{"id":32720,"date":"2025-03-04T10:42:35","date_gmt":"2025-03-04T02:42:35","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=32720"},"modified":"2025-03-04T10:42:35","modified_gmt":"2025-03-04T02:42:35","slug":"%e4%ba%91%e5%8e%9f%e7%94%9fapm%e5%a6%82%e4%bd%95%e5%ae%9e%e7%8e%b0%e5%9f%ba%e4%ba%8eai%e7%9a%84%e5%bc%82%e5%b8%b8%e6%a3%80%e6%b5%8b%e4%b8%8e%e9%a2%84%e8%ad%a6%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/32720.html","title":{"rendered":"\u4e91\u539f\u751fAPM\u5982\u4f55\u5b9e\u73b0\u57fa\u4e8eAI\u7684\u5f02\u5e38\u68c0\u6d4b\u4e0e\u9884\u8b66\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/pic.zadbj010.com\/2025\/18da16b04c1945d.jpg\" alt=\"\u4e91\u539f\u751fAPM\u5982\u4f55\u5b9e\u73b0\u57fa\u4e8eAI\u7684\u5f02\u5e38\u68c0\u6d4b\u4e0e\u9884\u8b66\uff1f\" ><\/p>\n<\/p>\n<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e0b\uff0c\u4f01\u4e1a\u5e94\u7528\u7cfb\u7edf\u6b63\u52a0\u901f\u5411\u4e91\u539f\u751f\u67b6\u6784\u8fc1\u79fb\u3002\u636eGartner\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c\u8d85\u8fc795%\u7684\u65b0\u6570\u5b57\u5de5\u4f5c\u8d1f\u8f7d\u5c06\u90e8\u7f72\u5728\u4e91\u539f\u751f\u5e73\u53f0\u4e0a\u3002\u8fd9\u79cd\u6280\u672f\u6f14\u8fdb\u5728\u63d0\u5347\u4e1a\u52a1\u654f\u6377\u6027\u7684\u540c\u65f6\uff0c\u4e5f\u8ba9\u7cfb\u7edf\u590d\u6742\u5ea6\u5448\u6307\u6570\u7ea7\u589e\u957f\u2014\u2014\u5fae\u670d\u52a1\u67b6\u6784\u3001\u5bb9\u5668\u5316\u90e8\u7f72\u3001\u52a8\u6001\u6269\u7f29\u5bb9\u7b49\u7279\u6027\uff0c\u4f7f\u5f97\u4f20\u7edf\u76d1\u63a7\u624b\u6bb5\u5728<strong>\u5f02\u5e38\u68c0\u6d4b\u54cd\u5e94\u901f\u5ea6<\/strong>\u548c<strong>\u6839\u56e0\u5b9a\u4f4d\u6548\u7387<\/strong>\u65b9\u9762\u9762\u4e34\u4e25\u5cfb\u6311\u6218\u3002\u5728\u8fd9\u6837\u7684\u80cc\u666f\u4e0b\uff0c<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u4e91\u539f\u751fAPM<\/a>\uff08<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5e94\u7528\u6027\u80fd\u7ba1\u7406<\/a>\uff09<\/strong>\u4e0e<strong>\u4eba\u5de5\u667a\u80fd\u6280\u672f<\/strong>\u7684\u6df1\u5ea6\u878d\u5408\uff0c\u6b63\u5728\u91cd\u5851\u667a\u80fd\u8fd0\u7ef4\u7684\u65b0\u8303\u5f0f\u3002<\/p>\n<h3 