{"id":30690,"date":"2025-04-21T00:31:25","date_gmt":"2025-04-20T16:31:25","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/30690.html"},"modified":"2025-04-21T00:31:25","modified_gmt":"2025-04-20T16:31:25","slug":"%e5%90%ac%e8%af%b4chatgpt-o1%e6%8e%a8%e7%90%86%e6%a8%a1%e5%9e%8b%e5%8d%b3%e5%b0%86%e9%97%ae%e4%b8%96%ef%bc%8c%e4%bc%a0%e7%bb%9f%e9%97%ae%e7%ad%94%e7%b3%bb%e7%bb%9f%e6%98%af%e5%90%a6%e8%bf%98%e6%9c%89","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/30690.html","title":{"rendered":"\u542c\u8bf4ChatGPT o1\u63a8\u7406\u6a21\u578b\u5373\u5c06\u95ee\u4e16\uff0c\u4f20\u7edf\u95ee\u7b54\u7cfb\u7edf\u662f\u5426\u8fd8\u6709\u5b58\u5728\u7684\u5fc5\u8981\uff1f\u6bd5\u4e1a\u8bbe\u8ba1\uff1a\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\uff0c\u6700\u5168\u8bbe\u8ba1\u6d41\u7a0b\uff08\u5185\u9644\u6e90\u4ee3\u7801\u548c\u90e8\u7f72\u5728\u670d\u52a1\u5668\u4e0a\u7684\u94fe\u63a5\uff09"},"content":{"rendered":"

\u00a0 OpenAI\u9686\u91cd\u63a8\u51fa\u5168\u65b0\u4e00\u4ee3\u7684o1\u6a21\u578b，\u8be5\u6a21\u578b\u5728\u591a\u4e2a\u9886\u57df\u5c55\u73b0\u51fa\u4e86\u975e\u51e1\u7684\u80fd\u529b，\u6807\u5fd7\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u53c8\u4e00\u6b21\u98de\u8dc3\u3002\u8be5\u6a21\u578b\u4e13\u95e8\u89e3\u51b3\u6bd4\u6b64\u524d\u7684\u79d1\u5b66\u3001\u4ee3\u7801\u548c\u6570\u5b66\u6a21\u578b\u80fd\u505a\u5230\u7684\u66f4\u96be\u7684\u95ee\u9898，\u5b9e\u73b0\u590d\u6742\u63a8\u7406\u3002\u90a3\u6765\u770b\u770b\u5e76\u4f53\u9a8c\u4ee5\u4e0b\u6211\u4eec\u4f20\u7edf\u7684\u95ee\u7b54\u7cfb\u7edf\u7684\u8bbe\u8ba1\u6d41\u7a0b\u548c\u5177\u4f53\u9762\u8c8c\u5427！！！<\/p>\n

1.1 \u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1<\/h3>\n

1.1.1 \u7cfb\u7edf\u67b6\u6784\u6982\u8ff0<\/h4>\n

\u00a0 \u672c\u7cfb\u7edf\u67b6\u6784\u91c7\u7528\u57fa\u4e8eFlask\u6846\u67b6\u7684B\/S\u67b6\u6784\u6a21\u5f0f，\u65e8\u5728\u5b9e\u73b0\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u3002\u7cfb\u7edf\u524d\u7aef\u4e0e\u7528\u6237\u4ea4\u4e92，\u8d1f\u8d23\u95ee\u9898\u8f93\u5165\u548c\u7ed3\u679c\u663e\u793a；\u540e\u7aef\u5219\u8d1f\u8d23\u63a5\u6536\u7528\u6237\u8f93\u5165\u5e76\u8fdb\u884c\u95ee\u9898\u5206\u7c7b\u3001\u89e3\u6790\u3001\u77e5\u8bc6\u56fe\u8c31\u67e5\u8be2\u548c\u5927\u6a21\u578b\u8c03\u7528\u3002\u540e\u7aef\u7cfb\u7edf\u4e0eNeo4j\u56fe\u6570\u636e\u5e93\u8fdb\u884c\u4ea4\u4e92，\u4ee5\u68c0\u7d22\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u5b9e\u4f53\u548c\u5173\u7cfb，\u540c\u65f6\u96c6\u6210\u6587\u5fc3\u4e00\u8a00\u5927\u6a21\u578b，\u4f5c\u4e3a\u77e5\u8bc6\u56fe\u8c31\u672a\u80fd\u68c0\u7d22\u5230\u7b54\u6848\u65f6\u7684\u5907\u9009\u65b9\u6848\u3002\u6700\u540e\u5c06\u8be5\u7cfb\u7edf\u90e8\u7f72\u5728\u670d\u52a1\u5668\u4e0a，\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u66f4\u52a0\u9ad8\u6548\u7684\u667a\u80fd\u95ee\u7b54\u670d\u52a1\u3002\u7b80\u7565\u7cfb\u7edf\u67b6\u6784\u5982\u56fe1-1\u6240\u793a\u3002<\/p>\n

\"\"<\/p>\n

\u56fe1-1 \u7b80\u7565\u7cfb\u7edf\u67b6\u6784\u56fe<\/p>\n

\u7cfb\u7edf\u6574\u4f53\u8bbe\u8ba1\u6ce8\u91cd\u6269\u5c55\u6027\u3001\u6a21\u5757\u5316\u548c\u6027\u80fd\u4f18\u5316，\u901a\u8fc7\u5408\u7406\u7684\u6a21\u5757\u5212\u5206，\u4f7f\u5f97\u7cfb\u7edf\u5728\u529f\u80fd\u6269\u5c55\u548c\u7ef4\u62a4\u65f6\u66f4\u52a0\u7075\u6d3b\u3002\u540c\u65f6，\u7cfb\u7edf\u9488\u5bf9\u9ad8\u5e76\u53d1\u573a\u666f\u548c\u5927\u89c4\u6a21\u6570\u636e\u67e5\u8be2\u8fdb\u884c\u4e86\u76f8\u5e94\u7684\u6027\u80fd\u4f18\u5316\u3002\u8be6\u7ec6\u7cfb\u7edf\u67b6\u6784\u5982\u56fe1-2\u6240\u793a\u3002<\/p>\n

\"\"<\/p>\n

\u56fe1-2 \u8be6\u7ec6\u7cfb\u7edf\u67b6\u6784\u56fe<\/p>\n

1.1.2 \u524d\u7aef\u67b6\u6784\u8bbe\u8ba1<\/h4>\n

\u524d\u7aef\u90e8\u5206\u4e3b\u8981\u91c7\u7528HTML\u3001CSS\u3001JavaScript\u6280\u672f\u6808\u8fdb\u884c\u5f00\u53d1，\u63d0\u4f9b\u7528\u6237\u53cb\u597d\u7684\u754c\u9762，\u652f\u6301\u7528\u6237\u4e0e\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u7684\u4ea4\u4e92\u3002\u524d\u7aef\u67b6\u6784\u56fe\u5982\u56fe1-3\u6240\u793a\u3002<\/p>\n

\"\"<\/p>\n

\u56fe1-3 \u524d\u7aef\u67b6\u6784\u56fe<\/p>\n

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1.1.3 \u540e\u7aef\u67b6\u6784\u8bbe\u8ba1<\/h4>\n

