{"id":113810,"date":"2026-10-07T13:41:52","date_gmt":"2026-10-07T05:41:52","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/113810.html"},"modified":"2026-10-07T13:41:52","modified_gmt":"2026-10-07T05:41:52","slug":"2027%e5%88%9b%e6%96%b0%e8%ae%a1%e7%ae%97%e6%9c%ba%e9%80%89%e9%a2%98%ef%bc%9asmartcampusos-%e6%99%ba%e6%85%a7%e6%a0%a1%e5%9b%ad%e4%b8%80%e4%bd%93%e5%8c%96%e6%9c%8d%e5%8a%a1%e5%b9%b3%e5%8f%b0","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/113810.html","title":{"rendered":"2027\u521b\u65b0\u8ba1\u7b97\u673a\u9009\u9898\uff1aSmartCampusOS \u667a\u6167\u6821\u56ed\u4e00\u4f53\u5316\u670d\u52a1\u5e73\u53f0"},"content":{"rendered":"<h3>1. \u9009\u9898\u80cc\u666f<\/h3>\n<p>2027\u5e74&#xff0c;\u9ad8\u6821\u6570\u5b57\u5316\u6b63\u4ece&#034;\u591a\u7cfb\u7edf\u5806\u780c&#034;\u8d70\u5411&#034;\u4e00\u4f53\u5316\u667a\u80fd\u670d\u52a1&#034;\u3002\u5b66\u751f\u3001\u6559\u5e08\u3001\u7ba1\u7406\u8005\u9762\u5bf9\u6570\u5341\u4e2aAPP&#xff0c;\u6570\u636e\u5b64\u5c9b\u4e25\u91cd\u3001\u4f53\u9a8c\u5272\u88c2\u3002\u968f\u7740\u5927\u6a21\u578b\u4e0eAgent\u6280\u672f\u6210\u719f&#xff0c;&#034;\u4e00\u53e5\u8bdd\u529e\u4e8b&#034;\u7684\u6821\u56ed\u670d\u52a1\u6210\u4e3a\u53ef\u80fd\u3002\u540c\u65f6&#xff0c;\u6821\u56ed\u6570\u636e\u9ad8\u5ea6\u654f\u611f&#xff0c;\u9700\u672c\u5730\u5316\u90e8\u7f72\u4e0e\u9690\u79c1\u4fdd\u62a4\u3002<\/p>\n<p>SmartCampusOS \u5e94\u8fd0\u800c\u751f&#xff1a;\u4ee5\u7edf\u4e00\u8eab\u4efd &#043; \u610f\u56fe\u670d\u52a1 &#043; \u6570\u636e\u4e2d\u53f0\u4e3a\u6838\u5fc3\u7684\u667a\u6167\u6821\u56ed\u64cd\u4f5c\u7cfb\u7edf\u3002<\/p>\n<table>\n<tr>\u7ef4\u5ea6\u73b0\u72b6\u75db\u70b9SmartCampusOS 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class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u7edf\u4e00\u8eab\u4efd\u8ba4\u8bc1<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u610f\u56fe\u670d\u52a1\u5c42<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>Agent\u8c03\u5ea6\u4e2d\u5fc3<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u6559\u52a1\u7cfb\u7edf<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5b66\u5de5\u7cfb\u7edf<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u56fe\u4e66\u9986\u7cfb\u7edf<\/p>\n<p><\/span><span 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Calling<\/td>\n<\/tr>\n<tr>\n<td>\u4e2d\u53f0\u5c42<\/td>\n<td>\u6570\u636e\u6c47\u805a\u4e0e\u6cbb\u7406<\/td>\n<td>\u6570\u636e\u6e56\u3001\u4e3b\u6570\u636e\u7ba1\u7406\u3001\u8840\u7f18\u8ffd\u8e2a<\/td>\n<\/tr>\n<tr>\n<td>\u57fa\u7840\u8bbe\u65bd<\/td>\n<td>\u672c\u5730\u5316\u90e8\u7f72\u4e0e\u5b89\u5168<\/td>\n<td>\u79c1\u6709\u4e91\u3001\u5bb9\u5668\u5316\u3001\u96f6\u4fe1\u4efb<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>4. \u529f\u80fd\u8bbe\u8ba1&#xff08;\u6309\u89d2\u8272&#xff09;<\/h3>\n<h4>4.1 \u5b66\u751f<\/h4>\n<table>\n<tr>\u529f\u80fd\u6a21\u5757\u6838\u5fc3\u80fd\u529b\u6570\u636e\u6765\u6e90<\/tr>\n<tbody>\n<tr>\n<td>\u7edf\u4e00\u670d\u52a1\u95e8\u6237<\/td>\n<td>\u4e00\u53e5\u8bdd\u529e\u7406\u8bf7\u5047\u3001\u62a5\u4fee\u3001\u7f34\u8d39\u3001\u8bc1\u660e\u6253\u5370<\/td>\n<td>\u5404\u4e1a\u52a1\u7cfb\u7edf<\/td>\n<\/tr>\n<tr>\n<td>AI\u5b66\u4e1a\u5bfc\u5e08<\/td>\n<td>\u9009\u8bfe\u5efa\u8bae\u3001\u57f9\u517b\u65b9\u6848\u6bd4\u5bf9\u3001\u5b66\u4e60\u9884\u8b66<\/td>\n<td>\u6559\u52a1&#043;\u6210\u7ee9<\/td>\n<\/tr>\n<tr>\n<td>\u6210\u7ee9\u4e0e\u5b66\u5206<\/td>\n<td>GPA\u5206\u6790\u3001\u5b66\u5206\u5b8c\u6210\u5ea6\u53ef\u89c6\u5316<\/td>\n<td>\u6559\u52a1\u7cfb\u7edf<\/td>\n<\/tr>\n<tr>\n<td>\u8bfe\u8868