u578bAB\u6d4b\u8bd5<\/strong>\uff1a\u5bf9\u6bd4\u4e0d\u540c\u6a21\u578b\u5b9e\u4f8b\u7684\u54cd\u5e94\u65f6\u95f4\u548c\u9519\u8bef\u7387\n<\/li>\n<li><strong>\u6279\u5904\u7406\u4efb\u52a1\u5361\u987f<\/strong>\uff1a\u8ffd\u8e2a\u5206\u5e03\u5f0f\u8bad\u7ec3\u4efb\u52a1\u4e2d\u7684\u901a\u4fe1\u5ef6\u8fdf\u6216\u8d44\u6e90\u4e89\u62a2\n<\/li>\n<\/ul>\n<p>\u67d0\u7535\u5546\u5e73\u53f0\u5728\u63a5\u5165SkyWalking\u540e\uff0c\u53d1\u73b0\u5176\u56fe\u50cf\u8bc6\u522b\u670d\u52a1\u7684P99\u5ef6\u8fdf\u4ece800ms\u964d\u81f3350ms\u3002\u6839\u672c\u539f\u56e0\u662f\u8ffd\u8e2a\u6570\u636e\u663e\u793a\uff0c<strong>70%\u7684\u65f6\u95f4\u6d88\u8017\u5728Redis\u7279\u5f81\u7f13\u5b58\u672a\u547d\u4e2d\u7684\u4e32\u884c\u67e5\u8be2<\/strong>\u4e0a\uff0c\u6700\u7ec8\u901a\u8fc7\u589e\u52a0\u672c\u5730\u7f13\u5b58\u5c42\u7ea7\u4f18\u5316\u4e86\u6d41\u7a0b\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u8d44\u6e90\u5229\u7528\u7387\u76d1\u63a7-\u7834\u89e3gpu-cpu\u7684-\u9965\u997f\u6e38\u620f\">\u4e8c\u3001<strong>\u8d44\u6e90\u5229\u7528\u7387\u76d1\u63a7\uff1a\u7834\u89e3GPU\/CPU\u7684\u201c\u9965\u997f\u6e38\u620f\u201d<\/strong><\/h3>\n<p>\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u5bf9\u8ba1\u7b97\u8d44\u6e90\u7684\u4f9d\u8d56\u8fdc\u8d85\u4f20\u7edf\u5e94\u7528\u3002\u636eIDC\u7edf\u8ba1\uff0c<strong>\u8bad\u7ec3\u4e00\u4e2a\u767e\u4ebf\u53c2\u6570\u6a21\u578b\u53ef\u80fd\u6d88\u8017\u4ef7\u503c\u6570\u767e\u4e07\u7f8e\u5143\u7684GPU\u7b97\u529b<\/strong>\u3002\u7136\u800c\uff0c\u8bb8\u591a\u56e2\u961f\u9762\u4e34\u201c\u8d44\u6e90\u9ed1\u6d1e\u201d\u2014\u2014\u660e\u660e\u5206\u914d\u4e86\u5927\u91cfGPU\uff0c\u6a21\u578b\u8bad\u7ec3\u901f\u5ea6\u5374\u672a\u663e\u8457\u63d0\u5347\u3002<\/p>\n<p>SkyWalking\u7684<strong>\u6307\u6807\u6536\u96c6\u5668<\/strong>\u652f\u6301\u5bf9\u63a5Prometheus\u3001Kubernetes\u7b49\u751f\u6001\u7ec4\u4ef6\uff0c\u5b9e\u65f6\u91c7\u96c6\u4ee5\u4e0b\u5173\u952e\u6570\u636e\uff1a<\/p>\n<ul>\n<li><strong>GPU\u5229\u7528\u7387<\/strong>\uff1a\u663e\u5b58\u5360\u7528\u3001CUDA\u6838\u5fc3\u6d3b\u8dc3\u65f6\u95f4\u3001\u6e29\u5ea6\u9608\u503c\n<\/li>\n<li><strong>CPU\/\u5185\u5b58\u6ce2\u52a8<\/strong>\uff1a\u8bc6\u522b\u6570\u636e\u9884\u5904\u7406\u4e2d\u7684\u5185\u5b58\u6cc4\u6f0f\u6216\u7ebf\u7a0b\u963b\u585e\n<\/li>\n<li><strong>\u7f51\u7edc\u5e26\u5bbd<\/strong>\uff1a\u68c0\u6d4b\u5206\u5e03\u5f0f\u8bad\u7ec3\u4e2d\u7684\u53c2\u6570\u540c\u6b65\u6548\u7387\n<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u5c06\u8fd9\u4e9b\u6307\u6807\u4e0e\u4e1a\u52a1\u65e5\u5fd7\u5173\u8054\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u6784\u5efa\u591a\u7ef4\u5ea6\u7684<strong>\u8d44\u6e90\u6548\u80fd\u770b\u677f<\/strong>\u3002\u4f8b\u5982\uff0c\u67d0\u81ea\u52a8\u9a7e\u9a76\u56e2\u961f\u53d1\u73b0\uff0c\u5176\u611f\u77e5\u6a21\u578b\u8bad\u7ec3\u65f6GPU\u5229\u7528\u7387\u957f\u671f\u4f4e\u4e8e40%\uff0c\u8fdb\u4e00\u6b65\u5206\u6790\u53d1\u73b0\uff0c<strong>\u6570\u636e\u52a0\u8f7d\u7ba1\u9053\u672a\u542f\u7528\u5e76\u884cIO<\/strong>\u5bfc\u81f4GPU\u9891\u7e41\u7a7a\u95f2\u3002\u4f18\u5316\u540e\uff0c\u5355\u5361\u5229\u7528\u7387\u63d0\u5347\u81f375%\uff0c\u8bad\u7ec3\u5468\u671f\u7f29\u77ed60%\u3002<\/p>\n<hr>\n<h3 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