{"id":73209,"date":"2026-02-07T09:57:11","date_gmt":"2026-02-07T01:57:11","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/73209.html"},"modified":"2026-02-07T09:57:11","modified_gmt":"2026-02-07T01:57:11","slug":"%e5%bd%93%e8%8b%b1%e8%b6%85%e5%86%b3%e8%b5%9b%e9%81%ad%e9%81%87%e7%b3%bb%e7%bb%9f%e5%b4%a9%e6%ba%83%ef%bc%9a%e6%97%b6%e7%a9%ba%e5%9b%be%e7%bd%91%e7%bb%9c%e5%a6%82%e4%bd%95%e6%8f%90%e5%89%8d48%e5%b0%8f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/73209.html","title":{"rendered":"\u5f53\u82f1\u8d85\u51b3\u8d5b\u906d\u9047\u7cfb\u7edf\u5d29\u6e83\uff1a\u65f6\u7a7a\u56fe\u7f51\u7edc\u5982\u4f55\u63d0\u524d48\u5c0f\u65f6\u9884\u8b66\u5fae\u670d\u52a1\u6545\u969c"},"content":{"rendered":"<p>2026\u5e74\u82f1\u8d85\u51b3\u8d5b\u591c&#xff0c;\u67d0\u7968\u52a1\u5e73\u53f0\u906d\u9047\u5f00\u7968\u77ac\u95f4\u7684\u6d41\u91cf\u6d2a\u5cf0\u3002\u4f20\u7edf\u76d1\u63a7\u5728\u5d29\u6e83\u540e3\u5206\u949f\u624d\u53d1\u51fa\u8b66\u62a5&#xff0c;\u800c\u57fa\u4e8e\u65f6\u7a7a\u56fe\u7f51\u7edc(ST-GNN)\u7684AI\u9884\u6d4b\u7cfb\u7edf\u5374\u572848\u5c0f\u65f6\u524d\u5c31\u6807\u8bb0\u51fa\u6838\u5fc3\u670d\u52a1\u94fe\u8def\u7684\u6f5c\u5728\u74f6\u9888\u2014\u2014\u7528\u6237\u8ba2\u5355\u670d\u52a1\u7684Redis\u96c6\u7fa4\u5c06\u56e0\u5e8f\u5217\u5316\u5f02\u5e38\u5bfc\u81f4\u7ebf\u7a0b\u963b\u585e\u3002\u672c\u6587\u5c06\u89e3\u6790\u8fd9\u9879\u8ba9\u8f6f\u4ef6\u6d4b\u8bd5\u4ece\u4e1a\u8005\u4ece\u201c\u88ab\u52a8\u6551\u706b\u201d\u8f6c\u5411\u201c\u4e3b\u52a8\u9632\u5fa1\u201d\u7684\u6838\u5fc3\u6280\u672f\u3002<\/p>\n<p>\u4e00\u3001\u75db\u70b9\u62c6\u89e3&#xff1a;\u4e3a\u4ec0\u4e48\u4f20\u7edf\u6d4b\u8bd5\u65e0\u6cd5\u6355\u6349\u5fae\u670d\u52a1\u7ea7\u8054\u6545\u969c&#xff1f;<\/p>\n<li>\n<p>\u62d3\u6251\u76f2\u533a&#xff1a;\u5fae\u670d\u52a1\u8c03\u7528\u94fe\u52a8\u6001\u53d8\u5316&#xff0c;\u4eba\u5de5\u7ed8\u5236\u7684\u4f9d\u8d56\u56fe\u8c31\u5e73\u5747\u6ede\u540e\u73b0\u5b9e\u67b6\u678437\u5c0f\u65f6<\/p>\n<\/li>\n<li>\n<p>\u8bef\u62a5\u9677\u9631&#xff1a;\u5355\u4e00\u6307\u6807\u9608\u503c\u544a\u8b66\u5728\u7535\u5546\u5927\u4fc3\u573a\u666f\u8bef\u62a5\u7387\u8fbe62%&#xff0c;\u63a9\u76d6\u771f\u5b9e\u6839\u56e0<\/p>\n<\/li>\n<li>\n<p>\u54cd\u5e94\u65f6\u5dee&#xff1a;\u4ece\u65e5\u5fd7\u5f02\u5e38\u5230\u5b9a\u4f4d\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u6cc4\u6f0f&#xff0c;\u4eba\u5de5\u5e73\u5747\u8017\u65f683\u5206\u949f<\/p>\n<\/li>\n<p>\u4e8c\u3001\u6280\u672f\u5185\u6838&#xff1a;\u65f6\u7a7a\u56fe\u7f51\u7edc\u7684\u56db\u5c42\u5206\u6790\u6846\u67b6<\/p>\n<p># \u7b80\u5316\u7684\u65f6\u7a7a\u56fe\u6784\u5efa\u4ee3\u7801\u793a\u4f8b&#xff08;\u57fa\u4e8ePyTorch