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src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260913021808-6aa607e06f2e3.png\" width=\"710\" \/><\/p>\n<h2>\u6807\u9898&#xff1a;\u57fa\u4e8ePytorch\u6df1\u5c42\u67b6\u6784\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u5b9e\u73b0\u7684\u533b\u7597\u4fdd\u5065\u7269\u54c1\u63a8\u8350\u7cfb\u7edf<\/h2>\n<h2><\/h2>\n<h2>\u6587\u6863\u4ecb\u7ecd&#xff1a;<\/h2>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">1&#xff0e;\u7eea\u8bba<\/p>\n<p>1.1 \u7814\u7a76\u80cc\u666f\u4e0e\u610f\u4e49<\/p>\n<p>1.1.1 \u7814\u7a76\u80cc\u666f<\/p>\n<p 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style=\"margin-left:0;margin-right:0;text-align:justify\">\u672c\u6587\u7684\u7814\u7a76\u76ee\u7684\u662f\u8bbe\u8ba1\u5e76\u5b9e\u73b0\u4e00\u4e2a\u57fa\u4e8ePyTorch\u6df1\u5c42\u67b6\u6784\u795e\u7ecf\u7f51\u7edc\u7684\u533b\u7597\u4fdd\u5065\u7269\u54c1\u63a8\u8350\u7cfb\u7edf\u3002\u7cfb\u7edf\u9700\u8981\u5b8c\u6210\u4ece\u6570\u636e\u91c7\u96c6\u3001\u6570\u636e\u9884\u5904\u7406\u3001\u6a21\u578b\u8bad\u7ec3\u5230\u540e\u7aef\u670d\u52a1\u63a5\u53e3\u5f00\u53d1\u3001\u524d\u7aef\u53ef\u89c6\u5316\u5c55\u793a\u7684\u5168\u6d41\u7a0b\u5de5\u4f5c\u3002\u5177\u4f53\u76ee\u6807\u5305\u62ec&#xff1a;\u7b2c\u4e00&#xff0c;\u6784\u5efa\u4e00\u4e2a\u80fd\u591f\u57fa\u4e8e\u5546\u54c1\u4ef7\u683c\u548c\u9500\u91cf\u7b49\u57fa\u7840\u7279\u5f81\u8fdb\u884c\u63a8\u8350\u5f97\u5206\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6a21\u578b&#xff1b;\u7b2c\u4e8c&#xff0c;\u5b9e\u73b0\u4e00\u4e2a\u529f\u80fd\u5b8c\u5584\u7684Web\u7ba1\u7406\u5e73\u53f0&#xff0c;\u652f\u6301\u7528\u6237\u767b\u5f55\u8ba4\u8bc1\u3001\u5546\u54c1\u4fe1\u606f\u7ba1\u7406\u4ee5\u53ca\u63a8\u8350\u7ed3\u679c\u7684\u53ef\u89c6\u5316\u5c55\u793a&#xff1b;\u7b2c\u4e09&#xff0c;\u901a\u8fc7\u6a21\u578b\u5bf9\u6bd4\u5b9e\u9a8c\u9a8c\u8bc1\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u76f8\u8f83\u4e8e\u4f20\u7edf\u534f\u540c\u8fc7\u6ee4\u65b9\u6cd5\u7684\u4f18\u8d8a\u6027\u3002\u672c\u7814\u7a76\u7684\u7406\u8bba\u610f\u4e49\u5728\u4e8e\u63a2\u7d22\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5728\u63a8\u8350\u7cfb\u7edf\u4e2d\u7684\u5e94\u7528\u8303\u5f0f&#xff0c;\u5b9e\u8df5\u610f\u4e49\u5728\u4e8e\u4e3a\u4e2d\u5c0f\u578b\u7535\u5546\u6216\u5065\u5eb7\u5e73\u53f0\u63d0\u4f9b\u4e00\u5957\u53ef\u590d\u7528\u7684\u63a8\u8350\u7cfb\u7edf\u89e3\u51b3\u65b9\u6848&#xff0c;\u964d\u4f4e\u7528\u6237\u51b3\u7b56\u6210\u672c&#xff0c;\u63d0\u5347\u5e73\u53f0\u8fd0\u8425\u6548\u7387\u3002<\/p>\n<p>1.2 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style=\"margin-left:0;margin-right:0;text-align:justify\">\u56fd\u5916\u5b66\u8005\u5728\u533b\u7597\u63a8\u8350\u7cfb\u7edf\u9886\u57df\u7684\u7814\u7a76\u8d77\u6b65\u8f83\u65e9&#xff0c;\u7814\u7a76\u91cd\u70b9\u6db5\u76d6\u4e86\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u63a8\u8350\u6a21\u578b\u3001\u795e\u7ecf\u7f51\u7edc\u4f18\u5316\u4ee5\u53ca\u836f\u54c1\u6570\u636e\u6316\u6398\u7b49\u65b9\u9762\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u5728\u6df1\u5ea6\u5b66\u4e60\u63a8\u8350\u6a21\u578b\u65b9\u9762&#xff0c;Sharma\u7b49[3]\u4eba\u63d0\u51fa\u4e86\u4e00\u79cd\u96c6\u6210\u7ebf\u6027\u5224\u522b\u72fc\u4e0e\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u63a8\u8350\u6846\u67b6&#xff0c;\u7528\u4e8e\u533b\u7597\u9886\u57df\u7684\u75be\u75c5\u9884\u6d4b\u548c\u836f\u54c1\u63a8\u8350&#xff0c;\u901a\u8fc7\u7070\u72fc\u4f18\u5316\u5668\u4e0e\u7ebf\u6027\u5224\u522b\u5206\u6790\u7684\u7ed3\u5408\u663e\u8457\u63d0\u5347\u4e86\u9884\u6d4b\u7cbe\u5ea6\u3002Dasgupta\u548cSaha[4]\u91c7\u7528Apriori\u7b97\u6cd5\u4e0e\u53cc\u5411\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\u76f8\u7ed3\u5408\u7684\u65b9\u6848&#xff0c;\u57fa\u4e8e\u836f\u54c1\u8bc4\u8bba\u6570\u636e\u8fdb\u884c\u5173\u8054\u89c4\u5219\u6316\u6398\u548c\u5e8f\u5217\u5b66\u4e60&#xff0c;\u5b9e\u73b0\u4e86\u836f\u54c1\u7684\u7cbe\u51c6\u63a8\u8350&#xff0c;\u6a21\u578b\u7684\u51c6\u786e\u7387\u8fbe\u5230\u4e86\u767e\u5206\u4e4b\u4e5d\u5341\u4e03\u4ee5\u4e0a\u3002Vianny\u7b49[5]\u4eba\u5219\u5229\u7528\u7c92\u5b50\u7fa4\u7b97\u6cd5\u4f18\u5316\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u7684\u8bad\u7ec3\u8fc7\u7a0b&#xff0c;\u9488\u5bf9\u5927\u89c4\u6a21\u6570\u636e\u8fdb\u884c\u4e86\u9884\u6d4b\u4f18\u5316&#xff0c;\u8be5\u65b9\u6cd5\u53ef\u63a8\u5e7f\u81f3\u836f\u54c1\u63a8\u8350\u573a\u666f&#xff0c;\u6709\u6548\u6539\u5584\u4e86\u4f20\u7edf\u795e\u7ecf\u7f51\u7edc\u6536\u655b\u6162\u548c\u6613\u9677\u5165\u5c40\u90e8\u6700\u4f18\u7684\u95ee\u9898\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u5728\u795e\u7ecf\u7f51\u7edc\u4e0e\u836f\u54c1\u7279\u5f81\u5b66\u4e60\u65b9\u9762&#xff0c;\u90e8\u5206\u5b66\u8005\u81f4\u529b\u4e8e\u901a\u8fc7\u4f18\u5316\u7b97\u6cd5\u63d0\u5347\u6df1\u5ea6\u6a21\u578b\u7684\u6027\u80fd[6][7]\u3002\u8fd9\u4e9b\u7814\u7a76\u8868\u660e&#xff0c;\u5c06\u7fa4\u4f53\u667a\u80fd\u7b97\u6cd5\u4e0e\u6df1\u5ea6\u5b66\u4e60\u76f8\u7ed3\u5408&#xff0c;\u80fd\u591f\u5728\u836f\u54c1\u63a8\u8350\u4efb\u52a1\u4e2d\u83b7\u5f97\u66f4\u9ad8\u7684\u9884\u6d4b\u7cbe\u5ea6\u548c\u66f4\u7a33\u5b9a\u7684\u6536\u655b\u6548\u679c\u3002\u56fd\u5916\u7814\u7a76\u666e\u904d\u91cd\u89c6\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u4f18\u5316\u548c\u6cdb\u5316\u80fd\u529b&#xff0c;\u4e3a\u672c\u6587\u6784\u5efa\u57fa\u4e8ePyTorch\u7684\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u63d0\u4f9b\u4e86\u7406\u8bba\u501f\u9274\u3002<\/p>\n<p>1.2.2 \u56fd\u5185\u7814\u7a76\u73b0\u72b6<\/p>\n<p 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and Deep\u76f8\u878d\u5408&#xff0c;\u5efa\u7acb\u4e86\u6df7\u5408\u63a8\u8350\u6a21\u578b&#xff0c;\u5b9e\u73b0\u4e86\u81ea\u52a8\u5316\u9891\u7e41\u4ea4\u53c9\u7279\u5f81\u7684\u5b66\u4e60&#xff0c;\u5e76\u5728\u533b\u7597\u5065\u5eb7\u77e5\u8bc6\u63a8\u8350\u7cfb\u7edf\u4e2d\u9a8c\u8bc1\u4e86\u7b97\u6cd5\u7684\u6709\u6548\u6027\u3002\u5218\u5de7[19]\u9488\u5bf9\u7cbe\u795e\u79d1\u75be\u75c5\u836f\u54c1\u63a8\u8350&#xff0c;\u5c06TF\u2011IDF\u548c\u8bcd\u6027\u878d\u5408\u5230TextRank\u7b97\u6cd5\u4e2d\u8fdb\u884c\u6587\u672c\u5173\u952e\u8bcd\u63d0\u53d6&#xff0c;\u5e76\u91c7\u7528FastText\u7b97\u6cd5\u8fdb\u884c\u75be\u75c5\u5206\u7c7b&#xff0c;\u5b9e\u73b0\u4e86\u57fa\u4e8e\u667a\u80fd\u95ee\u8bca\u7684\u836f\u54c1\u63a8\u8350\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u7efc\u4e0a\u6240\u8ff0&#xff0c;\u56fd\u5185\u5916\u5b66\u8005\u5728\u533b\u7597\u63a8\u8350\u7cfb\u7edf\u9886\u57df\u5df2\u7ecf\u53d6\u5f97\u4e86\u4e30\u5bcc\u7684\u7814\u7a76\u6210\u679c&#xff0c;\u6df1\u5ea6\u5b66\u4e60\u548c\u77e5\u8bc6\u56fe\u8c31\u6280\u672f\u6210\u4e3a\u4e3b\u6d41\u65b9\u6cd5\u3002\u7136\u800c&#xff0c;\u73b0\u6709\u7814\u7a76\u591a\u805a\u7126\u4e8e\u836f\u54c1\u7684\u8bed\u4e49\u4fe1\u606f\u6216\u7528\u6237\u884c\u4e3a\u7279\u5f81\u7684\u5355\u4e00\u65b9\u9762&#xff0c;\u4e14\u5927\u591a\u9700\u8981\u5927\u91cf\u7684\u7528\u6237\u4ea4\u4e92\u6570\u636e\u6216\u590d\u6742\u7684\u6587\u672c\u5904\u7406[20]\u3002\u672c\u6587\u9488\u5bf9\u4fdd\u5065\u54c1\u63a8\u8350\u8fd9\u4e00\u5177\u4f53\u573a\u666f&#xff0c;\u91c7\u7528\u6df1\u5c42\u67b6\u6784\u795e\u7ecf\u7f51\u7edc\u6a21\u578b&#xff0c;\u4ec5\u5229\u7528\u5546\u54c1\u7684\u4ef7\u683c\u548c\u9500\u91cf\u4e24\u4e2a\u57fa\u7840\u7279\u5f81\u5373\u53ef\u5b9e\u73b0\u6709\u6548\u7684\u63a8\u8350&#xff0c;\u5e76\u901a\u8fc7\u6a21\u578b\u5bf9\u6bd4\u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u795e\u7ecf\u7f51\u7edc\u76f8\u5bf9\u4e8e\u4f20\u7edf\u534f\u540c\u8fc7\u6ee4\u65b9\u6cd5\u7684\u4f18\u8d8a\u6027&#xff0c;\u5177\u6709\u4e00\u5b9a\u7684\u521b\u65b0\u6027\u548c\u5b9e\u7528\u4ef7\u503c\u3002<\/p>\n<p>1.3 \u672c\u6587\u4e3b\u8981\u7814\u7a76\u5185\u5bb9<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u672c\u6587\u4e3b\u8981\u7814\u7a76\u5185\u5bb9\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u90e8\u5206\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u7b2c\u4e00\u90e8\u5206\u4e3a\u6570\u636e\u91c7\u96c6\u4e0e\u9884\u5904\u7406\u3002\u4f7f\u7528\u57fa\u4e8epyppeteer\u7684\u65e0\u5934\u6d4f\u89c8\u5668\u722c\u866b&#xff0c;\u6a21\u62df\u4eac\u4e1c\u7f51\u7ad9\u7684\u641c\u7d22\u64cd\u4f5c&#xff0c;\u6309\u7167\u9884\u8bbe\u7684\u5173\u952e\u8bcd\u5217\u8868&#xff08;\u8865\u80be\u3001\u8865\u6c14\u3001\u8865\u8840\u3001\u517b\u751f\u3001\u4fdd\u5065\u3001\u5065\u813e\u3001\u5b89\u795e\u8865\u8111&#xff09;\u722c\u53d6\u5546\u54c1\u6570\u636e\u3002\u5bf9\u83b7\u53d6\u7684\u6570\u636e\u8fdb\u884c\u6e05\u6d17&#xff0c;\u5220\u9664\u7f3a\u5931\u503c\u4e25\u91cd\u7684\u8bb0\u5f55&#xff0c;\u53bb\u9664\u94fe\u63a5\u548c\u56fe\u7247\u7b49\u5197\u4f59\u5b57\u6bb5&#xff0c;\u5e76\u5bf9\u4ef7\u683c\u548c\u9500\u91cf\u8fdb\u884c\u6807\u51c6\u5316\u5904\u7406\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u7b2c\u4e8c\u90e8\u5206\u4e3a\u63a8\u8350\u6a21\u578b\u7684\u6784\u5efa\u4e0e\u8bc4\u4f30\u3002\u8bbe\u8ba1\u4e00\u4e2a\u6df1\u5c42\u67b6\u6784\u795e\u7ecf\u7f51\u7edc&#xff0c;\u5305\u542b\u4e09\u4e2a\u9690\u85cf\u5c42&#xff0c;\u6bcf\u5c4220\u4e2a\u795e\u7ecf\u5143&#xff0c;\u4f7f\u7528ReLU\u6fc0\u6d3b\u51fd\u6570\u548cAdam\u4f18\u5316\u5668&#xff0c;\u4ee5\u5747\u65b9\u8bef\u5dee\u4f5c\u4e3a\u635f\u5931\u51fd\u6570\u3002\u5c06\u6807\u51c6\u5316\u540e\u7684\u4ef7\u683c\u548c\u9500\u91cf\u4f5c\u4e3a\u8f93\u5165\u7279\u5f81&#xff0c;\u8bad\u7ec3\u6a21\u578b\u9884\u6d4b\u63a8\u8350\u5f97\u5206\u3002\u540c\u65f6\u5b9e\u73b0\u57fa\u4e8eK\u8fd1\u90bb\u7684\u534f\u540c\u8fc7\u6ee4\u6a21\u578b\u4f5c\u4e3a\u57fa\u7ebf\u5bf9\u6bd4&#xff0c;\u4f7f\u7528\u4f59\u5f26\u76f8\u4f3c\u5ea6\u8ba1\u7b97\u7269\u54c1\u76f8\u4f3c\u5ea6\u3002\u901a\u8fc7\u5212\u5206\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6&#xff0c;\u8bc4\u4f30\u4e24\u4e2a\u6a21\u578b\u7684\u6027\u80fd\u5e76\u751f\u6210\u5bf9\u6bd4\u56fe\u8868\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u7b2c\u4e09\u90e8\u5206\u4e3a\u7cfb\u7edf\u8bbe\u8ba1\u4e0e\u5b9e\u73b0\u3002\u57fa\u4e8eDjango REST Framework\u5f00\u53d1\u540e\u7aefAPI&#xff0c;\u63d0\u4f9b\u7528\u6237\u8ba4\u8bc1\u3001\u5546\u54c1\u7ba1\u7406\u3001\u63a8\u8350\u67e5\u8be2\u3001\u7edf\u8ba1\u6570\u636e\u7b49\u63a5\u53e3\u3002\u524d\u7aef\u91c7\u7528Vue3\u548cNaive UI\u7ec4\u4ef6\u5e93&#xff0c;\u5b9e\u73b0\u7ba1\u7406\u540e\u53f0\u548c\u6570\u636e\u53ef\u89c6\u5316\u5927\u5c4f\u3002\u7ba1\u7406\u540e\u53f0\u652f\u6301\u7528\u6237\u767b\u5f55\u3001\u7528\u6237\u4fe1\u606f\u7ef4\u62a4\u3001\u5546\u54c1\u589e\u5220\u6539\u67e5\u7b49\u64cd\u4f5c&#xff1b;\u53ef\u89c6\u5316\u5927\u5c4f\u5c55\u793a\u63a8\u8350\u7ed3\u679c\u3001\u70ed\u95e8\u5206\u7c7b\u3001\u5e73\u5747\u4ef7\u683c\u8d8b\u52bf\u3001\u6700\u9ad8\u4ef7\u683c\u8d8b\u52bf\u7b49\u56fe\u8868\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u7b2c\u56db\u90e8\u5206\u4e3a\u7cfb\u7edf\u6d4b\u8bd5\u3002\u5bf9\u7cfb\u7edf\u7684\u5404\u9879\u529f\u80fd\u8fdb\u884c\u6d4b\u8bd5&#xff0c;\u5305\u62ec\u767b\u5f55\u6ce8\u518c\u3001\u7528\u6237\u7ba1\u7406\u3001\u5546\u54c1\u7ba1\u7406\u3001\u63a8\u8350\u5927\u5c4f\u5c55\u793a\u7b49&#xff0c;\u9a8c\u8bc1\u7cfb\u7edf\u7684\u6b63\u786e\u6027\u548c\u7a33\u5b9a\u6027\u3002<\/p>\n<p>1.4 \u672c\u7ae0\u5c0f\u7ed3<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u672c\u7ae0\u9610\u8ff0\u4e86\u533b\u7597\u4fdd\u5065\u7269\u54c1\u63a8\u8350\u7cfb\u7edf\u7684\u7814\u7a76\u80cc\u666f\u4e0e\u610f\u4e49&#xff0c;\u5206\u6790\u4e86\u56fd\u5185\u5916\u63a8\u8350\u7cfb\u7edf\u9886\u57df\u7684\u7814\u7a76\u73b0\u72b6&#xff0c;\u6307\u51fa\u4e86\u73b0\u6709\u65b9\u6cd5\u5728\u4fdd\u5065\u54c1\u63a8\u8350\u573a\u666f\u4e2d\u7684\u4e0d\u8db3\u3002\u660e\u786e\u4e86\u672c\u6587\u7684\u4e3b\u8981\u7814\u7a76\u5185\u5bb9\u5305\u62ec\u6570\u636e\u91c7\u96c6\u4e0e\u9884\u5904\u7406\u3001\u6a21\u578b\u6784\u5efa\u4e0e\u8bc4\u4f30\u3001\u7cfb\u7edf\u8bbe\u8ba1\u4e0e\u5b9e\u73b0\u4ee5\u53ca\u7cfb\u7edf\u6d4b\u8bd5\u3002\u672c\u7ae0\u4e3a\u540e\u7eed\u5404\u7ae0\u7684\u7814\u7a76\u5185\u5bb9\u5960\u5b9a\u4e86\u80cc\u666f\u57fa\u7840\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\n<p>2&#xff0e;\u76f8\u5173\u6280\u672f\u6982\u8ff0<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u672c\u7ae0\u4ecb\u7ecd\u7cfb\u7edf\u4e2d\u6240\u6d89\u53ca\u7684\u6838\u5fc3\u7b97\u6cd5\u7406\u8bba&#xff0c;\u5305\u62ec\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u7684\u57fa\u672c\u539f\u7406\u3001\u534f\u540c\u8fc7\u6ee4\u7b97\u6cd5\u3001\u7279\u5f81\u6807\u51c6\u5316\u65b9\u6cd5\u4ee5\u53ca\u6a21\u578b\u8bc4\u4f30\u6307\u6807\u3002<\/p>\n<p>2.1 \u6df1\u5c42\u795e\u7ecf\u7f51\u7edc<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u662f\u4e00\u79cd\u5177\u6709\u591a\u4e2a\u9690\u85cf\u5c42\u7684\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc&#xff0c;\u5176\u6838\u5fc3\u601d\u60f3\u662f\u901a\u8fc7\u591a\u5c42\u975e\u7ebf\u6027\u53d8\u6362&#xff0c;\u4ece\u539f\u59cb\u8f93\u5165\u4e2d\u9010\u5c42\u63d0\u53d6\u66f4\u9ad8\u5c42\u6b21\u7684\u62bd\u8c61\u7279\u5f81\u3002\u4e00\u4e2a\u5178\u578b\u7684\u5168\u8fde\u63a5\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u7531\u8f93\u5165\u5c42\u3001\u591a\u4e2a\u9690\u85cf\u5c42\u548c\u8f93\u51fa\u5c42\u6784\u6210\u3002\u6bcf\u4e00\u5c42\u7684\u795e\u7ecf\u5143\u63a5\u6536\u524d\u4e00\u5c42\u7684\u8f93\u51fa&#xff0c;\u901a\u8fc7\u52a0\u6743\u6c42\u548c\u540e\u7ecf\u8fc7\u6fc0\u6d3b\u51fd\u6570\u4ea7\u751f\u672c\u5c42\u7684\u8f93\u51fa\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u5bf9\u4e8e\u7b2c\u00a0l<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"35\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260913021808-6aa607e097d6c.gif\" width=\"7\" \/>\u00a0\u5c42&#xff0c;\u5176\u8f93\u51fa\u00a0hl<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"37\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260913021808-6aa607e0a5526.gif\" width=\"30\" \/>\u00a0\u7684\u8ba1\u7b97\u516c\u5f0f\u4e3a&#xff1a;<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">hl&#061;flWlhl1bl#2-1<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"48\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260913021808-6aa607e0b275f.gif\" width=\"720\" \/><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u5176\u4e2d\u00a0Wl<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"37\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260913021808-6aa607e0c42c8.gif\" width=\"38\" \/>\u00a0\u4e3a\u6743\u91cd\u77e9\u9635&#xff0c;bl<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"37\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260913021808-6aa607e0cf461.gif\" width=\"29\" \/>\u00a0\u4e3a\u504f\u7f6e\u5411\u91cf&#xff0c;fl<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"37\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260913021808-6aa607e0d9ec2.gif\" width=\"30\" \/>\u00a0\u4e3a\u6fc0\u6d3b\u51fd\u6570\u3002\u672c\u6587\u5728\u9690\u85cf\u5c42\u4e2d\u91c7\u7528\u4fee\u6b63\u7ebf\u6027\u5355\u5143\u4f5c\u4e3a\u6fc0\u6d3b\u51fd\u6570&#xff0c;\u5176\u5b9a\u4e49\u4e3a&#xff1a;<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">ReLUx&#061;max0,x#2-2<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"35\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260913021808-6aa607e0e51b4.gif\" width=\"720\" \/><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">ReLU\u51fd\u6570\u5177\u6709\u8ba1\u7b97\u7b80\u5355\u3001\u7f13\u89e3\u68af\u5ea6\u6d88\u5931\u7684\u4f18\u70b9&#xff0c;\u4f7f\u5f97\u6df1\u5c42\u7f51\u7edc\u80fd\u591f\u6709\u6548\u8bad\u7ec3\u3002\u8f93\u51fa\u5c42\u6839\u636e\u4efb\u52a1\u7c7b\u578b\u9009\u62e9\u4e0d\u540c\u7684\u6fc0\u6d3b\u51fd\u6570&#xff0c;\u5bf9\u4e8e\u56de\u5f52\u4efb\u52a1&#xff08;\u5982\u9884\u6d4b\u5f97\u5206&#xff09;&#xff0c;\u901a\u5e38\u4e0d\u4f7f\u7528\u6fc0\u6d3b\u51fd\u6570&#xff0c;\u76f4\u63a5\u8f93\u51fa\u7ebf\u6027\u503c\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u7b97\u6cd5\u66f4\u65b0\u53c2\u6570&#xff0c;\u4f18\u5316\u7684\u76ee\u6807\u662f\u6700\u5c0f\u5316\u635f\u5931\u51fd\u6570\u3002\u5bf9\u4e8e\u63a8\u8350\u7cfb\u7edf\u4e2d\u7684\u5f97\u5206\u9884\u6d4b\u4efb\u52a1&#xff0c;\u5e38\u7528\u7684\u635f\u5931\u51fd\u6570\u662f\u5747\u65b9\u8bef\u5dee&#xff1a;<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">MSE&#061;1ni&#061;1n(yi-yi)2#2-3<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"77\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260913021809-6aa607e1000ea.gif\" width=\"720\" \/><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u5176\u4e2d\u00a0yi<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"35\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260913021809-6aa607e110567.gif\" width=\"17\" \/>\u00a0\u4e3a\u771f\u5b9e\u5f97\u5206&#xff0c;yi<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"35\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260913021809-6aa607e11b1c8.gif\" width=\"17\" \/>\u00a0\u4e3a\u6a21\u578b\u9884\u6d4b\u503c&#xff0c;n<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"35\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260913021809-6aa607e125de7.gif\" width=\"12\" \/>\u00a0\u4e3a\u6837\u672c\u6570\u91cf\u3002MSE\u503c\u8d8a\u5c0f\u8868\u793a\u9884\u6d4b\u8d8a\u51c6\u786e\u3002<\/p>\n<p>2.2 \u534f\u540c\u8fc7\u6ee4\u7b97\u6cd5<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u534f\u540c\u8fc7\u6ee4\u662f\u63a8\u8350\u7cfb\u7edf\u4e2d\u6700\u7ecf\u5178\u7684\u7b97\u6cd5\u4e4b\u4e00&#xff0c;\u5176\u57fa\u672c\u5047\u8bbe\u662f\u76f8\u4f3c\u7684\u7528\u6237\u4f1a\u5bf9\u76f8\u4f3c\u7684\u7269\u54c1\u4ea7\u751f\u5174\u8da3&#xff0c;\u6216\u8005\u76f8\u4f3c\u7684\u7269\u54c1\u4f1a\u88ab\u76f8\u4f3c\u7684\u7528\u6237\u6240\u559c\u6b22\u3002\u534f\u540c\u8fc7\u6ee4\u4e3b\u8981\u5206\u4e3a\u57fa\u4e8e\u7528\u6237\u7684\u548c\u57fa\u4e8e\u7269\u54c1\u7684\u4e24\u7c7b\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u672c\u6587\u91c7\u7528\u7684\u57fa\u4e8e\u7269\u54c1\u7684\u534f\u540c\u8fc7\u6ee4\u65b9\u6cd5&#xff0c;\u5229\u7528\u7269\u54c1\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u8fdb\u884c\u63a8\u8350\u3002\u9996\u5148\u9700\u8981\u6784\u5efa\u7269\u54c1\u7684\u7279\u5f81\u5411\u91cf&#xff0c;\u7136\u540e\u8ba1\u7b97\u4e24\u4e24\u7269\u54c1\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u3002\u5e38\u7528\u7684\u76f8\u4f3c\u5ea6\u5ea6\u91cf\u5305\u62ec\u4f59\u5f26\u76f8\u4f3c\u5ea6\u3001\u76ae\u5c14\u900a\u76f8\u5173\u7cfb\u6570\u548c\u6b27\u6c0f\u8ddd\u79bb\u7b49\u3002\u4f59\u5f26\u76f8\u4f3c\u5ea6\u7684\u8ba1\u7b97\u516c\u5f0f\u4e3a&#xff1a;<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">simA,B&#061;A\u22c5B\u2225A\u2225\u2225B\u2225&#061;i&#061;1mAiBii&#061;1mAi2i&#061;1mBi2#2-4<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"88\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260913021809-6aa607e13069c.gif\" width=\"720\" \/><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u5176\u4e2d\u00a0A<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"35\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260913021809-6aa607e1409f7.gif\" width=\"13\" \/>\u00a0\u548c\u00a0B<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"35\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260913021809-6aa607e14b8ed.gif\" width=\"14\" \/>\u00a0\u4e3a\u4e24\u4e2a\u7269\u54c1\u7684\u7279\u5f81\u5411\u91cf&#xff0c;m<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"35\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260913021809-6aa607e1564ba.gif\" width=\"17\" \/>\u00a0\u4e3a\u7279\u5f81\u7ef4\u5ea6\u3002\u4f59\u5f26\u76f8\u4f3c\u5ea6\u53d6\u503c\u8303\u56f4\u4e3a-1\u52301&#xff0c;\u503c\u8d8a\u5927\u8868\u793a\u4e24\u4e2a\u7269\u54c1\u8d8a\u76f8\u4f3c\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u57fa\u4e8e\u7269\u54c1\u7684\u534f\u540c\u8fc7\u6ee4\u5728\u8fdb\u884c\u9884\u6d4b\u65f6&#xff0c;\u9996\u5148\u627e\u5230\u4e0e\u76ee\u6807\u7269\u54c1\u6700\u76f8\u4f3c\u7684\u00a0k<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"35\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260913021809-6aa607e1610fa.gif\" width=\"12\" \/>\u00a0\u4e2a\u90bb\u5c45&#xff0c;\u7136\u540e\u6839\u636e\u8fd9\u4e9b\u90bb\u5c45\u7684\u5df2\u77e5\u5f97\u5206\u8fdb\u884c\u52a0\u6743\u5e73\u5747&#xff0c;\u5f97\u5230\u9884\u6d4b\u5f97\u5206\u3002\u52a0\u6743\u5e73\u5747\u7684\u6743\u91cd\u901a\u5e38\u4e0e\u76f8\u4f3c\u5ea6\u6210\u6b63\u6bd4\u3002\u8be5\u65b9\u6cd5\u4e0d\u9700\u8981\u8bad\u7ec3\u53c2\u6570&#xff0c;\u4f46\u9700\u8981\u9884\u8ba1\u7b97\u6240\u6709\u7269\u54c1\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u77e9\u9635&#xff0c;\u8ba1\u7b97\u590d\u6742\u5ea6\u8f83\u9ad8\u3002<\/p>\n<p>2.3 K\u8fd1\u90bb\u7b97\u6cd5<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">K\u8fd1\u90bb\u662f\u4e00\u79cd\u57fa\u672c\u7684\u5206\u7c7b\u4e0e\u56de\u5f52\u65b9\u6cd5\u3002\u5728\u63a8\u8350\u7cfb\u7edf\u4e2d&#xff0c;K\u8fd1\u90bb\u5e38\u7528\u4e8e\u5bfb\u627e\u4e0e\u76ee\u6807\u7269\u54c1\u6700\u76f8\u4f3c\u7684\u82e5\u5e72\u4e2a\u90bb\u5c45\u7269\u54c1\u3002\u5176\u5de5\u4f5c\u539f\u7406\u662f&#xff1a;\u5bf9\u4e8e\u7ed9\u5b9a\u7684\u6d4b\u8bd5\u6837\u672c&#xff0c;\u5728\u8bad\u7ec3\u96c6\u4e2d\u627e\u5230\u4e0e\u5176\u8ddd\u79bb\u6700\u8fd1\u7684\u00a0k<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"35\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260913021809-6aa607e16b857.gif\" width=\"12\" \/>\u00a0\u4e2a\u6837\u672c&#xff0c;\u7136\u540e\u6839\u636e\u8fd9\u00a0k<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"35\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260913021809-6aa607e17646f.gif\" width=\"12\" \/>\u00a0\u4e2a\u6837\u672c\u7684\u6807\u7b7e\u8fdb\u884c\u9884\u6d4b\u3002\u5bf9\u4e8e\u56de\u5f52\u4efb\u52a1&#xff0c;\u901a\u5e38\u53d6\u90bb\u5c45\u6837\u672c\u6807\u7b7e\u7684\u5e73\u5747\u503c\u4f5c\u4e3a\u9884\u6d4b\u503c&#xff0c;\u6216\u8005\u4f7f\u7528\u8ddd\u79bb\u52a0\u6743\u5e73\u5747\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u8ddd\u79bb\u5ea6\u91cf\u662fK\u8fd1\u90bb\u7b97\u6cd5\u7684\u5173\u952e\u3002\u9664\u4e86\u4f59\u5f26\u76f8\u4f3c\u5ea6&#xff0c;\u6b27\u6c0f\u8ddd\u79bb\u4e5f\u662f\u5e38\u7528\u7684\u4e00\u79cd\u5ea6\u91cf&#xff0c;\u5176\u516c\u5f0f\u4e3a&#xff1a;<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">dA,B&#061;i&#061;1m(Ai-Bi)2#2-5<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"105\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260913021809-6aa607e181393.gif\" width=\"720\" \/><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u8ddd\u79bb\u8d8a\u5c0f\u8868\u793a\u6837\u672c\u8d8a\u76f8\u4f3c\u3002\u672c\u6587\u5728\u534f\u540c\u8fc7\u6ee4\u6a21\u578b\u4e2d\u4f7f\u7528\u4f59\u5f26\u76f8\u4f3c\u5ea6\u6765\u5ea6\u91cf\u7269\u54c1\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027&#xff0c;\u90bb\u5c45\u6570\u91cf\u8bbe\u7f6e\u4e3a10\u3002<\/p>\n<p>2.4 \u7279\u5f81\u6807\u51c6\u5316<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u7279\u5f81\u6807\u51c6\u5316\u662f\u673a\u5668\u5b66\u4e60\u548c\u6df1\u5ea6\u5b66\u4e60\u4e2d\u91cd\u8981\u7684\u6570\u636e\u9884\u5904\u7406\u6b65\u9aa4\u3002\u7531\u4e8e\u4e0d\u540c\u7279\u5f81\u7684\u91cf\u7eb2\u548c\u53d6\u503c\u8303\u56f4\u53ef\u80fd\u5dee\u5f02\u5f88\u5927&#xff0c;\u76f4\u63a5\u8f93\u5165\u6a21\u578b\u4f1a\u5bfc\u81f4\u68af\u5ea6\u4e0b\u964d\u8fc7\u7a0b\u4e2d\u6536\u655b\u7f13\u6162&#xff0c;\u751a\u81f3\u5f71\u54cd\u6a21\u578b\u7684\u7a33\u5b9a\u6027\u3002\u6807\u51c6\u5316\u7684\u76ee\u6807\u662f\u4f7f\u6bcf\u4e2a\u7279\u5f81\u7684\u5747\u503c\u4e3a0&#xff0c;\u6807\u51c6\u5dee\u4e3a1&#xff0c;\u5176\u53d8\u6362\u516c\u5f0f\u4e3a&#xff1a;<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">x&#039;&#061;x-\u03bc\u03c3#2-6<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"53\" src=\"2026-09-13selaeeedvtn.png\" width=\"720\" \/><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u5176\u4e2d\u00a0\u03bc<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"35\" src=\"2026-09-13p3y3p00fjek.png\" width=\"12\" \/>\u00a0\u4e3a\u7279\u5f81\u7684\u5747\u503c&#xff0c;\u03c3<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"35\" src=\"2026-09-13b5uhsu1nk0b.png\" width=\"12\" \/>\u00a0\u4e3a\u6807\u51c6\u5dee\u3002\u6807\u51c6\u5316\u540e\u7684\u6570\u636e\u5177\u6709\u76f8\u540c\u7684\u5c3a\u5ea6&#xff0c;\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u516c\u5e73\u5730\u5bf9\u5f85\u6bcf\u4e2a\u7279\u5f81&#xff0c;\u63d0\u9ad8\u8bad\u7ec3\u6548\u7387\u548c\u9884\u6d4b\u7cbe\u5ea6\u3002\u672c\u6587\u5bf9\u4ef7\u683c\u548c\u9500\u91cf\u4e24\u4e2a\u7279\u5f81\u8fdb\u884c\u4e86\u6807\u51c6\u5316\u5904\u7406\u3002<\/p>\n<p>2.5 \u6a21\u578b\u8bc4\u4f30\u6307\u6807<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u4e3a\u4e86\u5ba2\u89c2\u8bc4\u4f30\u63a8\u8350\u6a21\u578b\u7684\u6027\u80fd&#xff0c;\u9700\u8981\u9009\u62e9\u5408\u9002\u7684\u8bc4\u4f30\u6307\u6807\u3002\u672c\u6587\u4e3b\u8981\u91c7\u7528\u5747\u65b9\u8bef\u5dee\u548c\u51b3\u5b9a\u7cfb\u6570\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u5747\u65b9\u8bef\u5dee\u662f\u56de\u5f52\u4efb\u52a1\u4e2d\u6700\u5e38\u7528\u7684\u6307\u6807&#xff0c;\u5b83\u8861\u91cf\u9884\u6d4b\u503c\u4e0e\u771f\u5b9e\u503c\u4e4b\u95f4\u8bef\u5dee\u7684\u5e73\u65b9\u7684\u5747\u503c&#xff0c;\u5bf9\u8f83\u5927\u8bef\u5dee\u654f\u611f\u3002\u5176\u6570\u5b66\u8868\u8fbe\u5f0f\u5df2\u57282.1\u8282\u7ed9\u51fa\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u51b3\u5b9a\u7cfb\u6570\u00a0R2<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"35\" src=\"2026-09-130wq4blqj14y.png\" width=\"22\" \/>\u00a0\u8868\u793a\u6a21\u578b\u5bf9\u6570\u636e\u53d8\u5f02\u6027\u7684\u89e3\u91ca\u7a0b\u5ea6&#xff0c;\u53d6\u503c\u8303\u56f4\u4e3a\u8d1f\u65e0\u7a77\u52301&#xff0c;\u8d8a\u63a5\u8fd11\u8868\u793a\u6a21\u578b\u62df\u5408\u6548\u679c\u8d8a\u597d\u3002\u5176\u8ba1\u7b97\u516c\u5f0f\u4e3a&#xff1a;<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">R2&#061;1-i&#061;1n(yi-yi)2i&#061;1n(yi-y)2#2-7<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"78\" src=\"2026-09-13ykv2rd3zp1j.png\" width=\"720\" \/><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u5176\u4e2d\u00a0y<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"35\" src=\"2026-09-13mvywb4vjzev.png\" width=\"12\" \/>\u00a0\u4e3a\u771f\u5b9e\u503c\u7684\u5747\u503c\u3002\u6b64\u5916&#xff0c;\u901a\u8fc7\u7ed8\u5236\u9884\u6d4b\u503c\u4e0e\u771f\u5b9e\u503c\u7684\u6563\u70b9\u56fe&#xff0c;\u53ef\u4ee5\u76f4\u89c2\u5730\u89c2\u5bdf\u6a21\u578b\u7684\u9884\u6d4b\u51c6\u786e\u6027&#xff0c;\u6563\u70b9\u8d8a\u96c6\u4e2d\u5728\u5bf9\u89d2\u7ebf\u9644\u8fd1&#xff0c;\u8bf4\u660e\u6a21\u578b\u6027\u80fd\u8d8a\u597d\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\n<p>3.\u6570\u636e\u91c7\u96c6\u4e0e\u9884\u5904\u7406<\/p>\n<p>3.1 \u6570\u636e\u96c6\u4ecb\u7ecd<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u672c\u6587\u4f7f\u7528\u7684\u539f\u59cb\u6570\u636e\u6765\u6e90\u4e8e\u4eac\u4e1c\u5e73\u53f0\u7684\u4fdd\u5065\u54c1\u7c7b\u5546\u54c1\u4fe1\u606f\u3002\u901a\u8fc7\u7f16\u5199\u722c\u866b\u7a0b\u5e8f&#xff0c;\u6309\u7167\u9884\u8bbe\u7684\u5173\u952e\u8bcd\u5217\u8868\u8fdb\u884c\u641c\u7d22\u548c\u91c7\u96c6&#xff0c;\u5171\u83b7\u53d6\u4e864050\u6761\u5546\u54c1\u8bb0\u5f55\u3002\u6bcf\u6761\u8bb0\u5f55\u5305\u542b\u5546\u54c1\u6807\u9898\u3001\u5173\u952e\u8bcd\u3001\u94fe\u63a5\u3001\u4ef7\u683c\u3001\u9500\u91cf\u3001\u56fe\u7247\u5730\u5740\u7b49\u5b57\u6bb5\u3002\u5176\u4e2d\u5173\u952e\u8bcd\u5206\u4e3a\u8865\u80be\u3001\u8865\u6c14\u3001\u8865\u8840\u3001\u517b\u751f\u3001\u4fdd\u5065\u3001\u5065\u813e\u3001\u5b89\u795e\u8865\u8111\u7b49\u4e03\u4e2a\u7c7b\u522b&#xff0c;\u8986\u76d6\u4e86\u5e38\u89c1\u7684\u4fdd\u5065\u54c1\u529f\u80fd\u3002\u4ef7\u683c\u5b57\u6bb5\u4e3a\u6d6e\u70b9\u6570&#xff0c;\u8868\u793a\u5546\u54c1\u5f53\u524d\u552e\u4ef7&#xff1b;\u9500\u91cf\u5b57\u6bb5\u4e3a\u6574\u6570&#xff0c;\u8868\u793a\u5546\u54c1\u7d2f\u8ba1\u8bc4\u4ef7\u6570\u91cf\u6216\u9500\u91cf\u3002\u90e8\u5206\u8bb0\u5f55\u7684\u56fe\u7247\u94fe\u63a5\u6216\u9500\u91cf\u5b57\u6bb5\u5b58\u5728\u7f3a\u5931&#xff0c;\u9700\u8981\u5728\u9884\u5904\u7406\u9636\u6bb5\u8fdb\u884c\u5904\u7406\u3002\u6570\u636e\u96c6\u793a\u4f8b\u5982\u56fe3-1\u6240\u793a\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"456\" src=\"2026-09-13gh0abs22lgq.png\" width=\"732\" \/><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u56fe3-1 \u6570\u636e\u96c6\u793a\u4f8b\u56fe<\/p>\n<p>3.2 \u6570\u636e\u6e05\u6d17\u4e0e\u7279\u5f81\u5de5\u7a0b<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u6570\u636e\u6e05\u6d17\u7684\u4e3b\u8981\u4efb\u52a1\u5305\u62ec\u5904\u7406\u7f3a\u5931\u503c\u3001\u53bb\u9664\u5197\u4f59\u5b57\u6bb5\u4ee5\u53ca\u6570\u636e\u7c7b\u578b\u8f6c\u6362\u3002\u9996\u5148&#xff0c;\u5bf9\u4e8e\u7f3a\u5931\u7684\u5e97\u94fa\u540d\u79f0\u5b57\u6bb5&#xff0c;\u7edf\u4e00\u586b\u5145\u4e3a\u201c\u4eac\u4e1c\u5927\u836f\u623f\u201d\u3002\u5176\u6b21&#xff0c;\u5206\u6790\u53d1\u73b0\u5546\u54c1\u94fe\u63a5\u548c\u56fe\u7247\u5730\u5740\u5b57\u6bb5\u5728\u6a21\u578b\u8bad\u7ec3\u4e2d\u4e0d\u63d0\u4f9b\u6709\u6548\u4fe1\u606f&#xff0c;\u56e0\u6b64\u5c06\u5176\u5220\u9664\u3002\u9500\u91cf\u5b57\u6bb5\u4e2d\u5b58\u5728\u201c\u4e07\u201d\u7b49\u5355\u4f4d\u5b57\u7b26&#xff0c;\u901a\u8fc7\u5b57\u7b26\u4e32\u66ff\u6362\u548c\u6570\u503c\u8f6c\u6362\u5c06\u5176\u7edf\u4e00\u4e3a\u6574\u6570\u3002\u7ecf\u8fc7\u6e05\u6d17\u540e&#xff0c;\u4fdd\u7559\u7684\u5b57\u6bb5\u4e3aid\u3001title\u3001keyword\u3001price\u3001sales\u3002\u6570\u636e\u96c6\u7684\u7edf\u8ba1\u4fe1\u606f\u663e\u793a&#xff0c;\u4ef7\u683c\u7684\u8303\u56f4\u4ece\u51e0\u5143\u5230\u6570\u5343\u5143\u4e0d\u7b49&#xff0c;\u9500\u91cf\u4ece\u51e0\u5341\u5230\u6570\u767e\u4e07\u4e0d\u7b49&#xff0c;\u91cf\u7eb2\u5dee\u5f02\u8f83\u5927\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u4e3a\u4e86\u6d88\u9664\u4e0d\u540c\u91cf\u7eb2\u5bf9\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u7684\u5f71\u54cd&#xff0c;\u5bf9\u4ef7\u683c\u548c\u9500\u91cf\u4e24\u4e2a\u6570\u503c\u578b\u7279\u5f81\u8fdb\u884c\u6807\u51c6\u5316\u5904\u7406\u3002\u6807\u51c6\u5316\u91c7\u7528Z-score\u65b9\u6cd5&#xff0c;\u5176\u516c\u5f0f\u4e3a&#xff1a;<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">x&#039;&#061;x-\u03bc\u03c3#3-1<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"53\" src=\"2026-09-135dgthgjdnm1.png\" width=\"720\" \/><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u5176\u4e2d\u00a0\u03bc<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"35\" src=\"2026-09-13tosx3jrbez0.png\" width=\"12\" \/>\u00a0\u4e3a\u7279\u5f81\u7684\u5747\u503c&#xff0c;\u03c3<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"35\" src=\"2026-09-13yzrxgsf3we4.png\" width=\"12\" \/>\u00a0\u4e3a\u6807\u51c6\u5dee\u3002\u6807\u51c6\u5316\u540e\u7684\u7279\u5f81\u5747\u503c\u4e3a0&#xff0c;\u6807\u51c6\u5dee\u4e3a1&#xff0c;\u4f7f\u5f97\u6a21\u578b\u5728\u68af\u5ea6\u4e0b\u964d\u8fc7\u7a0b\u4e2d\u80fd\u591f\u66f4\u5feb\u6536\u655b\u3002\u6807\u51c6\u5316\u64cd\u4f5c\u4f7f\u7528scikit-learn\u5e93\u4e2d\u7684StandardScaler\u5b9e\u73b0&#xff0c;\u5e76\u5c06scaler\u5bf9\u8c61\u4fdd\u5b58\u4e3apkl\u6587\u4ef6&#xff0c;\u4f9b\u540e\u7eed\u9884\u6d4b\u65f6\u4f7f\u7528\u3002<\/p>\n<p>3.3 \u6570\u636e\u96c6\u5212\u5206<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u4e3a\u4e86\u5ba2\u89c2\u8bc4\u4f30\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b&#xff0c;\u5c06\u6e05\u6d17\u548c\u6807\u51c6\u5316\u540e\u7684\u6570\u636e\u96c6\u6309\u71678:2\u7684\u6bd4\u4f8b\u968f\u673a\u5212\u5206\u4e3a\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6\u3002\u8bad\u7ec3\u96c6\u7528\u4e8e\u6a21\u578b\u53c2\u6570\u7684\u5b66\u4e60&#xff0c;\u6d4b\u8bd5\u96c6\u7528\u4e8e\u6700\u7ec8\u6027\u80fd\u8bc4\u4f30\u3002\u5212\u5206\u65f6\u8bbe\u7f6e\u968f\u673a\u79cd\u5b50random_state&#061;42&#xff0c;\u4fdd\u8bc1\u5b9e\u9a8c\u7ed3\u679c\u7684\u53ef\u590d\u73b0\u6027\u3002\u8bad\u7ec3\u96c6\u5305\u542b3240\u6761\u6837\u672c&#xff0c;\u6d4b\u8bd5\u96c6\u5305\u542b810\u6761\u6837\u672c\u3002\u7531\u4e8e\u6570\u636e\u91cf\u76f8\u5bf9\u8f83\u5c0f&#xff0c;\u672a\u5355\u72ec\u8bbe\u7f6e\u9a8c\u8bc1\u96c6&#xff0c;\u800c\u662f\u901a\u8fc7\u76d1\u63a7\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u635f\u5931\u503c\u53d8\u5316\u6765\u5224\u65ad\u6a21\u578b\u7684\u6536\u655b\u60c5\u51b5\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\n<p>4&#xff0e;\u6a21\u578b\u6784\u5efa\u4e0e\u8bc4\u4f30<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u672c\u7ae0\u8be6\u7ec6\u4ecb\u7ecd\u6df1\u5c42\u67b6\u6784\u795e\u7ecf\u7f51\u7edc\u7684\u8bbe\u8ba1\u3001\u8bad\u7ec3\u8fc7\u7a0b\u4ee5\u53ca\u4e0e\u4f20\u7edf\u534f\u540c\u8fc7\u6ee4\u6a21\u578b\u7684\u5bf9\u6bd4\u8bc4\u4f30\u3002<\/p>\n<p>4.1 \u6a21\u578b\u67b6\u6784\u8bbe\u8ba1<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u6df1\u5c42\u67b6\u6784\u795e\u7ecf\u7f51\u7edc\u662f\u4e00\u4e2a\u5168\u8fde\u63a5\u7684\u524d\u9988\u795e\u7ecf\u7f51\u7edc&#xff0c;\u5176\u7ed3\u6784\u53c2\u6570\u5982\u4e0b\u8868\u6240\u793a\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u88684-1 \u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u53c2\u6570<\/p>\n<table align=\"center\" cellspacing=\"0\">\n<tbody>\n<tr>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u5c42\u540d\u79f0<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u795e\u7ecf\u5143\u6570\u91cf<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6fc0\u6d3b\u51fd\u6570<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u8bf4\u660e<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u8f93\u5165\u5c42<\/p>\n<\/td>\n<td style=\"vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">2<\/p>\n<\/td>\n<td style=\"vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u65e0<\/p>\n<\/td>\n<td style=\"vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u63a5\u6536\u6807\u51c6\u5316\u540e\u7684\u4ef7\u683c\u548c\u9500\u91cf<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u9690\u85cf\u5c421<\/p>\n<\/td>\n<td style=\"vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">20<\/p>\n<\/td>\n<td style=\"vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">ReLU<\/p>\n<\/td>\n<td style=\"vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u7b2c\u4e00\u5c42\u7279\u5f81\u63d0\u53d6<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u9690\u85cf\u5c422<\/p>\n<\/td>\n<td style=\"vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">20<\/p>\n<\/td>\n<td style=\"vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">ReLU<\/p>\n<\/td>\n<td style=\"vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u7b2c\u4e8c\u5c42\u7279\u5f81\u63d0\u53d6<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u9690\u85cf\u5c423<\/p>\n<\/td>\n<td style=\"vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">20<\/p>\n<\/td>\n<td style=\"vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">ReLU<\/p>\n<\/td>\n<td style=\"vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u7b2c\u4e09\u5c42\u7279\u5f81\u63d0\u53d6<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u8f93\u51fa\u5c42<\/p>\n<\/td>\n<td style=\"vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">1<\/p>\n<\/td>\n<td style=\"vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u7ebf\u6027<\/p>\n<\/td>\n<td style=\"vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u8f93\u51fa\u63a8\u8350\u5f97\u5206<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u8be5\u7f51\u7edc\u5305\u542b\u4e09\u4e2a\u9690\u85cf\u5c42&#xff0c;\u6bcf\u5c4220\u4e2a\u795e\u7ecf\u5143\u3002\u9009\u62e9\u4e09\u5c42\u9690\u85cf\u5c42\u662f\u56e0\u4e3a\u4e09\u5c42\u7f51\u7edc\u5df2\u7ecf\u5177\u6709\u8db3\u591f\u7684\u80fd\u529b\u62df\u5408\u975e\u7ebf\u6027\u51fd\u6570&#xff0c;\u540c\u65f6\u907f\u514d\u4e86\u8fc7\u6df1\u7684\u7f51\u7edc\u5e26\u6765\u7684\u8fc7\u62df\u5408\u98ce\u9669\u3002\u795e\u7ecf\u5143\u6570\u91cf20\u662f\u901a\u8fc7\u5b9e\u9a8c\u5bf9\u6bd4\u786e\u5b9a\u7684&#xff0c;\u5728\u6a21\u578b\u590d\u6742\u5ea6\u548c\u8bad\u7ec3\u6548\u7387\u4e4b\u95f4\u53d6\u5f97\u4e86\u5e73\u8861\u3002\u9690\u85cf\u5c42\u91c7\u7528ReLU\u6fc0\u6d3b\u51fd\u6570&#xff0c;\u8f93\u51fa\u5c42\u4e0d\u65bd\u52a0\u6fc0\u6d3b\u51fd\u6570&#xff0c;\u76f4\u63a5\u8f93\u51fa\u5b9e\u6570\u503c\u4f5c\u4e3a\u63a8\u8350\u5f97\u5206\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u6a21\u578b\u7684\u635f\u5931\u51fd\u6570\u91c7\u7528\u5747\u65b9\u8bef\u5dee&#xff0c;\u4f18\u5316\u5668\u9009\u62e9Adam&#xff0c;\u521d\u59cb\u5b66\u4e60\u7387\u8bbe\u7f6e\u4e3a0.0001\u3002Adam\u4f18\u5316\u5668\u7ed3\u5408\u4e86\u52a8\u91cf\u6cd5\u548c\u81ea\u9002\u5e94\u5b66\u4e60\u7387\u7684\u4f18\u70b9&#xff0c;\u80fd\u591f\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u81ea\u52a8\u8c03\u6574\u5b66\u4e60\u7387&#xff0c;\u52a0\u5feb\u6536\u655b\u901f\u5ea6\u3002<\/p>\n<p>4.2 \u6a21\u578b\u8bad\u7ec3\u6d41\u7a0b<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u6a21\u578b\u8bad\u7ec3\u7684\u4e3b\u8981\u6b65\u9aa4\u5305\u62ec&#xff1a;\u52a0\u8f7d\u6e05\u6d17\u548c\u6807\u51c6\u5316\u540e\u7684\u6570\u636e\u96c6&#xff0c;\u5212\u5206\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6&#xff0c;\u4f7f\u7528\u6279\u91cf\u5927\u5c0f\u4e3a32\u7684\u6570\u636e\u52a0\u8f7d\u5668\u8fed\u4ee3\u8bad\u7ec350\u4e2a\u8f6e\u6b21\u3002\u5728\u6bcf\u4e2a\u8f6e\u6b21\u4e2d&#xff0c;\u6a21\u578b\u904d\u5386\u5168\u90e8\u8bad\u7ec3\u6837\u672c&#xff0c;\u8ba1\u7b97\u6bcf\u4e2a\u6279\u6b21\u7684\u635f\u5931\u5e76\u53cd\u5411\u4f20\u64ad\u66f4\u65b0\u53c2\u6570\u3002\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u8bb0\u5f55\u4e86\u6bcf\u4e2a\u8f6e\u6b21\u7684\u5e73\u5747\u635f\u5931&#xff0c;\u7528\u4e8e\u7ed8\u5236\u8bad\u7ec3\u635f\u5931\u66f2\u7ebf\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u4ece\u8bad\u7ec3\u65e5\u5fd7\u5f97\u51fa&#xff0c;\u6a21\u578b\u521d\u59cb\u8f6e\u6b21\u7684\u635f\u5931\u7ea6\u4e3a1.1114&#xff0c;\u968f\u7740\u8bad\u7ec3\u7684\u8fdb\u884c&#xff0c;\u635f\u5931\u9010\u6e10\u4e0b\u964d&#xff0c;\u5230\u7b2c50\u4e2a\u8f6e\u6b21\u65f6&#xff0c;\u8bad\u7ec3\u635f\u5931\u5df2\u7ecf\u964d\u81f30.0001\u5de6\u53f3&#xff0c;\u8868\u660e\u6a21\u578b\u5df2\u7ecf\u5f88\u597d\u5730\u62df\u5408\u4e86\u8bad\u7ec3\u6570\u636e\u3002<\/p>\n<p>4.3 \u534f\u540c\u8fc7\u6ee4\u6a21\u578b\u5bf9\u6bd4<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u4e3a\u4e86\u9a8c\u8bc1\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u4f18\u8d8a\u6027&#xff0c;\u5b9e\u73b0\u4e86\u4e00\u4e2a\u57fa\u4e8eK\u8fd1\u90bb\u7684\u7269\u54c1\u534f\u540c\u8fc7\u6ee4\u6a21\u578b\u4f5c\u4e3a\u57fa\u7ebf\u5bf9\u6bd4\u3002\u534f\u540c\u8fc7\u6ee4\u6a21\u578b\u4f7f\u7528\u4f59\u5f26\u76f8\u4f3c\u5ea6\u5ea6\u91cf\u7269\u54c1\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027&#xff0c;\u5bf9\u4e8e\u7ed9\u5b9a\u7684\u6d4b\u8bd5\u6837\u672c&#xff0c;\u5728\u8bad\u7ec3\u96c6\u4e2d\u5bfb\u627e\u6700\u76f8\u4f3c\u768410\u4e2a\u90bb\u5c45&#xff0c;\u7136\u540e\u6839\u636e\u90bb\u5c45\u7684\u4ef7\u683c\u52a0\u6743\u5e73\u5747\u4f5c\u4e3a\u9884\u6d4b\u503c\u3002\u6743\u91cd\u4e0e\u8ddd\u79bb\u6210\u53cd\u6bd4&#xff0c;\u5373\u8ddd\u79bb\u8d8a\u8fd1\u7684\u90bb\u5c45\u6743\u91cd\u8d8a\u5927\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u8be5\u6a21\u578b\u65e0\u9700\u8bad\u7ec3\u53c2\u6570&#xff0c;\u4f46\u9700\u8981\u5728\u9884\u6d4b\u65f6\u8ba1\u7b97\u6240\u6709\u8bad\u7ec3\u6837\u672c\u4e0e\u6d4b\u8bd5\u6837\u672c\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6&#xff0c;\u56e0\u6b64\u9884\u6d4b\u9636\u6bb5\u7684\u8ba1\u7b97\u590d\u6742\u5ea6\u8f83\u9ad8\u3002\u534f\u540c\u8fc7\u6ee4\u6a21\u578b\u7684\u635f\u5931\u8ba1\u7b97\u91c7\u7528\u4e0e\u795e\u7ecf\u7f51\u7edc\u76f8\u540c\u7684\u5747\u65b9\u8bef\u5dee\u6307\u6807&#xff0c;\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u635f\u5931\u503c\u5728\u6bcf\u4e2aepoch\u901a\u8fc7\u968f\u673a\u62bd\u6837\u8ba1\u7b97&#xff0c;\u65e5\u5fd7\u663e\u793a\u635f\u5931\u503c\u6ce2\u52a8\u8f83\u5927&#xff0c;\u6700\u7ec8\u8bad\u7ec3\u635f\u5931\u7ea6\u4e3a0.0002&#xff0c;\u6d4b\u8bd5\u635f\u5931\u4e3a0.0171\u3002<\/p>\n<p>4.4 \u8bc4\u4f30\u7ed3\u679c\u4e0e\u5206\u6790<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u4e24\u4e2a\u6a21\u578b\u5728\u6d4b\u8bd5\u96c6\u4e0a\u7684\u6027\u80fd\u5bf9\u6bd4\u5982\u4e0b\u8868\u6240\u793a\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u88684-2 \u6a21\u578b\u6027\u80fd\u5bf9\u6bd4\u8868<\/p>\n<table align=\"center\" cellspacing=\"0\" style=\"width:437.3pt\">\n<tbody>\n<tr>\n<td style=\"height:22.95pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6a21\u578b<\/p>\n<\/td>\n<td style=\"height:22.95pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u8bad\u7ec3\u6700\u7ec8\u635f\u5931<\/p>\n<\/td>\n<td style=\"height:22.95pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6d4b\u8bd5\u635f\u5931<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"height:23.55pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc<\/p>\n<\/td>\n<td style=\"height:23.55pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">0.0001<\/p>\n<\/td>\n<td style=\"height:23.55pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">0.0002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"height:23.55pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u534f\u540c\u8fc7\u6ee4<\/p>\n<\/td>\n<td style=\"height:23.55pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">0.0002<\/p>\n<\/td>\n<td style=\"height:23.55pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">0.0171<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u4ece\u6d4b\u8bd5\u635f\u5931\u6765\u770b&#xff0c;\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u7684\u5747\u65b9\u8bef\u5dee\u4e3a0.0002&#xff0c;\u800c\u534f\u540c\u8fc7\u6ee4\u6a21\u578b\u4e3a0.0171&#xff0c;\u540e\u8005\u6bd4\u524d\u8005\u9ad8\u4e24\u4e2a\u6570\u91cf\u7ea7\u3002\u8fd9\u610f\u5473\u7740\u795e\u7ecf\u7f51\u7edc\u7684\u9884\u6d4b\u503c\u4e0e\u771f\u5b9e\u503c\u4e4b\u95f4\u7684\u504f\u5dee\u8fdc\u5c0f\u4e8e\u534f\u540c\u8fc7\u6ee4\u6a21\u578b\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u8bad\u7ec3\u635f\u5931\u5bf9\u6bd4\u56fe\u5c55\u793a\u4e86\u4e24\u4e2a\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6bcf\u4e2a\u8f6e\u6b21\u7684\u635f\u5931\u503c\u53d8\u5316\u66f2\u7ebf\u3002\u56fe\u4e2d\u6a2a\u8f74\u4ee3\u8868\u8bad\u7ec3\u8f6e\u6b21&#xff0c;\u7eb5\u8f74\u4ee3\u8868\u635f\u5931\u503c\u3002\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u635f\u5931\u66f2\u7ebf\u4ece\u521d\u59cb\u76841.11\u5de6\u53f3\u5e73\u6ed1\u4e0b\u964d&#xff0c;\u7ecf\u8fc7\u7ea620\u4e2a\u8f6e\u6b21\u540e\u8d8b\u4e8e\u5e73\u7a33&#xff0c;\u6700\u7ec8\u635f\u5931\u964d\u81f30.0001\u4ee5\u4e0b&#xff0c;\u66f2\u7ebf\u5448\u73b0\u5355\u8c03\u9012\u51cf\u4e14\u65e0\u5267\u70c8\u6ce2\u52a8\u7684\u7279\u5f81&#xff0c;\u8868\u660e\u6a21\u578b\u5177\u6709\u826f\u597d\u7684\u6536\u655b\u6027\u548c\u7a33\u5b9a\u6027\u3002\u534f\u540c\u8fc7\u6ee4\u6a21\u578b\u7684\u635f\u5931\u66f2\u7ebf\u5219\u8868\u73b0\u51fa\u8f83\u5927\u7684\u968f\u673a\u6ce2\u52a8&#xff0c;\u867d\u7136\u6700\u7ec8\u635f\u5931\u4e5f\u80fd\u964d\u81f30.0002\u5de6\u53f3&#xff0c;\u4f46\u4e2d\u95f4\u8f6e\u6b21\u591a\u6b21\u51fa\u73b00.007\u4ee5\u4e0a\u7684\u635f\u5931\u5cf0\u503c&#xff0c;\u8bf4\u660e\u8be5\u6a21\u578b\u7684\u9884\u6d4b\u7ed3\u679c\u4e0d\u591f\u7a33\u5b9a&#xff0c;\u5bf9\u6837\u672c\u7684\u654f\u611f\u6027\u8f83\u9ad8\u3002\u901a\u8fc7\u5bf9\u6bd4\u4e24\u6761\u66f2\u7ebf\u7684\u5f62\u6001\u548c\u6700\u7ec8\u6570\u503c&#xff0c;\u53ef\u4ee5\u660e\u663e\u770b\u51fa\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5177\u6709\u66f4\u4f18\u7684\u6536\u655b\u6027\u80fd\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"304\" src=\"2026-09-13dkch5qgdveb.png\" width=\"474\" \/><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u56fe4-1 \u8bad\u7ec3\u635f\u5931\u5bf9\u6bd4\u56fe<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u9884\u6d4b\u6563\u70b9\u56fe\u5206\u522b\u5c55\u793a\u4e86\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u548c\u534f\u540c\u8fc7\u6ee4\u6a21\u578b\u5728\u6d4b\u8bd5\u96c6\u4e0a\u7684\u9884\u6d4b\u503c\u4e0e\u771f\u5b9e\u503c\u7684\u5206\u5e03\u60c5\u51b5\u3002\u56fe\u4e2d\u6bcf\u4e2a\u70b9\u4ee3\u8868\u4e00\u4e2a\u6d4b\u8bd5\u6837\u672c&#xff0c;\u6a2a\u5750\u6807\u4e3a\u771f\u5b9e\u503c&#xff0c;\u7eb5\u5750\u6807\u4e3a\u9884\u6d4b\u503c&#xff0c;\u7ea2\u8272\u865a\u7ebf\u8868\u793a\u7406\u60f3\u60c5\u51b5\u4e0b\u7684\u5b8c\u7f8e\u9884\u6d4b\u7ebf\u3002\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u6563\u70b9\u7d27\u5bc6\u5206\u5e03\u5728\u7ea2\u8272\u5bf9\u89d2\u7ebf\u9644\u8fd1&#xff0c;\u5927\u90e8\u5206\u70b9\u7684\u9884\u6d4b\u8bef\u5dee\u975e\u5e38\u5c0f&#xff0c;\u8bf4\u660e\u8be5\u6a21\u578b\u80fd\u591f\u8f83\u4e3a\u51c6\u786e\u5730\u5b66\u4e60\u5230\u4ef7\u683c\u4e0e\u9500\u91cf\u4e4b\u95f4\u7684\u975e\u7ebf\u6027\u5173\u7cfb\u3002\u534f\u540c\u8fc7\u6ee4\u6a21\u578b\u7684\u6563\u70b9\u5206\u5e03\u5219\u76f8\u5bf9\u5206\u6563&#xff0c;\u5c24\u5176\u5728\u4e2d\u9ad8\u4ef7\u683c\u533a\u95f4\u51fa\u73b0\u4e86\u8f83\u591a\u504f\u79bb\u5bf9\u89d2\u7ebf\u7684\u70b9&#xff0c;\u90e8\u5206\u9884\u6d4b\u503c\u4e0e\u771f\u5b9e\u503c\u76f8\u5dee\u8f83\u5927&#xff0c;\u8868\u660e\u57fa\u4e8e\u4f59\u5f26\u76f8\u4f3c\u5ea6\u7684K\u8fd1\u90bb\u65b9\u6cd5\u5728\u6355\u6349\u7279\u5f81\u95f4\u7684\u590d\u6742\u6620\u5c04\u5173\u7cfb\u65f6\u80fd\u529b\u6709\u9650\u3002\u7efc\u5408\u4e24\u4e2a\u6563\u70b9\u56fe\u7684\u5bf9\u6bd4&#xff0c;\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u9884\u6d4b\u7ed3\u679c\u66f4\u63a5\u8fd1\u771f\u5b9e\u4ef7\u683c&#xff0c;\u9a8c\u8bc1\u4e86\u5176\u5728\u63a8\u8350\u4efb\u52a1\u4e2d\u7684\u4f18\u8d8a\u6027\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"294\" src=\"2026-09-13mzgrxhxijjw.png\" width=\"726\" \/><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u56fe4-2 \u9884\u6d4b\u6563\u70b9\u56fe<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u7efc\u5408\u4e0a\u8ff0\u7ed3\u679c&#xff0c;\u6df1\u5c42\u67b6\u6784\u795e\u7ecf\u7f51\u7edc\u5728\u9884\u6d4b\u7cbe\u5ea6\u548c\u7a33\u5b9a\u6027\u65b9\u9762\u5747\u663e\u8457\u4f18\u4e8e\u57fa\u4e8eK\u8fd1\u90bb\u7684\u534f\u540c\u8fc7\u6ee4\u6a21\u578b&#xff0c;\u56e0\u6b64\u672c\u6587\u9009\u62e9\u795e\u7ecf\u7f51\u7edc\u4f5c\u4e3a\u63a8\u8350\u7cfb\u7edf\u7684\u6838\u5fc3\u7b97\u6cd5\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\n<p>5. \u7cfb\u7edf\u8bbe\u8ba1\u4e0e\u5b9e\u73b0<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u672c\u7ae0\u4ece\u529f\u80fd\u8bbe\u8ba1\u3001\u7cfb\u7edf\u67b6\u6784\u3001\u6570\u636e\u5e93\u8bbe\u8ba1\u4ee5\u53ca\u5177\u4f53\u5b9e\u73b0\u56db\u4e2a\u65b9\u9762\u4ecb\u7ecd\u7cfb\u7edf\u7684\u6784\u5efa\u8fc7\u7a0b\u3002<\/p>\n<p>5.1 \u7cfb\u7edf\u603b\u4f53\u529f\u80fd\u8bbe\u8ba1<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u7cfb\u7edf\u5206\u4e3a\u524d\u53f0\u53ef\u89c6\u5316\u5927\u5c4f\u548c\u540e\u53f0\u7ba1\u7406\u4e24\u5927\u6a21\u5757\u3002\u524d\u53f0\u53ef\u89c6\u5316\u5927\u5c4f\u4e3b\u8981\u9762\u5411\u666e\u901a\u7528\u6237&#xff0c;\u5c55\u793a\u63a8\u8350\u7269\u54c1\u5217\u8868\u3001\u70ed\u95e8\u5206\u7c7b\u7edf\u8ba1\u3001\u5e73\u5747\u4ef7\u683c\u8d8b\u52bf\u3001\u6700\u9ad8\u4ef7\u683c\u8d8b\u52bf\u7b49\u4fe1\u606f\u3002\u540e\u53f0\u7ba1\u7406\u6a21\u5757\u9762\u5411\u7ba1\u7406\u5458\u548c\u666e\u901a\u7528\u6237&#xff0c;\u5305\u62ec\u7528\u6237\u767b\u5f55\u6ce8\u518c\u3001\u4e2a\u4eba\u4e2d\u5fc3\u3001\u7528\u6237\u7ba1\u7406&#xff08;\u7ba1\u7406\u5458\u4e13\u5c5e&#xff09;\u3001\u4fdd\u5065\u5546\u54c1\u7ba1\u7406\u7b49\u529f\u80fd\u3002\u7cfb\u7edf\u7684\u529f\u80fd\u6a21\u5757\u7ed3\u6784\u5982\u56fe\u6240\u793a\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u56fe5-1 \u7cfb\u7edf\u529f\u80fd\u6a21\u5757\u56fe<\/p>\n<p>5.2 \u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u7cfb\u7edf\u91c7\u7528\u524d\u540e\u7aef\u5206\u79bb\u7684\u4e09\u5c42\u67b6\u6784&#xff0c;\u81ea\u4e0a\u800c\u4e0b\u5206\u4e3a\u8868\u73b0\u5c42\u3001\u4e1a\u52a1\u903b\u8f91\u5c42\u548c\u6570\u636e\u5c42\u3002\u8868\u73b0\u5c42\u8d1f\u8d23\u7528\u6237\u4ea4\u4e92\u4e0e\u6570\u636e\u53ef\u89c6\u5316&#xff0c;\u4e1a\u52a1\u903b\u8f91\u5c42\u5904\u7406\u63a8\u8350\u7b97\u6cd5\u3001\u8ba4\u8bc1\u6388\u6743\u548c\u4e1a\u52a1\u89c4\u5219&#xff0c;\u6570\u636e\u5c42\u8d1f\u8d23\u6570\u636e\u5b58\u50a8\u4e0e\u8bbf\u95ee\u3002\u6574\u4f53\u67b6\u6784\u5982\u56fe\u6240\u793a\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u56fe5-2 \u7cfb\u7edf\u67b6\u6784\u56fe<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u8868\u73b0\u5c42\u91c7\u7528Vue3\u6846\u67b6\u6784\u5efa&#xff0c;\u5305\u542b\u7528\u6237\u767b\u5f55\u6ce8\u518c\u9875\u9762\u3001\u4e2a\u4eba\u4e2d\u5fc3\u9875\u9762\u3001\u7528\u6237\u5217\u8868\u7ba1\u7406\u9875\u9762\u3001\u4fdd\u5065\u5546\u54c1\u7ba1\u7406\u9875\u9762\u4ee5\u53ca\u53ef\u89c6\u5316\u5927\u5c4f\u9875\u9762\u3002\u5927\u5c4f\u9875\u9762\u901a\u8fc7ECharts\u5e93\u7ed8\u5236\u67f1\u72b6\u56fe\u3001\u997c\u56fe\u3001\u6298\u7ebf\u56fe\u7b49\u7edf\u8ba1\u56fe\u8868\u3002\u8868\u73b0\u5c42\u901a\u8fc7HTTP\u534f\u8bae\u4e0e\u4e1a\u52a1\u903b\u8f91\u5c42\u4ea4\u4e92&#xff0c;\u6240\u6709\u8bf7\u6c42\u5747\u4ee5JSON\u683c\u5f0f\u4f20\u8f93\u6570\u636e\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u4e1a\u52a1\u903b\u8f91\u5c42\u57fa\u4e8eDjango REST Framework\u5b9e\u73b0&#xff0c;\u662f\u7cfb\u7edf\u7684\u6838\u5fc3\u90e8\u5206\u3002\u8be5\u5c42\u5305\u542b\u56db\u4e2a\u4e3b\u8981\u6a21\u5757&#xff1a;\u7528\u6237\u8ba4\u8bc1\u6a21\u5757\u8d1f\u8d23\u7528\u6237\u7684\u767b\u5f55\u3001\u6ce8\u518c\u3001\u6ce8\u9500\u548c\u5bc6\u7801\u4fee\u6539&#xff0c;\u57fa\u4e8eDjango\u5185\u7f6e\u7684\u4f1a\u8bdd\u7ba1\u7406\u673a\u5236&#xff1b;\u5546\u54c1\u7ba1\u7406\u6a21\u5757\u63d0\u4f9b\u5bf9\u4fdd\u5065\u5546\u54c1\u8868\u7684\u589e\u5220\u6539\u67e5\u63a5\u53e3&#xff0c;\u4ec5\u7ba1\u7406\u5458\u6709\u6743\u8bbf\u95ee&#xff1b;\u63a8\u8350\u7b97\u6cd5\u6a21\u5757\u52a0\u8f7d\u9884\u8bad\u7ec3\u7684PyTorch\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u548c\u6807\u51c6\u5316\u53c2\u6570&#xff0c;\u63a5\u6536\u5546\u54c1\u7684\u4ef7\u683c\u548c\u9500\u91cf\u7279\u5f81&#xff0c;\u8f93\u51fa\u63a8\u8350\u5f97\u5206\u5e76\u8fd4\u56de\u6392\u5e8f\u540e\u7684\u5546\u54c1\u5217\u8868&#xff1b;\u7edf\u8ba1\u67e5\u8be2\u6a21\u5757\u901a\u8fc7\u6570\u636e\u5e93\u5206\u7ec4\u67e5\u8be2&#xff0c;\u63d0\u4f9b\u70ed\u95e8\u5206\u7c7b\u7edf\u8ba1\u3001\u5e73\u5747\u4ef7\u683c\u8d8b\u52bf\u548c\u6700\u9ad8\u4ef7\u683c\u8d8b\u52bf\u7b49\u6570\u636e\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u6570\u636e\u5c42\u5305\u62ecMySQL\u6570\u636e\u5e93\u548c\u6a21\u578b\u6587\u4ef6\u4e24\u90e8\u5206\u3002MySQL\u6570\u636e\u5e93\u5b58\u50a8\u7528\u6237\u4fe1\u606f\u8868\u548c\u4fdd\u5065\u5546\u54c1\u8868&#xff0c;\u7528\u6237\u8868\u4f7f\u7528Django\u5185\u7f6e\u7684\u8ba4\u8bc1\u8868\u7ed3\u6784&#xff0c;\u5546\u54c1\u8868\u5305\u542b\u6807\u9898\u3001\u5173\u952e\u8bcd\u3001\u4ef7\u683c\u3001\u9500\u91cf\u7b49\u5b57\u6bb5\u3002PyTorch\u6a21\u578b\u6587\u4ef6\u548c\u6807\u51c6\u5316\u53c2\u6570\u6587\u4ef6\u5b58\u50a8\u5728\u670d\u52a1\u5668\u6587\u4ef6\u7cfb\u7edf\u4e2d&#xff0c;\u7531\u63a8\u8350\u7b97\u6cd5\u6a21\u5757\u5728\u7cfb\u7edf\u542f\u52a8\u65f6\u52a0\u8f7d\u5230\u5185\u5b58&#xff0c;\u4ee5\u63d0\u9ad8\u63a8\u7406\u6548\u7387\u3002<\/p>\n<p>5.3 \u6570\u636e\u5e93\u8bbe\u8ba1<\/p>\n<p>5.3.1 \u6982\u5ff5\u7ed3\u6784\u8bbe\u8ba1<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u7cfb\u7edf\u7684\u6570\u636e\u5e93\u6982\u5ff5\u6a21\u578b\u5305\u542b\u4e24\u4e2a\u4e3b\u8981\u5b9e\u4f53&#xff1a;\u7528\u6237\u548c\u4fdd\u5065\u5546\u54c1\u3002\u7528\u6237\u5b9e\u4f53\u5177\u6709\u7528\u6237\u540d\u3001\u5bc6\u7801\u3001\u90ae\u7bb1\u3001\u59d3\u540d\u3001\u662f\u5426\u4e3a\u7ba1\u7406\u5458\u3001\u662f\u5426\u6fc0\u6d3b\u3001\u6ce8\u518c\u65f6\u95f4\u3001\u6700\u540e\u767b\u5f55\u65f6\u95f4\u7b49\u5c5e\u6027\u3002\u4fdd\u5065\u5546\u54c1\u5b9e\u4f53\u5177\u6709\u6807\u9898\u3001\u5173\u952e\u8bcd\u3001\u94fe\u63a5\u3001\u4ef7\u683c\u3001\u9500\u91cf\u3001\u56fe\u7247\u7b49\u5c5e\u6027\u3002\u7528\u6237\u4e0e\u4fdd\u5065\u5546\u54c1\u4e4b\u95f4\u4e0d\u5b58\u5728\u76f4\u63a5\u7684\u4ea4\u4e92\u5173\u7cfb&#xff0c;\u56e0\u4e3a\u7cfb\u7edf\u672a\u6536\u96c6\u7528\u6237\u884c\u4e3a\u6570\u636e&#xff0c;\u63a8\u8350\u5b8c\u5168\u57fa\u4e8e\u5546\u54c1\u7279\u5f81\u3002\u6574\u4f53E-R\u56fe\u5982\u56fe\u6240\u793a\u3002<\/p>\n<p>5.3.2 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style=\"margin-left:0;margin-right:0;text-align:center\">\u7ea6\u675f<\/p>\n<\/td>\n<td style=\"height:22.85pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u8bf4\u660e<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">id<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">int<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4e3b\u952e&#xff0c;\u81ea\u589e<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u7528\u6237\u552f\u4e00\u7f16\u53f7<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">username<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">varchar<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u552f\u4e00&#xff0c;\u975e\u7a7a<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u7528\u6237\u540d<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">password<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">varchar<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u975e\u7a7a<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u5bc6\u7801&#xff08;\u52a0\u5bc6\u5b58\u50a8&#xff09;<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">email<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">varchar<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u53ef\u4e3a\u7a7a<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u7535\u5b50\u90ae\u7bb1<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">first_name<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">varchar<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u53ef\u4e3a\u7a7a<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u59d3\u6c0f<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">last_name<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">varchar<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u53ef\u4e3a\u7a7a<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u540d\u79f0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">is_superuser<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">bool<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u975e\u7a7a<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u662f\u5426\u4e3a\u7ba1\u7406\u5458<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">is_active<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">bool<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u975e\u7a7a<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u662f\u5426\u6fc0\u6d3b<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">date_joined<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">datetime<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u975e\u7a7a<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6ce8\u518c\u65f6\u95f4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">last_login<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">datetime<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u53ef\u4e3a\u7a7a<\/p>\n<\/td>\n<td style=\"height:23.45pt;vertical-align:top\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6700\u540e\u767b\u5f55\u65f6\u95f4<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u4fdd\u5065\u5546\u54c1\u8868baojian\u7684\u7ed3\u6784\u5982\u4e0b\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u88685-2 \u4fdd\u5065\u5546\u54c1\u8868(baojian)<\/p>\n<table cellspacing=\"0\" style=\"width:441.0pt\">\n<tr>\n<td style=\"height:11.25pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u5b57\u6bb5\u540d<\/p>\n<\/td>\n<td style=\"height:11.25pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6570\u636e\u7c7b\u578b<\/p>\n<\/td>\n<td style=\"height:11.25pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u7ea6\u675f<\/p>\n<\/td>\n<td style=\"height:11.25pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u8bf4\u660e<\/p>\n<\/td>\n<\/tr>\n<tbody>\n<tr>\n<td style=\"height:15.