\u4e0e\u8003\u52e4<\/td>\n<td>\u667a\u80fd\u8bfe\u8868\u3001\u626b\u7801\/\u4eba\u8138\u8003\u52e4<\/td>\n<td>\u6559\u52a1&#043;\u95e8\u7981<\/td>\n<\/tr>\n<tr>\n<td>\u56fe\u4e66\u9986\u670d\u52a1<\/td>\n<td>\u9986\u85cf\u68c0\u7d22\u3001\u501f\u9605\u63d0\u9192\u3001\u7a7a\u95f4\u9884\u7ea6<\/td>\n<td>\u56fe\u4e66\u9986\u7cfb\u7edf<\/td>\n<\/tr>\n<tr>\n<td>\u4e00\u5361\u901a\u4e0e\u7f34\u8d39<\/td>\n<td>\u4f59\u989d\u67e5\u8be2\u3001\u6d88\u8d39\u5206\u6790\u3001\u5728\u7ebf\u7f34\u8d39<\/td>\n<td>\u4e00\u5361\u901a\u7cfb\u7edf<\/td>\n<\/tr>\n<tr>\n<td>\u5bbf\u820d\u4e0e\u62a5\u4fee<\/td>\n<td>\u8c03\u5bbf\u7533\u8bf7\u3001\u4e00\u952e\u62a5\u4fee\u3001\u6c34\u7535\u67e5\u8be2<\/td>\n<td>\u540e\u52e4\u7cfb\u7edf<\/td>\n<\/tr>\n<tr>\n<td>\u793e\u56e2\u4e0e\u6d3b\u52a8<\/td>\n<td>\u793e\u56e2\u62a5\u540d\u3001\u6d3b\u52a8\u7b7e\u5230\u3001\u7b2c\u4e8c\u8bfe\u5802<\/td>\n<td>\u5b66\u5de5\u7cfb\u7edf<\/td>\n<\/tr>\n<tr>\n<td>\u5fc3\u7406\u4e0e\u5065\u5eb7<\/td>\n<td>\u54a8\u8be2\u9884\u7ea6\u3001\u60c5\u7eea\u81ea\u8bc4\u3001\u5065\u5eb7\u6863\u6848<\/td>\n<td>\u5065\u5eb7\u4e2d\u5fc3<\/td>\n<\/tr>\n<tr>\n<td>\u5c31\u4e1a\u4e0e\u5b9e\u4e60<\/td>\n<td>\u62db\u8058\u63a8\u9001\u3001\u7b80\u5386\u6295\u9012\u3001\u5c31\u4e1a\u5206\u6790<\/td>\n<td>\u5c31\u4e1a\u7cfb\u7edf<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>4.2 \u6559\u5e08<\/h4>\n<table>\n<tr>\u529f\u80fd\u6a21\u5757\u6838\u5fc3\u80fd\u529b\u6570\u636e\u6765\u6e90<\/tr>\n<tbody>\n<tr>\n<td>\u6559\u5b66\u7ba1\u7406<\/td>\n<td>\u8bfe\u7a0b\u5efa\u8bbe\u3001\u4f5c\u4e1a\u6279\u6539\u3001\u6210\u7ee9\u5206\u6790<\/td>\n<td>\u6559\u52a1\u7cfb\u7edf<\/td>\n<\/tr>\n<tr>\n<td>AI\u52a9\u6559<\/td>\n<td>\u81ea\u52a8\u7b54\u7591\u3001\u4f5c\u4e1a\u521d\u7b5b\u3001\u8bd5\u9898\u751f\u6210<\/td>\n<td>LLM&#043;\u77e5\u8bc6\u5e93<\/td>\n<\/tr>\n<tr>\n<td>\u8003\u52e4\u4e0e\u8bfe\u5802<\/td>\n<td>\u667a\u80fd\u8003\u52e4\u3001\u8bfe\u5802\u4e92\u52a8\u3001\u968f\u5802\u6d4b\u9a8c<\/td>\n<td>\u6559\u52a1&#043;\u8bfe\u5802<\/td>\n<\/tr>\n<tr>\n<td>\u79d1\u7814\u7ba1\u7406<\/td>\n<td>\u9879\u76ee\u7533\u62a5\u3001\u8bba\u6587\u4e13\u5229\u3001\u7ecf\u8d39\u62a5\u9500<\/td>\n<td>\u79d1\u7814\u7cfb\u7edf<\/td>\n<\/tr>\n<tr>\n<td>\u5b66\u751f\u6307\u5bfc<\/td>\n<td>\u5bfc\u5e08\u53cc\u9009\u3001\u5b66\u4e1a\u9884\u8b66\u5e72\u9884<\/td>\n<td>\u5b66\u5de5\u7cfb\u7edf<\/td>\n<\/tr>\n<tr>\n<td>\u4e2a\u4eba\u4e8b\u52a1<\/td>\n<td>\u8c03\u8bfe\u8bf7\u5047\u3001\u804c\u79f0\u8bc4\u5ba1\u3001\u57f9\u8bad\u8fdb\u4fee<\/td>\n<td>\u4eba\u4e8b\u7cfb\u7edf<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>4.3 \u7ba1\u7406\u5458&#xff08;\u6559\u52a1\/\u5b66\u5de5\/\u540e\u52e4&#xff09;<\/h4>\n<table>\n<tr>\u529f\u80fd\u6a21\u5757\u6838\u5fc3\u80fd\u529b\u6570\u636e\u6765\u6e90<\/tr>\n<tbody>\n<tr>\n<td>\u6559\u52a1\u7ba1\u7406<\/td>\n<td>\u6392\u8bfe\u8c03\u5ea6\u3001\u57f9\u517b\u65b9\u6848\u3001\u8003\u8bd5\u5b89\u6392<\/td>\n<td>\u6559\u52a1\u7cfb\u7edf<\/td>\n<\/tr>\n<tr>\n<td>\u5b66\u5de5\u7ba1\u7406<\/td>\n<td>\u6863\u6848\u8d44\u52a9\u3001\u5956\u60e9\u8bb0\u5f55\u3001\u5fc3\u7406\u5e72\u9884<\/td>\n<td>\u5b66\u5de5\u7cfb\u7edf<\/td>\n<\/tr>\n<tr>\n<td>\u540e\u52e4\u7ba1\u7406<\/td>\n<td>\u5bbf\u820d\u7ef4\u4fee\u3001\u98df\u5802\u5546\u6237\u3001\u6821\u56ed\u8d44\u4ea7<\/td>\n<td>\u540e\u52e4\u7cfb\u7edf<\/td>\n<\/tr>\n<tr>\n<td>\u5b89\u5168\u4fdd\u536b<\/td>\n<td>\u95e8\u7981\u76d1\u63a7\u8054\u52a8\u3001\u8bbf\u5ba2\u7ba1\u7406\u3001\u5e94\u6025\u5904\u7f6e<\/td>\n<td>\u5b89\u9632\u7cfb\u7edf<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u