Geometric\u65f6\u5e8f\u6269\u5c55\u5e93&#xff09;<br \/>\nclass STGNN(torch.nn.Module):<br \/>\ndef __init__(self):<br \/>\n# \u65f6\u7a7a\u7279\u5f81\u63d0\u53d6\u5c42&#xff1a;\u6355\u6349\u670d\u52a1\u8282\u70b9\u7684\u65f6\u5e8f\u6307\u6807\u6ce2\u52a8<br \/>\nself.temporal_encoder &#061; TGCN(in_channels&#061;64)<br \/>\n# \u62d3\u6251\u611f\u77e5\u5c42&#xff1a;\u52a8\u6001\u5b66\u4e60\u670d\u52a1\u95f4\u8c03\u7528\u5173\u7cfb\u6743\u91cd<br \/>\nself.spatial_processor &#061; GATConv(hidden_size&#061;128)<br \/>\n# \u6839\u56e0\u5b9a\u4f4d\u5c42&#xff1a;\u8f93\u51fa\u5f02\u5e38\u4f20\u64ad\u8def\u5f84\u6982\u7387<br \/>\nself.causal_attn &#061; GraphAttentionPooling()<\/p>\n<p>\u8fd0\u884c\u903b\u8f91&#xff1a;<\/p>\n<li>\n<p>\u8f93\u5165\u5c42&#xff1a;\u5b9e\u65f6\u6444\u5165Prometheus\u6307\u6807&#043;Jaeger\u8c03\u7528\u94fe&#043;\u4e1a\u52a1\u65e5\u5fd7&#xff08;\u6bcf\u79d2\u5904\u740612\u4e07\u6570\u636e\u70b9&#xff09;<\/p>\n<\/li>\n<li>\n<p>\u65f6\u7a7a\u5efa\u6a21&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u65f6\u5e8f\u7ef4\u5ea6&#xff1a;\u7528Temporal Fusion Transformer\u9884\u6d4b\u670d\u52a1\u54cd\u5e94\u65f6\u95f4\u62d0\u70b9&#xff08;\u7cbe\u5ea6\u6bd4LSTM\u9ad823%&#xff09;<\/p>\n<\/li>\n<li>\n<p>\u7a7a\u95f4\u7ef4\u5ea6&#xff1a;\u6784\u5efa\u52a8\u6001\u90bb\u63a5\u77e9\u9635&#xff0c;\u81ea\u52a8\u8bc6\u522b\u65b0\u4e0a\u7ebf\u670d\u52a1\u7684\u5f02\u5e38\u4f20\u5bfc\u8def\u5f84<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u6839\u56e0\u8f93\u51fa&#xff1a;\u751f\u6210\u5e26\u7f6e\u4fe1\u5ea6\u7684\u6545\u969c\u4f20\u64ad\u6811&#xff0c;\u5982\u652f\u4ed8\u670d\u52a1\u8d85\u65f6(82%) \u2192 \u8ba2\u5355\u9501\u5e93\u5b58\u5931\u8d25(76%) \u2192 Redis\u7ebf\u7a0b\u963b\u585e(93%)<\/p>\n<\/li>\n<p>\u4e09\u3001\u6d4b\u8bd5\u573a\u666f\u843d\u5730&#xff1a;\u91d1\u878d\u7cfb\u7edf\u5b9e\u6218\u6848\u4f8b<\/p>\n<p>\u67d0\u94f6\u884c\u5728\u7070\u5ea6\u53d1\u5e03\u4e2d\u89e6\u53d1\u8d44\u91d1\u5212\u8f6c\u5ef6\u8fdf\u6545\u969c&#xff0c;\u7cfb\u7edf\u81ea\u52a8\u6267\u884c&#xff1a;<\/p>\n<li>\n<p>\u667a\u80fd\u538b\