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">id<\/p>\n<\/td>\n<td style=\"height:15.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">int<\/p>\n<\/td>\n<td style=\"height:15.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4e3b\u952e&#xff0c;\u81ea\u589e<\/p>\n<\/td>\n<td style=\"height:15.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u5546\u54c1\u552f\u4e00\u7f16\u53f7<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"height:14.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">title<\/p>\n<\/td>\n<td style=\"height:14.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">longtext<\/p>\n<\/td>\n<td style=\"height:14.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u53ef\u4e3a\u7a7a<\/p>\n<\/td>\n<td style=\"height:14.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u5546\u54c1\u6807\u9898<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"height:14.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">keyword<\/p>\n<\/td>\n<td style=\"height:14.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">longtext<\/p>\n<\/td>\n<td style=\"height:14.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u53ef\u4e3a\u7a7a<\/p>\n<\/td>\n<td style=\"height:14.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u529f\u80fd\u5173\u952e\u8bcd<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"height:14.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">link<\/p>\n<\/td>\n<td style=\"height:14.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">longtext<\/p>\n<\/td>\n<td style=\"height:14.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u53ef\u4e3a\u7a7a<\/p>\n<\/td>\n<td style=\"height:14.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u5546\u54c1\u94fe\u63a5<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"height:14.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">price<\/p>\n<\/td>\n<td style=\"height:14.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">longtext<\/p>\n<\/td>\n<td style=\"height:14.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u53ef\u4e3a\u7a7a<\/p>\n<\/td>\n<td style=\"height:14.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4ef7\u683c<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"height:14.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">sales<\/p>\n<\/td>\n<td style=\"height:14.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">longtext<\/p>\n<\/td>\n<td style=\"height:14.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u53ef\u4e3a\u7a7a<\/p>\n<\/td>\n<td style=\"height:14.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u9500\u91cf<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"height:15.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">img<\/p>\n<\/td>\n<td style=\"height:15.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">longtext<\/p>\n<\/td>\n<td style=\"height:15.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u53ef\u4e3a\u7a7a<\/p>\n<\/td>\n<td style=\"height:15.4pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u56fe\u7247\u5730\u5740<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u5546\u54c1\u8868\u7684id\u5b57\u6bb5\u4f5c\u4e3a\u4e3b\u952e&#xff0c;\u7531\u6570\u636e\u5e93\u81ea\u52a8\u9012\u589e\u3002\u5176\u4ed6\u5b57\u6bb5\u5747\u91c7\u7528\u957f\u6587\u672c\u7c7b\u578b&#xff0c;\u4ee5\u9002\u5e94\u53ef\u80fd\u51fa\u73b0\u7684\u8f83\u957f\u5185\u5bb9\u3002\u5b9e\u9645\u4f7f\u7528\u65f6&#xff0c;\u4ef7\u683c\u548c\u9500\u91cf\u5b57\u6bb5\u4f1a\u8f6c\u6362\u4e3a\u6570\u503c\u7c7b\u578b\u8fdb\u884c\u8ba1\u7b97\u3002<\/p>\n<p>5.4 \u7cfb\u7edf\u5b9e\u73b0<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u7cfb\u7edf\u5b9e\u73b0\u6309\u7167\u529f\u80fd\u6a21\u5757\u8fdb\u884c\u5212\u5206&#xff0c;\u4e3b\u8981\u5305\u62ec\u7528\u6237\u8ba4\u8bc1\u6a21\u5757\u3001\u7528\u6237\u7ba1\u7406\u6a21\u5757\u3001\u4fdd\u5065\u5546\u54c1\u7ba1\u7406\u6a21\u5757\u4ee5\u53ca\u53ef\u89c6\u5316\u5927\u5c4f\u6a21\u5757\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u7528\u6237\u8ba4\u8bc1\u6a21\u5757\u5b9e\u73b0\u4e86\u767b\u5f55\u3001\u6ce8\u518c\u3001\u6ce8\u9500\u548c\u4fee\u6539\u5bc6\u7801\u529f\u80fd\u3002\u767b\u5f55\u9875\u9762\u63d0\u4f9b\u7528\u6237\u540d\u548c\u5bc6\u7801\u8f93\u5165\u6846&#xff0c;\u7528\u6237\u70b9\u51fb\u767b\u5f55\u6309\u94ae\u540e&#xff0c;\u524d\u7aef\u5c06\u8868\u5355\u6570\u636e\u53d1\u9001\u81f3\u540e\u7aef\u8ba4\u8bc1\u63a5\u53e3\u3002\u540e\u7aef\u901a\u8fc7\u9a8c\u8bc1\u51fd\u6570\u9a8c\u8bc1\u7528\u6237\u8eab\u4efd&#xff0c;\u9a8c\u8bc1\u6210\u529f\u540e\u5efa\u7acb\u4f1a\u8bdd&#xff0c;\u5e76\u5c06\u7528\u6237\u4fe1\u606f\u8fd4\u56de\u524d\u7aef\u3002\u6ce8\u518c\u9875\u9762\u9664\u4e86\u7528\u6237\u540d\u548c\u5bc6\u7801\u5916&#xff0c;\u8fd8\u8981\u6c42\u7528\u6237\u786e\u8ba4\u5bc6\u7801&#xff0c;\u540e\u7aef\u68c0\u67e5\u7528\u6237\u540d\u552f\u4e00\u6027\u540e\u521b\u5efa\u65b0\u7528\u6237\u3002\u4e2a\u4eba\u4e2d\u5fc3\u9875\u9762\u5141\u8bb8\u7528\u6237\u4fee\u6539\u81ea\u5df1\u7684\u90ae\u7bb1\u548c\u59d3\u540d&#xff0c;\u4fee\u6539\u5bc6\u7801\u9875\u9762\u9700\u8981\u9a8c\u8bc1\u65e7\u5bc6\u7801\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"306\" src=\"2026-09-13o0iuwimoo30.png\" width=\"692\" \/><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u56fe5-1 \u767b\u5f55\u754c\u9762\u56fe<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"304\" src=\"2026-09-13ad1xyq5qi2e.png\" width=\"691\" \/><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u56fe5-2 \u6ce8\u518c\u754c\u9762\u56fe<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u7528\u6237\u7ba1\u7406\u6a21\u5757\u4ec5\u5bf9\u7ba1\u7406\u5458\u53ef\u89c1\u3002\u7ba1\u7406\u5458\u767b\u5f55\u540e\u53ef\u4ee5\u5728\u7528\u6237\u5217\u8868\u9875\u9762\u67e5\u770b\u6240\u6709\u6ce8\u518c\u7528\u6237&#xff0c;\u652f\u6301\u6309\u5206\u9875\u663e\u793a\u3002\u6bcf\u4e2a\u7528\u6237\u884c\u63d0\u4f9b\u4e86\u7f16\u8f91\u3001\u91cd\u7f6e\u5bc6\u7801\u548c\u5220\u9664\u6309\u94ae\u3002\u7f16\u8f91\u529f\u80fd\u53ef\u4ee5\u4fee\u6539\u7528\u6237\u7684\u59d3\u540d\u3001\u90ae\u7bb1\u3001\u7ba1\u7406\u5458\u6743\u9650\u548c\u6fc0\u6d3b\u72b6\u6001\u3002\u91cd\u7f6e\u5bc6\u7801\u529f\u80fd\u5141\u8bb8\u7ba1\u7406\u5458\u4e3a\u4efb\u610f\u7528\u6237\u8bbe\u7f6e\u65b0\u5bc6\u7801&#xff0c;\u5982\u679c\u91cd\u7f6e\u7684\u662f\u5f53\u524d\u767b\u5f55\u7684\u7ba1\u7406\u5458\u81ea\u5df1&#xff0c;\u7cfb\u7edf\u4f1a\u63d0\u793a\u91cd\u65b0\u767b\u5f55\u3002\u5220\u9664\u529f\u80fd\u4f1a\u68c0\u67e5\u662f\u5426\u4e3a\u7ba1\u7406\u5458\u7528\u6237&#xff0c;\u9632\u6b62\u8bef\u5220\u7ba1\u7406\u5458\u8d26\u6237\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"261\" src=\"2026-09-134zov2h1330f.png\" width=\"691\" \/><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u56fe5-3 \u7ba1\u7406\u5458\u529f\u80fd\u754c\u9762\u56fe<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u4fdd\u5065\u5546\u54c1\u7ba1\u7406\u6a21\u5757\u5b9e\u73b0\u4e86\u5bf9\u5546\u54c1\u8868\u7684\u5b8c\u6574\u589e\u5220\u6539\u67e5\u64cd\u4f5c\u3002\u5546\u54c1\u5217\u8868\u9875\u9762\u4ee5\u8868\u683c\u5f62\u5f0f\u5c55\u793a\u5546\u54c1\u4fe1\u606f&#xff0c;\u652f\u6301\u5206\u9875\u3002\u7ba1\u7406\u5458\u53ef\u4ee5\u70b9\u51fb\u65b0\u589e\u6309\u94ae\u6253\u5f00\u6a21\u6001\u6846&#xff0c;\u586b\u5199\u5546\u54c1\u5404\u5b57\u6bb5\u540e\u63d0\u4ea4&#xff1b;\u70b9\u51fb\u7f16\u8f91\u6309\u94ae\u53ef\u4ee5\u4fee\u6539\u73b0\u6709\u5546\u54c1&#xff1b;\u70b9\u51fb\u5220\u9664\u6309\u94ae\u9700\u8981\u4e8c\u6b21\u786e\u8ba4\u540e\u6267\u884c\u5220\u9664\u3002\u8be5\u6a21\u5757\u4f7f\u7528\u4e86\u901a\u7528\u7684CRUD\u7ec4\u4ef6&#xff0c;\u901a\u8fc7\u4f20\u5165\u5b57\u6bb5\u914d\u7f6e\u548cAPI\u8def\u5f84&#xff0c;\u81ea\u52a8\u751f\u6210\u8868\u5355\u548c\u8868\u683c&#xff0c;\u5927\u5927\u51cf\u5c11\u4e86\u91cd\u590d\u4ee3\u7801\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"319\" src=\"2026-09-13x1eqg01t5i3.png\" width=\"692\" \/><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u56fe5-4 \u4fdd\u5065\u5546\u54c1\u7ba1\u7406\u754c\u9762\u56fe<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"286\" src=\"2026-09-133nlwkfhzv2p.png\" width=\"690\" \/><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u56fe5-5 \u65b0\u589e\u4fdd\u5065\u5546\u54c1\u754c\u9762\u56fe<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u53ef\u89c6\u5316\u5927\u5c4f\u6a21\u5757\u901a\u8fc7\u8bfb\u53d6\u914d\u7f6e\u6587\u4ef6\u52a8\u6001\u52a0\u8f7d\u5404\u7c7b\u56fe\u8868\u7ec4\u4ef6\u3002\u5927\u5c4f\u9875\u9762\u652f\u6301\u6df1\u8272\/\u6d45\u8272\u4e3b\u9898\u5207\u6362&#xff0c;\u56fe\u8868\u7ec4\u4ef6\u53ef\u4ee5\u8bbe\u7f6e\u5b9a\u65f6\u5237\u65b0\u95f4\u9694\u3002\u63a8\u8350\u7269\u54c1\u5217\u8868\u8c03\u7528\u63a8\u8350\u63a5\u53e3&#xff0c;\u8be5\u63a5\u53e3\u52a0\u8f7d\u9884\u8bad\u7ec3\u7684PyTorch\u6a21\u578b&#xff0c;\u5bf9\u6240\u6709\u5546\u54c1\u8ba1\u7b97\u63a8\u8350\u5f97\u5206\u5e76\u8fd4\u56de\u5f97\u5206\u6700\u9ad8\u7684\u524d10\u4e2a\u5546\u54c1\u3002\u70ed\u95e8\u5206\u7c7b\u7edf\u8ba1\u901a\u8fc7\u7edf\u8ba1\u63a5\u53e3\u83b7\u53d6\u6309\u5173\u952e\u8bcd\u5206\u7ec4\u8ba1\u6570\u7684\u6570\u636e&#xff0c;\u4f7f\u7528\u67f1\u72b6\u56fe\u5c55\u793a\u3002\u5e73\u5747\u4ef7\u683c\u8d8b\u52bf\u901a\u8fc7\u5e73\u5747\u4ef7\u683c\u63a5\u53e3\u83b7\u53d6\u5404\u5173\u952e\u8bcd\u7684\u5e73\u5747\u4ef7\u683c&#xff0c;\u6700\u9ad8\u4ef7\u683c\u8d8b\u52bf\u901a\u8fc7\u6700\u9ad8\u4ef7\u683c\u63a5\u53e3\u83b7\u53d6\u5404\u5173\u952e\u8bcd\u7684\u6700\u9ad8\u4ef7\u683c\u3002\u6240\u6709\u56fe\u8868\u7ec4\u4ef6\u5747\u5c01\u88c5\u4e86\u52a8\u6001\u5237\u65b0\u65b9\u6cd5&#xff0c;\u53ef\u4ee5\u65b9\u4fbf\u5730\u4ece\u540e\u7aef\u83b7\u53d6\u6700\u65b0\u6570\u636e\u5e76\u66f4\u65b0\u56fe\u8868\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"325\" src=\"2026-09-13phqmxdu454c.png\" width=\"690\" \/><\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u56fe5-6 \u53ef\u89c6\u5316\u5927\u5c4f\u754c\u9762\u56fe<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\n<p>6. \u7cfb\u7edf\u6d4b\u8bd5<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u672c\u7ae0\u5bf9\u7cfb\u7edf\u7684\u4e3b\u8981\u529f\u80fd\u8fdb\u884c\u6d4b\u8bd5&#xff0c;\u9a8c\u8bc1\u7cfb\u7edf\u662f\u5426\u6ee1\u8db3\u8bbe\u8ba1\u8981\u6c42\u3002<\/p>\n<p>6.1 \u6d4b\u8bd5\u76ee\u7684<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u7cfb\u7edf\u6d4b\u8bd5\u7684\u76ee\u7684\u662f\u9a8c\u8bc1\u5404\u529f\u80fd\u6a21\u5757\u7684\u6b63\u786e\u6027\u548c\u7a33\u5b9a\u6027&#xff0c;\u786e\u4fdd\u7528\u6237\u80fd\u591f\u6b63\u5e38\u4f7f\u7528\u7cfb\u7edf\u7684\u5404\u9879\u529f\u80fd&#xff0c;\u5305\u62ec\u7528\u6237\u8ba4\u8bc1\u3001\u7528\u6237\u7ba1\u7406\u3001\u5546\u54c1\u7ba1\u7406\u548c\u53ef\u89c6\u5316\u5927\u5c4f\u5c55\u793a\u3002\u901a\u8fc7\u6d4b\u8bd5\u53d1\u73b0\u53ef\u80fd\u5b58\u5728\u7684\u7f3a\u9677&#xff0c;\u4e3a\u7cfb\u7edf\u4f18\u5316\u63d0\u4f9b\u4f9d\u636e\u3002<\/p>\n<p>6.2 \u6d4b\u8bd5\u65b9\u6cd5<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u672c\u6b21\u6d4b\u8bd5\u91c7\u7528\u9ed1\u76d2\u6d4b\u8bd5\u65b9\u6cd5&#xff0c;\u91cd\u70b9\u5173\u6ce8\u529f\u80fd\u5b9e\u73b0\u7684\u6b63\u786e\u6027\u3002\u6d4b\u8bd5\u73af\u5883\u4e3a\u672c\u5730\u5f00\u53d1\u73af\u5883&#xff0c;\u540e\u7aef\u8fd0\u884c\u5728Django\u5f00\u53d1\u670d\u52a1\u5668\u4e0a&#xff0c;\u524d\u7aef\u8fd0\u884c\u5728Vite\u5f00\u53d1\u670d\u52a1\u5668\u4e0a\u3002\u6d4b\u8bd5\u6570\u636e\u4f7f\u7528\u722c\u866b\u91c7\u96c6\u76844050\u6761\u5546\u54c1\u8bb0\u5f55\u4ee5\u53ca\u624b\u52a8\u521b\u5efa\u7684\u51e0\u4e2a\u6d4b\u8bd5\u7528\u6237\u3002\u6d4b\u8bd5\u8fc7\u7a0b\u4e2d\u8bb0\u5f55\u6bcf\u4e2a\u6d4b\u8bd5\u7528\u4f8b\u7684\u6267\u884c\u6b65\u9aa4\u548c\u5b9e\u9645\u7ed3\u679c&#xff0c;\u4e0e\u9884\u671f\u7ed3\u679c\u8fdb\u884c\u5bf9\u6bd4\u3002<\/p>\n<p>6.3 \u529f\u80fd\u6d4b\u8bd5<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u6d4b\u8bd5\u7528\u4f8b\u4e00\u662f\u7528\u6237\u767b\u5f55\u529f\u80fd\u6d4b\u8bd5&#xff0c;\u7528\u6765\u9a8c\u8bc1\u7528\u6237\u80fd\u5426\u901a\u8fc7\u6b63\u786e\u7684\u7528\u6237\u540d\u548c\u5bc6\u7801\u767b\u5f55\u7cfb\u7edf&#xff0c;\u4ee5\u53ca\u9519\u8bef\u51ed\u636e\u65f6\u7684\u63d0\u793a\u662f\u5426\u6b63\u786e\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u88686-1 \u7528\u6237\u767b\u5f55\u529f\u80fd\u6d4b\u8bd5\u8868<\/p>\n<table align=\"center\" cellspacing=\"0\">\n<tbody>\n<tr>\n<td style=\"width:35.45pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6d4b\u8bd5\u89d2\u8272<\/p>\n<\/td>\n<td style=\"width:90.6pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u524d\u63d0\u6761\u4ef6<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6d4b\u8bd5\u573a\u666f<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6d4b\u8bd5\u6b65\u9aa4<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u9884\u671f\u7ed3\u679c<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u5b9e\u9645\u7ed3\u679c<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"height:40.9pt;width:35.45pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u666e\u901a\u7528\u6237<\/p>\n<\/td>\n<td style=\"height:40.9pt;width:90.6pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6570\u636e\u5e93\u4e2d\u5df2\u5b58\u5728\u7528\u6237admin&#xff0c;\u5bc6\u7801123456<\/p>\n<\/td>\n<td style=\"height:40.9pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4f7f\u7528\u6b63\u786e\u7528\u6237\u540d\u548c\u5bc6\u7801\u767b\u5f55<\/p>\n<\/td>\n<td style=\"height:40.9pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u5728\u767b\u5f55\u9875\u9762\u8f93\u5165\u7528\u6237\u540dadmin&#xff0c;\u5bc6\u7801123456&#xff0c;\u70b9\u51fb\u767b\u5f55\u6309\u94ae<\/p>\n<\/td>\n<td style=\"height:40.9pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u767b\u5f55\u6210\u529f&#xff0c;\u8df3\u8f6c\u5230\u9996\u9875&#xff0c;\u53f3\u4e0a\u89d2\u663e\u793a\u7528\u6237\u540d\u79f0<\/p>\n<\/td>\n<td style=\"height:40.9pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4e0e\u9884\u671f\u4e00\u81f4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"width:35.45pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u666e\u901a\u7528\u6237<\/p>\n<\/td>\n<td style=\"width:90.6pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6570\u636e\u5e93\u4e2d\u5df2\u5b58\u5728\u7528\u6237admin<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4f7f\u7528\u9519\u8bef\u5bc6\u7801\u767b\u5f55<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u5728\u767b\u5f55\u9875\u9762\u8f93\u5165\u7528\u6237\u540dadmin&#xff0c;\u5bc6\u7801\u9519\u8bef&#xff0c;\u70b9\u51fb\u767b\u5f55\u6309\u94ae<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u9875\u9762\u63d0\u793a\u201c\u7528\u6237\u540d\u6216\u5bc6\u7801\u9519\u8bef\u201d&#xff0c;\u505c\u7559\u5728\u767b\u5f55\u9875\u9762<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4e0e\u9884\u671f\u4e00\u81f4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"width:35.45pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u666e\u901a\u7528\u6237<\/p>\n<\/td>\n<td style=\"width:90.6pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u65e0<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4f7f\u7528\u4e0d\u5b58\u5728\u7684\u7528\u6237\u540d\u767b\u5f55<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u8f93\u5165\u4e0d\u5b58\u5728\u7684\u7528\u6237\u540d\u548c\u4efb\u610f\u5bc6\u7801&#xff0c;\u70b9\u51fb\u767b\u5f55<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u9875\u9762\u63d0\u793a\u201c\u7528\u6237\u540d\u6216\u5bc6\u7801\u9519\u8bef\u201d&#xff0c;\u505c\u7559\u5728\u767b\u5f55\u9875\u9762<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4e0e\u9884\u671f\u4e00\u81f4<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u6d4b\u8bd5\u7528\u4f8b\u4e8c\u662f\u7528\u6237\u6ce8\u518c\u529f\u80fd\u6d4b\u8bd5&#xff0c;\u7528\u6765\u9a8c\u8bc1\u65b0\u7528\u6237\u80fd\u5426\u6210\u529f\u6ce8\u518c\u8d26\u53f7&#xff0c;\u4ee5\u53ca\u6ce8\u518c\u65f6\u7684\u6821\u9a8c\u903b\u8f91\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u88686-2 \u7528\u6237\u6ce8\u518c\u529f\u80fd\u6d4b\u8bd5\u8868<\/p>\n<table align=\"center\" cellspacing=\"0\">\n<tbody>\n<tr>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6d4b\u8bd5\u89d2\u8272<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u524d\u63d0\u6761\u4ef6<\/p>\n<\/td>\n<td style=\"width:63.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6d4b\u8bd5\u573a\u666f<\/p>\n<\/td>\n<td style=\"width:148.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6d4b\u8bd5\u6b65\u9aa4<\/p>\n<\/td>\n<td style=\"width:3.0cm\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u9884\u671f\u7ed3\u679c<\/p>\n<\/td>\n<td style=\"width:42.45pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u5b9e\u9645\u7ed3\u679c<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u65b0\u7528\u6237<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u7528\u6237\u540dtestuser\u4e0d\u5b58\u5728<\/p>\n<\/td>\n<td style=\"width:63.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6ce8\u518c\u65b0\u7528\u6237<\/p>\n<\/td>\n<td style=\"width:148.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u5728\u6ce8\u518c\u9875\u9762\u8f93\u5165\u7528\u6237\u540dtestuser&#xff0c;\u5bc6\u7801123456&#xff0c;\u786e\u8ba4\u5bc6\u7801123456&#xff0c;\u70b9\u51fb\u6ce8\u518c\u6309\u94ae<\/p>\n<\/td>\n<td style=\"width:3.0cm\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6ce8\u518c\u6210\u529f&#xff0c;\u81ea\u52a8\u767b\u5f55\u5e76\u8df3\u8f6c\u5230\u9996\u9875<\/p>\n<\/td>\n<td style=\"width:42.45pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4e0e\u9884\u671f\u4e00\u81f4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u65b0\u7528\u6237<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u7528\u6237\u540dadmin\u5df2\u5b58\u5728<\/p>\n<\/td>\n<td style=\"width:63.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6ce8\u518c\u5df2\u5b58\u5728\u7684\u7528\u6237\u540d<\/p>\n<\/td>\n<td style=\"width:148.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u8f93\u5165\u5df2\u5b58\u5728\u7684\u7528\u6237\u540dadmin&#xff0c;\u5176\u4ed6\u4fe1\u606f\u6b63\u786e&#xff0c;\u70b9\u51fb\u6ce8\u518c<\/p>\n<\/td>\n<td style=\"width:3.0cm\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u9875\u9762\u63d0\u793a\u201c\u6ce8\u518c\u5931\u8d25&#xff0c;\u7528\u6237\u5df2\u5b58\u5728\u201d<\/p>\n<\/td>\n<td style=\"width:42.45pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4e0e\u9884\u671f\u4e00\u81f4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u65b0\u7528\u6237<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u65e0<\/p>\n<\/td>\n<td style=\"width:63.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4e24\u6b21\u8f93\u5165\u7684\u5bc6\u7801\u4e0d\u4e00\u81f4<\/p>\n<\/td>\n<td style=\"width:148.8pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u8f93\u5165\u5bc6\u7801123456&#xff0c;\u786e\u8ba4\u5bc6\u78011234567&#xff0c;\u70b9\u51fb\u6ce8\u518c<\/p>\n<\/td>\n<td style=\"width:3.0cm\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u9875\u9762\u63d0\u793a\u201c\u4e24\u6b21\u5bc6\u7801\u4e0d\u4e00\u81f4\u201d<\/p>\n<\/td>\n<td style=\"width:42.45pt\">\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4e0e\u9884\u671f\u4e00\u81f4<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u6d4b\u8bd5\u7528\u4f8b\u4e09\u662f\u7528\u6237\u5217\u8868\u7ba1\u7406\u529f\u80fd\u6d4b\u8bd5&#xff0c;\u7528\u6765\u9a8c\u8bc1\u7ba1\u7406\u5458\u80fd\u5426\u6b63\u786e\u67e5\u770b\u3001\u7f16\u8f91\u3001\u91cd\u7f6e\u5bc6\u7801\u548c\u5220\u9664\u7528\u6237\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u88686-3 \u7528\u6237\u5217\u8868\u7ba1\u7406\u529f\u80fd\u6d4b\u8bd5\u8868<\/p>\n<table