4e2d\u53f0<\/td>\n<td>\u6570\u636e\u6253\u901a\u3001\u8d28\u91cf\u76d1\u63a7\u3001\u51b3\u7b56\u62a5\u8868<\/td>\n<td>\u5168\u7cfb\u7edf<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u5b57\u5b6a\u751f<\/td>\n<td>\u4eba\u6d41\u80fd\u8017\u4eff\u771f\u3001\u5e94\u6025\u9884\u6848\u6f14\u7ec3<\/td>\n<td>\u4e2d\u53f0&#043;IoT<\/td>\n<\/tr>\n<tr>\n<td>\u7eff\u8272\u4f4e\u78b3<\/td>\n<td>\u80fd\u8017\u76d1\u6d4b\u3001\u78b3\u6392\u7edf\u8ba1\u3001\u8282\u80fd\u7b56\u7565<\/td>\n<td>IoT&#043;\u80fd\u8017<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>4.4 \u5bb6\u957f<\/h4>\n<table>\n<tr>\u529f\u80fd\u6a21\u5757\u6838\u5fc3\u80fd\u529b\u6570\u636e\u6765\u6e90<\/tr>\n<tbody>\n<tr>\n<td>\u5b66\u751f\u6210\u957f\u770b\u677f<\/td>\n<td>\u6210\u7ee9\u51fa\u52e4\u6982\u89c8&#xff08;\u6388\u6743\u540e&#xff09;<\/td>\n<td>\u6559\u52a1&#043;\u5b66\u5de5<\/td>\n<\/tr>\n<tr>\n<td>\u6c9f\u901a\u6e20\u9053<\/td>\n<td>\u4e0e\u8f85\u5bfc\u5458\/\u5bfc\u5e08\u6c9f\u901a\u3001\u8bf7\u5047\u786e\u8ba4<\/td>\n<td>\u6d88\u606f\u4e2d\u5fc3<\/td>\n<\/tr>\n<tr>\n<td>\u9690\u79c1\u63a7\u5236<\/td>\n<td>\u6388\u6743\u8303\u56f4\u7ba1\u7406\u3001\u8bbf\u95ee\u8bb0\u5f55<\/td>\n<td>\u9690\u79c1\u4e2d\u5fc3<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>4.5 \u7cfb\u7edf\/\u8fd0\u7ef4<\/h4>\n<table>\n<tr>\u529f\u80fd\u6a21\u5757\u6838\u5fc3\u80fd\u529b\u6570\u636e\u6765\u6e90<\/tr>\n<tbody>\n<tr>\n<td>\u7edf\u4e00\u8eab\u4efd\u8ba4\u8bc1<\/td>\n<td>\u5355\u70b9\u767b\u5f55\u3001\u591a\u56e0\u7d20\u8ba4\u8bc1\u3001\u6743\u9650\u7ba1\u7406<\/td>\n<td>\u8eab\u4efd\u4e2d\u5fc3<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u4e2d\u53f0\u8fd0\u7ef4<\/td>\n<td>\u6570\u636e\u63a5\u5165\u6e05\u6d17\u3001\u4e3b\u6570\u636e\u3001\u8840\u7f18<\/td>\n<td>\u4e2d\u53f0<\/td>\n<\/tr>\n<tr>\n<td>AI\u670d\u52a1\u7ba1\u7406<\/td>\n<td>\u6a21\u578b\u90e8\u7f72\u66f4\u65b0\u3001\u63a8\u7406\u8c03\u5ea6\u3001\u6548\u679c\u76d1\u63a7<\/td>\n<td>AI\u5e73\u53f0<\/td>\n<\/tr>\n<tr>\n<td>\u53ef\u89c2\u6d4b\u6027<\/td>\n<td>\u5065\u5eb7\u76d1\u63a7\u3001\u65e5\u5fd7\u8ffd\u8e2a\u3001\u544a\u8b66<\/td>\n<td>\u76d1\u63a7\u5e73\u53f0<\/td>\n<\/tr>\n<tr>\n<td>\u707e\u5907\u4e0e\u5b89\u5168<\/td>\n<td>\u6570\u636e\u5907\u4efd\u3001\u5bb9\u707e\u5207\u6362\u3001\u5b89\u5168\u9632\u62a4<\/td>\n<td>\u57fa\u7840\u8bbe\u65bd<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>4.6 \u5b89\u5168\/\u9690\u79c1\u5b98<\/h4>\n<table>\n<tr>\u529f\u80fd\u6a21\u5757\u6838\u5fc3\u80fd\u529b\u6570\u636e\u6765\u6e90<\/tr>\n<tbody>\n<tr>\n<td>\u9690\u79c1\u6388\u6743\u4e2d\u5fc3<\/td>\n<td>\u6388\u6743\u7ba1\u7406\u3001\u6700\u5c0f\u5fc5\u8981\u539f\u5219\u3001\u8bbf\u95ee\u5ba1\u8ba1<\/td>\n<td>\u9690\u79c1\u4e2d\u5fc3<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u5408\u89c4<\/td>\n<td>\u4e2a\u4eba\u4fe1\u606f\u4fdd\u62a4\u3001\u51fa\u5883\u5408\u89c4\u3001\u5408\u89c4\u62a5\u544a<\/td>\n<td>\u5408\u89c4\u5e73\u53f0<\/td>\n<\/tr>\n<tr>\n<td>\u5b89\u5168\u9632\u62a4<\/td>\n<td>\u5165\u4fb5\u68c0\u6d4b\u3001\u6f0f\u6d1e\u7ba1\u7406\u3001\u5e94\u6025\u54cd\u5e94<\/td>\n<td>\u5b89\u5168\u5e73\u53f0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>5. \u6838\u5fc3\u4ee3\u7801\u793a\u4f8b<\/h3>\n<h4>5.1 \u4e00\u53e5\u8bdd\u529e\u4e8b&#xff1a;\u610f\u56fe\u8bc6\u522b\u4e0eAgent\u8c03\u5ea6<\/h4>\n<p><span class=\"token keyword\">from<\/span> langchain<span class=\"token punctuation\">.