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\"\"<\/p>\n

1-4 \u540e\u7aef\u67b6\u6784\u56fe<\/p>\n

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API\u63a5\u53e3: \u63d0\u4f9b\u6807\u51c6\u5316\u7684RESTful\u63a5\u53e3，\u4e0e\u524d\u7aef\u8fdb\u884c\u6570\u636e\u4ea4\u4e92，\u652f\u6301\u7528\u6237\u95ee\u9898\u7684\u63d0\u4ea4\u548c\u7b54\u6848\u7684\u8fd4\u56de\u3002<\/p>\n

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\u77e5\u8bc6\u56fe\u8c31\u67e5\u8be2\u6a21\u5757: \u4f7f\u7528AnswerSearcher\u7c7b\u4e0eNeo4j\u6570\u636e\u5e93\u4ea4\u4e92，\u6839\u636e\u89e3\u6790\u540e\u7684\u67e5\u8be2\u8bed\u53e5，\u4ece\u77e5\u8bc6\u56fe\u8c31\u4e2d\u68c0\u7d22\u76f8\u5173\u5b9e\u4f53\u6216\u5173\u7cfb，\u5e76\u5c06\u7ed3\u679c\u8fd4\u56de\u7ed9\u524d\u7aef\u3002<\/p>\n

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1.1.4 \u77e5\u8bc6\u56fe\u8c31\u6a21\u5757\u8bbe\u8ba1<\/h4>\n

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AnswerSearcher\u7c7b\u8bbe\u8ba1:\u00a0\u8be5\u7c7b\u8d1f\u8d23\u4e0eNeo4j\u56fe\u6570\u636e\u5e93\u7684\u4ea4\u4e92，\u901a\u8fc7\u751f\u6210Cypher\u67e5\u8be2\u8bed\u53e5，\u5c06\u89e3\u6790\u540e\u7684\u7528\u6237\u95ee\u9898\u8f6c\u5316\u4e3a\u5bf9\u77e5\u8bc6\u56fe\u8c31\u7684\u67e5\u8be2\u64cd\u4f5c\u3002AnswerSearcher\u7c7b\u8fd8\u5305\u542b\u5bf9\u67e5\u8be2\u7ed3\u679c\u7684\u5904\u7406\u903b\u8f91，\u5c06\u56fe\u6570\u636e\u5e93\u8fd4\u56de\u7684\u8282\u70b9\u548c\u5173\u7cfb\u6570\u636e\u683c\u5f0f\u5316\u4e3a\u7528\u6237\u53ef\u7406\u89e3\u7684\u6587\u672c\u7b54\u6848\u3002<\/p>\n

\u67e5\u8be2\u4f18\u5316: \u901a\u8fc7\u5bf9\u5e38\u7528\u67e5\u8be2\u8bed\u53e5\u8fdb\u884c\u4f18\u5316\u548c\u7d22\u5f15\u673a\u5236，\u63d0\u5347\u67e5\u8be2\u6548\u7387，\u786e\u4fdd\u5728\u5927\u89c4\u6a21\u6570\u636e\u96c6\u4e0a\u4f9d\u7136\u80fd\u591f\u5feb\u901f\u54cd\u5e94\u3002<\/p>\n

1.1.5 \u7b97\u6cd5\u6a21\u5757\u8bbe\u8ba1<\/h4>\n

\u7b97\u6cd5\u6a21\u5757\u662f\u6574\u4e2a\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u7684\u6838\u5fc3\u903b\u8f91\u90e8\u5206，\u8d1f\u8d23\u5bf9\u7528\u6237\u8f93\u5165\u7684\u95ee\u9898\u8fdb\u884c\u7406\u89e3\u548c\u5904\u7406\u3002\u8be5\u6a21\u5757\u5305\u62ec\u4e09\u4e2a\u5b50\u6a21\u5757：<\/p>\n

\u95ee\u9898\u5206\u7c7b\u5668: \u8d1f\u8d23\u5bf9\u7528\u6237\u8f93\u5165\u7684\u95ee\u9898\u8fdb\u884c\u5206\u7c7b，\u5224\u65ad\u95ee\u9898\u7684\u7c7b\u578b（\u5982\u5b9e\u4f53\u67e5\u8be2\u3001\u5173\u7cfb\u67e5\u8be2\u3001\u5217\u8868\u67e5\u8be2\u7b49）\u3002\u5206\u7c7b\u5668\u4f7f\u7528\u9884\u8bad\u7ec3\u6a21\u578b\u6216\u8005\u89c4\u5219\u5339\u914d\u7684\u65b9\u5f0f，\u5c06\u95ee\u9898\u5212\u5206\u4e3a\u4e0d\u540c\u7684\u5904\u7406\u7c7b\u578b\u3002<\/p>\n

\u95ee\u9898\u89e3\u6790\u5668: \u5bf9\u5206\u7c7b\u540e\u7684\u95ee\u9898\u8fdb\u884c\u8fdb\u4e00\u6b65\u89e3\u6790，\u63d0\u53d6\u95ee\u9898\u4e2d\u7684\u5b9e\u4f53\u3001\u5173\u7cfb\u548c\u610f\u56fe\u4fe1\u606f\u3002\u89e3\u6790\u5668\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u5904\u7406（NLP）\u6280\u672f，\u5c06\u81ea\u7136\u8bed\u8a00\u95ee\u9898\u8f6c\u5316\u4e3a\u53ef\u64cd\u4f5c\u7684\u67e5\u8be2\u8bed\u8a00\u3002<\/p>\n

\u7b54\u6848\u641c\u7d22\u5668: \u6839\u636e\u95ee\u9898\u89e3\u6790\u5668\u63d0\u4f9b\u7684\u67e5\u8be2\u8bed\u53e5，\u8c03\u7528\u77e5\u8bc6\u56fe\u8c31\u67e5\u8be2\u6a21\u5757，\u83b7\u53d6\u76f8\u5173\u7684\u5b9e\u4f53\u6216\u5173\u7cfb，\u5e76\u5c06\u7ed3\u679c\u8f6c\u5316\u4e3a\u7528\u6237\u53ef\u4ee5\u7406\u89e3\u7684\u7b54\u6848\u3002\u5982\u679c\u77e5\u8bc6\u56fe\u8c31\u4e2d\u6ca1\u6709\u5339\u914d\u7684\u7b54\u6848，\u5219\u8c03\u7528\u5927\u6a21\u578b\u751f\u6210\u7b54\u6848\u3002<\/p>\n

\u8be5\u6a21\u5757\u7684\u8bbe\u8ba1\u4fdd\u8bc1\u4e86\u7cfb\u7edf\u80fd\u591f\u9ad8\u6548\u3001\u51c6\u786e\u5730\u7406\u89e3\u7528\u6237\u8f93\u5165，\u5e76\u751f\u6210\u5408\u7406\u7684\u67e5\u8be2\u8bf7\u6c42\u6216\u7b54\u6848\u3002<\/p>\n

1.1.6 \u5927\u6a21\u578b\u96c6\u6210\u8bbe\u8ba1<\/h4>\n

\u4e3a\u4e86\u63d0\u9ad8\u7cfb\u7edf\u7684\u9c81\u68d2\u6027\u548c\u56de\u7b54\u80fd\u529b，\u5f53\u77e5\u8bc6\u56fe\u8c31\u4e2d\u6ca1\u6709\u67e5\u8be2\u5230\u5bf9\u5e94\u7b54\u6848\u65f6，\u7cfb\u7edf\u5c06\u56de\u9000\u5230\u5927\u6a21\u578b（\u6587\u5fc3\u4e00\u8a00）\u8fdb\u884c\u7b54\u6848\u751f\u6210：<\/p>\n

