{"id":97089,"date":"2026-08-29T01:42:24","date_gmt":"2026-08-28T17:42:24","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/97089.html"},"modified":"2026-08-29T01:42:24","modified_gmt":"2026-08-28T17:42:24","slug":"%e8%ae%a1%e7%ae%97%e6%9c%ba%e6%af%95%e4%b8%9a%e8%ae%be%e8%ae%a1cnn-bilstm%e6%b7%b7%e5%90%88%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9cllm%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%99%ba%e8%83%bd%e4%bd%93ai%e5%88%86","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/97089.html","title":{"rendered":"\u8ba1\u7b97\u673a\u6bd5\u4e1a\u8bbe\u8ba1CNN-BiLSTM\u6df7\u5408\u795e\u7ecf\u7f51\u7edc+LLM\u5927\u6a21\u578b+\u667a\u80fd\u4f53AI\u5206\u6790\u7684\u7f51\u7edc\u5165\u4fb5\u68c0\u6d4b\u7cfb\u7edf \u7f51\u7edc\u5b89\u5168\u6001\u52bf\u5206\u6790\u5927\u5c4f(\u6e90\u7801+\u6587\u6863+PPT+\u8bb2\u89e3)"},"content":{"rendered":"<p><span style=\"color:#fe2c24\">\u6e29\u99a8\u63d0\u793a&#xff1a;\u672c\u4eba\u4e3b\u9875\u7f6e\u9876\u6587\u7ae0(\u70b9\u6211)\u5f00\u5934\u6709 CSDN \u5e73\u53f0\u5b98\u65b9\u63d0\u4f9b\u7684\u5b66\u957f\u8054\u7cfb\u65b9\u5f0f\u7684\u540d\u7247&#xff01;<\/span><\/p>\n<p><span style=\"color:#fe2c24\">\u6e29\u99a8\u63d0\u793a&#xff1a;\u672c\u4eba<span style=\"color:#fe2c24\">\u4e3b\u9875\u7f6e\u9876\u6587\u7ae0<\/span>(\u70b9\u6211)\u5f00\u5934\u6709 CSDN \u5e73\u53f0\u5b98\u65b9\u63d0\u4f9b\u7684\u5b66\u957f\u8054\u7cfb\u65b9\u5f0f\u7684\u540d\u7247&#xff01;<\/span><\/p>\n<p><span style=\"color:#fe2c24\">\u6e29\u99a8\u63d0\u793a&#xff1a;\u672c\u4eba<span style=\"color:#fe2c24\">\u4e3b\u9875\u7f6e\u9876\u6587\u7ae0<\/span>(\u70b9\u6211)\u5f00\u5934\u6709 CSDN \u5e73\u53f0\u5b98\u65b9\u63d0\u4f9b\u7684\u5b66\u957f\u8054\u7cfb\u65b9\u5f0f\u7684\u540d\u7247&#xff01;<\/span><\/p>\n<p style=\"text-align:center\">\n<p><span style=\"color:#0d0016\">\u6280\u672f\u8303\u56f4&#xff1a;SpringBoot\u3001Vue\u3001\u722c\u866b\u3001\u6570\u636e\u53ef\u89c6\u5316\u3001\u5c0f\u7a0b\u5e8f\u3001\u5b89\u5353APP\u3001\u5927\u6570\u636e\u3001\u77e5\u8bc6\u56fe\u8c31\u3001\u673a\u5668\u5b66\u4e60\u3001Hadoop\u3001Spark\u3001Hive\u3001\u5927\u6a21\u578b\u3001\u4eba\u5de5\u667a\u80fd\u3001Python\u3001\u6df1\u5ea6\u5b66\u4e60\u3001\u4fe1\u606f\u5b89\u5168\u3001\u7f51\u7edc\u5b89\u5168\u7b49\u8bbe\u8ba1\u4e0e\u5f00\u53d1\u3002<\/span><\/p>\n<p><span style=\"color:#0d0016\">\u4e3b\u8981\u5185\u5bb9&#xff1a;\u514d\u8d39\u529f\u80fd\u8bbe\u8ba1\u3001\u5f00\u9898\u62a5\u544a\u3001\u4efb\u52a1\u4e66\u3001\u4e2d\u671f\u68c0\u67e5PPT\u3001\u7cfb\u7edf\u529f\u80fd\u5b9e\u73b0\u3001\u4ee3\u7801\u3001\u6587\u6863\u8f85\u5bfc\u3001LW\u6587\u6863\u964d\u91cd\u3001\u957f\u671f\u7b54\u8fa9\u7b54\u7591\u8f85\u5bfc\u3001\u817e\u8baf\u4f1a\u8bae\u4e00\u5bf9\u4e00\u4e13\u4e1a\u8bb2\u89e3\u8f85\u5bfc\u7b54\u8fa9\u3001\u6a21\u62df\u7b54\u8fa9\u6f14\u7ec3\u3001\u548c\u7406\u89e3\u4ee3\u7801\u903b\u8f91\u601d\u8def\u3002<\/span><\/p>\n<p><span style=\"color:#fe2c24\">&#x1f345;\u672c\u4eba\u4e3b\u9875\u7f6e\u9876\u6587\u7ae0(\u70b9\u6211)\u5f00\u5934\u6709 CSDN \u5e73\u53f0\u5b98\u65b9\u63d0\u4f9b\u7684\u5b66\u957f\u8054\u7cfb\u65b9\u5f0f\u7684\u540d\u7247&#x1f345;<\/span><\/p>\n<p><span style=\"color:#fe2c24\">&#x1f345;<\/span><span style=\"color:#fe2c24\">\u672c\u4eba\u4e3b\u9875\u7f6e\u9876\u6587\u7ae0(\u70b9\u6211)\u5f00\u5934\u6709 CSDN \u5e73\u53f0\u5b98\u65b9\u63d0\u4f9b\u7684\u5b66\u957f\u8054\u7cfb\u65b9\u5f0f\u7684\u540d\u7247<\/span><span style=\"color:#fe2c24\">&#x1f345;<\/span><\/p>\n<p><span style=\"color:#fe2c24\">&#x1f345;<\/span><span style=\"color:#fe2c24\">\u672c\u4eba\u4e3b\u9875\u7f6e\u9876\u6587\u7ae0(\u70b9\u6211)\u5f00\u5934\u6709 CSDN \u5e73\u53f0\u5b98\u65b9\u63d0\u4f9b\u7684\u5b66\u957f\u8054\u7cfb\u65b9\u5f0f\u7684\u540d\u7247<\/span><span style=\"color:#fe2c24\">&#x1f345;<\/span><\/p>\n<p><span style=\"color:#0d0016\">\u611f\u5174\u8da3\u7684\u53ef\u4ee5\u5148\u6536\u85cf\u8d77\u6765&#xff0c;\u8fd8\u6709\u5927\u5bb6\u5728\u6bd5\u8bbe\u9009\u9898&#xff0c;\u9879\u76ee\u4ee5\u53caLW\u6587\u6863\u7f16\u5199\u7b49\u76f8\u5173\u95ee\u9898<\/span><span style=\"color:#fe2c24\">\u90fd\u53ef\u4ee5\u7ed9\u6211\u7559\u8a00\u54a8\u8be2<\/span><span style=\"color:#0d0016\">&#xff0c;\u5e0c\u671b\u5e2e\u52a9\u66f4\u591a\u7684\u4eba<\/span><\/p>\n<p>\u4fe1\u606f\u5b89\u5168\/\u7f51\u7edc\u5b89\u5168 \u5927\u6a21\u578b\u3001\u5927\u6570\u636e\u3001\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u4e2d\u79d1\u9662\u7855\u58eb\u5728\u8bfb&#xff0c;\u6240\u6709\u6e90\u7801\u5747\u4e00\u624b\u5f00\u53d1&#xff01;<\/p>\n<p><span style=\"color:#be191c\">\u611f\u5174\u8da3\u7684\u53ef\u4ee5\u5148\u6536\u85cf\u8d77\u6765&#xff0c;\u8fd8\u6709\u5927\u5bb6\u5728\u6bd5\u8bbe\u9009\u9898&#xff0c;\u9879\u76ee\u4ee5\u53ca\u8bba\u6587\u7f16\u5199\u7b49\u76f8\u5173\u95ee\u9898\u90fd\u53ef\u4ee5\u7ed9\u6211\u7559\u8a00\u54a8\u8be2&#xff0c;\u5e0c\u671b\u5e2e\u52a9\u66f4\u591a\u7684\u4eba<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"500\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260828174208-6a91c870f1654.png\" width=\"916\" \/><\/p>\n<h2><span style=\"color:#0d0016\">\u4ecb\u7ecd\u8d44\u6599<\/span><\/h2>\n<h3>1. \u7cfb\u7edf\u6982\u8ff0<\/h3>\n<h4>1.1 \u9879\u76ee\u7b80\u4ecb<\/h4>\n<p>\u672c\u7cfb\u7edf\u540d\u79f0\u4e3a Sentinel ML IDS&#xff0c;\u662f\u4e00\u5957\u9762\u5411\u7f51\u7edc\u5b89\u5168\u6559\u5b66\u3001\u6a21\u578b\u5b9e\u9a8c\u548c\u79bb\u7ebf\u6d41\u91cf\u7814\u5224\u573a\u666f\u7684\u7f51\u7edc\u5165\u4fb5\u68c0\u6d4b\u5e73\u53f0\u3002\u7cfb\u7edf\u4ee5 CICIDS2017 \u6570\u636e\u96c6\u4e3a\u4e3b\u8981\u8bad\u7ec3\u6570\u636e&#xff0c;\u4ee5 PyTorch \u5b9e\u73b0\u7684 CNN-BiLSTM \u6df7\u5408\u795e\u7ecf\u7f51\u7edc\u4e3a\u68c0\u6d4b\u6838\u5fc3&#xff0c;\u6253\u901a\u4e86\u6570\u636e\u63a5\u5165\u3001\u6570\u636e\u9884\u5904\u7406\u3001\u6a21\u578b\u8bad\u7ec3\u3001\u6027\u80fd\u8bc4\u4f30\u3001\u6a21\u578b\u53d1\u5e03\u3001\u79bb\u7ebf\u68c0\u6d4b\u3001AI \u590d\u6838\u548c\u5b89\u5168\u6001\u52bf\u5c55\u793a\u7684\u5b8c\u6574\u4e1a\u52a1\u94fe\u8def\u3002<\/p>\n<p>\u7cfb\u7edf\u4e0d\u53ea\u662f\u4e00\u4e2a\u673a\u5668\u5b66\u4e60\u8bad\u7ec3\u811a\u672c&#xff0c;\u800c\u662f\u4e00\u5957\u53ef\u5b9e\u9645\u64cd\u4f5c\u7684 Web \u5e73\u53f0\u3002\u7528\u6237\u53ef\u4ee5\u5728\u6d4f\u89c8\u5668\u4e2d\u7ba1\u7406\u6570\u636e\u96c6\u3001\u89c2\u5bdf\u540e\u53f0\u4efb\u52a1\u8fdb\u5ea6\u3001\u8bad\u7ec3\u548c\u53d1\u5e03\u6a21\u578b\u3001\u4e0a\u4f20 CSV \u6216 PCAP \u6587\u4ef6\u8fdb\u884c\u68c0\u6d4b\u3001\u67e5\u770b\u9010\u6761\u68c0\u6d4b\u7ed3\u679c&#xff0c;\u5e76\u501f\u52a9\u672c\u5730\u89e3\u91ca\u7b97\u6cd5\u6216\u5916\u90e8\u5927\u8bed\u8a00\u6a21\u578b\u5b8c\u6210\u8f85\u52a9\u7814\u5224\u3002<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260828174209-6a91c8714089b.jpg\" \/><\/p>\n<h4>1.2 \u5efa\u8bbe\u76ee\u6807<\/h4>\n<p>\u7cfb\u7edf\u4e3b\u8981\u5b9e\u73b0\u4ee5\u4e0b\u76ee\u6807&#xff1a;<\/p>\n<li>\n<p>\u5c06 CICIDS2017 \u539f\u59cb\u6570\u636e\u8f6c\u5316\u4e3a\u6807\u51c6\u3001\u53ef\u590d\u73b0\u7684\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528 CNN-BiLSTM \u5b8c\u6210\u6b63\u5e38\u6d41\u91cf\u53ca 14 \u7c7b\u653b\u51fb\u6d41\u91cf\u7684 15 \u5206\u7c7b\u8bc6\u522b\u3002<\/p>\n<\/li>\n<li>\n<p>\u5bf9\u8bad\u7ec3\u7ed3\u679c\u8fdb\u884c\u591a\u6307\u6807\u8bc4\u4f30&#xff0c;\u907f\u514d\u53ea\u4f9d\u8d56\u603b\u4f53\u51c6\u786e\u7387\u5224\u65ad\u6a21\u578b\u8d28\u91cf\u3002<\/p>\n<\/li>\n<li>\n<p>\u652f\u6301 CSV\u3001PCAP \u548c PCAPNG \u6587\u4ef6\u7684\u7aef\u5230\u7aef\u79bb\u7ebf\u5165\u4fb5\u68c0\u6d4b\u3002<\/p>\n<\/li>\n<li>\n<p>\u901a\u8fc7 AI \u7279\u5f81\u5f52\u56e0\u548c\u5927\u6a21\u578b\u590d\u6838\u63d0\u5347\u68c0\u6d4b\u7ed3\u679c\u7684\u53ef\u89e3\u91ca\u6027\u3002<\/p>\n<\/li>\n<li>\n<p>\u901a\u8fc7\u4efb\u52a1\u4e2d\u5fc3\u3001\u5ba1\u8ba1\u65e5\u5fd7\u3001\u6743\u9650\u63a7\u5236\u548c\u6a21\u578b\u7248\u672c\u7ba1\u7406\u63d0\u5347\u7cfb\u7edf\u5de5\u7a0b\u5b8c\u6574\u6027\u3002<\/p>\n<\/li>\n<li>\n<p>\u901a\u8fc7\u7cfb\u7edf\u6982\u89c8\u548c ECharts \u53ef\u89c6\u5316\u5927\u5c4f\u76f4\u89c2\u5448\u73b0\u7f51\u7edc\u5b89\u5168\u6001\u52bf\u3002<\/p>\n<\/li>\n<h4>1.3 \u7cfb\u7edf\u5b9a\u4f4d\u4e0e\u9002\u7528\u8303\u56f4<\/h4>\n<p>\u7cfb\u7edf\u91c7\u7528\u5355\u673a\u90e8\u7f72\u6a21\u5f0f&#xff0c;\u9002\u5408\u4ee5\u4e0b\u5e94\u7528\u573a\u666f&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u7f51\u7edc\u5b89\u5168\u3001\u4eba\u5de5\u667a\u80fd\u53ca\u8f6f\u4ef6\u5de5\u7a0b\u76f8\u5173\u8bfe\u7a0b\u6559\u5b66\u3002<\/p>\n<\/li>\n<li>\n<p>\u6bd5\u4e1a\u8bbe\u8ba1\u3001\u7b97\u6cd5\u9a8c\u8bc1\u548c CICIDS2017 \u6570\u636e\u5206\u6790\u5b9e\u9a8c\u3002<\/p>\n<\/li>\n<li>\n<p>\u5df2\u6709 CSV \u7279\u5f81\u6570\u636e\u6216 PCAP \u6293\u5305\u6587\u4ef6\u7684\u79bb\u7ebf\u5b89\u5168\u5206\u6790\u3002<\/p>\n<\/li>\n<li>\n<p>CNN-BiLSTM \u6a21\u578b\u8bad\u7ec3\u3001\u8bc4\u4f30\u548c\u7248\u672c\u5bf9\u6bd4\u3002<\/p>\n<\/li>\n<li>\n<p>\u7ed3\u5408\u7279\u5f81\u5f52\u56e0\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5b89\u5168\u4e8b\u4ef6\u8f85\u52a9\u7814\u5224\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u9996\u4e2a\u7248\u672c\u4e0d\u8fdb\u884c\u5b9e\u65f6\u7f51\u5361\u6293\u5305&#xff0c;\u4e0d\u76f4\u63a5\u5bf9\u9632\u706b\u5899\u3001\u4ea4\u6362\u673a\u6216\u7ec8\u7aef\u6267\u884c\u5c01\u7981\u548c\u9694\u79bb&#xff0c;\u4e5f\u4e0d\u66ff\u4ee3\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u4e13\u4e1a\u5b9e\u65f6 IDS\/IPS\u3002AI \u8f93\u51fa\u4ec5\u4f5c\u4e3a\u4eba\u5de5\u7814\u5224\u53c2\u8003\u3002<\/p>\n<h3>2. \u7cfb\u7edf\u521b\u65b0\u70b9<\/h3>\n<p>\u672c\u8282\u6240\u8ff0\u521b\u65b0\u70b9\u4e3b\u8981\u6307\u7cfb\u7edf\u5728\u529f\u80fd\u7ec4\u7ec7\u3001\u6a21\u578b\u5e94\u7528\u548c\u5de5\u7a0b\u5b9e\u73b0\u65b9\u9762\u7684\u7279\u8272\u8bbe\u8ba1\u3002<\/p>\n<h4>2.1 \u673a\u5668\u5b66\u4e60\u5168\u6d41\u7a0b\u95ed\u73af<\/h4>\n<p>\u7cfb\u7edf\u5c06\u4f20\u7edf\u4e0a\u5f7c\u6b64\u72ec\u7acb\u7684\u6570\u636e\u6e05\u6d17\u811a\u672c\u3001\u8bad\u7ec3\u811a\u672c\u3001\u8bc4\u4f30\u7a0b\u5e8f\u548c\u9884\u6d4b\u7a0b\u5e8f\u6574\u5408\u5230\u540c\u4e00\u4e2a\u5e73\u53f0&#xff0c;\u5f62\u6210&#xff1a;<\/p>\n<p>\u6570\u636e\u96c6 \u2192 \u9884\u5904\u7406\u6570\u636e\u96c6 \u2192 \u6a21\u578b\u8bad\u7ec3 \u2192 \u6a21\u578b\u8bc4\u4f30<br \/>\n \u00a0 \u00a0  \u2192 \u6a21\u578b\u53d1\u5e03 \u2192 \u79bb\u7ebf\u68c0\u6d4b \u2192 AI \u590d\u6838 \u2192 \u62a5\u544a\u4e0e\u5ba1\u8ba1 <\/p>\n<p>\u6bcf\u4e00\u4e2a\u9636\u6bb5\u5747\u5177\u5907\u53ef\u8ffd\u8e2a\u7684\u4efb\u52a1\u72b6\u6001\u3001\u8fdb\u5ea6\u3001\u65e5\u5fd7\u3001\u8f93\u5165\u5173\u7cfb\u548c\u8f93\u51fa\u5236\u54c1&#xff0c;\u4f7f\u4e00\u6b21\u6a21\u578b\u5b9e\u9a8c\u80fd\u591f\u88ab\u590d\u67e5\u3001\u6bd4\u8f83\u548c\u590d\u73b0\u3002<\/p>\n<h4>2.2 \u9762\u5411 PCAP \u7684\u7279\u5f81\u5951\u7ea6<\/h4>\n<p>\u7cfb\u7edf\u5b9a\u4e49\u4e86 pcap_compatible_v1 \u7279\u5f81\u5951\u7ea6&#xff0c;\u7528\u4e8e\u7ea6\u675f\u9884\u5904\u7406\u3001\u8bad\u7ec3\u548c PCAP \u63a8\u7406\u9636\u6bb5\u7684\u7279\u5f81\u542b\u4e49\u53ca\u6392\u5217\u987a\u5e8f\u3002<\/p>\n<p>\u5f53\u6570\u636e\u53ea\u80fd\u751f\u6210\u901a\u7528\u6570\u503c\u7279\u5f81\u6a21\u578b\u65f6&#xff0c;\u7cfb\u7edf\u4f1a\u5c06\u6a21\u578b\u6807\u8bb0\u4e3a supports_pcap&#061;false\u3002\u6b64\u7c7b\u6a21\u578b\u4ecd\u53ef\u68c0\u6d4b\u7ed3\u6784\u517c\u5bb9\u7684 CSV&#xff0c;\u4f46\u7cfb\u7edf\u4f1a\u660e\u786e\u62d2\u7edd\u5176\u6267\u884c PCAP \u68c0\u6d4b&#xff0c;\u907f\u514d\u56e0\u7279\u5f81\u8bed\u4e49\u4e0d\u4e00\u81f4\u800c\u4ea7\u751f\u770b\u4f3c\u6b63\u5e38\u4f46\u5b9e\u9645\u9519\u8bef\u7684\u9884\u6d4b\u7ed3\u679c\u3002<\/p>\n<h4>2.3 CNN \u4e0e\u53cc\u5411\u65f6\u5e8f\u5efa\u6a21\u7ed3\u5408<\/h4>\n<p>\u6a21\u578b\u9996\u5148\u901a\u8fc7\u4e00\u7ef4\u5377\u79ef\u5c42\u63d0\u53d6\u6d41\u91cf\u7edf\u8ba1\u7279\u5f81\u4e4b\u95f4\u7684\u5c40\u90e8\u7ec4\u5408\u5173\u7cfb&#xff0c;\u518d\u901a\u8fc7\u53cc\u5411 LSTM \u5b66\u4e60\u524d\u540e\u4e24\u4e2a\u65b9\u5411\u7684\u7279\u5f81\u4f9d\u8d56&#xff0c;\u6700\u540e\u5b8c\u6210 15 \u7c7b\u6d41\u91cf\u5206\u7c7b\u3002\u76f8\u8f83\u4e8e\u5355\u4e00\u5168\u8fde\u63a5\u7f51\u7edc&#xff0c;\u8be5\u7ed3\u6784\u540c\u65f6\u517c\u987e\u5c40\u90e8\u6a21\u5f0f\u63d0\u53d6\u548c\u5e8f\u5217\u5173\u8054\u5efa\u6a21\u3002<\/p>\n<p>\u8bad\u7ec3\u8fc7\u7a0b\u7ed3\u5408\u7c7b\u522b\u6743\u91cd\u3001\u5b66\u4e60\u7387\u8c03\u5ea6\u3001\u68af\u5ea6\u88c1\u526a\u3001\u65e9\u505c\u3001\u68c0\u67e5\u70b9\u548c\u56fa\u5b9a\u968f\u673a\u79cd\u5b50&#xff0c;\u63d0\u5347\u7c7b\u522b\u4e0d\u5e73\u8861\u6761\u4ef6\u4e0b\u7684\u7a33\u5b9a\u6027\u4e0e\u53ef\u590d\u73b0\u6027\u3002<\/p>\n<h4>2.4 \u672c\u5730\u89e3\u91ca\u4e0e LLM \u590d\u6838\u7ed3\u5408<\/h4>\n<p>\u7cfb\u7edf\u63d0\u4f9b\u4e24\u79cd AI \u7814\u5224\u65b9\u5f0f&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u672c\u5730\u89e3\u91ca\u6a21\u5f0f&#xff1a;\u4f7f\u7528\u96c6\u6210\u68af\u5ea6\u8ba1\u7b97\u7279\u5f81\u8d21\u732e&#xff0c;\u7ed3\u5408\u653b\u51fb\u7c7b\u578b\u3001\u7f6e\u4fe1\u5ea6\u548c\u5b89\u5168\u5904\u7f6e\u77e5\u8bc6\u5e93\u751f\u6210\u7ed3\u6784\u5316\u62a5\u544a&#xff0c;\u5168\u7a0b\u4e0d\u8c03\u7528\u5916\u90e8\u670d\u52a1\u3002<\/p>\n<\/li>\n<li>\n<p>LLM \u5927\u6a21\u578b\u6a21\u5f0f&#xff1a;\u4ec5\u9488\u5bf9\u7528\u6237\u5f53\u524d\u9009\u62e9\u7684\u4e00\u6761\u68c0\u6d4b\u8bb0\u5f55\u8fdb\u884c\u5206\u6790&#xff0c;\u5e76\u5728\u7528\u6237\u660e\u786e\u6388\u6743\u540e\u53d1\u9001\u8be5\u8bb0\u5f55\u7684\u5b8c\u6574\u4e0a\u4e0b\u6587&#xff0c;\u751f\u6210\u66f4\u8be6\u7ec6\u7684\u5b89\u5168\u7814\u5224\u7ed3\u679c\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u7cfb\u7edf\u652f\u6301\u591a\u4e2a OpenAI \u517c\u5bb9\u6a21\u578b\u7ec4\u6210\u6545\u969c\u8f6c\u79fb\u94fe\u3002\u5f53\u524d\u6a21\u578b\u5931\u8d25\u540e\u4f1a\u6309\u7ba1\u7406\u5458\u8bbe\u7f6e\u7684\u987a\u5e8f\u8c03\u7528\u540e\u7eed\u6a21\u578b&#xff1b;\u5168\u90e8\u4e0d\u53ef\u7528\u65f6\u81ea\u52a8\u56de\u9000\u5230\u672c\u5730\u89e3\u91ca&#xff0c;\u4e0d\u4f1a\u5bfc\u81f4\u7814\u5224\u529f\u80fd\u5b8c\u5168\u4e2d\u65ad\u3002<\/p>\n<h4>2.5 \u6570\u636e\u9a71\u52a8\u7684\u5b89\u5168\u6001\u52bf\u5927\u5c4f<\/h4>\n<p>\u5b89\u5168\u6001\u52bf\u5927\u5c4f\u4e0d\u662f\u9759\u6001\u6f14\u793a\u9875\u9762&#xff0c;\u800c\u662f\u4f7f\u7528\u540e\u7aef\u805a\u5408\u7684\u771f\u5b9e\u68c0\u6d4b\u3001\u4efb\u52a1\u3001\u6a21\u578b\u548c\u8bc4\u4f30\u6570\u636e\u751f\u6210\u56fe\u8868\u3002\u9875\u9762\u5305\u542b 12 \u5f20 ECharts \u56fe\u8868&#xff0c;\u8986\u76d6\u68c0\u6d4b\u4e0e\u653b\u51fb\u8d8b\u52bf\u3001\u98ce\u9669\u7b49\u7ea7\u3001\u653b\u51fb\u6392\u884c\u3001\u653b\u51fb\u5360\u6bd4\u3001\u8f93\u5165\u8d1f\u8f7d\u3001\u5b89\u5168\u4e8b\u4ef6\u8109\u51b2\u3001\u653b\u51fb\u62d3\u6251\u3001\u6a21\u578b\u80fd\u529b\u3001\u4efb\u52a1\u72b6\u6001\u3001\u4efb\u52a1\u7c7b\u578b\u3001\u534f\u8bae\u6765\u6e90\u548c\u7f6e\u4fe1\u533a\u95f4\u3002<\/p>\n<p>\u5927\u5c4f\u91c7\u7528\u6df1\u8272\u7ec8\u7aef\u5f0f\u5b89\u5168\u98ce\u683c&#xff0c;\u5e76\u878d\u5165\u7f51\u7edc\u62d3\u6251\u3001\u4ee3\u7801\u626b\u63cf\u548c XSS \u7b49\u89c6\u89c9\u5143\u7d20&#xff0c;\u540c\u65f6\u652f\u6301\u9875\u9762\u6eda\u52a8\u548c\u54cd\u5e94\u5f0f\u5e03\u5c40\u3002<\/p>\n<h4>2.6 \u53ef\u63a7\u7684\u6587\u4ef6\u4e0e\u6a21\u578b\u5236\u54c1\u7ba1\u7406<\/h4>\n<p>\u7cfb\u7edf\u5c06 SQLite \u4e0e\u5927\u6587\u4ef6\u5236\u54c1\u5206\u79bb&#xff1a;\u6570\u636e\u5e93\u53ea\u4fdd\u5b58\u4e1a\u52a1\u5143\u6570\u636e\u3001\u53d7\u63a7\u76f8\u5bf9\u8def\u5f84\u548c SHA-256&#xff1b;\u4e0a\u4f20\u6587\u4ef6\u3001\u9884\u5904\u7406\u6570\u7ec4\u3001\u68c0\u67e5\u70b9\u3001\u6a21\u578b\u6743\u91cd\u3001\u56fe\u8868\u3001\u62a5\u544a\u548c\u65e5\u5fd7\u8fdb\u5165 runtime \u5bf9\u5e94\u76ee\u5f55\u3002<\/p>\n<p>\u7cfb\u7edf\u5185\u7f6e\u6570\u636e\u96c6\u76f4\u63a5\u5f15\u7528\u9879\u76ee dataset \u76ee\u5f55&#xff0c;\u4e0d\u91cd\u590d\u590d\u5236\u3002\u5220\u9664\u5185\u7f6e\u6570\u636e\u96c6\u65f6\u4ec5\u5220\u9664\u6570\u636e\u5e93\u767b\u8bb0\u4fe1\u606f&#xff1b;\u5220\u9664\u7528\u6237\u4e0a\u4f20\u6570\u636e\u96c6\u65f6\u624d\u540c\u6b65\u5220\u9664 runtime\/uploads \u4e2d\u7684\u6587\u4ef6&#xff0c;\u4ece\u800c\u517c\u987e\u6570\u636e\u5b89\u5168\u4e0e\u78c1\u76d8\u7a7a\u95f4\u7ba1\u7406\u3002<\/p>\n<h3>3. \u7528\u6237\u89d2\u8272\u4e0e\u6743\u9650<\/h3>\n<h4>3.1 \u7ba1\u7406\u5458&#xff08;ADMIN&#xff09;<\/h4>\n<p>\u7ba1\u7406\u5458\u62e5\u6709\u5b8c\u6574\u7ba1\u7406\u6743\u9650&#xff0c;\u53ef\u4ee5&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u626b\u63cf\u3001\u4e0a\u4f20\u3001\u67e5\u770b\u548c\u5220\u9664\u6570\u636e\u96c6\u3002<\/p>\n<\/li>\n<li>\n<p>\u521b\u5efa\u53ca\u5220\u9664\u9884\u5904\u7406\u6570\u636e\u96c6\u3002<\/p>\n<\/li>\n<li>\n<p>\u521b\u5efa\u3001\u53d6\u6d88\u3001\u6062\u590d\u548c\u5220\u9664\u8bad\u7ec3\u4efb\u52a1\u3002<\/p>\n<\/li>\n<li>\n<p>\u53d1\u8d77\u6a21\u578b\u8bc4\u4f30\u5e76\u4e0b\u8f7d\u8bc4\u4f30\u5236\u54c1\u3002<\/p>\n<\/li>\n<li>\n<p>\u67e5\u770b\u6a21\u578b\u8be6\u60c5\u3001\u6bd4\u8f83\u6a21\u578b\u3001\u53d1\u5e03\u3001\u53d6\u6d88\u53d1\u5e03\u3001\u542f\u7528\u548c\u5220\u9664\u6a21\u578b\u3002<\/p>\n<\/li>\n<li>\n<p>\u7ba1\u7406\u7cfb\u7edf\u7528\u6237\u3001\u7f16\u8f91\u7528\u6237\u8d44\u6599\u3001\u5206\u914d\u89d2\u8272\u3001\u7981\u7528\u8d26\u53f7\u548c\u91cd\u7f6e\u5bc6\u7801\u3002<\/p>\n<\/li>\n<li>\n<p>\u67e5\u770b\u7cfb\u7edf\u7ea7\u4efb\u52a1\u3001\u5ba1\u8ba1\u65e5\u5fd7\u548c\u8fd0\u884c\u72b6\u6001\u3002<\/p>\n<\/li>\n<li>\n<p>\u8c03\u6574\u4e0a\u4f20\u3001\u68c0\u6d4b\u3001\u63a8\u7406\u548c AI \u89e3\u91ca\u76f8\u5173\u53c2\u6570\u3002<\/p>\n<\/li>\n<li>\n<p>\u6dfb\u52a0\u3001\u7f16\u8f91\u3001\u5220\u9664\u3001\u6392\u5e8f\u3001\u542f\u7528\u548c\u6d4b\u8bd5 AI \u5927\u6a21\u578b\u63a5\u53e3\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>3.2 \u5206\u6790\u5458&#xff08;ANALYST&#xff09;<\/h4>\n<p>\u5206\u6790\u5458\u4e3b\u8981\u8d1f\u8d23\u68c0\u6d4b\u4e0e\u7814\u5224&#xff0c;\u53ef\u4ee5&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u4e0a\u4f20 CSV\u3001PCAP \u6216 PCAPNG \u6587\u4ef6\u53d1\u8d77\u79bb\u7ebf\u68c0\u6d4b\u3002<\/p>\n<\/li>\n<li>\n<p>\u67e5\u770b\u3001\u7b5b\u9009\u3001\u5bfc\u51fa\u548c\u5220\u9664\u672c\u4eba\u521b\u5efa\u7684\u68c0\u6d4b\u4efb\u52a1\u3002<\/p>\n<\/li>\n<li>\n<p>\u67e5\u770b\u672c\u4eba\u4efb\u52a1\u5386\u53f2\u53ca\u4efb\u52a1\u8fdb\u5ea6\u3002<\/p>\n<\/li>\n<li>\n<p>\u5bf9\u672c\u4eba\u68c0\u6d4b\u7ed3\u679c\u4e2d\u7684\u5355\u6761\u8bb0\u5f55\u53d1\u8d77\u672c\u5730\u6216 LLM AI \u590d\u6838\u3002<\/p>\n<\/li>\n<li>\n<p>\u67e5\u770b\u672c\u4eba\u6709\u6743\u8bbf\u95ee\u7684\u7cfb\u7edf\u6982\u89c8\u6570\u636e\u548c\u5b89\u5168\u6001\u52bf\u5927\u5c4f\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5206\u6790\u5458\u4e0d\u80fd\u8bad\u7ec3\u6216\u53d1\u5e03\u6a21\u578b&#xff0c;\u4e0d\u80fd\u7ba1\u7406\u5176\u4ed6\u7528\u6237\u3001\u7cfb\u7edf\u53c2\u6570\u548c\u5ba1\u8ba1\u65e5\u5fd7&#xff0c;\u4e5f\u4e0d\u80fd\u8bfb\u53d6\u5176\u4ed6\u5206\u6790\u5458\u7684\u68c0\u6d4b\u7ed3\u679c\u3002<\/p>\n<h3>4. \u7cfb\u7edf\u6838\u5fc3\u529f\u80fd<\/h3>\n<h4>4.1 \u7528\u6237\u8ba4\u8bc1\u4e0e\u8d26\u6237\u7ba1\u7406<\/h4>\n<p>\u7cfb\u7edf\u652f\u6301\u4ee5\u4e0b\u8ba4\u8bc1\u65b9\u5f0f&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u7528\u6237\u540d\u548c\u5bc6\u7801\u767b\u5f55\u3002<\/p>\n<\/li>\n<li>\n<p>\u624b\u673a\u53f7\u6ce8\u518c\u5206\u6790\u5458\u8d26\u53f7\u3002<\/p>\n<\/li>\n<li>\n<p>\u624b\u673a\u77ed\u4fe1\u9a8c\u8bc1\u7801\u767b\u5f55\u3002<\/p>\n<\/li>\n<li>\n<p>\u901a\u8fc7\u77ed\u4fe1\u9a8c\u8bc1\u540e\u91cd\u7f6e\u5bc6\u7801\u3002<\/p>\n<\/li>\n<li>\n<p>\u767b\u5f55\u540e\u4fee\u6539\u5f53\u524d\u5bc6\u7801\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u77ed\u4fe1\u9a8c\u8bc1\u7801\u6309\u7167\u6ce8\u518c\u3001\u767b\u5f55\u3001\u91cd\u7f6e\u5bc6\u7801\u4e09\u79cd\u7528\u9014\u9694\u79bb&#xff0c;\u9ed8\u8ba4 5 \u5206\u949f\u6709\u6548&#xff0c;\u5177\u5907 60 \u79d2\u91cd\u53d1\u51b7\u5374\u3001\u5c0f\u65f6\u7ea7\u53d1\u9001\u9650\u6d41\u3001\u6700\u5927\u6821\u9a8c\u6b21\u6570\u548c\u4e00\u6b21\u6027\u6d88\u8d39\u673a\u5236\u3002\u6570\u636e\u5e93\u53ea\u4fdd\u5b58\u9a8c\u8bc1\u7801 HMAC \u6458\u8981&#xff0c;\u4e0d\u4fdd\u5b58\u9a8c\u8bc1\u7801\u660e\u6587\u3002<\/p>\n<p>\u7ba1\u7406\u5458\u53ef\u5728\u7528\u6237\u7ba1\u7406\u9875\u9762\u521b\u5efa\u7528\u6237&#xff0c;\u5e76\u7f16\u8f91\u7528\u6237\u540d\u3001\u663e\u793a\u59d3\u540d\u3001\u624b\u673a\u53f7\u548c\u89d2\u8272\u3002\u7cfb\u7edf\u4f1a\u68c0\u67e5\u7528\u6237\u540d\u53ca\u624b\u673a\u53f7\u662f\u5426\u91cd\u590d&#xff0c;\u7981\u6b62\u4fee\u6539\u5f53\u524d\u767b\u5f55\u7ba1\u7406\u5458\u81ea\u8eab\u89d2\u8272&#xff0c;\u5e76\u786e\u4fdd\u7cfb\u7edf\u59cb\u7ec8\u4fdd\u7559\u81f3\u5c11\u4e00\u4e2a\u53ef\u7528\u7ba1\u7406\u5458\u3002<\/p>\n<h4>4.2 \u7cfb\u7edf\u6982\u89c8<\/h4>\n<p>\u7cfb\u7edf\u6982\u89c8\u96c6\u4e2d\u5c55\u793a&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5f53\u524d\u8d26\u53f7\u53ef\u89c1\u7684\u6570\u636e\u96c6\u6570\u91cf\u3002<\/p>\n<\/li>\n<li>\n<p>\u9884\u5904\u7406\u6570\u636e\u96c6\u548c\u6a21\u578b\u6570\u91cf\u3002<\/p>\n<\/li>\n<li>\n<p>\u5f53\u524d\u542f\u7528\u6a21\u578b\u3001\u7248\u672c\u548c\u5b8c\u6574\u6027\u72b6\u6001\u3002<\/p>\n<\/li>\n<li>\n<p>\u68c0\u6d4b\u4efb\u52a1\u6570\u91cf\u53ca\u6d3b\u52a8\u4efb\u52a1\u6570\u91cf\u3002<\/p>\n<\/li>\n<li>\n<p>\u6700\u8fd1\u540e\u53f0\u4efb\u52a1\u53ca\u5b9e\u65f6\u8fdb\u5ea6\u3002<\/p>\n<\/li>\n<li>\n<p>\u6700\u8fd1\u68c0\u6d4b\u4efb\u52a1\u53ca\u98ce\u9669\u6458\u8981\u3002<\/p>\n<\/li>\n<li>\n<p>\u5f53\u524d\u8ba1\u7b97\u8bbe\u5907\u548c\u7cfb\u7edf\u8fd0\u884c\u73af\u5883\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u6240\u6709\u6307\u6807\u6765\u81ea\u5f53\u524d\u6570\u636e\u5e93\u548c\u5b9e\u9645\u8fd0\u884c\u72b6\u6001&#xff0c;\u4e0d\u4f7f\u7528\u6a21\u62df\u6570\u636e\u3002<\/p>\n<h4>4.3 \u6570\u636e\u96c6\u7ba1\u7406<\/h4>\n<p>\u7cfb\u7edf\u652f\u6301\u4e24\u7c7b\u6570\u636e\u96c6\u6765\u6e90&#xff1a;<\/p>\n<li>\n<p>\u7cfb\u7edf\u5185\u7f6e\u6570\u636e\u96c6&#xff1a;\u626b\u63cf\u9879\u76ee\u6839\u76ee\u5f55 dataset \u4e2d\u7684 CSV \u6587\u4ef6&#xff0c;\u53ea\u5728\u6570\u636e\u5e93\u767b\u8bb0&#xff0c;\u4e0d\u590d\u5236\u539f\u59cb\u6587\u4ef6\u3002<\/p>\n<\/li>\n<li>\n<p>\u7528\u6237\u4e0a\u4f20\u6570\u636e\u96c6&#xff1a;\u4e0a\u4f20\u540e\u8fdb\u884c\u6587\u4ef6\u540d\u91cd\u5199\u3001\u6269\u5c55\u540d\u9a8c\u8bc1\u3001\u5185\u5bb9\u68c0\u67e5\u548c SHA-256 \u8ba1\u7b97&#xff0c;\u6587\u4ef6\u4fdd\u5b58\u5230 runtime\/uploads\u3002<\/p>\n<\/li>\n<p>\u626b\u63cf\u5f39\u7a97\u4f1a\u533a\u5206\u5df2\u7ecf\u767b\u8bb0\u548c\u5c1a\u672a\u767b\u8bb0\u7684\u6570\u636e\u96c6&#xff0c;\u7ba1\u7406\u5458\u53ef\u4ee5\u9009\u62e9\u9700\u8981\u52a0\u5165\u7cfb\u7edf\u7684\u6587\u4ef6\u3002\u6570\u636e\u96c6\u5217\u8868\u63d0\u4f9b\u8be6\u60c5\u3001\u9a8c\u8bc1\u548c\u5220\u9664\u64cd\u4f5c&#xff0c;\u5e76\u6839\u636e\u6765\u6e90\u91c7\u7528\u4e0d\u540c\u7684\u6587\u4ef6\u6e05\u7406\u7b56\u7565\u3002<\/p>\n<h4>4.4 \u6570\u636e\u9884\u5904\u7406<\/h4>\n<p>\u9884\u5904\u7406\u529f\u80fd\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\n<p>CSV \u5206\u5757\u8bfb\u53d6&#xff0c;\u907f\u514d\u4e00\u6b21\u6027\u8f7d\u5165\u5927\u6587\u4ef6\u3002<\/p>\n<\/li>\n<li>\n<p>UTF-8\u3001UTF-8-SIG\u3001GBK\u3001Latin1 \u7b49\u7f16\u7801\u63a2\u6d4b\u3002<\/p>\n<\/li>\n<li>\n<p>\u6e05\u7406\u7a7a\u5217\u3001\u91cd\u590d\u5217\u3001\u91cd\u590d\u6837\u672c\u548c\u5b57\u6bb5\u7a7a\u683c\u3002<\/p>\n<\/li>\n<li>\n<p>\u5c06 Inf\u3001-Inf \u548c\u975e\u6cd5\u6570\u503c\u8f6c\u4e3a\u7f3a\u5931\u503c\u3002<\/p>\n<\/li>\n<li>\n<p>\u4fee\u590d Web Attack \u7b49\u6807\u7b7e\u4e2d\u7684\u5f02\u5e38\u5b57\u7b26\u548c\u683c\u5f0f\u5dee\u5f02\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e25\u683c\u6620\u5c04 CICIDS2017 \u7684 15 \u4e2a\u6807\u51c6\u7c7b\u522b\u3002<\/p>\n<\/li>\n<li>\n<p>\u81ea\u52a8\u9009\u62e9 PCAP \u517c\u5bb9\u7279\u5f81\u6216\u6570\u503c\u578b\u56de\u9000\u7279\u5f81\u3002<\/p>\n<\/li>\n<li>\n<p>\u6309\u56fa\u5b9a\u968f\u673a\u79cd\u5b50\u6267\u884c 70%\/15%\/15% \u5206\u5c42\u5212\u5206\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528\u4e2d\u4f4d\u6570\u586b\u8865\u7f3a\u5931\u503c\u5e76\u8fdb\u884c\u6807\u51c6\u5316\u3002<\/p>\n<\/li>\n<li>\n<p>\u4fdd\u5b58\u9884\u5904\u7406\u5668\u3001\u6807\u7b7e\u7f16\u7801\u5668\u3001\u5212\u5206\u7d22\u5f15\u3001\u6570\u7ec4\u548c\u7edf\u8ba1\u62a5\u544a\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u7ba1\u7406\u5458\u53ef\u4ee5\u4e3a\u9884\u5904\u7406\u7ed3\u679c\u81ea\u5b9a\u4e49\u540d\u79f0\u3002\u4efb\u52a1\u6267\u884c\u8fc7\u7a0b\u4e2d&#xff0c;\u9875\u9762\u901a\u8fc7\u8fdb\u5ea6\u6761\u3001\u9636\u6bb5\u6587\u5b57\u548c\u540e\u53f0\u4efb\u52a1\u72b6\u6001\u5b9e\u65f6\u53cd\u9988\u5904\u7406\u8fdb\u5ea6\u3002<\/p>\n<h4>4.5 \u6a21\u578b\u8bad\u7ec3<\/h4>\n<p>\u7cfb\u7edf\u4f7f\u7528 PyTorch \u5b9e\u73b0 CNN-BiLSTM 15 \u5206\u7c7b\u6a21\u578b&#xff0c;\u4e3b\u8981\u7ed3\u6784\u4e3a&#xff1a;<\/p>\n<p>\u8f93\u5165\u7279\u5f81<br \/>\n  \u2192 Conv1d &#043; BatchNorm &#043; ReLU<br \/>\n  \u2192 Conv1d &#043; BatchNorm &#043; ReLU<br \/>\n  \u2192 MaxPool1d &#043; Dropout<br \/>\n  \u2192 Bidirectional LSTM<br \/>\n  \u2192 \u5747\u503c\u6c60\u5316<br \/>\n  \u2192 Linear &#043; ReLU &#043; Dropout<br \/>\n  \u2192 15 \u7c7b\u8f93\u51fa <\/p>\n<p>\u8bad\u7ec3\u529f\u80fd\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u9009\u62e9\u9884\u5904\u7406\u6570\u636e\u96c6\u5e76\u81ea\u5b9a\u4e49\u6a21\u578b\u540d\u79f0\u3002<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u540d\u79f0\u91cd\u590d\u68c0\u67e5\u3002<\/p>\n<\/li>\n<li>\n<p>\u7c7b\u522b\u6743\u91cd\u4e0e\u5e26\u6743\u4ea4\u53c9\u71b5\u635f\u5931\u3002<\/p>\n<\/li>\n<li>\n<p>AdamW \u4f18\u5316\u5668\u548c ReduceLROnPlateau \u8c03\u5ea6\u5668\u3002<\/p>\n<\/li>\n<li>\n<p>\u65e9\u505c\u3001\u68af\u5ea6\u88c1\u526a\u548c\u56fa\u5b9a\u968f\u673a\u79cd\u5b50\u3002<\/p>\n<\/li>\n<li>\n<p>CUDA \u81ea\u52a8\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\u3002<\/p>\n<\/li>\n<li>\n<p>CUDA\u3001Apple MPS \u548c CPU \u81ea\u52a8\u9009\u62e9\u4e0e\u56de\u9000\u3002<\/p>\n<\/li>\n<li>\n<p>\u6700\u4f73\u68c0\u67e5\u70b9\u4e0e\u6700\u540e\u68c0\u67e5\u70b9\u4fdd\u5b58\u3002<\/p>\n<\/li>\n<li>\n<p>\u5931\u8d25\u3001\u53d6\u6d88\u6216\u4e2d\u65ad\u4efb\u52a1\u7684\u68c0\u67e5\u70b9\u6062\u590d\u3002<\/p>\n<\/li>\n<li>\n<p>\u8bad\u7ec3\u8fdb\u5ea6\u3001\u5b9e\u65f6\u65e5\u5fd7\u548c\u8bad\u7ec3\u66f2\u7ebf\u81ea\u52a8\u66f4\u65b0\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>4.6 \u6a21\u578b\u8bc4\u4f30<\/h4>\n<p>\u8bc4\u4f30\u6a21\u5757\u4f7f\u7528\u72ec\u7acb\u6d4b\u8bd5\u96c6\u8ba1\u7b97&#xff1a;<\/p>\n<ul>\n<li>\n<p>Accuracy\u3002<\/p>\n<\/li>\n<li>\n<p>Balanced Accuracy\u3002<\/p>\n<\/li>\n<li>\n<p>Macro\/Weighted Precision\u3002<\/p>\n<\/li>\n<li>\n<p>Macro\/Weighted Recall\u3002<\/p>\n<\/li>\n<li>\n<p>Macro\/Weighted F1-Score\u3002<\/p>\n<\/li>\n<li>\n<p>\u591a\u5206\u7c7b One-vs-Rest ROC-AUC\u3002<\/p>\n<\/li>\n<li>\n<p>\u591a\u5206\u7c7b