<\/span>agents <span class=\"token keyword\">import<\/span> AgentExecutor<span class=\"token punctuation\">,<\/span> create_openai_functions_agent<br \/>\n<span class=\"token keyword\">from<\/span> langchain_openai <span class=\"token keyword\">import<\/span> ChatOpenAI<br \/>\n<span class=\"token keyword\">from<\/span> langchain_core<span class=\"token punctuation\">.<\/span>prompts <span class=\"token keyword\">import<\/span> ChatPromptTemplate<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">create_campus_agent<\/span><span class=\"token punctuation\">(<\/span>tools<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">,<\/span> model_name<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;qwen-plus&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u521b\u5efa\u6821\u56ed\u670d\u52a1Agent&#xff0c;\u652f\u6301\u4e00\u53e5\u8bdd\u529e\u4e8b&#034;&#034;&#034;<\/span><br \/>\n    llm <span class=\"token operator\">&#061;<\/span> ChatOpenAI<span class=\"token punctuation\">(<\/span>model<span class=\"token operator\">&#061;<\/span>model_name<span class=\"token punctuation\">,<\/span> base_url<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;http:\/\/localhost:8000\/v1&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    prompt <span class=\"token operator\">&#061;<\/span> ChatPromptTemplate<span class=\"token punctuation\">.<\/span>from_messages<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><br \/>\n        <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;system&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u4f60\u662fSmartCampusOS\u7684\u6821\u56ed\u670d\u52a1\u52a9\u624b&#xff0c;\u8d1f\u8d23\u89e3\u6790\u5b66\u751f\u610f\u56fe\u5e76\u8c03\u7528\u5bf9\u5e94\u5de5\u5177\u529e\u7406\u4e8b\u52a1\u3002&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;human&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;{input}&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;placeholder&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;agent_scratchpad&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    agent <span class=\"token operator\">&#061;<\/span> create_openai_functions_agent<span class=\"token punctuation\">(<\/span>llm<span class=\"token punctuation\">,<\/span> tools<span class=\"token punctuation\">,<\/span> prompt<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> AgentExecutor<span class=\"token punctuation\">(<\/span>agent<span class=\"token operator\">&#061;<\/span>agent<span class=\"token punctuation\">,<\/span> tools<span class=\"token operator\">&#061;<\/span>tools<span class=\"token punctuation\">,<\/span> verbose<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u793a\u4f8b&#xff1a;\u4e00\u53e5\u8bdd\u8bf7\u5047<\/span><br \/>\ntools <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>leave_tool<span class=\"token punctuation\">,<\/span> repair_tool<span class=\"token punctuation\">,<\/span> pay_tool<span class=\"token punctuation\">]<\/span><br \/>\nagent <span class=\"token operator\">&#061;<\/span> create_campus_agent<span class=\"token punctuation\">(<\/span>tools<span class=\"token punctuation\">)<\/span><br \/>\nresult <span class=\"token operator\">&#061;<\/span> agent<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;input&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u5e2e\u6211\u8bf7\u660e\u5929\u4e0a\u5348\u7684\u5047&#xff0c;\u5e76\u901a\u77e5\u8f85\u5bfc\u5458&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;output&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h4>5.2 \u6570\u636e\u4e2d\u53f0&#xff1a;\u591a\u6e90\u6570\u636e\u63a5\u5165\u4e0e\u6e05\u6d17<\/h4>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">DataIngestionService<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">DataSourceRegistry<\/span> registry<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">DataIngestionService<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">DataSourceRegistry<\/span> registry<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">this<\/span><span class=\"token punctuation\">.