\u8c03\u7528\u903b\u8f91: \u7cfb\u7edf\u901a\u8fc7API\u8c03\u7528\u6587\u5fc3\u4e00\u8a00\u5927\u6a21\u578b，\u8f93\u5165\u7528\u6237\u7684\u95ee\u9898，\u7531\u6a21\u578b\u751f\u6210\u7b54\u6848\u3002\u8be5\u6a21\u5757\u7684\u8c03\u7528\u903b\u8f91\u88ab\u8bbe\u8ba1\u4e3a\u77e5\u8bc6\u56fe\u8c31\u67e5\u8be2\u540e\u7684\u5907\u9009\u65b9\u6848，\u4ec5\u5728\u77e5\u8bc6\u56fe\u8c31\u8fd4\u56de\u4e3a\u7a7a\u65f6\u542f\u52a8\u3002<\/p>\n

\u56de\u9000\u673a\u5236: \u5f53\u7528\u6237\u7684\u95ee\u9898\u4e0d\u5c5e\u4e8e\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u5b9e\u4f53\u6216\u5173\u7cfb\u65f6（\u5982\u67d0\u4e9b\u4e3b\u89c2\u6027\u95ee\u9898\u6216\u8d85\u51fa\u77e5\u8bc6\u56fe\u8c31\u9886\u57df\u7684\u95ee\u9898），\u56de\u9000\u673a\u5236\u4f1a\u81ea\u52a8\u89e6\u53d1\u5927\u6a21\u578b\u8c03\u7528，\u751f\u6210\u66f4\u7075\u6d3b\u3001\u66f4\u81ea\u7136\u7684\u56de\u7b54\u3002<\/p>\n

\u901a\u8fc7\u96c6\u6210\u5927\u6a21\u578b，\u7cfb\u7edf\u5177\u5907\u4e86\u66f4\u5f3a\u7684\u5e94\u7b54\u80fd\u529b，\u4e0d\u518d\u5c40\u9650\u4e8e\u7ed3\u6784\u5316\u6570\u636e，\u63d0\u5347\u4e86\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u7684\u5168\u9762\u6027\u3002<\/p>\n

1.1.7 \u7cfb\u7edf\u67b6\u6784\u4f18\u52bf<\/h4>\n

\u6a21\u5757\u5316\u8bbe\u8ba1: \u5404\u6a21\u5757\u529f\u80fd\u660e\u786e，\u72ec\u7acb\u6027\u5f3a，\u4fbf\u4e8e\u540e\u671f\u529f\u80fd\u6269\u5c55\u548c\u7cfb\u7edf\u7ef4\u62a4\u3002<\/p>\n

\u6269\u5c55\u6027\u5f3a: \u77e5\u8bc6\u56fe\u8c31\u548c\u5927\u6a21\u578b\u7684\u7ed3\u5408\u4f7f\u5f97\u7cfb\u7edf\u4e0d\u4ec5\u80fd\u5904\u7406\u7ed3\u6784\u5316\u6570\u636e，\u8fd8\u80fd\u5904\u7406\u975e\u7ed3\u6784\u5316\u95ee\u9898，\u589e\u5f3a\u4e86\u7cfb\u7edf\u7684\u56de\u7b54\u8303\u56f4\u3002<\/p>\n

\u9ad8\u6548\u67e5\u8be2: \u901a\u8fc7\u4f18\u5316\u56fe\u6570\u636e\u5e93\u7684\u67e5\u8be2\u6548\u7387，\u7ed3\u5408\u7f13\u5b58\u548c\u7d22\u5f15\u673a\u5236，\u786e\u4fdd\u5927\u89c4\u6a21\u6570\u636e\u96c6\u4e0b\u7684\u9ad8\u6548\u6027\u80fd\u3002<\/p>\n

\u7075\u6d3b\u5e94\u7b54: \u5927\u6a21\u578b\u7684\u96c6\u6210\u4fdd\u8bc1\u4e86\u5728\u77e5\u8bc6\u56fe\u8c31\u672a\u80fd\u5339\u914d\u7b54\u6848\u65f6，\u7cfb\u7edf\u4f9d\u7136\u80fd\u591f\u63d0\u4f9b\u9ad8\u8d28\u91cf\u7684\u7b54\u6848，\u63d0\u9ad8\u4e86\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n

\u8be5\u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1\u5145\u5206\u8003\u8651\u4e86\u6027\u80fd\u3001\u6269\u5c55\u6027\u548c\u6613\u7ef4\u62a4\u6027，\u4e3a\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u7684\u7a33\u5b9a\u3001\u9ad8\u6548\u8fd0\u884c\u63d0\u4f9b\u4e86\u6709\u529b\u652f\u6491\u3002<\/p>\n

1.1.8 \u4e91\u670d\u52a1\u5668\u90e8\u7f72\u8bbe\u8ba1<\/h4>\n

\u8be5\u7cfb\u7edf\u6700\u7ec8\u90e8\u7f72\u5728\u4e91\u670d\u52a1\u5668\u4e0a，\u5229\u7528\u4e91\u7aef\u7684\u8ba1\u7b97\u548c\u5b58\u50a8\u8d44\u6e90，\u4ee5\u5b9e\u73b0\u9ad8\u6548\u7684\u670d\u52a1\u54cd\u5e94\u548c\u826f\u597d\u7684\u7528\u6237\u4f53\u9a8c\u3002\u4e91\u670d\u52a1\u5668\u90e8\u7f72\u8bbe\u8ba1\u56fe\u5982\u56fe1-5\u6240\u793a\u3002<\/p>\n

\"\"<\/p>\n

\u56fe1-5 \u4e91\u670d\u52a1\u5668\u90e8\u7f72\u8bbe\u8ba1\u56fe<\/p>\n

\u5177\u4f53\u7684\u90e8\u7f72\u6d41\u7a0b\u5982\u4e0b：<\/p>\n

\u670d\u52a1\u5668\u914d\u7f6e: \u9009\u62e9\u9ad8\u6027\u80fd\u4e91\u670d\u52a1\u5668，\u5b89\u88c5\u6240\u9700\u7684\u5f00\u53d1\u73af\u5883\u548c\u4f9d\u8d56，\u5305\u62ecPython\u3001Flask\u6846\u67b6\u3001Neo4j\u6570\u636e\u5e93\u4ee5\u53ca\u5176\u4ed6\u5fc5\u8981\u7ec4\u4ef6\u3002<\/p>\n

\u8d1f\u8f7d\u5747\u8861: \u9488\u5bf9\u5927\u89c4\u6a21\u7528\u6237\u8bbf\u95ee，\u90e8\u7f72\u4e86\u8d1f\u8f7d\u5747\u8861\u673a\u5236，\u786e\u4fdd\u7cfb\u7edf\u5728\u9ad8\u5e76\u53d1\u60c5\u51b5\u4e0b\u4f9d\u7136\u4fdd\u6301\u7a33\u5b9a\u7684\u6027\u80fd\u3002<\/p>\n

\u4e91\u670d\u52a1\u5668\u7684\u90e8\u7f72\u63d0\u5347\u4e86\u7cfb\u7edf\u7684\u53ef\u7528\u6027\u3001\u6269\u5c55\u6027\u548c\u7a33\u5b9a\u6027，\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u66f4\u52a0\u9ad8\u6548\u7684\u667a\u80fd\u95ee\u7b54\u670d\u52a1\u3002<\/p>\n