u6d4b\u590d\u73b0&#xff1a;\u6a21\u62df2000\u5e76\u53d1\u7528\u6237&#xff0c;3\u79d2\u5185\u5b9a\u4f4d\u5230\u6e05\u7b97\u670d\u52a1\u7684gRPC\u7ebf\u7a0b\u6c60\u914d\u7f6e\u7f3a\u9677<\/p>\n<\/li>\n<li>\n<p>\u6545\u969c\u6ce8\u5165\u9a8c\u8bc1&#xff1a;\u81ea\u52a8\u5173\u95ed\u5907\u5e93MySQL\u8282\u70b9&#xff0c;\u9a8c\u8bc1\u9ad8\u53ef\u7528\u5207\u6362\u903b\u8f91\u7f3a\u9677&#xff08;\u8282\u7701\u4eba\u5de5\u6d4b\u8bd537\u4eba\u65f6&#xff09;<\/p>\n<\/li>\n<li>\n<p>\u4f18\u5316\u6548\u679c&#xff1a;<\/p>\n<table>\n<tbody>\n<tr>\n<p>\u6307\u6807<\/p>\n<p>\u6539\u8fdb\u524d<\/p>\n<p>ST-GNN\u5b9e\u65bd\u540e<\/p>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>MTTR(\u5e73\u5747\u4fee\u590d\u65f6\u95f4)<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>127\u5206\u949f<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u226418\u5206\u949f<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6545\u969c\u9884\u6d4b\u51c6\u786e\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>51%<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>89%<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7248\u672c\u53d1\u5e03\u56de\u6eda\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>23%<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>4%<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/li>\n<p>\u56db\u3001\u6d4b\u8bd5\u5de5\u7a0b\u5e08\u76842026\u80fd\u529b\u5347\u7ea7\u6e05\u5355<\/p>\n<li>\n<p>\u5de5\u5177\u94fe\u96c6\u6210&#xff1a;\u5c06ST-GNN\u9884\u6d4b\u7ed3\u679c\u5d4c\u5165Jenkins\u6d41\u6c34\u7ebf&#xff0c;\u5728\u538b\u529b\u6d4b\u8bd5\u9636\u6bb5\u81ea\u52a8\u62e6\u622a\u9ad8\u98ce\u9669\u6784\u5efa<\/p>\n<\/li>\n<li>\n<p>\u573a\u666f\u5316\u6d4b\u8bd5\u8bbe\u8ba1&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u7528\u5386\u53f2\u6545\u969c\u6a21\u5f0f\u8bad\u7ec3\u6df7\u6c8c\u5de5\u7a0b\u5b9e\u9a8c\u5e93&#xff08;\u5982\u6a21\u62df\u4e91\u5b58\u50a8\u5ef6\u8fdf\u7a81\u589e300ms&#xff09;<\/p>\n<\/li>\n<li>\n<p>\u7ed3\u5408\u4e1a\u52a1\u65e5\u5386\u9884\u7f6e\u6d41\u91cf\u6a21\u578b&#xff08;\u53cc11\u5cf0\u503c\u9884\u6d4b\u8bef\u5dee\u22647%&#xff09;<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u4eba\u673a\u534f\u540c\u65b0\u8303\u5f0f&#xff1a;\u62c5\u4efb\u201cAI\u6559\u7ec3\u201d\u89d2\u8272&#xff0c;\u901a\u8fc7\u6807\u6ce8\u8bef\u5224\u6848\u4f8b\u6301\u7eed\u4f18\u5316\u6a21\u578b&#xff08;\u67d0\u56e2\u961f\u5c06\u8bef\u62a5\u7387\u4ece31%\u964d\u81f39%&#xff09;<\/p>\n<\/li>\n<p>\u5173\u952e\u8d8b\u52bf&#xff1a;Gartner\u9884\u6d4b\u52302027\u5e74&#xff0c;70%\u7684\u6545\u969c\u6d4b\u8bd5\u5c06\u7531AI\u4ee3\u7406\u6267\u884c&#xff0c;\u800c\u6d4b\u8bd5\u5de5\u7a0b\u5e08\u7684\u6838\u5fc3\u4ef7\u503c\u5c06\u8f6c\u5411\u8bbe\u8ba1\u6545\u969c\u6a21\u62df\u7b56\u7565\u4e0e\u5b9a\u4e49\u4e1a\u52a1\u5f71\u54cd\u77e9\u9635\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#000000\">\u970d\u683c\u6c83\u5179\u6d4b\u8bd5\u5f00\u53d1\u5b66\u793e&#xff0c;\u96b6\u5c5e\u4e8e <\/span><span style=\"color:#000000\">\u6d4b\u5427&#xff08;\u5317\u4eac&#xff09;\u79d1\u6280\u6709\u9650\u516c\u53f8<\/span><span style=\"color:#000000\">&#xff0c;\u662f\u4e00\u4e2a\u9762\u5411\u8f6f\u4ef6\u6d4b\u8bd5\u7231\u597d\u8005\u7684\u6280\u672f\u4ea4\u6d41\u793e\u533a&#xff0c;\u805a\u7126\u8f6f\u4ef6\u6d4b\u8bd5\u3001\u8f6f\u4ef6\u6d4b\u8bd5\u5165\u95e8\u3001\u81ea\u52a8\u5316\u6d4b\u8bd5\u3001\u6027\u80fd\u6d4b\u8bd5\u3001\u63a5\u53e3\u6d4b\u8bd5\u3001\u6d4b\u8bd5\u5f00\u53d1\u3001\u5168\u6808\u6d4b\u8bd5&#xff0c;\u4ee5\u53ca\u4eba\u5de5\u667a\u80fd\u6d4b\u8bd5&#xff08;AI \u6d4b\u8bd5&#xff09;\u7b49\u65b9\u5411\u3002<\/span><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#000000\">\u5b66\u793e\u5185\u5bb9\u8986\u76d6 Python \u81ea\u52a8\u5316\u6d4b\u8bd5\u3001Java \u81ea\u52a8\u5316\u6d4b\u8bd5\u3001Web \u81ea\u52a8\u5316<\/span><span style=\"color:#000000\">&#xff08;<\/span><span style=\"color:#000000\">Selenium<\/span><span style=\"color:#000000\">\u3001<\/span><span style=\"color:#000000\">Playwright<\/span><span style=\"color:#000000\">\u3001App \u81ea\u52a8\u5316&#xff08;Appium&#xff09;\u3001JMeter\u3001LoadRunner\u3001Jenkins \u7b49\u6d4b\u8bd5\u6280\u672f\u4e0e\u5de5\u5177&#xff0c;\u540c\u65f6\u5173\u6ce8 AI \u5728\u6d4b\u8bd5\u8bbe\u8ba1\u3001\u7528\u4f8b\u751f\u6210\u3001\u81ea\u52a8\u5316\u6267\u884c\u3001\u8d28\u91cf\u5206\u6790\u4e0e\u6d4b\u8bd5\u5e73\u53f0\u5efa\u8bbe\u4e2d\u7684\u5e94\u7528&#xff0c;\u4ee5\u53ca\u5f00\u6e90\u6d4b\u8bd5\u76f8\u5173\u5b9e\u8df5\u3002<\/span><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\"><span style=\"color:#000000\">\u5728\u4eba\u624d\u57f9\u517b\u65b9\u9762&#xff0c;\u5b66\u793e\u5efa\u8bbe\u5e76\u8fd0\u8425<\/span><span 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