<\/span>registry <span class=\"token operator\">&#061;<\/span> registry<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">void<\/span> <span class=\"token function\">ingestAll<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u63a5\u5165\u6559\u52a1\u3001\u5b66\u5de5\u3001\u56fe\u4e66\u9986\u3001\u4e00\u5361\u901a\u3001\u95e8\u7981\u6570\u636e<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token class-name\">DataSource<\/span> ds <span class=\"token operator\">:<\/span> registry<span class=\"token punctuation\">.<\/span><span class=\"token function\">getAllSources<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">RawRecord<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> records <span class=\"token operator\">&#061;<\/span> ds<span class=\"token punctuation\">.<\/span><span class=\"token function\">fetchIncremental<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">CleanRecord<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> cleaned <span class=\"token operator\">&#061;<\/span> records<span class=\"token punctuation\">.<\/span><span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">map<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">this<\/span><span class=\"token operator\">::<\/span><span class=\"token function\">clean<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">filter<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Objects<\/span><span class=\"token operator\">::<\/span><span class=\"token function\">nonNull<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">toList<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            dataLake<span class=\"token punctuation\">.<\/span><span class=\"token function\">save<\/span><span class=\"token punctuation\">(<\/span>cleaned<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">CleanRecord<\/span> <span class=\"token function\">clean<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">RawRecord<\/span> raw<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u53bb\u91cd\u3001\u8865\u5168\u3001\u6807\u51c6\u5316<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">CleanRecord<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token function\">dedup<\/span><span class=\"token punctuation\">(<\/span>raw<span class=\"token punctuation\">.<\/span><span class=\"token function\">getId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token function\">normalize<\/span><span class=\"token punctuation\">(<\/span>raw<span class=\"token punctuation\">.<\/span><span class=\"token function\">getFields<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token class-name\">System<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">currentTimeMillis<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h4>5.3 AI\u5b66\u4e1a\u5bfc\u5e08&#xff1a;\u9009\u8bfe\u5efa\u8bae\u4e0e\u57f9\u517b\u65b9\u6848\u6bd4\u5bf9<\/h4>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">recommend_courses<\/span><span class=\"token punctuation\">(<\/span>student_id<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> plan_id<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u57fa\u4e8e\u57f9\u517b\u65b9\u6848\u4e0e\u5386\u53f2\u6210\u7ee9\u63a8\u8350\u9009\u8bfe&#034;&#034;&#034;<\/span><br \/>\n    student <span class=\"token operator\">&#061;<\/span> get_student<span class=\"token punctuation\">(<\/span>student_id<span class=\"token punctuation\">)<\/span><br \/>\n    plan <span class=\"token operator\">&#061;<\/span> get_training_plan<span class=\"token punctuation\">(<\/span>plan_id<span class=\"token punctuation\">)<\/span><br \/>\n    completed <span class=\"token operator\">&#061;<\/span> get_completed_courses<span class=\"token punctuation\">(<\/span>student_id<span class=\"token punctuation\">)<\/span><br \/>\n    gpa <span class=\"token operator\">&#061;<\/span> compute_gpa<span class=\"token punctuation\">(<\/span>student_id<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u627e\u51fa\u672a\u4fee\u4e14\u6ee1\u8db3\u5148\u4fee\u6761\u4ef6\u7684\u8bfe\u7a0b<\/span><br \/>\n    candidates <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> course <span class=\"token keyword\">in<\/span> plan<span class=\"token punctuation\">.<\/span>courses<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> course<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">id<\/span> <span class=\"token keyword\">in<\/span> completed<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">continue<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token keyword\">not<\/span> check_prerequisites<span class=\"token punctuation\">(<\/span>course<span class=\"token punctuation\">,<\/span> completed<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">continue<\/span><br \/>\n        score <span class=\"token operator\">&#061;<\/span> predict_performance<span class=\"token punctuation\">(<\/span>student<span class=\"token punctuation\">,<\/span> course<span class=\"token punctuation\">)<\/span><br \/>\n        candidates<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>course<span class=\"token punctuation\">,<\/span> score<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u6309\u9884\u6d4b\u6210\u7ee9\u6392\u5e8f&#xff0c;\u8fd4\u56deTop-N<\/span><br \/>\n    candidates<span class=\"token punctuation\">.<\/span>sort<span class=\"token punctuation\">(<\/span>key<span class=\"token operator\">&#061;<\/span><span class=\"token keyword\">lambda<\/span> x<span class=\"token punctuation\">:<\/span> x<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> reverse<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span>c <span class=\"token keyword\">for<\/span> c<span class=\"token punctuation\">,<\/span> _ <span class=\"token keyword\">in<\/span> candidates<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<h4>5.4 \u667a\u80fd\u9884\u8b66&#xff1a;\u591a\u7ef4\u8054\u52a8<\/h4>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">generate_alerts<\/span><span class=\"token punctuation\">(<\/span>student_id<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5b66\u4e1a\u3001\u5fc3\u7406\u3001\u5b89\u5168\u591a\u7ef4\u9884\u8b66\u8054\u52a8&#034;&#034;&#034;<\/span><br \/>\n    alerts <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    academic <span class=\"token operator\">&#061;<\/span> check_academic_risk<span class=\"token punctuation\">(<\/span>student_id<span class=\"token punctuation\">)<\/span>   <span class=\"token comment\"># \u6302\u79d1\/\u51fa\u52e4<\/span><br \/>\n    psych <span class=\"token operator\">&#061;<\/span> check_psychology_risk<span class=\"token punctuation\">(<\/span>student_id<span class=\"token punctuation\">)<\/span>    <span class=\"token comment\"># \u60c5\u7eea\u81ea\u8bc4<\/span><br \/>\n    