1.2 \u524d\u7aef\u8bbe\u8ba1<\/h3>\n

\u524d\u7aef\u8bbe\u8ba1\u662f\u7528\u6237\u4e0e\u7cfb\u7edf\u76f4\u63a5\u4ea4\u4e92\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206，\u6d89\u53ca\u7528\u6237\u7684\u767b\u5f55\u6ce8\u518c\u3001\u95ee\u7b54\u673a\u5668\u4eba\u529f\u80fd\u4ee5\u53ca\u77e5\u8bc6\u56fe\u8c31\u7684\u53ef\u89c6\u5316\u5c55\u793a\u3002\u8be5\u90e8\u5206\u91c7\u7528\u4e86HTML\u3001CSS\u3001JavaScript\u6280\u672f\u6808，\u5e76\u901a\u8fc7Flask\u6846\u67b6\u4e0e\u540e\u7aef\u5b9e\u73b0\u6570\u636e\u4ea4\u4e92，\u786e\u4fdd\u4e86\u7cfb\u7edf\u7684\u5b89\u5168\u6027\u3001\u7528\u6237\u4f53\u9a8c\u53ca\u4e92\u52a8\u6027\u3002\u4ee5\u4e0b\u662f\u524d\u7aef\u8bbe\u8ba1\u7684\u8be6\u7ec6\u9610\u8ff0\u3002<\/p>\n

1.2.1 \u7528\u6237\u767b\u5f55\u529f\u80fd<\/h4>\n

\u7528\u6237\u767b\u5f55\u529f\u80fd\u63d0\u5347\u4e86\u7cfb\u7edf\u7684\u5b89\u5168\u6027，\u5e76\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u4e2a\u6027\u5316\u4f53\u9a8c\u3002\u901a\u8fc7\u767b\u5f55\u6ce8\u518c\u529f\u80fd，\u7528\u6237\u53ef\u4ee5\u521b\u5efa\u548c\u7ba1\u7406\u8d26\u6237，\u4e2a\u6027\u5316\u914d\u7f6e\u7cfb\u7edf\u529f\u80fd，\u5e76\u4fdd\u5b58\u67e5\u8be2\u5386\u53f2\u7b49\u4fe1\u606f，\u589e\u5f3a\u4e86\u7cfb\u7edf\u7684\u7528\u6237\u53cb\u597d\u6027\u3002<\/p>\n

\u7528\u6237\u6ce8\u518c\u7684\u539f\u578b\u56fe\u5982\u56fe1-6\u6240\u793a\u3002<\/p>\n

\"\"<\/p>\n

\u56fe1-6 \u7528\u6237\u6ce8\u518c\u7684\u539f\u578b\u56fe<\/p>\n

\u7528\u6237\u8f93\u5165\u4fe1\u606f: \u7528\u6237\u5728\u6ce8\u518c\u9875\u9762\u8f93\u5165\u7528\u6237\u540d\u3001\u5bc6\u7801\u3001\u90ae\u7bb1\u7b49\u57fa\u672c\u4fe1\u606f\u3002<\/p>\n

Flask\u63a5\u6536\u8868\u5355\u6570\u636e:\u00a0\u524d\u7aef\u8868\u5355\u901a\u8fc7POST\u8bf7\u6c42\u5c06\u7528\u6237\u8f93\u5165\u7684\u6570\u636e\u53d1\u9001\u81f3\u540e\u7aef，\u540e\u7aef\u901a\u8fc7Flask\u5904\u7406\u8868\u5355\u3002<\/p>\n

\u5408\u6cd5\u6027\u9a8c\u8bc1:\u00a0\u5728\u540e\u7aef，\u7cfb\u7edf\u5bf9\u7528\u6237\u8f93\u5165\u7684\u6570\u636e\u8fdb\u884c\u5408\u6cd5\u6027\u9a8c\u8bc1\u3002\u4f8b\u5982，\u68c0\u67e5\u5bc6\u7801\u957f\u5ea6\u662f\u5426\u7b26\u5408\u8981\u6c42，\u7528\u6237\u540d\u662f\u5426\u5df2\u7ecf\u5b58\u5728\u4e8e\u6570\u636e\u5e93\u4e2d\u7b49\u3002<\/p>\n

\u4fe1\u606f\u5b58\u50a8:\u00a0\u4f7f\u7528MySQL\u6570\u636e\u5e93\u5b58\u50a8\u7528\u6237\u6ce8\u518c\u4fe1\u606f\u3002\u540e\u7aef\u4f7f\u7528SQL\u8bed\u53e5\u5c06\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u7528\u6237\u4fe1\u606f\u5199\u5165\u6570\u636e\u5e93，\u5e76\u786e\u4fdd\u4fe1\u606f\u5b89\u5168\u3002<\/p>\n

\u7528\u6237\u767b\u5f55\u7684\u539f\u578b\u56fe\u5982\u56fe1-7\u6240\u793a\u3002<\/p>\n

\"\"<\/p>\n

\u56fe1-7 \u7528\u6237\u767b\u5f55\u7684\u539f\u578b\u56fe<\/p>\n

\u7528\u6237\u8f93\u5165\u9a8c\u8bc1\u4fe1\u606f: \u7528\u6237\u5728\u767b\u5f55\u9875\u9762\u8f93\u5165\u7528\u6237\u540d\u548c\u5bc6\u7801\u3002<\/p>\n

Flask\u5904\u7406\u767b\u5f55\u8bf7\u6c42:\u00a0\u524d\u7aef\u901a\u8fc7POST\u8bf7\u6c42\u5c06\u767b\u5f55\u4fe1\u606f\u53d1\u9001\u81f3\u540e\u7aef，Flask\u63a5\u6536\u5e76\u5904\u7406\u8fd9\u4e9b\u6570\u636e\u3002<\/p>\n

\u9a8c\u8bc1\u767b\u5f55\u4fe1\u606f: \u540e\u7aef\u901a\u8fc7SQL\u67e5\u8be2\u9a8c\u8bc1\u7528\u6237\u8f93\u5165\u7684\u7528\u6237\u540d\u548c\u5bc6\u7801\u662f\u5426\u4e0e\u6570\u636e\u5e93\u4e2d\u7684\u4fe1\u606f\u5339\u914d\u3002\u5982\u679c\u9a8c\u8bc1\u901a\u8fc7，\u7cfb\u7edf\u5c06\u7528\u6237\u4fe1\u606f\u4fdd\u5b58\u5728session\u4e2d，\u6807\u8bb0\u7528\u6237\u5df2\u767b\u5f55\u3002<\/p>\n

\u4e2a\u6027\u5316\u670d\u52a1: \u7528\u6237\u767b\u5f55\u540e，\u53ef\u4ee5\u8bbf\u95ee\u4e2a\u4eba\u8d26\u6237\u7ba1\u7406\u529f\u80fd，\u67e5\u770b\u5386\u53f2\u67e5\u8be2\u8bb0\u5f55，\u4fee\u6539\u4e2a\u4eba\u4fe1\u606f，\u6216\u914d\u7f6e\u4e2a\u6027\u5316\u8bbe\u7f6e，\u63d0\u5347\u4e86\u4ea4\u4e92\u6027\u548c\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n