PR-AUC\u3002<\/p>\n<\/li>\n<li>\n<p>\u6bcf\u4e2a\u7c7b\u522b\u7684\u6837\u672c\u6570\u548c\u5206\u7c7b\u6307\u6807\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u7cfb\u7edf\u751f\u6210\u539f\u59cb\u53ca\u5f52\u4e00\u5316\u6df7\u6dc6\u77e9\u9635\u3001\u5206\u7c7b\u62a5\u544a\u3001CSV\u3001JSON \u548c PNG \u5236\u54c1\u3002\u652f\u6301\u6570\u5c11\u4e8e 30 \u7684\u7c7b\u522b\u4f1a\u663e\u793a\u7edf\u8ba1\u53ef\u9760\u6027\u8b66\u544a&#xff0c;\u907f\u514d\u603b\u4f53\u6307\u6807\u63a9\u76d6 Heartbleed\u3001Infiltration \u7b49\u5c11\u6570\u7c7b\u522b\u7684\u771f\u5b9e\u8868\u73b0\u3002<\/p>\n<h4>4.7 \u6a21\u578b\u7ba1\u7406<\/h4>\n<p>\u6bcf\u6b21\u6210\u529f\u8bad\u7ec3\u90fd\u4f1a\u751f\u6210\u72ec\u7acb\u6a21\u578b\u7248\u672c\u3002\u6a21\u578b\u7ba1\u7406\u9875\u9762\u652f\u6301&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5c55\u793a\u81ea\u5b9a\u4e49\u6a21\u578b\u540d\u79f0\u3001\u7248\u672c\u3001\u72b6\u6001\u548c PCAP \u517c\u5bb9\u6027\u3002<\/p>\n<\/li>\n<li>\n<p>\u67e5\u770b\u8bad\u7ec3\u53c2\u6570\u3001\u8bad\u7ec3\u66f2\u7ebf\u3001\u9884\u5904\u7406\u6570\u636e\u96c6\u548c\u8bc4\u4f30\u7ed3\u679c\u3002<\/p>\n<\/li>\n<li>\n<p>\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u7248\u672c\u3002<\/p>\n<\/li>\n<li>\n<p>\u53d1\u5e03\u3001\u53d6\u6d88\u53d1\u5e03\u548c\u542f\u7528\u6a21\u578b\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e0b\u8f7d\u6a21\u578b\u6743\u91cd\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u6ee1\u8db3\u5f15\u7528\u5173\u7cfb\u548c\u72b6\u6001\u7ea6\u675f\u65f6\u5220\u9664\u6a21\u578b\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u6a21\u578b\u53d1\u5e03\u524d\u5fc5\u987b\u5b8c\u6210\u6743\u91cd\u3001\u9884\u5904\u7406\u5668\u3001\u6807\u7b7e\u7f16\u7801\u5668\u3001\u5143\u6570\u636e\u3001\u8def\u5f84\u548c SHA-256 \u5b8c\u6574\u6027\u68c0\u67e5\u3002\u79bb\u7ebf\u68c0\u6d4b\u53ea\u5141\u8bb8\u9009\u62e9\u5df2\u53d1\u5e03\u4e14\u5065\u5eb7\u7684\u6d3b\u52a8\u6a21\u578b\u3002<\/p>\n<h4>4.8 \u79bb\u7ebf\u5165\u4fb5\u68c0\u6d4b<\/h4>\n<p>\u7cfb\u7edf\u652f\u6301\u4ee5\u4e0b\u8f93\u5165\u5f62\u5f0f&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5355\u6761\u7279\u5f81\u6570\u636e\u3002<\/p>\n<\/li>\n<li>\n<p>\u6279\u91cf CSV \u6587\u4ef6\u3002<\/p>\n<\/li>\n<li>\n<p>PCAP \u6587\u4ef6\u3002<\/p>\n<\/li>\n<li>\n<p>PCAPNG \u6587\u4ef6\u3002<\/p>\n<\/li>\n<\/ul>\n<p>CSV \u68c0\u6d4b\u6309\u7167\u8bad\u7ec3\u9636\u6bb5\u76f8\u540c\u7684\u7279\u5f81\u5951\u7ea6\u5b8c\u6210\u5b57\u6bb5\u5bf9\u9f50\u3001\u7f3a\u5931\u503c\u586b\u8865\u548c\u6807\u51c6\u5316\u3002PCAP \u68c0\u6d4b\u901a\u8fc7 dpkt \u89e3\u6790 IPv4\/IPv6\u3001TCP \u548c UDP \u6570\u636e\u5305&#xff0c;\u5bb9\u9519\u5904\u7406\u5f02\u5e38\u5305\u3001\u622a\u65ad\u5305\u548c\u4e0d\u652f\u6301\u7684\u6570\u636e\u5305&#xff0c;\u5e76\u6309\u53cc\u5411\u4e94\u5143\u7ec4\u53ca\u6d41\u8d85\u65f6\u89c4\u5219\u8fdb\u884c\u4f1a\u8bdd\u805a\u5408\u3002<\/p>\n<p>\u68c0\u6d4b\u7ed3\u679c\u5305\u542b&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u9884\u6d4b\u6807\u7b7e\u3002<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u7f6e\u4fe1\u5ea6\u3002<\/p>\n<\/li>\n<li>\n<p>Top-K \u5019\u9009\u7c7b\u522b\u53ca\u6982\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u98ce\u9669\u7b49\u7ea7\u3002<\/p>\n<\/li>\n<li>\n<p>\u6e90\u5730\u5740\u3001\u76ee\u7684\u5730\u5740\u3001\u7aef\u53e3\u548c\u534f\u8bae\u7b49\u4e0a\u4e0b\u6587\u3002<\/p>\n<\/li>\n<li>\n<p>\u53c2\u4e0e\u63a8\u7406\u7684\u7279\u5f81\u4fe1\u606f\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u68c0\u6d4b\u8be6\u60c5\u652f\u6301\u6309\u98ce\u9669\u548c\u7c7b\u522b\u7b5b\u9009\u3001\u5206\u9875\u67e5\u770b\u3001\u8fd4\u56de\u4efb\u52a1\u63d0\u4ea4\u9875\u9762\u3001\u5220\u9664\u4efb\u52a1\u4ee5\u53ca\u5bfc\u51fa CSV\u3002<\/p>\n<h4>4.9 \u5355\u6761\u8bb0\u5f55 AI \u590d\u6838<\/h4>\n<p>\u68c0\u6d4b\u660e\u7ec6\u64cd\u4f5c\u5217\u63d0\u4f9b\u201cAI \u590d\u6838\u201d\u5165\u53e3\u3002\u6bcf\u6b21\u590d\u6838\u53ea\u5206\u6790\u5f53\u524d\u9009\u4e2d\u7684\u4e00\u6761\u8bb0\u5f55&#xff0c;\u4e0d\u8bfb\u53d6\u6216\u805a\u5408\u540c\u4e00\u4efb\u52a1\u4e2d\u7684\u5176\u4ed6\u68c0\u6d4b\u660e\u7ec6\u3002<\/p>\n<p>\u79bb\u7ebf\u590d\u6838\u8f93\u51fa\u5185\u5bb9\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>\n<p>AI \u7efc\u5408\u7ed3\u8bba\u3002<\/p>\n<\/li>\n<li>\n<p>\u5173\u952e\u7279\u5f81\u53ca\u8d21\u732e\u4f9d\u636e\u3002<\/p>\n<\/li>\n<li>\n<p>\u653b\u51fb\u884c\u4e3a\u5206\u6790\u3002<\/p>\n<\/li>\n<li>\n<p>\u53ef\u80fd\u5f71\u54cd\u8303\u56f4\u3002<\/p>\n<\/li>\n<li>\n<p>\u5206\u9636\u6bb5\u5904\u7f6e\u5efa\u8bae\u3002<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u7f6e\u4fe1\u5ea6\u4e0e\u4e0d\u786e\u5b9a\u6027\u8bf4\u660e\u3002<\/p>\n<\/li>\n<\/ul>\n<p>LLM \u6a21\u5f0f\u8981\u6c42\u7528\u6237\u660e\u786e\u52fe\u9009\u5916\u90e8\u53d1\u9001\u6388\u6743\u3002\u6388\u6743\u540e\u53ef\u53d1\u9001\u5f53\u524d\u8bb0\u5f55\u7684\u5168\u90e8\u4fe1\u606f&#xff0c;\u5305\u62ec\u6e90\/\u76ee\u7684 IP\u3001\u7aef\u53e3\u3001\u534f\u8bae\u3001\u6d41\u91cf\u7279\u5f81\u3001\u6a21\u578b\u9884\u6d4b\u548c\u4efb\u52a1\u4e0a\u4e0b\u6587\u3002\u8c03\u7528\u8fc7\u7a0b\u4f7f\u7528\u8fdb\u5ea6\u6761\u3001\u9636\u6bb5\u6587\u5b57\u548c\u9ed1\u5ba2\u7ec8\u7aef\u52a8\u753b\u53cd\u9988\u72b6\u6001&#xff0c;\u7ed3\u679c\u4f1a\u6807\u660e\u5b9e\u9645\u8c03\u7528\u6a21\u578b\u3001\u662f\u5426\u53d1\u751f\u5916\u90e8\u4f20\u8f93\u4ee5\u53ca\u662f\u5426\u56de\u9000\u81f3\u672c\u5730\u89e3\u91ca\u3002<\/p>\n<h4>4.10 \u4efb\u52a1\u5386\u53f2<\/h4>\n<p>\u9884\u5904\u7406\u3001\u8bad\u7ec3\u3001\u8bc4\u4f30\u3001\u68c0\u6d4b\u3001AI \u62a5\u544a\u548c\u5bfc\u51fa\u64cd\u4f5c\u7edf\u4e00\u62bd\u8c61\u4e3a\u540e\u53f0\u4efb\u52a1&#xff0c;\u72b6\u6001\u5305\u62ec&#xff1a;<\/p>\n<p>QUEUED | RUNNING | SUCCEEDED | FAILED |<br \/>\nCANCELLED | INTERRUPTED <\/p>\n<p>\u4efb\u52a1\u5386\u53f2\u9875\u9762\u652f\u6301\u8be6\u60c5\u67e5\u770b\u3001\u8fd0\u884c\u4efb\u52a1\u53d6\u6d88\u3001\u5355\u9879\u5220\u9664\u3001\u591a\u9009\u3001\u5168\u9009\u548c\u6279\u91cf\u5220\u9664\u3002\u9875\u9762\u8f6e\u8be2\u5237\u65b0\u65f6\u4f1a\u4f9d\u636e\u4efb\u52a1 ID \u4fdd\u7559\u7528\u6237\u52fe\u9009\u72b6\u6001&#xff0c;\u907f\u514d\u81ea\u52a8\u66f4\u65b0\u5bfc\u81f4\u9009\u62e9\u4e22\u5931\u3002\u540e\u7aef\u91cd\u542f\u65f6&#xff0c;\u672a\u6b63\u5e38\u5b8c\u6210\u7684\u8fd0\u884c\u4efb\u52a1\u4f1a\u88ab\u6807\u8bb0\u4e3a INTERRUPTED\u3002<\/p>\n<h4>4.11 \u5b89\u5168\u6001\u52bf\u53ef\u89c6\u5316\u5927\u5c4f<\/h4>\n<p>\u53ef\u89c6\u5316\u5927\u5c4f\u63d0\u4f9b\u4ee5\u4e0b 12 \u7c7b\u56fe\u8868&#xff1a;<\/p>\n<li>\n<p>14 \u65e5\u68c0\u6d4b\u4e0e\u653b\u51fb\u8d8b\u52bf\u3002<\/p>\n<\/li>\n<li>\n<p>\u98ce\u9669\u7b49\u7ea7\u5206\u5e03\u3002<\/p>\n<\/li>\n<li>\n<p>\u653b\u51fb\u7c7b\u578b\u6392\u884c\u3002<\/p>\n<\/li>\n<li>\n<p>\u653b\u51fb\u6d41\u91cf\u5360\u6bd4\u3002<\/p>\n<\/li>\n<li>\n<p>\u68c0\u6d4b\u8f93\u5165\u80fd\u91cf\u6761\u3002<\/p>\n<\/li>\n<li>\n<p>24 \u5c0f\u65f6\u5b89\u5168\u4e8b\u4ef6\u8109\u51b2\u3002<\/p>\n<\/li>\n<li>\n<p>\u653b\u51fb\u6d41\u91cf\u5173\u8054\u62d3\u6251\u3002<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u7efc\u5408\u80fd\u529b\u3002<\/p>\n<\/li>\n<li>\n<p>\u4efb\u52a1\u72b6\u6001\u961f\u5217\u3002<\/p>\n<\/li>\n<li>\n<p>\u4efb\u52a1\u7c7b\u578b\u8d1f\u8f7d\u3002<\/p>\n<\/li>\n<li>\n<p>\u534f\u8bae\u4e0e\u7279\u5f81\u6765\u6e90\u3002<\/p>\n<\/li>\n<li>\n<p>\u9884\u6d4b\u7f6e\u4fe1\u533a\u95f4\u3002<\/p>\n<\/li>\n<p>\u9875\u9762\u652f\u6301\u9f20\u6807\u6eda\u8f6e\u3001\u4e0d\u540c\u5c4f\u5e55\u5bbd\u5ea6\u4e0b\u7684\u54cd\u5e94\u5f0f\u5e03\u5c40\u548c\u51cf\u5c11\u52a8\u753b\u6a21\u5f0f\u3002\u56fe\u8868\u6570\u636e\u7531 \/api\/v1\/dashboard\/visualization \u805a\u5408\u63d0\u4f9b\u3002<\/p>\n<h4>4.12 \u7cfb\u7edf\u8bbe\u7f6e\u4e0e AI \u6a21\u578b\u7ba1\u7406<\/h4>\n<p>\u7ba1\u7406\u5458\u53ef\u4ee5\u5728\u7cfb\u7edf\u8bbe\u7f6e\u4e2d\u52a8\u6001\u8c03\u6574&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5355\u6587\u4ef6\u4e0a\u4f20\u4e0a\u9650\u3002<\/p>\n<\/li>\n<li>\n<p>PCAP \u6700\u5927\u89e3\u6790\u5305\u6570\u3002<\/p>\n<\/li>\n<li>\n<p>CSV \u68c0\u6d4b\u5206\u5757\u884c\u6570\u3002<\/p>\n<\/li>\n<li>\n<p>PCAP \u6d41\u63a8\u7406\u6279\u5927\u5c0f\u3002<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u63a8\u7406\u6279\u5927\u5c0f\u3002<\/p>\n<\/li>\n<li>\n<p>AI \u89e3\u91ca\u6837\u672c\u4e0a\u9650\u3002<\/p>\n<\/li>\n<li>\n<p>\u96c6\u6210\u68af\u5ea6\u8ba1\u7b97\u6b65\u6570\u3002<\/p>\n<\/li>\n<\/ul>\n<p>AI \u5927\u6a21\u578b\u7ba1\u7406\u652f\u6301 OpenAI \u517c\u5bb9\u7684 Chat Completions \u548c Responses \u63a5\u53e3&#xff0c;\u53ef\u914d\u7f6e\u6a21\u578b\u540d\u79f0\u3001API \u5730\u5740\u3001\u6a21\u578b\u6807\u8bc6\u3001API Key\u3001\u8d85\u65f6\u3001\u6e29\u5ea6\u548c\u6700\u5927\u8f93\u51fa Tokens\u3002\u7ba1\u7406\u5458\u53ef\u4ee5\u542f\u7528\u3001\u505c\u7528\u3001\u7f16\u8f91\u3001\u5220\u9664\u3001\u6d4b\u8bd5\u6a21\u578b&#xff0c;\u5e76\u81ea\u5b9a\u4e49\u8c03\u7528\u987a\u5e8f\u3002<\/p>\n<p>API Key \u7ecf\u52a0\u5bc6\u540e\u4fdd\u5b58\u4e8e SQLite&#xff0c;\u9875\u9762\u548c\u666e\u901a\u63a5\u53e3\u53ea\u5c55\u793a\u5bc6\u94a5\u672b\u56db\u4f4d\u3002\u89e3\u5bc6\u4e3b\u5bc6\u94a5\u4fdd\u5b58\u5728 