safety <span class=\"token operator\">&#061;<\/span> check_safety_risk<span class=\"token punctuation\">(<\/span>student_id<span class=\"token punctuation\">)<\/span>       <span class=\"token comment\"># \u95e8\u7981\/\u5f02\u5e38<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> academic <span class=\"token keyword\">and<\/span> psych<span class=\"token punctuation\">:<\/span><br \/>\n        alerts<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>Alert<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u9ad8\u5371&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u5b66\u4e1a&#043;\u5fc3\u7406\u53cc\u91cd\u9884\u8b66&#xff0c;\u9700\u8f85\u5bfc\u5458\u4ecb\u5165&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">elif<\/span> academic<span class=\"token punctuation\">:<\/span><br \/>\n        alerts<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>Alert<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4e2d\u5371&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u5b66\u4e1a\u9884\u8b66&#xff0c;\u5efa\u8bae\u7ea6\u8c08&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">elif<\/span> psych<span class=\"token punctuation\">:<\/span><br \/>\n        alerts<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>Alert<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4e2d\u5371&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u5fc3\u7406\u9884\u8b66&#xff0c;\u5efa\u8bae\u54a8\u8be2&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> safety<span class=\"token punctuation\">:<\/span><br \/>\n        alerts<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>Alert<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u7d27\u6025&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u5b89\u5168\u5f02\u5e38&#xff0c;\u901a\u77e5\u4fdd\u536b\u5904&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">return<\/span> alerts<\/p>\n<h4>5.5 \u9690\u79c1\u5206\u7ea7\u6388\u6743<\/h4>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">PrivacyAuthService<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">AccessAuditRepository<\/span> auditRepo<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">boolean<\/span> <span class=\"token function\">checkAccess<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">String<\/span> dataType<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">String<\/span> requester<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">String<\/span> owner<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u6700\u5c0f\u5fc5\u8981\u539f\u5219&#xff1a;\u4ec5\u6388\u6743\u8303\u56f4\u5185\u7684\u6570\u636e\u53ef\u8bbf\u95ee<\/span><br \/>\n        <span class=\"token class-name\">Authorization<\/span> auth <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">getAuthorization<\/span><span class=\"token punctuation\">(<\/span>owner<span class=\"token punctuation\">,<\/span> dataType<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>auth <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token keyword\">null<\/span> <span class=\"token operator\">||<\/span> <span class=\"token operator\">!<\/span>auth<span class=\"token punctuation\">.<\/span><span class=\"token function\">isActive<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            auditRepo<span class=\"token punctuation\">.<\/span><span class=\"token function\">log<\/span><span class=\"token punctuation\">(<\/span>requester<span class=\"token punctuation\">,<\/span> dataType<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;DENIED&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">false<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token operator\">!