\u901a\u8fc7\u767b\u5f55\u6ce8\u518c\u6a21\u5757，\u7cfb\u7edf\u786e\u4fdd\u4e86\u7528\u6237\u6570\u636e\u7684\u5b89\u5168\u6027，\u5e76\u901a\u8fc7\u4f1a\u8bdd\u7ba1\u7406\u5b9e\u73b0\u4e86\u7528\u6237\u767b\u5f55\u72b6\u6001\u7684\u6301\u4e45\u6027，\u63d0\u5347\u4e86\u7528\u6237\u5bf9\u7cfb\u7edf\u7684\u4fe1\u4efb\u611f\u4e0e\u6ee1\u610f\u5ea6\u3002<\/p>\n

1.2.2 \u95ee\u7b54\u673a\u5668\u4eba<\/h4>\n

\u95ee\u7b54\u673a\u5668\u4eba\u662f\u7cfb\u7edf\u7684\u6838\u5fc3\u529f\u80fd\u4e4b\u4e00，\u524d\u7aef\u901a\u8fc7\u8f93\u5165\u6846\u548c\u7ed3\u679c\u5c55\u793a\u533a\u5b9e\u73b0\u4eba\u673a\u5bf9\u8bdd\u3002\u7cfb\u7edf\u4e0d\u4ec5\u4f9d\u8d56\u77e5\u8bc6\u56fe\u8c31\u8fdb\u884c\u7b54\u6848\u68c0\u7d22，\u8fd8\u5f15\u5165\u4e86\u6587\u5fc3\u4e00\u8a00\u5927\u6a21\u578b\u4f5c\u4e3a\u8865\u5145，\u5728\u77e5\u8bc6\u56fe\u8c31\u4e2d\u65e0\u6cd5\u627e\u5230\u7b54\u6848\u65f6\u4e3a\u7528\u6237\u63d0\u4f9b\u667a\u80fd\u56de\u590d\u3002<\/p>\n

Flask\u8def\u7531:\u00a0\u5b9a\u4e49\u4e00\u4e2aPOST\u8bf7\u6c42\u7684Flask\u8def\u7531，\u63a5\u6536\u7528\u6237\u95ee\u9898\u3002\u7cfb\u7edf\u901a\u8fc7ChatBotGraph\u7c7b\u6267\u884c\u5206\u7c7b\u3001\u89e3\u6790\u3001\u641c\u7d22\u548c\u8c03\u7528\u6587\u5fc3\u4e00\u8a00\u5927\u6a21\u578b\u3002\u8fd4\u56de\u7684\u7b54\u6848\u901a\u8fc7Flask\u4f20\u9012\u7ed9\u524d\u7aef\u3002<\/p>\n

\u524d\u7aef\u4ea4\u4e92\u903b\u8f91: \u524d\u7aef\u901a\u8fc7JavaScript\u7684askQuestion()\u51fd\u6570\u83b7\u53d6\u7528\u6237\u8f93\u5165，\u5e76\u901a\u8fc7AJAX\u5411Flask\u8def\u7531\u53d1\u9001POST\u8bf7\u6c42，\u63d0\u4ea4\u95ee\u9898\u3002\u7cfb\u7edf\u8fd4\u56de\u7684\u7b54\u6848（\u65e0\u8bba\u662f\u77e5\u8bc6\u56fe\u8c31\u68c0\u7d22\u7684\u7ed3\u679c，\u8fd8\u662f\u6587\u5fc3\u4e00\u8a00\u751f\u6210\u7684\u7b54\u6848）\u90fd\u4f1a\u5728\u5bf9\u8bdd\u6846\u4e2d\u5c55\u793a\u3002<\/p>\n

\u95ee\u7b54\u7cfb\u7edf\u524d\u7aef\u9875\u9762\u53ef\u89c6\u5316\u5982\u56fe1-8\u6240\u793a\u3002<\/p>\n

\"\"<\/p>\n

\u56fe1-8 \u95ee\u7b54\u7cfb\u7edf\u524d\u7aef\u53ef\u89c6\u5316<\/p>\n

\u8f93\u5165\u6846\u548c\u53d1\u9001\u6309\u94ae: \u7528\u6237\u901a\u8fc7\u8f93\u5165\u6846\u8f93\u5165\u95ee\u9898\u5e76\u70b9\u51fb\u53d1\u9001\u6309\u94ae，\u6216\u901a\u8fc7\u5feb\u6377\u952e\u63d0\u4ea4\u95ee\u9898，\u4ea4\u4e92\u6d41\u7545\u3002<\/p>\n

\u7ed3\u679c\u5c55\u793a: \u7cfb\u7edf\u5904\u7406\u95ee\u9898\u540e，\u5728\u9875\u9762\u4e0a\u663e\u793a\u7b54\u6848\u3002\u82e5\u77e5\u8bc6\u56fe\u8c31\u68c0\u7d22\u65e0\u679c，\u5219\u4f1a\u663e\u793a\u7531\u6587\u5fc3\u4e00\u8a00\u6a21\u578b\u751f\u6210\u7684\u667a\u80fd\u56de\u7b54，\u4fdd\u8bc1\u7528\u6237\u59cb\u7ec8\u80fd\u83b7\u5f97\u53cd\u9988\u3002<\/p>\n

\u7cfb\u7edf\u4e0d\u4ec5\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u56de\u7b54\u7ed3\u6784\u5316\u95ee\u9898，\u8fd8\u501f\u52a9\u5927\u6a21\u578b\u63d0\u5347\u4e86\u5904\u7406\u590d\u6742\u95ee\u9898\u6216\u63a8\u7406\u95ee\u9898\u7684\u80fd\u529b，\u5b9e\u73b0\u4e86\u66f4\u4e3a\u5168\u9762\u7684\u667a\u80fd\u95ee\u7b54\u4f53\u9a8c\u3002<\/p>\n

1.2.3 \u77e5\u8bc6\u56fe\u8c31\u53ef\u89c6\u5316<\/h4>\n

\u77e5\u8bc6\u56fe\u8c31\u53ef\u89c6\u5316\u6a21\u5757\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u76f4\u89c2\u7684\u56fe\u5f62\u754c\u9762，\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u56fe\u5f62\u5316\u7684\u65b9\u5f0f\u6d4f\u89c8\u7cfb\u7edf\u4e2d\u7684\u5b9e\u4f53\u548c\u5173\u7cfb，\u4e86\u89e3\u4fe1\u606f\u7684\u7ed3\u6784\u548c\u5173\u8054\u3002\u8be5\u529f\u80fd\u4e3b\u8981\u4f7f\u7528Echarts\u5e93\u5b9e\u73b0\u529b\u5bfc\u5411\u56fe（Force-Directed Graph）\u5e03\u5c40\u3002<\/p>\n

\u524d\u7aef\u77e5\u8bc6\u56fe\u8c31\u53ef\u89c6\u5316\u5982\u56fe1-9\u6240\u793a：<\/p>\n

\"\"<\/p>\n

\u56fe1-9 \u77e5\u8bc6\u56fe\u8c31\u7684\u53ef\u89c6\u5316<\/p>\n

\u529b\u5bfc\u5411\u56fe\u5e03\u5c40: \u4f7f\u7528force\u5e03\u5c40\u6a21\u62df\u8282\u70b9\u95f4\u7684\u5438\u5f15\u529b\u548c\u6392\u65a5\u529b，\u786e\u4fdd\u56fe\u8c31\u8282\u70b9\u7684\u81ea\u7136\u5206\u5e03\u3002\u8282\u70b9\u4e4b\u95f4\u7684\u8fb9\u8868\u793a\u5b9e\u4f53\u95f4\u7684\u5173\u7cfb，\u8282\u70b9\u4e4b\u95f4\u6839\u636e\u8fde\u63a5\u5f3a\u5ea6\u4fdd\u6301\u5408\u7406\u7684\u8ddd\u79bb\u548c\u6392\u5e03，\u907f\u514d\u56fe\u8c31\u8fc7\u4e8e\u62e5\u6324\u3002<\/p>\n