runtime\/database\/ai-models.key&#xff0c;\u8fc1\u79fb\u6216\u5907\u4efd\u65f6\u9700\u8981\u4e0e SQLite \u6570\u636e\u5e93\u4e00\u8d77\u4fdd\u5b58\u3002<\/p>\n<h4>4.13 \u5ba1\u8ba1\u4e0e\u7cfb\u7edf\u72b6\u6001<\/h4>\n<p>\u5ba1\u8ba1\u65e5\u5fd7\u8bb0\u5f55\u7528\u6237\u767b\u5f55\u3001\u7528\u6237\u7ba1\u7406\u3001\u6570\u636e\u96c6\u64cd\u4f5c\u3001\u4efb\u52a1\u521b\u5efa\u4e0e\u53d6\u6d88\u3001\u6a21\u578b\u53d1\u5e03\u3001\u68c0\u6d4b\u3001AI \u590d\u6838\u548c\u7cfb\u7edf\u8bbe\u7f6e\u4fee\u6539\u7b49\u5173\u952e\u884c\u4e3a\u3002\u6bcf\u6761\u5ba1\u8ba1\u8bb0\u5f55\u5305\u542b\u64cd\u4f5c\u8005\u3001\u52a8\u4f5c\u3001\u8d44\u6e90\u3001\u8bf7\u6c42 ID\u3001\u7ed3\u679c\u548c\u65f6\u95f4\u3002<\/p>\n<p>\u5065\u5eb7\u63a5\u53e3\u53ef\u5c55\u793a\u5f53\u524d Python\u3001SQLite\u3001\u8fd0\u884c\u67b6\u6784\u548c\u73af\u5883\u72b6\u6001\u3002\u7cfb\u7edf\u542f\u52a8\u65f6\u8fd8\u4f1a\u68c0\u67e5\u6d3b\u52a8\u6a21\u578b\u5b8c\u6574\u6027&#xff0c;\u5e76\u5904\u7406\u5f02\u5e38\u4e2d\u65ad\u4efb\u52a1\u3002<\/p>\n<h3>5. \u7cfb\u7edf\u67b6\u6784<\/h3>\n<h4>5.1 \u603b\u4f53\u67b6\u6784<\/h4>\n<p>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n\u2502 Vue 3 &#043; TypeScript \u5ba2\u6237\u7aef \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u2502<br \/>\n\u2502 \u9875\u9762\u3001\u8def\u7531\u3001\u72b6\u6001\u7ba1\u7406\u3001Element Plus\u3001ECharts \u00a0 \u00a0 \u00a0 \u00a0 \u2502<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u2502 \/api\/v1 \u00b7 JSON \u00b7 Cookie\/CSRF<br \/>\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n\u2502 Flask \u5e94\u7528\u5c42 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  \u2502<br \/>\n\u2502 Blueprint\u3001Pydantic \u6821\u9a8c\u3001RBAC\u3001\u5ba1\u8ba1\u3001\u7edf\u4e00\u9519\u8bef\u54cd\u5e94  \u2502<br \/>\n\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<br \/>\n\u2502 \u4e1a\u52a1\u670d\u52a1\u4e0e\u540e\u53f0\u4efb\u52a1 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  \u2502<br \/>\n\u2502 \u6570\u636e\u96c6\u3001\u9884\u5904\u7406\u3001\u8bad\u7ec3\u3001\u8bc4\u4f30\u3001\u68c0\u6d4b\u3001AI\u3001\u6a21\u578b\u6ce8\u518c\u8868 \u00a0  \u2502<br \/>\n\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<br \/>\n\u2502 PyTorch \/ sklearn \u00a0  \u2502 SQLite \/ runtime \u6587\u4ef6\u5236\u54c1 \u00a0  \u2502<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 <\/p>\n<h4>5.2 API \u89c4\u8303<\/h4>\n<p>\u7cfb\u7edf API \u7edf\u4e00\u4ee5 \/api\/v1 \u4e3a\u524d\u7f00&#xff0c;\u6807\u51c6\u54cd\u5e94\u7ed3\u6784\u4e3a&#xff1a;<\/p>\n<p>{<br \/>\n \u00a0&#034;code&#034;: &#034;OK&#034;,<br \/>\n \u00a0&#034;message&#034;: &#034;\u6210\u529f&#034;,<br \/>\n \u00a0&#034;data&#034;: {},<br \/>\n \u00a0&#034;request_id&#034;: &#034;\u8bf7\u6c42\u8ffd\u8e2a\u6807\u8bc6&#034;<br \/>\n} <\/p>\n<p>\u5217\u8868\u63a5\u53e3\u7edf\u4e00\u8fd4\u56de items\u3001page\u3001page_size \u548c total\u3002\u524d\u540e\u7aef\u4f7f\u7528\u540c\u6e90 HttpOnly \u4f1a\u8bdd Cookie&#xff1b;\u767b\u5f55\u6210\u529f\u540e\u8fd4\u56de CSRF Token&#xff0c;\u6240\u6709\u4fee\u6539\u7c7b\u8bf7\u6c42\u9700\u8981\u643a\u5e26 X-CSRF-Token\u3002<\/p>\n<h4>5.3 \u540e\u53f0\u4efb\u52a1\u67b6\u6784<\/h4>\n<p>\u7cfb\u7edf\u4f7f\u7528\u5355\u8fdb\u7a0b\u3001\u5355\u540e\u53f0\u5de5\u4f5c\u7ebf\u7a0b\u6267\u884c\u957f\u4efb\u52a1\u3002\u8be5\u8bbe\u8ba1\u4e0e SQLite \u7684\u5355\u673a\u5199\u5165\u7279\u70b9\u76f8\u5339\u914d&#xff0c;\u907f\u514d\u591a\u8fdb\u7a0b\u8bad\u7ec3\u548c\u68c0\u6d4b\u540c\u65f6\u5199\u5165\u9020\u6210\u6570\u636e\u5e93\u9501\u7ade\u4e89\u3002<\/p>\n<p>\u4efb\u52a1\u72b6\u6001\u3001\u8fdb\u5ea6\u3001\u9636\u6bb5\u548c\u9519\u8bef\u4fdd\u5b58\u5728 SQLite&#xff1b;\u8bad\u7ec3\u65e5\u5fd7\u3001\u6a21\u578b\u3001\u56fe\u8868\u548c\u7ed3\u679c\u6587\u4ef6\u5199\u5165 runtime\u3002\u6570\u636e\u5e93\u64cd\u4f5c\u91c7\u7528\u77ed\u4e8b\u52a1&#xff0c;\u5e76\u8bbe\u7f6e SQLite busy_timeout\u3002<\/p>\n<h3>6. \u6280\u672f\u6808<\/h3>\n<h4>6.1 \u540e\u7aef\u6280\u672f\u6808<\/h4>\n<table>\n<tr>\u6280\u672f\u7528\u9014<\/tr>\n<tbody>\n<tr>\n<td>Python 3.13<\/td>\n<td>\u540e\u7aef\u3001\u6570\u636e\u5904\u7406\u548c\u673a\u5668\u5b66\u4e60\u8fd0\u884c\u73af\u5883<\/td>\n<\/tr>\n<tr>\n<td>Flask<\/td>\n<td>Web \u5e94\u7528\u6846\u67b6\u4e0e\u5e94\u7528\u5de5\u5382<\/td>\n<\/tr>\n<tr>\n<td>Flask Blueprint<\/td>\n<td>API \u6a21\u5757\u5212\u5206<\/td>\n<\/tr>\n<tr>\n<td>Flask-SQLAlchemy \/ SQLAlchemy<\/td>\n<td>ORM \u4e0e\u6570\u636e\u5e93\u8bbf\u95ee<\/td>\n<\/tr>\n<tr>\n<td>Flask-Migrate \/ Alembic<\/td>\n<td>SQLite \u6570\u636e\u5e93\u8fc1\u79fb<\/td>\n<\/tr>\n<tr>\n<td>Flask-Login<\/td>\n<td>\u7528\u6237\u4f1a\u8bdd\u7ba1\u7406<\/td>\n<\/tr>\n<tr>\n<td>Flask-WTF<\/td>\n<td>CSRF \u9632\u62a4<\/td>\n<\/tr>\n<tr>\n<td>Pydantic<\/td>\n<td>API \u8bf7\u6c42\u53c2\u6570\u6821\u9a8c<\/td>\n<\/tr>\n<tr>\n<td>Waitress<\/td>\n<td>\u901a\u8fc7 run.py \u542f\u52a8\u7684 WSGI \u670d\u52a1<\/td>\n<\/tr>\n<tr>\n<td>SQLite<\/td>\n<td>\u7528\u6237\u3001\u4efb\u52a1\u3001\u6a21\u578b\u53ca\u68c0\u6d4b\u5143\u6570\u636e<\/td>\n<\/tr>\n<tr>\n<td>PyTorch<\/td>\n<td>CNN-BiLSTM \u8bad\u7ec3\u548c\u63a8\u7406<\/td>\n<\/tr>\n<tr>\n<td>NumPy \/ Pandas<\/td>\n<td>\u6570\u7ec4\u8ba1\u7b97\u4e0e CSV \u6570\u636e\u5904\u7406<\/td>\n<\/tr>\n<tr>\n<td>scikit-learn<\/td>\n<td>\u6570\u636e\u586b\u8865\u3001\u6807\u51c6\u5316\u3001\u6807\u7b7e\u7f16\u7801\u53ca\u8bc4\u4f30\u6307\u6807<\/td>\n<\/tr>\n<tr>\n<td>joblib<\/td>\n<td>\u9884\u5904\u7406\u5668\u6301\u4e45\u5316<\/td>\n<\/tr>\n<tr>\n<td>dpkt<\/td>\n<td>PCAP\/PCAPNG \u539f\u751f\u89e3\u6790<\/td>\n<\/tr>\n<tr>\n<td>Matplotlib \/ Seaborn<\/td>\n<td>\u8bad\u7ec3\u66f2\u7ebf\u548c\u6df7\u6dc6\u77e9\u9635\u5236\u54c1<\/td>\n<\/tr>\n<tr>\n<td>HTTPX<\/td>\n<td>\u77ed\u4fe1\u548c\u5916\u90e8 LLM HTTP \u8c03\u7528<\/td>\n<\/tr>\n<tr>\n<td>Cryptography<\/td>\n<td>AI \u6a21\u578b API Key \u52a0\u5bc6\u5b58\u50a8<\/td>\n<\/tr>\n<tr>\n<td>psutil<\/td>\n<td>\u7cfb\u7edf\u8fd0\u884c\u72b6\u6001\u91c7\u96c6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>6.2 \u524d\u7aef\u6280\u672f\u6808<\/h4>\n<table>\n<tr>\u6280\u672f\u7528\u9014<\/tr>\n<tbody>\n<tr>\n<td>Vue 3<\/td>\n<td>\u524d\u7aef\u7ec4\u4ef6\u4e0e\u54cd\u5e94\u5f0f\u89c6\u56fe<\/td>\n<\/tr>\n<tr>\n<td>TypeScript<\/td>\n<td>\u7c7b\u578b\u7ea6\u675f\u548c\u4ee3\u7801\u53ef\u7ef4\u62a4\u6027<\/td>\n<\/tr>\n<tr>\n<td>Vite<\/td>\n<td>\u5f00\u53d1\u670d\u52a1\u5668\u4e0e\u751f\u4ea7\u6784\u5efa<\/td>\n<\/tr>\n<tr>\n<td>Pinia<\/td>\n<td>\u767b\u5f55\u7528\u6237\u53ca\u5168\u5c40\u72b6\u6001\u7ba1\u7406<\/td>\n<\/tr>\n<tr>\n<td>Vue Router<\/td>\n<td>\u9875\u9762\u8def\u7531\u4e0e\u6743\u9650\u8def\u7531\u5b88\u536b<\/td>\n<\/tr>\n<tr>\n<td>Element Plus<\/td>\n<td>\u8868\u5355\u3001\u8868\u683c\u3001\u5f39\u7a97\u548c\u53cd\u9988\u7ec4\u4ef6<\/td>\n<\/tr>\n<tr>\n<td>ECharts \/ vue-echarts<\/td>\n<td>\u7cfb\u7edf\u56fe\u8868\u4e0e\u53ef\u89c6\u5316\u5927\u5c4f<\/td>\n<\/tr>\n<tr>\n<td>Lucide Vue Next<\/td>\n<td>\u7edf\u4e00 SVG \u56fe\u6807\u7cfb\u7edf<\/td>\n<\/tr>\n<tr>\n<td>Axios<\/td>\n<td>API \u8bf7\u6c42\u3001Cookie \u548c CSRF \u8bf7\u6c42\u5934\u5904\u7406<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>6.3 \u6d4b\u8bd5\u4e0e\u8d28\u91cf\u5de5\u5177<\/h4>\n<table>\n<tr>\u6280\u672f\u7528\u9014<\/tr>\n<tbody>\n<tr>\n<td>Pytest<\/td>\n<td>\u540e\u7aef\u5355\u5143\u548c\u96c6\u6210\u6d4b\u8bd5<\/td>\n<\/tr>\n<tr>\n<td>Ruff<\/td>\n<td>Python \u4ee3\u7801\u89c4\u8303\u68c0\u67e5<\/td>\n<\/tr>\n<tr>\n<td>Mypy<\/td>\n<td>Python \u9759\u6001\u7c7b\u578b\u68c0\u67e5<\/td>\n<\/tr>\n<tr>\n<td>Vitest<\/td>\n<td>Vue \u7ec4\u4ef6\u6d4b\u8bd5<\/td>\n<\/tr>\n<tr>\n<td>Playwright<\/td>\n<td>\u53cc\u89d2\u8272\u4e3b\u6d41\u7a0b\u4e0e\u6d4f\u89c8\u5668\u7aef\u5230\u7aef\u6d4b\u8bd5<\/td>\n<\/tr>\n<tr>\n<td>ESLint<\/td>\n<td>Vue \u4e0e TypeScript \u4ee3\u7801\u68c0\u67e5<\/td>\n<\/tr>\n<tr>\n<td>vue-tsc<\/td>\n<td>Vue TypeScript \u7c7b\u578b\u68c0\u67e5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>7. \u6570\u636e\u4e0e\u6a21\u578b\u6d41\u7a0b<\/h3>\n<h4>7.1 \u6570\u636e\u9884\u5904\u7406\u6d41\u7a0b<\/h4>\n<p>\u626b\u63cf\/\u4e0a\u4f20 CSV<br \/>\n  \u2192 \u6587\u4ef6\u4e0e\u7f16\u7801\u6821\u9a8c<br \/>\n  \u2192 \u5206\u5757\u8bfb\u53d6<br \/>\n  \u2192 \u6807\u7b7e\u4fee\u590d\u4e0e\u6570\u503c\u6e05\u6d17<br \/>\n  \u2192 \u53bb\u91cd<br \/>\n  \u2192 \u7279\u5f81\u5951\u7ea6\u786e\u5b9a<br \/>\n  \u2192 70\/15\/15 \u5206\u5c42\u5212\u5206<br \/>\n  \u2192 Imputer \u4e0e Scaler \u62df\u5408<br \/>\n  \u2192 NumPy \u6570\u7ec4\u53ca\u5143\u6570\u636e\u6301\u4e45\u5316 <\/p>\n<h4>7.2 \u6a21\u578b\u8bad\u7ec3\u4e0e\u53d1\u5e03\u6d41\u7a0b<\/h4>\n<p>\u9009\u62e9\u9884\u5904\u7406\u6570\u636e\u96c6<br \/>\n  \u2192 \u521b\u5efa\u8bad\u7ec3\u4efb\u52a1<br \/>\n  \u2192 CNN-BiLSTM \u5168\u91cf\u8bad\u7ec3<br \/>\n  \u2192 \u6700\u4f73\u68c0\u67e5\u70b9\u4e0e\u66f2\u7ebf\u4fdd\u5b58<br \/>\n  \u2192 \u81ea\u52a8\u751f\u6210\u6a21\u578b\u7248\u672c<br \/>\n  \u2192 \u72ec\u7acb\u6d4b\u8bd5\u96c6\u8bc4\u4f30<br \/>\n  \u2192 \u5b8c\u6574\u6027\u4e0e\u517c\u5bb9\u6027\u6821\u9a8c<br \/>\n  \u2192 \u53d1\u5e03\u5e76\u542f\u7528\u6a21\u578b <\/p>\n<h4>7.3 \u79bb\u7ebf\u68c0\u6d4b\u6d41\u7a0b<\/h4>\n<p>\u4e0a\u4f20 CSV \/ PCAP \/ PCAPNG<br \/>\n  \u2192 \u6587\u4ef6\u5185\u5bb9\u6821\u9a8c<br \/>\n  \u2192 CSV \u7279\u5f81\u5bf9\u9f50\u6216 PCAP \u6d41\u805a\u5408<br \/>\n  \u2192 \u52a0\u8f7d\u5df2\u53d1\u5e03\u6a21\u578b\u4e0e\u9884\u5904\u7406\u5668<br \/>\n  \u2192 \u6279\u91cf\u63a8\u7406<br \/>\n  \u2192 \u6807\u7b7e\u3001\u7f6e\u4fe1\u5ea6\u3001Top-K\u3001\u98ce\u9669\u7b49\u7ea7<br \/>\n  \u2192 \u660e\u7ec6\u7b5b\u9009\u4e0e\u5bfc\u51fa<br \/>\n  \u2192 \u53ef\u9009\u5355\u6761 AI \u590d\u6838 <\/p>\n<h3>8. \u5b89\u5168\u8bbe\u8ba1<\/h3>\n<h4>8.1 \u8eab\u4efd\u548c\u4f1a\u8bdd\u5b89\u5168<\/h4>\n<ul>\n<li>\n<p>\u4f7f\u7528 Scrypt \u4fdd\u5b58\u5bc6\u7801\u54c8\u5e0c&#xff0c;\u4e0d\u4fdd\u5b58\u660e\u6587\u5bc6\u7801\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528 HttpOnly\u3001SameSite Cookie \u7ba1\u7406\u767b\u5f55\u4f1a\u8bdd\u3002<\/p>\n<\/li>\n<li>\n<p>\u6240\u6709\u4fee\u6539\u7c7b\u8bf7\u6c42\u542f\u7528 CSRF \u6821\u9a8c\u3002<\/p>\n<\/li>\n<li>\n<p>\u7528\u6237\u89d2\u8272\u548c\u8d44\u6e90\u6240\u6709\u6743\u5728\u540e\u7aef\u5f3a\u5236\u6821\u9a8c\u3002<\/p>\n<\/li>\n<li>\n<p>\u5bc6\u7801\u91cd\u7f6e\u3001\u8d26\u53f7\u7981\u7528\u6216\u5173\u952e\u8d44\u6599\u4fee\u6539\u4f1a\u66f4\u65b0\u4f1a\u8bdd\u7248\u672c&#xff0c;\u4f7f\u65e7\u4f1a\u8bdd\u5931\u6548\u3002<\/p>\n<\/li>\n<li>\n<p>\u767b\u5f55\u548c\u77ed\u4fe1\u9a8c\u8bc1\u7801\u63a5\u53e3\u5177\u5907\u9891\u7387\u9650\u5236\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>8.2 \u6587\u4ef6\u5b89\u5168<\/h4>\n<ul>\n<li>\n<p>\u4e0a\u4f20\u6587\u4ef6\u4f7f\u7528 UUID \u91cd\u547d\u540d&#xff0c;\u4e0d\u4fe1\u4efb\u5ba2\u6237\u7aef\u6587\u4ef6\u540d\u3002<\/p>\n<\/li>\n<li>\n<p>\u540c\u65f6\u6821\u9a8c\u6269\u5c55\u540d\u3001\u6587\u4ef6\u5934\u6216\u6570\u636e\u5185\u5bb9\u3002<\/p>\n<\/li>\n<li>\n<p>\u6240\u6709\u8fd0\u884c\u6587\u4ef6\u53ea\u4fdd\u5b58\u4e8e\u53d7\u63a7\u76ee\u5f55\u3002<\/p>\n<\/li>\n<li>\n<p>\u901a\u8fc7\u8def\u5f84\u89e3\u6790\u548c\u7236\u76ee\u5f55\u68c0\u67e5\u9632\u6b62\u8def\u5f84\u7a7f\u8d8a\u3002<\/p>\n<\/li>\n<li>\n<p>\u5bf9\u6570\u636e\u96c6\u3001\u8f93\u5165\u6587\u4ef6\u548c\u6a21\u578b\u6743\u91cd\u8ba1\u7b97 SHA-256\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e0d\u4fe1\u4efb\u6a21\u578b\u5305\u4e2d\u81ea\u884c\u58f0\u660e\u7684\u5143\u6570\u636e\u548c\u8def\u5f84\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>8.3 AI \u4e0e\u654f\u611f\u6570\u636e\u5b89\u5168<\/h4>\n<ul>\n<li>\n<p>\u9ed8\u8ba4\u652f\u6301\u5b8c\u5168\u79bb\u7ebf\u7684 AI \u89e3\u91ca\u6a21\u5f0f\u3002<\/p>\n<\/li>\n<li>\n<p>\u5916\u90e8 LLM \u590d\u6838\u5fc5\u987b\u7531\u7528\u6237\u9488\u5bf9\u5f53\u524d\u8bb0\u5f55\u660e\u786e\u6388\u6743\u3002<\/p>\n<\/li>\n<li>\n<p>\u9875\u9762\u660e\u786e\u5c55\u793a\u5c06\u8981\u4f20\u8f93\u7684\u6570\u636e\u8303\u56f4\u3002<\/p>\n<\/li>\n<li>\n<p>\u5916\u90e8 AI \u4e0d\u4f1a\u83b7\u5f97\u540c\u4e00\u4efb\u52a1\u4e2d\u7684\u5176\u4ed6\u68c0\u6d4b\u8bb0\u5f55\u3002<\/p>\n<\/li>\n<li>\n<p>API Key \u52a0\u5bc6\u4fdd\u5b58&#xff0c;\u63a5\u53e3\u4e0d\u8fd4\u56de\u5b8c\u6574\u5bc6\u94a5\u3002<\/p>\n<\/li>\n<li>\n<p>AI \u5931\u8d25\u65f6\u56de\u9000\u672c\u5730\u89e3\u91ca&#xff0c;\u4e0d\u81ea\u52a8\u6267\u884c\u5b89\u5168\u5904\u7f6e\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>8.4 SQLite \u5b89\u5168\u4e0e\u517c\u5bb9\u6027<\/h4>\n<p>\u6570\u636e\u5e93\u6587\u4ef6\u4f4d\u4e8e runtime\/database\/ids.sqlite3\u3002\u7cfb\u7edf\u56fa\u5b9a\u4f7f\u7528 Navicat \u517c\u5bb9\u7684 SQLite DELETE \u65e5\u5fd7\u6a21\u5f0f\u3001NORMAL \u9501\u5b9a\u6a21\u5f0f\u3001\u5916\u952e\u7ea6\u675f\u548c\u77ed\u4e8b\u52a1&#xff0c;\u4e0d\u4f9d\u8d56 WAL \u6587\u4ef6\u3002<\/p>\n<p>\u5efa\u8bae\u4f7f\u7528 Navicat \u8fdb\u884c\u53ea\u8bfb\u67e5\u8be2\u3002\u76f4\u63a5\u4fee\u6539\u6570\u636e\u5e93\u53ef\u80fd\u7ed5\u8fc7\u7cfb\u7edf\u6821\u9a8c\u548c\u5ba1\u8ba1&#xff0c;\u4fee\u6539\u524d\u5e94\u5907\u4efd\u6570\u636e\u5e93&#xff0c;\u5e76\u786e\u4fdd\u6ca1\u6709\u8bad\u7ec3\u6216\u68c0\u6d4b\u4efb\u52a1\u6b63\u5728\u5199\u5165\u3002<\/p>\n<h3>9. \u7cfb\u7edf\u76ee\u5f55\u7ed3\u6784<\/h3>\n<p>\u9879\u76ee\u6839\u76ee\u5f55\/<br \/>\n\u251c\u2500\u2500 dataset\/ \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 # CICIDS2017 \u7cfb\u7edf\u5185\u7f6e\u6570\u636e\u96c6<br \/>\n\u251c\u2500\u2500 \u6d4b\u8bd5\u6570\u636e\/ \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  # CSV\/PCAP \u68c0\u6d4b\u6d4b\u8bd5\u6587\u4ef6<br \/>\n\u251c\u2500\u2500 \u9879\u76ee\u4ee3\u7801\/<br \/>\n\u2502 \u00a0 \u251c\u2500\u2500 ids-server\/ \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  # Flask \u540e\u7aef<br \/>\n\u2502 \u00a0 \u2502 \u00a0 \u251c\u2500\u2500 run.py \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 # \u540e\u7aef\u76f4\u63a5\u542f\u52a8\u5165\u53e3<br \/>\n\u2502 \u00a0 \u2502 \u00a0 \u251c\u2500\u2500 migrations\/ \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  # Alembic \u6570\u636e\u5e93\u8fc1\u79fb<br \/>\n\u2502 \u00a0 \u2502 \u00a0 \u251c\u2500\u2500 scripts\/ \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 # \u521d\u59cb\u5316\u4e0e\u9a8c\u6536\u811a\u672c<br \/>\n\u2502 \u00a0 \u2502 \u00a0 \u251c\u2500\u2500 src\/ids_server\/ \u00a0 \u00a0 \u00a0 \u00a0  # \u540e\u7aef\u6e90\u4ee3\u7801<br \/>\n\u2502 \u00a0 \u2502 \u00a0 \u2514\u2500\u2500 tests\/ \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 # \u540e\u7aef\u6d4b\u8bd5<br \/>\n\u2502 \u00a0 \u2514\u2500\u2500 ids-client\/ \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  # Vue 3 \u5ba2\u6237\u7aef<br \/>\n\u2502 \u00a0 \u00a0 \u00a0 \u251c\u2500\u2500 prototype\/ \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 # \u5ba1\u6838\u901a\u8fc7\u7684\u539f\u751f\u9875\u9762\u539f\u578b<br \/>\n\u2502 \u00a0 \u00a0 \u00a0 \u251c\u2500\u2500 src\/ \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 # \u6b63\u5f0f\u5ba2\u6237\u7aef\u6e90\u4ee3\u7801<br \/>\n\u2502 \u00a0 \u00a0 \u00a0 \u251c\u2500\u2500 e2e\/ \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 # Playwright \u6d4b\u8bd5<br \/>\n\u2502 \u00a0 \u00a0 \u00a0 \u2514\u2500\u2500 dist\/ \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  # \u751f\u4ea7\u6784\u5efa\u4ea7\u7269<br \/>\n\u2514\u2500\u2500 runtime\/<br \/>\n \u00a0  \u251c\u2500\u2500 database\/ \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  # SQLite \u4e0e AI \u89e3\u5bc6\u5bc6\u94a5<br \/>\n \u00a0  \u251c\u2500\u2500 uploads\/ \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 # \u7528\u6237\u4e0a\u4f20\u6587\u4ef6<br \/>\n \u00a0  \u251c\u2500\u2500 preprocessing\/ \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 # \u9884\u5904\u7406\u6570\u636e\u96c6<br \/>\n \u00a0  \u251c\u2500\u2500 training\/ \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  # \u8bad\u7ec3\u65e5\u5fd7\u3001\u68c0\u67e5\u70b9\u548c\u66f2\u7ebf<br \/>\n \u00a0  \u251c\u2500\u2500 models\/ \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  # \u6a21\u578b\u6743\u91cd\u4e0e\u5143\u6570\u636e<br \/>\n \u00a0  \u251c\u2500\u2500 evaluations\/ \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 # \u8bc4\u4f30\u62a5\u544a\u548c\u56fe\u8868<br \/>\n \u00a0  \u251c\u2500\u2500 detections\/ \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  # \u68c0\u6d4b\u8f93\u5165\u4e0e\u7ed3\u679c<br \/>\n \u00a0  \u251c\u2500\u2500 reports\/ \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 # AI \u4e0e\u9a8c\u6536\u62a5\u544a<br \/>\n \u00a0  \u251c\u2500\u2500 logs\/ \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  # \u7cfb\u7edf\u65e5\u5fd7<br \/>\n \u00a0  \u2514\u2500\u2500 temp\/ \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0  # \u53d7\u63a7\u4e34\u65f6\u6587\u4ef6 <\/p>\n<h3>10. \u8fd0\u884c\u4e0e\u90e8\u7f72<\/h3>\n<h4>10.1 \u542f\u52a8\u540e\u7aef<\/h4>\n<p>cd \u9879\u76ee\u4ee3\u7801\/ids-server<br \/>\n.venv\/bin\/python run.py <\/p>\n<p>run.py \u4f1a\u8bfb\u53d6 .env \u4e2d\u7684\u914d\u7f6e&#xff0c;\u5e76\u901a\u8fc7 Waitress \u542f\u52a8 Flask\u3002\u9ed8\u8ba4\u540e\u7aef\u5730\u5740\u4e3a&#xff1a;<\/p>\n<p>http:\/\/127.0.0.1:5000 <\/p>\n<h4>10.2 \u542f\u52a8\u524d\u7aef\u5f00\u53d1\u73af\u5883<\/h4>\n<p>cd \u9879\u76ee\u4ee3\u7801\/ids-client<br \/>\npnpm install &#8211;frozen-lockfile<br \/>\npnpm dev <\/p>\n<p>Vite \u5f00\u53d1\u670d\u52a1\u5668\u4f1a\u5c06 \/api \u8bf7\u6c42\u4ee3\u7406\u5230 Flask \u540e\u7aef\u3002<\/p>\n<h4>10.3 \u751f\u4ea7\u6784\u5efa<\/h4>\n<p>cd \u9879\u76ee\u4ee3\u7801\/ids-client<br \/>\npnpm build <\/p>\n<p>\u6784\u5efa\u7ed3\u679c\u8fdb\u5165 ids-client\/dist&#xff0c;\u53ef\u4ee5\u7531 Flask \u540c\u6e90\u6258\u7ba1&#xff0c;\u4ece\u800c\u7b80\u5316 Cookie\u3001CSRF \u548c\u8de8\u57df\u914d\u7f6e\u3002<\/p>\n<h4>10.4 \u6570\u636e\u5e93\u5347\u7ea7<\/h4>\n<p>cd \u9879\u76ee\u4ee3\u7801\/ids-server<br \/>\n.venv\/bin\/flask db upgrade <\/p>\n<p>\u6570\u636e\u5e93\u7ed3\u6784\u901a\u8fc7 Alembic \u8fc1\u79fb\u7ef4\u62a4&#xff0c;\u7981\u6b62\u901a\u8fc7\u5220\u9664\u73b0\u6709\u6570\u636e\u5e93\u7684\u65b9\u5f0f\u4ee3\u66ff\u6b63\u5f0f\u5347\u7ea7\u3002<\/p>\n<h3>11. \u7cfb\u7edf\u7279\u70b9\u603b\u7ed3<\/h3>\n<p>Sentinel ML IDS \u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u3001\u7f51\u7edc\u6d41\u91cf\u5904\u7406\u548c\u5b89\u5168\u8fd0\u8425\u4ea4\u4e92\u6574\u5408\u4e3a\u4e00\u5957\u5b8c\u6574\u7cfb\u7edf&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5177\u5907\u4ece\u539f\u59cb\u6570\u636e\u5230\u68c0\u6d4b\u7ed3\u679c\u7684\u7aef\u5230\u7aef\u95ed\u73af\u3002<\/p>\n<\/li>\n<li>\n<p>\u652f\u6301 15 \u7c7b CICIDS2017 \u6d41\u91cf\u5206\u7c7b\u3002<\/p>\n<\/li>\n<li>\n<p>\u652f\u6301 CSV\u3001PCAP \u548c PCAPNG \u79bb\u7ebf\u68c0\u6d4b\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f7f\u7528\u7279\u5f81\u5951\u7ea6\u4fdd\u8bc1\u8bad\u7ec3\u4e0e\u63a8\u7406\u4e00\u81f4\u6027\u3002<\/p>\n<\/li>\n<li>\n<p>\u5177\u5907\u6a21\u578b\u7248\u672c\u3001\u53d1\u5e03\u548c\u5b8c\u6574\u6027\u7ba1\u7406\u3002<\/p>\n<\/li>\n<li>\n<p>\u540c\u65f6\u63d0\u4f9b\u672c\u5730\u53ef\u89e3\u91ca AI \u4e0e\u5916\u90e8 LLM \u590d\u6838\u3002<\/p>\n<\/li>\n<li>\n<p>\u63d0\u4f9b 12 \u56fe\u8868\u5b89\u5168\u6001\u52bf\u5927\u5c4f\u3002<\/p>\n<\/li>\n<li>\n<p>\u5177\u5907\u89d2\u8272\u6743\u9650\u3001\u4efb\u52a1\u72b6\u6001\u3001\u65e5\u5fd7\u548c\u5ba1\u8ba1\u80fd\u529b\u3002<\/p>\n<\/li>\n<li>\n<p>SQLite \u4e0e\u8fd0\u884c\u5236\u54c1\u5206\u79bb&#xff0c;\u65b9\u4fbf\u5355\u673a\u90e8\u7f72\u548c\u7ba1\u7406\u3002<\/p>\n<\/li>\n<li>\n<p>\u524d\u540e\u7aef\u5747\u5177\u5907\u81ea\u52a8\u5316\u6d4b\u8bd5\u4e0e\u9759\u6001\u68c0\u67e5\u4f53\u7cfb\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u7cfb\u7edf\u6700\u7ec8\u5b9e\u73b0\u4e86\u4ece\u201c\u8bad\u7ec3\u4e00\u4e2a\u5165\u4fb5\u68c0\u6d4b\u6a21\u578b\u201d\u5230\u201c\u5efa\u8bbe\u4e00\u5957\u53ef\u7ba1\u7406\u3001\u53ef\u89e3\u91ca\u3001\u53ef\u89c6\u5316\u7684\u5165\u4fb5\u68c0\u6d4b\u5e73\u53f0\u201d\u7684\u8f6c\u53d8\u3002<\/p>\n<h2><span style=\"color:#0d0016\">\u8fd0\u884c\u622a\u56fe<\/span><\/h2>\n<h2 style=\"text-align:center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"992\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260828174211-6a91c8730722b.png\" width=\"1920\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"937\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260828174211-6a91c873a4947.png\" width=\"1885\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"953\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260828174212-6a91c87455302.png\" width=\"1904\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"930\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260828174213-6a91c87537b07.png\" width=\"1877\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"938\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260828174214-6a91c87600942.png\" width=\"1894\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"943\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260828174214-6a91c876aa430.png\" width=\"1891\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"825\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260828174215-6a91c87752051.png\" width=\"1869\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1021\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260828174216-6a91c8780ee29.png\" width=\"1884\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"950\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260828174216-6a91c878f314b.png\" width=\"1873\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"949\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260828174217-6a91c8799aa7c.png\" width=\"1897\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"924\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260828174218-6a91c87a450ee.png\" width=\"1900\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"927\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260828174218-6a91c87ae16ea.png\" width=\"1876\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"941\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260828174219-6a91c87b92cfe.png\" width=\"1889\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"933\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260828174220-6a91c87c442c2.png\" width=\"1909\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"952\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260828174220-6a91c87cde346.png\" width=\"1860\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"951\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260828174221-6a91c87d90bec.png\" width=\"1870\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"939\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260828174222-6a91c87e3de4d.png\" width=\"1868\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"951\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260828174222-6a91c87edae07.png\" width=\"1890\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"957\" src=\"2026-08-29pb1dwnf5ils.png\" width=\"1885\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"945\" src=\"2026-08-29c2r5e0ssjwl.png\" width=\"1872\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"950\" src=\"2026-08-29jvgnuzbjafd.png\" width=\"1869\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"915\" src=\"2026-08-29pwdbbw5dcch.png\" width=\"1866\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"940\" src=\"2026-08-29xaeof0mby3b.png\" width=\"1856\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"856\" src=\"2026-08-29pr5q1tyld0e.png\" width=\"1903\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"937\" src=\"2026-08-29xjonwuskws0.png\" width=\"1880\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"929\" src=\"2026-08-29pfoij12mgw4.png\" width=\"1893\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"932\" src=\"2026-08-2913j3uiowyze.png\" width=\"1874\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"948\" src=\"2026-08-29aa3rexmnfmx.png\" width=\"1882\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"938\" src=\"2026-08-29xgre4d44hdo.png\" width=\"1871\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"878\" src=\"2026-08-29upovmba0pdo.png\" width=\"1889\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"866\" src=\"2026-08-29giyc1dflhwi.png\" width=\"1886\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"914\" src=\"2026-08-29pxvhatzqm5n.png\" width=\"1883\" \/><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"911\" src=\"2026-08-29hkenuutta1z.png\" width=\"1886\" \/><\/h2>\n<p style=\"text-align:center\">\n<h3>\u63a8\u8350\u9879\u76ee<\/h3>\n<p>\u4e0a\u4e07\u5957Java\u3001Python\u3001\u5927\u6570\u636e\u3001\u673a\u5668\u5b66\u4e60\u3001\u6df1\u5ea6\u5b66\u4e60\u7b49\u9ad8\u7ea7\u9009\u9898(\u6e90\u7801&#043;lw&#043;\u90e8\u7f72\u6587\u6863&#043;\u8bb2\u89e3\u7b49)<\/p>\n<h3>\u9879\u76ee\u6848\u4f8b<\/h3>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"2026-08-29lgpvymgke5v.png\" \/><\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"2026-08-29rwwz2ptgah4.png\" \/><\/p>\n<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"2026-08-29k455qpb55mt.png\" \/><\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2026-08-29cc3akidiey3.png\" \/><\/p>\n<p style=\"text-align:center\">\n<p><img decoding=\"async\" alt=\"\" src=\"2026-08-29ahn123zyoec.png\" \/><\/p>\n<p style=\"text-align:center\">\n<p style=\"text-align:center\">\n<h3>\u4f18\u52bf<\/h3>\n<p>1-\u9879\u76ee\u5747\u4e3a\u535a\u4e3b\u5b66\u4e60\u5f00\u53d1\u81ea\u7814&#xff0c;\u9002\u5408\u65b0\u624b\u5165\u95e8\u548c\u5b66\u4e60\u4f7f\u7528<\/p>\n<p>2-\u6240\u6709\u6e90\u7801\u5747\u4e00\u624b\u5f00\u53d1&#xff0c;\u4e0d\u662f\u6a21\u7248&#xff01;\u4e0d\u5bb9\u6613\u8ddf\u73ed\u91cc\u4eba\u91cd\u590d&#xff01;<\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"2026-08-29xteqh2dapdm.png\" \/><\/p>\n<h4>\u4e3a\u4ec0\u4e48\u9009\u62e9\u6211<\/h4>\n<p>\u00a0\u535a\u4e3b\u662fCSDN\u6bd5\u8bbe\u8f85\u5bfc\u535a\u5ba2\u7b2c\u4e00\u4eba\u517c\u5f00\u6d3e\u7956\u5e08\u7237\u3001\u535a\u4e3b\u672c\u8eab\u4ece\u4e8b\u5f00\u53d1\u8f6f\u4ef6\u5f00\u53d1\u3001\u6709\u4e30\u5bcc\u7684\u7f16\u7a0b\u80fd\u529b\u548c\u6c34\u5e73\u3001\u7d2f\u79ef\u7ed9\u4e0a\u5343\u540d\u540c\u5b66\u8fdb\u884c\u8f85\u5bfc\u3001\u5168\u7f51\u7d2f\u79ef\u7c89\u4e1d\u8d85\u8fc750W\u3002\u662fCSDN\u7279\u9080\u4f5c\u8005\u3001\u535a\u5ba2\u4e13\u5bb6\u3001\u65b0\u661f\u8ba1\u5212\u5bfc\u5e08\u3001Java\u9886\u57df\u4f18\u8d28\u521b\u4f5c\u8005,\u535a\u5ba2\u4e4b\u661f\u3001\u6398\u91d1\/\u534e\u4e3a\u4e91\/\u963f\u91cc\u4e91\/InfoQ\u7b49\u5e73\u53f0\u4f18\u8d28\u4f5c\u8005\u3001\u4e13\u6ce8\u4e8eJava\u6280\u672f\u9886\u57df\u548c\u5b66\u751f\u6bd5\u4e1a\u9879\u76ee\u5b9e\u6218,\u9ad8\u6821\u8001\u5e08\/\u8bb2\u5e08\/\u540c\u884c\u524d\u8f88\u4ea4\u6d41\u548c\u5408\u4f5c\u3002\u00a0<\/p>\n<p style=\"text-align:center\">&#x1f345;\u270c\u611f\u5174\u8da3\u7684\u53ef\u4ee5<span