id=\"\u4e00-\u4e91\u539f\u751f\u73af\u5883\u4e0b\u7684\u76d1\u63a7\u56f0\u5883\">\u4e00\u3001\u4e91\u539f\u751f\u73af\u5883\u4e0b\u7684\u76d1\u63a7\u56f0\u5883<\/h3>\n<p>\u5728\u5178\u578b\u7684\u4e91\u539f\u751f\u67b6\u6784\u4e2d\uff0c\u5355\u4e2a\u7528\u6237\u8bf7\u6c42\u53ef\u80fd\u8de8\u8d8a\u6570\u5341\u4e2a\u5fae\u670d\u52a1\u8282\u70b9\uff0c\u6bcf\u4e2a\u8282\u70b9\u53c8\u6d89\u53ca\u52a8\u6001\u53d8\u5316\u7684\u5bb9\u5668\u5b9e\u4f8b\u3002\u8fd9\u79cd\u5206\u5e03\u5f0f\u7279\u6027\u5bfc\u81f4\u76d1\u63a7\u6570\u636e\u5448\u73b0\u4e09\u4e2a\u663e\u8457\u7279\u5f81\uff1a<strong>\u6d77\u91cf\u6027<\/strong>\uff08\u65e5\u5747\u4ea7\u751fTB\u7ea7\u6307\u6807\u6570\u636e\uff09\u3001<strong>\u9ad8\u7ef4\u5ea6<\/strong>\uff08\u6db5\u76d6\u57fa\u7840\u8bbe\u65bd\u3001\u4e2d\u95f4\u4ef6\u3001\u5e94\u7528\u903b\u8f91\u7b49\u591a\u5c42\u6307\u6807\uff09\u3001<strong>\u65f6\u5e8f\u6027<\/strong>\uff08\u6307\u6807\u95f4\u5b58\u5728\u590d\u6742\u7684\u65f6\u95f4\u76f8\u5173\u6027\uff09\u3002\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u7684\u5b9e\u8df5\u6570\u636e\u663e\u793a\uff0c\u5176\u751f\u4ea7\u73af\u5883\u6bcf\u5206\u949f\u4ea7\u751f\u8d85\u8fc7200\u4e07\u6761\u76d1\u63a7\u6307\u6807\uff0c\u4f46\u4f20\u7edf\u9608\u503c\u544a\u8b66\u7684\u8bef\u62a5\u7387\u9ad8\u8fbe67%\uff0c\u4e25\u91cd\u5e72\u6270\u8fd0\u7ef4\u51b3\u7b56\u3002<\/p>\n<h3 id=\"\u4e8c-ai\u9a71\u52a8\u7684\u5f02\u5e38\u68c0\u6d4b\u6838\u5fc3\u903b\u8f91\">\u4e8c\u3001AI\u9a71\u52a8\u7684\u5f02\u5e38\u68c0\u6d4b\u6838\u5fc3\u903b\u8f91<\/h3>\n<p><strong>\u57fa\u4e8eAI\u7684\u5f02\u5e38\u68c0\u6d4b<\/strong>\u672c\u8d28\u4e0a\u662f\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u5728\u5e9e\u6742\u7684\u76d1\u63a7\u6570\u636e\u4e2d\u5efa\u7acb\u591a\u7ef4\u5ea6\u7684&rdquo;\u5065\u5eb7\u57fa\u7ebf&rdquo;\u3002\u4e0e\u56fa\u5b9a\u9608\u503c\u76f8\u6bd4\uff0c\u8fd9\u79cd\u52a8\u6001\u57fa\u7ebf\u80fd\u591f\u81ea\u52a8\u9002\u5e94\u4e1a\u52a1\u6d41\u91cf\u6ce2\u52a8\u3002\u4f8b\u5982\u5728\u7535\u5546\u5927\u4fc3\u671f\u95f4\uff0cAPI\u8c03\u7528\u91cf\u53ef\u80fd\u6fc0\u589e300%\uff0c\u6b64\u65f6\u57fa\u4e8e\u5386\u53f2\u5b66\u4e60\u5efa\u7acb\u7684<strong>\u52a8\u6001\u9608\u503c\u6a21\u578b<\/strong