\u56fe\u4f8b（Legend）: \u663e\u793a\u4e0d\u540c\u7c7b\u578b\u8282\u70b9\u7684\u5206\u7c7b\u53ca\u989c\u8272\u6807\u8bc6，\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u533a\u5206\u4e0d\u540c\u7c7b\u522b\u7684\u5b9e\u4f53\u3002<\/p>\n

\u63d0\u793a\u6846（Tooltip）: \u9f20\u6807\u60ac\u505c\u5728\u8282\u70b9\u6216\u8fb9\u4e0a\u65f6，\u663e\u793a\u8be5\u8282\u70b9\u6216\u8fb9\u7684\u8be6\u7ec6\u4fe1\u606f\u3002\u4f8b\u5982，\u60ac\u505c\u5728\u8282\u70b9\u4e0a\u65f6\u53ef\u4ee5\u663e\u793a\u8be5\u5b9e\u4f53\u7684\u540d\u79f0\u3001\u5c5e\u6027\u7b49\u4fe1\u606f，\u60ac\u505c\u5728\u8fb9\u4e0a\u65f6\u53ef\u4ee5\u663e\u793a\u5173\u7cfb\u7c7b\u578b\u3002<\/p>\n

\u8fb9\u7b26\u53f7（EdgeSymbol）: \u81ea\u5b9a\u4e49\u8fb9\u7684\u7b26\u53f7\u6837\u5f0f，\u4f7f\u5f97\u4e0d\u540c\u5173\u7cfb\u4e4b\u95f4\u66f4\u52a0\u76f4\u89c2，\u4f8b\u5982\u53ef\u4ee5\u4f7f\u7528\u7bad\u5934\u6765\u8868\u793a\u65b9\u5411\u6027\u5173\u7cfb\u3002<\/p>\n

\u6837\u5f0f\u914d\u7f6e: \u4f7f\u7528ItemStyle\u3001Label\u548cLink\u7b49\u914d\u7f6e\u9879\u81ea\u5b9a\u4e49\u56fe\u8c31\u7684\u89c6\u89c9\u6548\u679c，\u4f18\u5316\u8282\u70b9\u3001\u8fb9\u548c\u6807\u7b7e\u7684\u5c55\u793a\u6548\u679c，\u63d0\u5347\u56fe\u8c31\u7684\u53ef\u8bfb\u6027\u548c\u7f8e\u89c2\u5ea6\u3002<\/p>\n

\u77e5\u8bc6\u56fe\u8c31\u53ef\u89c6\u5316\u5c55\u793a\u4e0d\u4ec5\u63d0\u5347\u4e86\u7528\u6237\u5bf9\u7cfb\u7edf\u5185\u90e8\u7ed3\u6784\u548c\u6570\u636e\u7684\u7406\u89e3，\u8fd8\u589e\u5f3a\u4e86\u7cfb\u7edf\u7684\u4ea4\u4e92\u6027\u548c\u53ef\u64cd\u4f5c\u6027，\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u76f4\u89c2\u7684\u77e5\u8bc6\u63a2\u7d22\u4f53\u9a8c\u3002<\/p>\n

1.3 \u540e\u7aef\u8bbe\u8ba1<\/h3>\n

\u540e\u7aef\u8bbe\u8ba1\u662f\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u7684\u6838\u5fc3，\u8d1f\u8d23\u5904\u7406\u7528\u6237\u8bf7\u6c42\u3001\u7ba1\u7406\u6570\u636e\u3001\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\u3001\u8c03\u7528\u95ee\u7b54\u903b\u8f91\u53ca\u4e0e\u5927\u6a21\u578b（\u6587\u5fc3\u4e00\u8a00）\u7684\u4ea4\u4e92\u3002\u540e\u7aef\u4f7f\u7528\u4e86Flask\u6846\u67b6\u6765\u63d0\u4f9bAPI\u63a5\u53e3\u670d\u52a1，\u7ed3\u5408\u6570\u636e\u5e93\u548c\u77e5\u8bc6\u56fe\u8c31\u8fdb\u884c\u6570\u636e\u5b58\u50a8\u4e0e\u67e5\u8be2，\u540c\u65f6\u8c03\u7528\u667a\u80fd\u95ee\u7b54\u76f8\u5173\u7b97\u6cd5\u548c\u5927\u6a21\u578b\u4e3a\u7528\u6237\u63d0\u4f9b\u7b54\u6848\u3002<\/p>\n

1.3.1 API\u63a5\u53e3\u8bbe\u8ba1<\/h4>\n

API\u63a5\u53e3\u8bbe\u8ba1\u662f\u540e\u7aef\u4e0e\u524d\u7aef\u4ea4\u4e92\u7684\u6865\u6881，\u901a\u8fc7HTTP\u8bf7\u6c42\u63a5\u6536\u524d\u7aef\u53d1\u9001\u7684\u95ee\u9898，\u5e76\u8fd4\u56de\u76f8\u5e94\u7684\u7b54\u6848\u3002\u540e\u7aef\u91c7\u7528\u4e86RESTful\u98ce\u683c\u7684API\u63a5\u53e3，\u4e3b\u8981\u5b9e\u73b0\u4ee5\u4e0b\u529f\u80fd：<\/p>\n

\u7528\u6237\u767b\u5f55\/\u6ce8\u518c\u63a5\u53e3：\u7528\u4e8e\u5904\u7406\u7528\u6237\u767b\u5f55\u548c\u6ce8\u518c\u8bf7\u6c42\u3002\u524d\u7aef\u901a\u8fc7POST\u8bf7\u6c42\u63d0\u4ea4\u7528\u6237\u4fe1\u606f（\u5982\u7528\u6237\u540d\u3001\u5bc6\u7801），\u540e\u7aef\u9a8c\u8bc1\u5e76\u5728MySQL\u6570\u636e\u5e93\u4e2d\u5b58\u50a8\u6216\u68c0\u7d22\u4fe1\u606f\u3002<\/p>\n

\u767b\u5f55\u63a5\u53e3\u4f1a\u9a8c\u8bc1\u7528\u6237\u540d\u548c\u5bc6\u7801\u7684\u6b63\u786e\u6027，\u5e76\u5c06\u767b\u5f55\u6210\u529f\u7684\u7528\u6237\u4fe1\u606f\u4fdd\u5b58\u5728session\u4e2d，\u5b9e\u73b0\u4f1a\u8bdd\u7ba1\u7406\u3002<\/p>\n

\u6ce8\u518c\u63a5\u53e3\u901a\u8fc7\u9a8c\u8bc1\u7528\u6237\u8f93\u5165\u4fe1\u606f\u7684\u5408\u6cd5\u6027（\u5982\u7528\u6237\u540d\u662f\u5426\u91cd\u590d）\u540e，\u5c06\u65b0\u7528\u6237\u4fe1\u606f\u5b58\u50a8\u5230MySQL\u6570\u636e\u5e93\u3002<\/p>\n