style=\"color:#fe2c24\">\u5148\u6536\u85cf\u8d77\u6765<\/span>&#xff0c;\u70b9\u8d5e\u5173\u6ce8\u4e0d\u8ff7\u8def&#xff0c;\u60f3\u5b66\u4e60\u66f4\u591a\u9879\u76ee<span style=\"color:#fe2c24\">\u53ef\u4ee5\u67e5\u770b\u4e3b\u9875<\/span>&#xff0c;\u5927\u5bb6\u5728\u6bd5\u8bbe\u9009\u9898&#xff0c;\u9879\u76ee\u4ee3\u7801\u4ee5\u53ca\u8bba\u6587\u7f16\u5199\u7b49\u76f8\u5173\u95ee\u9898\u90fd\u53ef\u4ee5\u7ed9\u6211\u7559\u8a00\u54a8\u8be2&#xff0c;\u5e0c\u671b\u53ef\u4ee5\u5e2e\u52a9\u540c\u5b66\u4eec\u987a\u5229\u6bd5\u4e1a&#xff01;&#x1f345;\u270c<\/p>\n<h4>\u6e90\u7801\u83b7\u53d6\u65b9\u5f0f<\/h4>\n<p>&#x1f345;\u7531\u4e8e\u7bc7\u5e45\u9650\u5236&#xff0c;\u83b7\u53d6\u5b8c\u6574\u6587\u7ae0\u6216\u6e90\u7801\u3001\u4ee3\u505a\u9879\u76ee\u7684&#xff0c;<span style=\"color:#fe2c24\">\u672c\u4eba\u4e3b\u9875\u7f6e\u9876\u6587\u7ae0(\u70b9\u6211)\u5f00\u5934\u6709 CSDN \u5e73\u53f0\u5b98\u65b9\u63d0\u4f9b\u7684\u5b66\u957f\u8054\u7cfb\u65b9\u5f0f\u7684\u540d\u7247<\/span>\u3002&#x1f345;<\/p>\n<p>\u70b9\u8d5e\u3001\u6536\u85cf\u3001\u5173\u6ce8&#xff0c;\u4e0d\u8ff7\u8def<\/p>\n<p style=\"text-align:center\">\n","protected":false},"excerpt":{"rendered":"<p>\u6e29\u99a8\u63d0\u793a&#xff1a;\u672c\u4eba\u4e3b\u9875\u7f6e\u9876\u6587\u7ae0(\u70b9\u6211)\u5f00\u5934\u6709 CSDN \u5e73\u53f0\u5b98\u65b9\u63d0\u4f9b\u7684\u5b66\u957f\u8054\u7cfb\u65b9\u5f0f\u7684\u540d\u7247&#xff01; \u6e29\u99a8\u63d0\u793a&#xff1a;\u672c\u4eba\u4e3b\u9875\u7f6e\u9876\u6587\u7ae0(\u70b9\u6211)\u5f00\u5934\u6709 CSDN \u5e73\u53f0\u5b98\u65b9\u63d0\u4f9b\u7684\u5b66\u957f\u8054\u7cfb\u65b9\u5f0f\u7684\u540d\u7247&#xff01; \u6e29\u99a8\u63d0\u793a&#xff1a;\u672c\u4eba\u4e3b\u9875\u7f6e\u9876\u6587\u7ae0(\u70b9\u6211)\u5f00\u5934\u6709 CSDN \u5e73\u53f0\u5b98\u65b9\u63d0\u4f9b\u7684\u5b66\u957f\u8054\u7cfb\u65b9\u5f0f\u7684\u540d\u7247&#xff01; \u6280\u672f\u8303\u56f4&#xff1a;SpringBoot\u3001Vue\u3001\u722c\u866b\u3001\u6570\u636e\u53ef\u89c6\u5316\u3001\u5c0f\u7a0b\u5e8f\u3001\u5b89\u5353APP\u3001\u5927\u6570\u636e\u3001\u77e5\u8bc6\u56fe\u8c31\u3001\u673a\u5668\u5b66\u4e60\u3001Hadoop<\/p>\n","protected":false},"author":2,"featured_media":97069,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[587,2394,50,207,938],"topic":[],"class_list":["post-97089","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-587","tag-cnn","tag-50","tag-207","tag-938"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u8ba1\u7b97\u673a\u6bd5\u4e1a\u8bbe\u8ba1CNN-BiLSTM\u6df7\u5408\u795e\u7ecf\u7f51\u7edc+LLM\u5927\u6a21\u578b+\u667a\u80fd\u4f53AI\u5206\u6790\u7684\u7f51\u7edc\u5165\u4fb5\u68c0\u6d4b\u7cfb\u7edf \u7f51\u7edc\u5b89\u5168\u6001\u52bf\u5206\u6790\u5927\u5c4f(\u6e90\u7801+\u6587\u6863+PPT+\u8bb2\u89e3) - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/97089.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u8ba1\u7b97\u673a\u6bd5\u4e1a\u8bbe\u8ba1CNN-BiLSTM\u6df7\u5408\u795e\u7ecf\u7f51\u7edc+LLM\u5927\u6a21\u578b+\u667a\u80fd\u4f53AI\u5206\u6790\u7684\u7f51\u7edc\u5165\u4fb5\u68c0\u6d4b\u7cfb\u7edf \u7f51\u7edc\u5b89\u5168\u6001\u52bf\u5206\u6790\u5927\u5c4f(\u6e90\u7801+\u6587\u6863+PPT+\u8bb2\u89e3) - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6e29\u99a8\u63d0\u793a&#xff1a;\u672c\u4eba\u4e3b\u9875\u7f6e\u9876\u6587\u7ae0(\u70b9\u6211)\u5f00\u5934\u6709 CSDN \u5e73\u53f0\u5b98\u65b9\u63d0\u4f9b\u7684\u5b66\u957f\u8054\u7cfb\u65b9\u5f0f\u7684\u540d\u7247&#xff01; \u6e29\u99a8\u63d0\u793a&#xff1a;\u672c\u4eba\u4e3b\u9875\u7f6e\u9876\u6587\u7ae0(\u70b9\u6211)\u5f00\u5934\u6709 CSDN \u5e73\u53f0\u5b98\u65b9\u63d0\u4f9b\u7684\u5b66\u957f\u8054\u7cfb\u65b9\u5f0f\u7684\u540d\u7247&#xff01; \u6e29\u99a8\u63d0\u793a&#xff1a;\u672c\u4eba\u4e3b\u9875\u7f6e\u9876\u6587\u7ae0(\u70b9\u6211)\u5f00\u5934\u6709 CSDN \u5e73\u53f0\u5b98\u65b9\u63d0\u4f9b\u7684\u5b66\u957f\u8054\u7cfb\u65b9\u5f0f\u7684\u540d\u7247&#xff01; \u6280\u672f\u8303\u56f4&#xff1a;SpringBoot\u3001Vue\u3001\u722c\u866b\u3001\u6570\u636e\u53ef\u89c6\u5316\u3001\u5c0f\u7a0b\u5e8f\u3001\u5b89\u5353APP\u3001\u5927\u6570\u636e\u3001\u77e5\u8bc6\u56fe\u8c31\u3001\u673a\u5668\u5b66\u4e60\u3001Hadoop\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/97089.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-28T17:42:24+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260828174208-6a91c870f1654.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/97089.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/97089.html\",\"name\":\"\u8ba1\u7b97\u673a\u6bd5\u4e1a\u8bbe\u8ba1CNN-BiLSTM\u6df7\u5408\u795e\u7ecf\u7f51\u7edc+LLM\u5927\u6a21\u578b+\u667a\u80fd\u4f53AI\u5206\u6790\u7684\u7f51\u7edc\u5165\u4fb5\u68c0\u6d4b\u7cfb\u7edf \u7f51\u7edc\u5b89\u5168\u6001\u52bf\u5206\u6790\u5927\u5c4f(\u6e90\u7801+\u6587\u6863+PPT+\u8bb2\u89e3) - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-08-28T17:42:24+00:00\",\"dateModified\":\"2026-08-28T17:42:24+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/97089.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/97089.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/97089.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u8ba1\u7b97\u673a\u6bd5\u4e1a\u8bbe\u8ba1CNN-BiLSTM\u6df7\u5408\u795e\u7ecf\u7f51\u7edc+LLM\u5927\u6a21\u578b+\u667a\u80fd\u4f53AI\u5206\u6790\u7684\u7f51\u7edc\u5165\u4fb5\u68c0\u6d4b\u7cfb\u7edf \u7f51\u7edc\u5b89\u5168\u6001\u52bf\u5206\u6790\u5927\u5c4f(\u6e90\u7801+\u6587\u6863+PPT+\u8bb2\u89e3)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u8ba1\u7b97\u673a\u6bd5\u4e1a\u8bbe\u8ba1CNN-BiLSTM\u6df7\u5408\u795e\u7ecf\u7f51\u7edc+LLM\u5927\u6a21\u578b+\u667a\u80fd\u4f53AI\u5206\u6790\u7684\u7f51\u7edc\u5165\u4fb5\u68c0\u6d4b\u7cfb\u7edf \u7f51\u7edc\u5b89\u5168\u6001\u52bf\u5206\u6790\u5927\u5c4f(\u6e90\u7801+\u6587\u6863+PPT+\u8bb2\u89e3) - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/97089.html","og_locale":"zh_CN","og_type":"article","og_title":"\u8ba1\u7b97\u673a\u6bd5\u4e1a\u8bbe\u8ba1CNN-BiLSTM\u6df7\u5408\u795e\u7ecf\u7f51\u7edc+LLM\u5927\u6a21\u578b+\u667a\u80fd\u4f53AI\u5206\u6790\u7684\u7f51\u7edc\u5165\u4fb5\u68c0\u6d4b\u7cfb\u7edf \u7f51\u7edc\u5b89\u5168\u6001\u52bf\u5206\u6790\u5927\u5c4f(\u6e90\u7801+\u6587\u6863+PPT+\u8bb2\u89e3) - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u6e29\u99a8\u63d0\u793a&#xff1a;\u672c\u4eba\u4e3b\u9875\u7f6e\u9876\u6587\u7ae0(\u70b9\u6211)\u5f00\u5934\u6709 CSDN \u5e73\u53f0\u5b98\u65b9\u63d0\u4f9b\u7684\u5b66\u957f\u8054\u7cfb\u65b9\u5f0f\u7684\u540d\u7247&#xff01; \u6e29\u99a8\u63d0\u793a&#xff1a;\u672c\u4eba\u4e3b\u9875\u7f6e\u9876\u6587\u7ae0(\u70b9\u6211)\u5f00\u5934\u6709 CSDN \u5e73\u53f0\u5b98\u65b9\u63d0\u4f9b\u7684\u5b66\u957f\u8054\u7cfb\u65b9\u5f0f\u7684\u540d\u7247&#xff01; \u6e29\u99a8\u63d0\u793a&#xff1a;\u672c\u4eba\u4e3b\u9875\u7f6e\u9876\u6587\u7ae0(\u70b9\u6211)\u5f00\u5934\u6709 CSDN \u5e73\u53f0\u5b98\u65b9\u63d0\u4f9b\u7684\u5b66\u957f\u8054\u7cfb\u65b9\u5f0f\u7684\u540d\u7247&#xff01; \u6280\u672f\u8303\u56f4&#xff1a;SpringBoot\u3001Vue\u3001\u722c\u866b\u3001\u6570\u636e\u53ef\u89c6\u5316\u3001\u5c0f\u7a0b\u5e8f\u3001\u5b89\u5353APP\u3001\u5927\u6570\u636e\u3001\u77e5\u8bc6\u56fe\u8c31\u3001\u673a\u5668\u5b66\u4e60\u3001Hadoop","og_url":"https:\/\/www.wsisp.com\/helps\/97089.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-08-28T17:42:24+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260828174208-6a91c870f1654.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"4 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/97089.html","url":"https:\/\/www.wsisp.com\/helps\/97089.html","name":"\u8ba1\u7b97\u673a\u6bd5\u4e1a\u8bbe\u8ba1CNN-BiLSTM\u6df7\u5408\u795e\u7ecf\u7f51\u7edc+LLM\u5927\u6a21\u578b+\u667a\u80fd\u4f53AI\u5206\u6790\u7684\u7f51\u7edc\u5165\u4fb5\u68c0\u6d4b\u7cfb\u7edf \u7f51\u7edc\u5b89\u5168\u6001\u52bf\u5206\u6790\u5927\u5c4f(\u6e90\u7801+\u6587\u6863+PPT+\u8bb2\u89e3) - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-08-28T17:42:24+00:00","dateModified":"2026-08-28T17:42:24+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/97089.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/97089.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/97089.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u8ba1\u7b97\u673a\u6bd5\u4e1a\u8bbe\u8ba1CNN-BiLSTM\u6df7\u5408\u795e\u7ecf\u7f51\u7edc+LLM\u5927\u6a21\u578b+\u667a\u80fd\u4f53AI\u5206\u6790\u7684\u7f51\u7edc\u5165\u4fb5\u68c0\u6d4b\u7cfb\u7edf \u7f51\u7edc\u5b89\u5168\u6001\u52bf\u5206\u6790\u5927\u5c4f(\u6e90\u7801+\u6587\u6863+PPT+\u8bb2\u89e3)"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/97089","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=97089"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/97089\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/97069"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=97089"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=97089"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=97089"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=97089"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}