>\uff0c\u53ef\u51c6\u786e\u533a\u5206\u6b63\u5e38\u4e1a\u52a1\u9ad8\u5cf0\u4e0e\u5f02\u5e38\u6d41\u91cf\u51b2\u51fb\u3002<\/p>\n<p>\u5177\u4f53\u5b9e\u73b0\u5305\u542b\u4e09\u4e2a\u6280\u672f\u5c42\u7ea7\uff1a<\/p>\n<ol>\n<li><strong>\u6570\u636e\u7279\u5f81\u5de5\u7a0b<\/strong>\uff1a\u5bf9\u65f6\u5e8f\u6570\u636e\u8fdb\u884c\u6ed1\u52a8\u7a97\u53e3\u5904\u7406\uff0c\u63d0\u53d6\u7edf\u8ba1\u7279\u5f81\uff08\u5747\u503c\u3001\u65b9\u5dee\uff09\u3001\u5f62\u6001\u7279\u5f81\uff08\u8d8b\u52bf\u3001\u5468\u671f\u6027\uff09\u53ca\u5173\u8054\u7279\u5f81\uff08<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u670d\u52a1\u8c03\u7528\u94fe<\/a>\u76f8\u5173\u6027\uff09\n<\/li>\n<li><strong>\u591a\u6a21\u578b\u534f\u540c\u68c0\u6d4b<\/strong>\uff1a\u91c7\u7528\u96c6\u6210\u5b66\u4e60\u6846\u67b6\uff0c\u7ec4\u5408\u4f7f\u7528\u5b64\u7acb\u68ee\u6797\uff08\u5904\u7406\u9ad8\u7ef4\u7a00\u758f\u6570\u636e\uff09\u3001LSTM\uff08\u6355\u6349\u65f6\u5e8f\u4f9d\u8d56\uff09\u3001GNN\uff08\u5206\u6790\u62d3\u6251\u5173\u7cfb\uff09\u7b49\u7b97\u6cd5\n<\/li>\n<li><strong>\u5728\u7ebf\u5b66\u4e60\u673a\u5236<\/strong>\uff1a\u901a\u8fc7\u6301\u7eed\u63a5\u6536\u8fd0\u7ef4\u53cd\u9988\uff0c\u52a8\u6001\u8c03\u6574\u6a21\u578b\u6743\u91cd\uff0c\u4f8b\u5982\u67d0\u5bb9\u5668\u4e91\u5e73\u53f0\u901a\u8fc7\u5728\u7ebf\u5b66\u4e60\uff0c\u5c06Kubernetes\u96c6\u7fa4\u7684CPU\u5229\u7528\u7387\u9884\u6d4b\u8bef\u5dee\u4ece12%\u964d\u81f33.8%\n<\/li>\n<\/ol>\n<h3 id=\"\u4e09-\u667a\u80fd\u9884\u8b66\u7cfb\u7edf\u7684\u6784\u5efa\u8def\u5f84\">\u4e09\u3001\u667a\u80fd\u9884\u8b66\u7cfb\u7edf\u7684\u6784\u5efa\u8def\u5f84<\/h3>\n<ol>\n<li>\n<p><strong>\u5168\u6808\u6570\u636e\u91c7\u96c6<\/strong><br \/>\n\u901a\u8fc7eBPF\u6280\u672f\u5b9e\u73b0\u5185\u6838\u7ea7\u57cb\u70b9\uff0c\u65e0\u4fb5\u5165\u91c7\u96c6\u7cfb\u7edf\u8c03\u7528\u3001\u7f51\u7edc\u6d41\u91cf\u7b49\u7ec6\u7c92\u5ea6\u6570\u636e\u3002\u67d0\u5934\u90e8\u4e91\u5382\u5546\u7684\u5b9e\u8df5\u8868\u660e\uff0c\u76f8\u6bd4\u4f20\u7edfSDK\u65b9\u6848\uff0ceBPF\u5c06\u6570\u636e\u91c7\u96c6\u5f00\u9500\u4ece15%\u964d\u4f4e\u52303%\u4ee5\u4e0b\uff0c\u540c\u65f6\u6355\u83b7\u5230\u8fc7\u53bb\u88ab\u9057\u6f0f\u768443%\u8de8\u8282\u70b9\u8c03\u7528\u5f02\u5e38\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5b9e\u65f6\u7279\u5f81\u8ba1\u7b97<\/strong><br \/>\n\u6784\u5efa\u6d41\u5f0f\u8ba1\u7b97\u7ba1\u9053\uff0c\u5bf9\u539f\u59cb\u6307\u6807\u8fdb\u884c\u7a97\u53e3\u805a\u5408\u3001\u7ef4\u5ea6\u4e0b\u94bb\u7b49\u5b9e\u65f6\u5904\u7406\u3002\u4f8b\u5982\u5728\u670d\u52a1\u7f51\u683c\u573a\u666f\u4e2d\uff0c\u901a\u8fc7Flink\u5f15\u64ce\u5b9e\u65f6\u8ba1\u7b97\u6bcf\u4e2a\u670d\u52a1\u7684P99\u5ef6\u8fdf\u3001\u9519\u8bef\u7387\u659c\u7387\u7b4920+\u4e2a\u884d\u751f\u6307\u6807\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u591a\u6a21\u6001\u5206\u6790\u5f15\u64ce<\/strong><\/p>\n<\/li>\n<\/ol>\n<ul>\n<li>\u65f6\u5e8f\u5f02\u5e38\u68c0\u6d4b\uff1a\u91c7\u7528STL\u5206\u89e3\uff08Seasonal-Trend decomposition\uff09\u533a\u5206\u5468\u671f\u6027\u6ce2\u52a8\u4e0e\u7a81\u53d1\u5f02\u5e38\n<\/li>\n<li>\u65e5\u5fd7\u6a21\u5f0f\u6316\u6398\uff1a\u901a\u8fc7BERT\u6a21\u578b\u5bf9\u65e5\u5fd7\u6587\u672c\u8fdb\u884c\u8bed\u4e49\u805a\u7c7b\uff0c\u81ea\u52a8\u8bc6\u522b\u5f02\u5e38\u6a21\u5f0f\uff08\u5982&rdquo;Connection timeout&rdquo;\u7a81\u589e\uff09\n<\/li>\n<li>\u62d3\u6251\u5173\u8054\u5206\u6790\uff1a\u57fa\u4e8e\u670d\u52a1\u4f9d\u8d56\u56fe\u8c31\u5b9a\u4f4d\u5f02\u5e38\u4f20\u64ad\u8def\u5f84\uff0c\u67d0\u6b21\u7ebf\u4e0a\u4e8b\u6545\u4e2d\uff0c\u8be5\u65b9\u6cd5\u5c06\u6839\u56e0\u5b9a\u4f4d\u65f6\u95f4\u4ece\u5c0f\u65f6\u7ea7\u7f29\u77ed\u81f38\u5206\u949f\n<\/li>\n<\/ul>\n<ol>\n<li><strong>\u5206\u7ea7\u9884\u8b66\u673a\u5236<\/strong><br \/>\n\u6839\u636e\u5f71\u54cd\u9762\u8bc4\u4f30\u7b97\u6cd5\u81ea\u52a8\u5212\u5206\u544a\u8b66\u7b49\u7ea7\uff1a\n<\/li>\n<\/ol>\n<ul>\n<li>P0\u7ea7\uff08\u4e1a\u52a1\u6838\u5fc3\u94fe\u8def\u4e2d\u65ad\uff09\uff1a\u89e6\u53d1\u7535\u8bdd\/\u77ed\u4fe1\u544a\u8b66\n<\/li>\n<li>P1\u7ea7\uff08\u90e8\u5206\u670d\u52a1\u964d\u7ea7\uff09\uff1a\u63a8\u9001\u4f01\u4e1aIM\u901a\u77e5\n<\/li>\n<li>P2\u7ea7\uff08\u6f5c\u5728\u98ce\u9669\u9884\u8b66\uff09\uff1a\u751f\u6210\u8fd0\u7ef4\u5de5\u5355\n<\/li>\n<\/ul>\n<h3 