\u95ee\u7b54\u63a5\u53e3：\u63a5\u6536\u7528\u6237\u8f93\u5165\u7684\u95ee\u9898，\u6267\u884c\u95ee\u9898\u5206\u7c7b\u3001\u89e3\u6790\u3001\u68c0\u7d22\u7b49\u64cd\u4f5c，\u5e76\u8fd4\u56de\u7b54\u6848\u3002<\/p>\n

Flask\u63a5\u6536POST\u8bf7\u6c42，\u89e3\u6790\u7528\u6237\u95ee\u9898\u5e76\u8c03\u7528\u540e\u7aef\u7684ChatBotGraph\u7c7b\u8fdb\u884c\u95ee\u9898\u5904\u7406\u3002\u5904\u7406\u6d41\u7a0b\u5305\u62ec\u95ee\u9898\u5206\u7c7b\u3001\u89e3\u6790\u4ee5\u53ca\u8c03\u7528\u77e5\u8bc6\u56fe\u8c31\u6216\u6587\u5fc3\u4e00\u8a00\u5927\u6a21\u578b\u83b7\u53d6\u7b54\u6848，\u6700\u540e\u5c06\u7b54\u6848\u8fd4\u56de\u7ed9\u524d\u7aef\u3002<\/p>\n

\u77e5\u8bc6\u56fe\u8c31\u67e5\u8be2\u63a5\u53e3：\u8d1f\u8d23\u5c06\u7528\u6237\u7684\u81ea\u7136\u8bed\u8a00\u95ee\u9898\u8f6c\u5316\u4e3a\u4e0e\u77e5\u8bc6\u56fe\u8c31\u7684\u67e5\u8be2\u8bf7\u6c42，\u5e76\u8fd4\u56de\u56fe\u8c31\u8282\u70b9\u53ca\u5176\u5173\u7cfb\u3002<\/p>\n

\u901a\u8fc7SQL\u6216Cypher\u67e5\u8be2\u8bed\u53e5\u4e0eNeo4j\u6570\u636e\u5e93\u4ea4\u4e92，\u68c0\u7d22\u51fa\u76f8\u5173\u5b9e\u4f53\u548c\u5173\u7cfb\u3002<\/p>\n

\u751f\u6210\u7684\u67e5\u8be2\u7ed3\u679c\u5728\u540e\u7aef\u901a\u8fc7\u9002\u5f53\u7684\u683c\u5f0f\u5316\u540e\u8fd4\u56de\u7ed9\u524d\u7aef，\u7528\u4e8e\u53ef\u89c6\u5316\u5c55\u793a\u3002<\/p>\n

\u63a5\u53e3\u8bbe\u8ba1\u7ec6\u8282：<\/p>\n

\u5b89\u5168\u6027：\u5728API\u63a5\u53e3\u4e2d，\u4f7f\u7528JWT（JSON Web Token）\u7b49\u6280\u672f\u5bf9\u7528\u6237\u7684\u8eab\u4efd\u8fdb\u884c\u8ba4\u8bc1，\u786e\u4fdd\u6570\u636e\u4ea4\u4e92\u7684\u5b89\u5168\u6027\u3002<\/p>\n

\u9519\u8bef\u5904\u7406：\u4e3a\u6240\u6709\u63a5\u53e3\u8bbe\u8ba1\u4e86\u9519\u8bef\u5904\u7406\u673a\u5236，\u5f53\u63a5\u53e3\u5904\u7406\u5931\u8d25\u65f6，\u7cfb\u7edf\u4f1a\u8fd4\u56de\u660e\u786e\u7684\u9519\u8bef\u4fe1\u606f，\u5e76\u5f15\u5bfc\u7528\u6237\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n

1.3.2 \u77e5\u8bc6\u56fe\u8c31\u6784\u5efa<\/h4>\n

（1）\u6570\u636e\u83b7\u53d6\u4e0e\u5904\u7406<\/p>\n

\u7f51\u7ad9\u5206\u6790\u4e0e\u94fe\u63a5\u722c\u53d6：\u9996\u5148，\u9488\u5bf9\u76ee\u6807\u7f51\u7ad9\u5bfb\u533b\u95ee\u836f\u7f51（http:\/\/jib.xywy.com\/）\u8fdb\u884c\u7ed3\u6784\u5316\u5206\u6790，\u8bc6\u522b\u9875\u9762\u4e2d\u7684\u5173\u952e\u4fe1\u606f\u3002\u4f8b\u5982，\u4ee5\u201c\u9ad8\u8840\u538b\u201d\u4e3a\u4f8b，\u5206\u6790\u9875\u9762\u7ed3\u6784\u5e76\u63d0\u53d6\u75be\u75c5\u7b80\u4ecb\u3001\u75c5\u56e0\u3001\u9884\u9632\u3001\u75c7\u72b6\u3001\u68c0\u67e5\u3001\u6cbb\u7597\u3001\u5e76\u53d1\u75c7\u3001\u996e\u98df\u4fdd\u5065\u7b49\u5b57\u6bb5\u3002\u901a\u8fc7\u8fd9\u6837\u7684\u5206\u6790，\u6211\u4eec\u80fd\u591f\u786e\u5b9a\u6bcf\u4e2a\u75be\u75c5\u9875\u9762\u7684\u57fa\u672c\u7ed3\u6784，\u4ece\u800c\u4e3a\u540e\u7eed\u6570\u636e\u722c\u53d6\u63d0\u4f9b\u53ef\u9760\u7684\u4f9d\u636e\u3002\u7f51\u7ad9\u5982\u56fe1-10\u6240\u793a\u3002<\/p>\n

\"\"<\/p>\n

\u56fe1-10 \u5bfb\u533b\u95ee\u836f\u7f51\u7ad9<\/p>\n

\u7f51\u7edc\u722c\u866b\u8bbe\u8ba1：\u8be5\u722c\u866b\u7a0b\u5e8f\u901a\u8fc7\u4e0eMongoDB\u6570\u636e\u5e93\u4ea4\u4e92，\u5c06\u6293\u53d6\u7684\u6570\u636e\u8fdb\u884c\u6301\u4e45\u5316\u5b58\u50a8，\u722c\u866b\u901a\u8fc7\u8bf7\u6c42\u9875\u9762HTML\u5185\u5bb9，\u4f7f\u7528BeautifulSoup\u89e3\u6790\u51fa\u6240\u9700\u7684\u75be\u75c5\u76f8\u5173\u6570\u636e\u3002\u5177\u4f53\u6570\u636e\u5b57\u6bb5\u5305\u62ec\u75be\u75c5\u7684\u5404\u79cd\u5c5e\u6027，\u5982\u75c7\u72b6\u3001\u6cbb\u7597\u65b9\u5f0f\u7b49\u3002\u6570\u636e\u5e93\u5982\u56fe1-11\u6240\u793a\u3002<\/p>\n

\"\"<\/p>\n

\u56fe1-11 MongoDB\u6570\u636e\u5e93<\/p>\n

\u6570\u636e\u5b58\u50a8：\u4e3a\u4e86\u5b58\u50a8\u722c\u53d6\u7684\u6570\u636e，\u521b\u5efa\u4e86\u4e00\u4e2a\u7a7a\u7684\u5b57\u5178data = {}，\u7528\u6765\u5b58\u50a8\u6bcf\u6b21\u722c\u53d6\u7684\u6570\u636e，\u5e76\u6839\u636e\u5b57\u6bb5（\u5982\u75be\u75c5\u540d\u79f0\u3001\u75c7\u72b6\u3001\u6cbb\u7597\u65b9\u5f0f\u7b49）\u4f5c\u4e3a\u952e\u503c\u5bf9，\u5c06\u7ed3\u6784\u5316\u6570\u636e\u5b58\u50a8\u5728MongoDB\u4e2d\u3002\u8fd9\u4e9b\u6570\u636e\u968f\u540e\u5c06\u7528\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa\u3002<\/p>\n