<\/span>auth<span class=\"token punctuation\">.<\/span><span class=\"token function\">getGrantedRoles<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">contains<\/span><span class=\"token punctuation\">(<\/span>requester<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            auditRepo<span class=\"token punctuation\">.<\/span><span class=\"token function\">log<\/span><span class=\"token punctuation\">(<\/span>requester<span class=\"token punctuation\">,<\/span> dataType<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;DENIED&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">false<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n        auditRepo<span class=\"token punctuation\">.<\/span><span class=\"token function\">log<\/span><span class=\"token punctuation\">(<\/span>requester<span class=\"token punctuation\">,<\/span> dataType<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;ALLOWED&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">true<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h4>5.6 \u6570\u5b57\u5b6a\u751f&#xff1a;\u4eba\u6d41\u4eff\u771f<\/h4>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">simulate_crowd<\/span><span class=\"token punctuation\">(<\/span>zone<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> time<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u57fa\u4e8e\u5386\u53f2\u4eba\u6d41\u6570\u636e\u4eff\u771f\u6821\u56ed\u533a\u57df\u62e5\u6324\u5ea6&#034;&#034;&#034;<\/span><br \/>\n    history <span class=\"token operator\">&#061;<\/span> load_history<span class=\"token punctuation\">(<\/span>zone<span class=\"token punctuation\">)<\/span><br \/>\n    features <span class=\"token operator\">&#061;<\/span> extract_features<span class=\"token punctuation\">(<\/span>history<span class=\"token punctuation\">,<\/span> time<span class=\"token punctuation\">)<\/span><br \/>\n    model <span class=\"token operator\">&#061;<\/span> load_model<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;crowd_predictor&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    density <span class=\"token operator\">&#061;<\/span> model<span class=\"token punctuation\">.<\/span>predict<span class=\"token punctuation\">(<\/span>features<span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> density <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0.8<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;level&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u62e5\u6324&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;suggestion&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u5efa\u8bae\u9650\u6d41\u6216\u5f15\u5bfc\u5206\u6d41&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token keyword\">elif<\/span> density <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0.5<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;level&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u8f83\u5fd9&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;suggestion&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u6b63\u5e38\u901a\u884c&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;level&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u7a7a\u95f2&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;suggestion&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u7545\u901a&#034;<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<h3>6. 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