id=\"\u56db-\u5de5\u7a0b\u843d\u5730\u7684\u6700\u4f73\u5b9e\u8df5\">\u56db\u3001\u5de5\u7a0b\u843d\u5730\u7684\u6700\u4f73\u5b9e\u8df5<\/h3>\n<p>\u67d0\u5934\u90e8\u7535\u5546\u5e73\u53f0\u5728\u5f15\u5165AI\u9a71\u52a8\u7684APM\u7cfb\u7edf\u540e\uff0c\u53d6\u5f97\u663e\u8457\u6210\u6548\uff1a<\/p>\n<ul>\n<li>\u5f02\u5e38\u68c0\u6d4b\u51c6\u786e\u7387\u4ece58%\u63d0\u5347\u81f392%\uff0c\u544a\u8b66\u98ce\u66b4\u51cf\u5c1176%\n<\/li>\n<li>\u501f\u52a9<strong>\u56e0\u679c\u63a8\u7406\u5f15\u64ce<\/strong>\uff0c\u6839\u56e0\u5b9a\u4f4d\u5e73\u5747\u8017\u65f6\u4ece43\u5206\u949f\u7f29\u77ed\u81f36\u5206\u949f\n<\/li>\n<li>\u901a\u8fc7\u9884\u6d4b\u6027\u9884\u8b66\u63d0\u524d15\u5206\u949f\u53d1\u73b0\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u6cc4\u9732\u98ce\u9669\uff0c\u907f\u514d&rdquo;\u9ed1\u8272\u661f\u671f\u4e94&rdquo;\u5927\u4fc3\u671f\u95f4\u7684\u670d\u52a1\u4e2d\u65ad\n<\/li>\n<\/ul>\n<p>\u6280\u672f\u67b6\u6784\u5c42\u9762\uff0c\u63a8\u8350\u91c7\u7528\u5206\u5c42\u8bbe\u8ba1\uff1a<\/p>\n<ol>\n<li><strong>\u8fb9\u7f18\u8ba1\u7b97\u5c42<\/strong>\uff1a\u5728\u8282\u70b9\u672c\u5730\u8fdb\u884c\u521d\u6b65\u5f02\u5e38\u8fc7\u6ee4\uff0c\u964d\u4f4e\u4e2d\u5fc3\u96c6\u7fa4\u538b\u529b\n<\/li>\n<li><strong>\u6d41\u5904\u7406\u5c42<\/strong>\uff1a\u4f7f\u7528Apache Kafka+Pulsar\u5b9e\u73b0\u9ad8\u541e\u5410\u4e8b\u4ef6\u5904\u7406\n<\/li>\n<li><strong>\u6a21\u578b\u670d\u52a1\u5c42<\/strong>\uff1a\u57fa\u4e8eKServe\u5b9e\u73b0\u68c0\u6d4b\u6a21\u578b\u7684A\/B\u6d4b\u8bd5\u4e0e\u7070\u5ea6\u53d1\u5e03\n<\/li>\n<li><strong>\u53cd\u9988\u95ed\u73af<\/strong>\uff1a\u6784\u5efa\u6807\u6ce8\u5e73\u53f0\u6301\u7eed\u6536\u96c6\u8fd0\u7ef4\u4eba\u5458\u51b3\u7b56\u6570\u636e\uff0c\u9a71\u52a8\u6a21\u578b\u8fed\u4ee3\u4f18\u5316\n<\/li>\n<\/ol>\n<h3 id=\"\u4e94-\u6280\u672f\u6f14\u8fdb\u7684\u672a\u6765\u65b9\u5411\">\u4e94\u3001\u6280\u672f\u6f14\u8fdb\u7684\u672a\u6765\u65b9\u5411<\/h3>\n<p>\u968f\u7740\u5927\u6a21\u578b\u6280\u672f\u7684\u7a81\u7834\uff0c<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u4e91\u539f\u751fAPM<\/a>\u6b63\u8fce\u6765\u65b0\u7684\u53d8\u9769\u673a\u9047\u3002Google\u8fd1\u671f\u5f00\u6e90\u7684TimesFM\u65f6\u95f4\u5e8f\u5217\u57fa\u7840\u6a21\u578b\uff0c\u5728\u96f6\u6837\u672c\u573a\u666f\u4e0b\u5c55\u73b0\u51fa\u5353\u8d8a\u7684\u5f02\u5e38\u68c0\u6d4b\u80fd\u529b\u3002\u4e0e\u6b64\u540c\u65f6\uff0c<strong>\u53ef\u89e3\u91ca\u6027AI<\/strong>\uff08XAI\uff09\u6280\u672f\u6b63\u5728\u89e3\u51b3\u7b97\u6cd5\u9ed1\u7bb1\u95ee\u9898\u2014\u2014\u901a\u8fc7SHAP\u503c\u5206\u6790\uff0c\u8fd0\u7ef4\u4eba\u5458\u53ef\u76f4\u89c2\u770b\u5230\u5f71\u54cd\u5f02\u5e38\u5224\u65ad\u7684\u5173\u952e\u7279\u5f81\u6307\u6807\u3002<\/p>\n<p>\u5728\u8fb9\u7f18\u8ba1\u7b97\u573a\u666f\u4e2d\uff0c<strong>\u6a21\u578b\u8f7b\u91cf\u5316<\/strong>\u6210\u4e3a\u91cd\u8981\u7814\u7a76\u65b9\u5411\u3002\u817e\u8baf\u4e91\u53d1\u5e03\u7684TinyML\u6846\u67b6\uff0c\u53ef\u5c06LSTM\u6a21\u578b\u538b\u7f29\u81f3300KB\u4ee5\u5185\uff0c\u4f7f\u8fb9\u7f18\u8bbe\u5907\u80fd\u672c\u5730\u6267\u884c\u5b9e\u65f6\u63a8\u7406\u3002\u8fd9\u79cd&rdquo;\u7aef-\u8fb9-\u4e91&rdquo;\u534f\u540c\u7684\u67b6\u6784\uff0c\u6b63\u5728\u91cd\u65b0\u5b9a\u4e49\u667a\u80fd\u76d1\u63a7\u7684\u8fb9\u754c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e0b\uff0c\u4f01\u4e1a\u5e94\u7528\u7cfb\u7edf\u6b63\u52a0\u901f\u5411\u4e91\u539f\u751f\u67b6\u6784\u8fc1\u79fb\u3002\u636eGartner\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c\u8d85\u8fc795%\u7684\u65b0\u6570\u5b57\u5de5\u4f5c\u8d1f\u8f7d\u5c06\u90e8\u7f72\u5728\u4e91\u539f\u751f\u5e73\u53f0\u4e0a\u3002\u8fd9\u79cd\u6280\u672f\u6f14\u8fdb\u5728\u63d0\u5347\u4e1a\u52a1\u654f\u6377\u6027\u7684\u540c\u65f6\uff0c\u4e5f\u8ba9\u7cfb\u7edf\u590d\u6742\u5ea6\u5448\u6307\u6570\u7ea7\u589e\u957f\u2014\u2014\u5fae\u670d\u52a1\u67b6\u6784\u3001\u5bb9\u5668\u5316\u90e8\u7f72\u3001\u52a8\u6001\u6269\u7f29\u5bb9\u7b49\u7279\u6027\uff0c\u4f7f\u5f97\u4f20\u7edf\u76d1\u63a7\u624b\u6bb5\u5728\u5f02\u5e38\u68c0\u6d4b\u54cd\u5e94\u901f\u5ea6\u548c\u6839\u56e0\u5b9a\u4f4d\u6548\u7387\u65b9\u9762\u9762\u4e34\u4e25\u5cfb\u6311\u6218\u3002\u5728\u8fd9\u6837\u7684\u80cc\u666f\u4e0b\uff0c\u4e91\u539f\u751fAPM\uff08\u5e94\u7528\u6027\u80fd\u7ba1\u7406\uff09\u4e0e\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u6df1\u5ea6\u878d\u5408\uff0c\u6b63\u5728\u91cd\u5851\u667a\u80fd\u8fd0\u7ef4\u7684\u65b0\u8303\u5f0f\u3002 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