align=\"center\" cellspacing=\"0\">\n<tbody>\n<tr>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6d4b\u8bd5\u89d2\u8272<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u524d\u63d0\u6761\u4ef6<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6d4b\u8bd5\u573a\u666f<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6d4b\u8bd5\u6b65\u9aa4<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u9884\u671f\u7ed3\u679c<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u5b9e\u9645\u7ed3\u679c<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u7ba1\u7406\u5458<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4ee5admin\u8eab\u4efd\u767b\u5f55<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u67e5\u770b\u7528\u6237\u5217\u8868<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u70b9\u51fb\u5bfc\u822a\u680f\u201c\u7528\u6237\u7ba1\u7406\u201d\u4e0b\u7684\u201c\u7528\u6237\u5217\u8868\u201d\u83dc\u5355<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u663e\u793a\u6240\u6709\u7528\u6237\u7684\u8868\u683c&#xff0c;\u5305\u542b\u7528\u6237\u540d\u3001\u90ae\u7bb1\u3001\u7ba1\u7406\u5458\u6807\u8bc6\u7b49\u5217<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4e0e\u9884\u671f\u4e00\u81f4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u7ba1\u7406\u5458<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4ee5admin\u8eab\u4efd\u767b\u5f55&#xff0c;\u5b58\u5728\u666e\u901a\u7528\u6237testuser<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u7f16\u8f91\u666e\u901a\u7528\u6237\u4fe1\u606f<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u70b9\u51fbtestuser\u6240\u5728\u884c\u7684\u7f16\u8f91\u6309\u94ae&#xff0c;\u4fee\u6539\u5176\u90ae\u7bb1\u548c\u59d3\u540d\u540e\u4fdd\u5b58<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4fee\u6539\u6210\u529f&#xff0c;\u5217\u8868\u4e2d\u663e\u793a\u66f4\u65b0\u540e\u7684\u4fe1\u606f<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4e0e\u9884\u671f\u4e00\u81f4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u7ba1\u7406\u5458<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4ee5admin\u8eab\u4efd\u767b\u5f55&#xff0c;\u5b58\u5728\u666e\u901a\u7528\u6237testuser<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u91cd\u7f6e\u666e\u901a\u7528\u6237\u5bc6\u7801<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u70b9\u51fbtestuser\u6240\u5728\u884c\u7684\u91cd\u7f6e\u5bc6\u7801\u6309\u94ae&#xff0c;\u8f93\u5165\u65b0\u5bc6\u7801\u5e76\u786e\u8ba4<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u5bc6\u7801\u91cd\u7f6e\u6210\u529f&#xff0c;\u63d0\u793a\u7528\u6237\u5373\u5c06\u8df3\u8f6c\u81f3\u767b\u5f55\u9875<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4e0e\u9884\u671f\u4e00\u81f4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u7ba1\u7406\u5458<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4ee5admin\u8eab\u4efd\u767b\u5f55&#xff0c;\u5b58\u5728\u666e\u901a\u7528\u6237testuser<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u5220\u9664\u666e\u901a\u7528\u6237<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u70b9\u51fbtestuser\u6240\u5728\u884c\u7684\u5220\u9664\u6309\u94ae&#xff0c;\u786e\u8ba4\u5220\u9664<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u7528\u6237\u88ab\u5220\u9664&#xff0c;\u5217\u8868\u4e2d\u4e0d\u518d\u663e\u793a\u8be5\u7528\u6237<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4e0e\u9884\u671f\u4e00\u81f4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u7ba1\u7406\u5458<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4ee5admin\u8eab\u4efd\u767b\u5f55<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u5c1d\u8bd5\u5220\u9664\u7ba1\u7406\u5458\u7528\u6237<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u70b9\u51fbadmin\u6240\u5728\u884c\u7684\u5220\u9664\u6309\u94ae<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u63d0\u793a\u201c\u5220\u9664\u5931\u8d25&#xff0c;\u4e0d\u80fd\u5220\u9664\u7ba1\u7406\u5458\u201d&#xff0c;\u7528\u6237\u672a\u88ab\u5220\u9664<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4e0e\u9884\u671f\u4e00\u81f4<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u6d4b\u8bd5\u7528\u4f8b\u56db\u662f\u4fdd\u5065\u5546\u54c1\u7ba1\u7406\u529f\u80fd\u6d4b\u8bd5&#xff0c;\u7528\u6765\u9a8c\u8bc1\u7ba1\u7406\u5458\u5bf9\u4fdd\u5065\u5546\u54c1\u8fdb\u884c\u589e\u5220\u6539\u67e5\u64cd\u4f5c\u7684\u6b63\u786e\u6027\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u88686-4 \u4fdd\u5065\u5546\u54c1\u7ba1\u7406\u529f\u80fd\u6d4b\u8bd5\u8868<\/p>\n<table align=\"center\" cellspacing=\"0\">\n<tbody>\n<tr>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6d4b\u8bd5\u89d2\u8272<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u524d\u63d0\u6761\u4ef6<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6d4b\u8bd5\u573a\u666f<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6d4b\u8bd5\u6b65\u9aa4<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u9884\u671f\u7ed3\u679c<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u5b9e\u9645\u7ed3\u679c<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u7ba1\u7406\u5458<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4ee5admin\u8eab\u4efd\u767b\u5f55<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u67e5\u770b\u5546\u54c1\u5217\u8868<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u70b9\u51fb\u5bfc\u822a\u680f\u201c\u6570\u636e\u201d\u4e0b\u7684\u201c\u4fdd\u5065\u5546\u54c1\u7ba1\u7406\u201d\u83dc\u5355<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u663e\u793a\u5546\u54c1\u8868\u683c&#xff0c;\u5305\u542bid\u3001title\u3001keyword\u3001price\u3001sales\u7b49\u5217&#xff0c;\u652f\u6301\u5206\u9875<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4e0e\u9884\u671f\u4e00\u81f4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u7ba1\u7406\u5458<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4ee5admin\u8eab\u4efd\u767b\u5f55<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u65b0\u589e\u5546\u54c1<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u70b9\u51fb\u65b0\u589e\u6309\u94ae&#xff0c;\u5728\u5f39\u51fa\u7684\u8868\u5355\u4e2d\u586b\u5199\u5546\u54c1\u4fe1\u606f&#xff0c;\u70b9\u51fb\u786e\u8ba4<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u65b0\u589e\u6210\u529f&#xff0c;\u5217\u8868\u4e2d\u663e\u793a\u65b0\u6dfb\u52a0\u7684\u5546\u54c1<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4e0e\u9884\u671f\u4e00\u81f4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u7ba1\u7406\u5458<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4ee5admin\u8eab\u4efd\u767b\u5f55<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u7f16\u8f91\u5546\u54c1<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u70b9\u51fb\u67d0\u5546\u54c1\u884c\u7684\u7f16\u8f91\u6309\u94ae&#xff0c;\u4fee\u6539\u4ef7\u683c\u540e\u4fdd\u5b58<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4fee\u6539\u6210\u529f&#xff0c;\u5217\u8868\u4e2d\u663e\u793a\u66f4\u65b0\u540e\u7684\u4ef7\u683c<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4e0e\u9884\u671f\u4e00\u81f4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u7ba1\u7406\u5458<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4ee5admin\u8eab\u4efd\u767b\u5f55<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u5220\u9664\u5546\u54c1<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u70b9\u51fb\u67d0\u5546\u54c1\u884c\u7684\u5220\u9664\u6309\u94ae&#xff0c;\u786e\u8ba4\u5220\u9664<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u5546\u54c1\u88ab\u5220\u9664&#xff0c;\u5217\u8868\u4e2d\u4e0d\u518d\u663e\u793a<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4e0e\u9884\u671f\u4e00\u81f4<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin-left:0;margin-right:0;text-align:justify\">\u6d4b\u8bd5\u7528\u4f8b\u4e94\u662f\u53ef\u89c6\u5316\u5927\u5c4f\u63a8\u8350\u529f\u80fd\u6d4b\u8bd5&#xff0c;\u7528\u6765\u9a8c\u8bc1\u5927\u5c4f\u9875\u9762\u80fd\u5426\u6b63\u786e\u5c55\u793a\u63a8\u8350\u7269\u54c1\u548c\u7edf\u8ba1\u56fe\u8868\u3002<\/p>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u88686-5 \u53ef\u89c6\u5316\u5927\u5c4f\u529f\u80fd\u6d4b\u8bd5\u8868<\/p>\n<table align=\"center\" cellspacing=\"0\">\n<tbody>\n<tr>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6d4b\u8bd5\u89d2\u8272<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u524d\u63d0\u6761\u4ef6<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6d4b\u8bd5\u573a\u666f<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6d4b\u8bd5\u6b65\u9aa4<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u9884\u671f\u7ed3\u679c<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u5b9e\u9645\u7ed3\u679c<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u666e\u901a\u7528\u6237<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u540e\u7aef\u670d\u52a1\u6b63\u5e38\u8fd0\u884c&#xff0c;\u6a21\u578b\u6587\u4ef6\u5b58\u5728<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u67e5\u770b\u63a8\u8350\u7269\u54c1\u5217\u8868<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u8bbf\u95ee\u5927\u5c4f\u9875\u9762&#xff0c;\u89c2\u5bdf\u63a8\u8350\u7269\u54c1\u8868\u683c<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u8868\u683c\u663e\u793a10\u4e2a\u63a8\u8350\u7269\u54c1&#xff0c;\u5305\u542b\u540d\u79f0\u3001\u529f\u80fd\u3001\u4ef7\u683c\u3001\u9500\u91cf<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4e0e\u9884\u671f\u4e00\u81f4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u666e\u901a\u7528\u6237<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6570\u636e\u5e93\u4e2d\u6709\u5546\u54c1\u6570\u636e<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u67e5\u770b\u70ed\u95e8\u5206\u7c7b\u67f1\u72b6\u56fe<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u5728\u5927\u5c4f\u9875\u9762\u4e2d\u627e\u5230\u70ed\u95e8\u5206\u7c7b\u56fe\u8868<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u56fe\u8868\u5c55\u793a\u5404\u5173\u952e\u8bcd\u7684\u5546\u54c1\u6570\u91cf\u5206\u5e03<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4e0e\u9884\u671f\u4e00\u81f4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u666e\u901a\u7528\u6237<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6570\u636e\u5e93\u4e2d\u6709\u5546\u54c1\u6570\u636e<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u67e5\u770b\u5e73\u5747\u4ef7\u683c\u8d8b\u52bf\u56fe<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u5728\u5927\u5c4f\u9875\u9762\u4e2d\u627e\u5230\u5e73\u5747\u4ef7\u683c\u8d8b\u52bf\u56fe\u8868<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u56fe\u8868\u5c55\u793a\u5404\u5173\u952e\u8bcd\u7684\u5e73\u5747\u4ef7\u683c<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4e0e\u9884\u671f\u4e00\u81f4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u666e\u901a\u7528\u6237<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u6570\u636e\u5e93\u4e2d\u6709\u5546\u54c1\u6570\u636e<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u67e5\u770b\u6700\u9ad8\u4ef7\u683c\u8d8b\u52bf\u56fe<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u5728\u5927\u5c4f\u9875\u9762\u4e2d\u627e\u5230\u6700\u9ad8\u4ef7\u683c\u8d8b\u52bf\u56fe\u8868<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u56fe\u8868\u5c55\u793a\u5404\u5173\u952e\u8bcd\u7684\u6700\u9ad8\u4ef7\u683c<\/p>\n<\/td>\n<td>\n<p style=\"margin-left:0;margin-right:0;text-align:center\">\u4e0e\u9884\u671f\u4e00\u81f4<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>6.4 \u672c\u7ae0\u5c0f\u7ed3<\/p>\n<p 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