（2）\u6784\u5efa\u6570\u636e\u5e93<\/p>\n

\u5b9e\u4f53\u3001\u5173\u7cfb\u4e0e\u5c5e\u6027\u5b9a\u4e49：\u5728\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\u65f6，\u9996\u5148\u5b9a\u4e49\u4e86\u76f8\u5173\u7684\u5b9e\u4f53\u3001\u5173\u7cfb\u548c\u5c5e\u6027，\u786e\u4fdd\u6570\u636e\u7684\u7ec4\u7ec7\u7b26\u5408\u533b\u5b66\u9886\u57df\u7684\u5b9e\u9645\u9700\u6c42\u3002<\/p>\n

\u2460\u5b9e\u4f53\u5c5e\u6027：\u5305\u62ec\u75be\u75c5\u3001\u8bca\u65ad\u68c0\u67e5\u9879\u76ee\u3001\u533b\u7597\u79d1\u5ba4\u3001\u836f\u54c1\u3001\u98df\u7269\u3001\u75be\u75c5\u75c7\u72b6\u7b49\u533b\u5b66\u76f8\u5173\u5b9e\u4f53\u3002<\/p>\n

\u2461\u5173\u7cfb\u7c7b\u522b：\u5b9a\u4e49\u5b9e\u4f53\u4e4b\u95f4\u7684\u5173\u7cfb\u7c7b\u522b，\u4f8b\u5982：\u75be\u75c5\u4e0e\u75c7\u72b6\u7684\u5173\u7cfb\u3001\u75be\u75c5\u4e0e\u836f\u54c1\u7684\u5173\u7cfb\u3001\u75be\u75c5\u4e0e\u79d1\u5ba4\u7684\u6cbb\u7597\u5173\u7cfb\u3001\u75be\u75c5\u4e0e\u996e\u98df\u76f8\u5173\u7684\u5173\u7cfb<\/p>\n

\u2462\u5c5e\u6027\u7c7b\u578b：\u4e3a\u6bcf\u4e2a\u5b9e\u4f53\u5b9a\u4e49\u4e86\u591a\u4e2a\u5c5e\u6027，\u5982：\u75be\u75c5\u540d\u79f0\u3001\u75be\u75c5\u7b80\u4ecb\u3001\u75be\u75c5\u75c5\u56e0\u3001\u9884\u9632\u63aa\u65bd\u3001\u6cbb\u7597\u65b9\u5f0f\u3001\u6cbb\u6108\u5468\u671f\u3001\u6cbb\u6108\u6982\u7387\u7b49<\/p>\n

\u6570\u636e\u8bfb\u53d6：\u4e3a\u4e86\u5c06\u6536\u96c6\u5230\u7684\u6570\u636e\u7ed3\u6784\u5316\u5904\u7406，\u4f7f\u7528Python\u7f16\u5199\u811a\u672c\u8bfb\u53d6JSON\u683c\u5f0f\u6570\u636e\u96c6\u3002\u8bfb\u53d6\u540e，\u5c06\u6570\u636e\u8f6c\u6362\u4e3aPython\u5b57\u5178\u5bf9\u8c61，\u89e3\u6790\u6bcf\u4e2a\u75be\u75c5\u7684\u8be6\u7ec6\u4fe1\u606f（\u5982\u75be\u75c5\u540d\u79f0\u3001\u75c7\u72b6\u3001\u6cbb\u7597\u65b9\u5f0f\u7b49）\u3002\u968f\u540e，\u6570\u636e\u4f1a\u6309\u7c7b\u522b\u5b58\u50a8\u5728\u5bf9\u5e94\u7684\u5217\u8868\u6216\u5b57\u5178\u4e2d，\u4ee5\u4fbf\u5728\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\u65f6\u4f7f\u7528\u3002<\/p>\n

\u6570\u636e\u5206\u7c7b：\u5c06\u75be\u75c5\u7684\u57fa\u672c\u5c5e\u6027\u5b58\u50a8\u5728\u4e00\u4e2a\u75be\u75c5\u5b57\u5178\u4e2d\u3002\u5c06\u75be\u75c5\u4e0e\u5176\u4ed6\u5b9e\u4f53（\u5982\u75c7\u72b6\u3001\u836f\u7269）\u7684\u5173\u7cfb\u63d0\u53d6\u51fa\u6765，\u6784\u5efa\u4e0d\u540c\u7c7b\u522b\u7684\u5173\u7cfb\u5217\u8868\u3002<\/p>\n

（3）\u521b\u5efa\u77e5\u8bc6\u56fe\u8c31\u8282\u70b9\u548c\u5173\u7cfb<\/p>\n

\u8bfb\u53d6\u6570\u636e\u6587\u4ef6：\u9010\u884c\u8bfb\u53d6\u5df2\u7ecf\u5904\u7406\u597d\u7684JSON\u6570\u636e\u6587\u4ef6，\u63d0\u53d6\u75be\u75c5\u7684\u5404\u9879\u5c5e\u6027\u3002\u6839\u636e\u5b57\u6bb5\u5185\u5bb9，\u5c06\u5c5e\u6027\u5206\u4e3a\u4e09\u7c7b：<\/p>\n

\u2460\u75be\u75c5\u5c5e\u6027：\u5982\u75be\u75c5\u7684\u540d\u79f0\u3001\u75c5\u56e0\u3001\u75c7\u72b6\u7b49，\u5b58\u50a8\u5728disease_dict\u5b57\u5178\u4e2d\u3002<\/p>\n

\u2461\u5173\u7cfb\u4fe1\u606f：\u5982\u679c\u8be5\u5b57\u6bb5\u8868\u793a\u75be\u75c5\u4e0e\u5176\u4ed6\u5b9e\u4f53\u7684\u5173\u7cfb（\u5982\u75be\u75c5\u4e0e\u836f\u7269），\u5219\u5c06\u5173\u7cfb\u5b58\u50a8\u5230\u76f8\u5e94\u7684\u5173\u7cfb\u8868\u4e2d\u3002<\/p>\n

\u2462\u5176\u4ed6\u5b9e\u4f53：\u5bf9\u4e8e\u975e\u75be\u75c5\u7684\u5b9e\u4f53（\u5982\u836f\u54c1\u3001\u68c0\u67e5\u9879\u76ee\u7b49），\u5c06\u5176\u5b58\u50a8\u5728\u7279\u5b9a\u7684\u5b9e\u4f53\u5217\u8868\u4e2d，\u5f85\u540e\u7eed\u521b\u5efa\u5b9e\u4f53\u8282\u70b9\u65f6\u4f7f\u7528\u3002<\/p>\n

\u521b\u5efa\u77e5\u8bc6\u56fe\u8c31\u5b9e\u4f53\u8282\u70b9：\u5728\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\u65f6，\u521b\u5efa\u4e0d\u540c\u7c7b\u578b\u7684\u5b9e\u4f53\u8282\u70b9\u548c\u5173\u7cfb\u8282\u70b9\u3002<\/p>\n

\u2460\u75be\u75c5\u5b9e\u4f53\u8282\u70b9：\u8fd9\u662f\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u4e2d\u5fc3\u8282\u70b9，\u5305\u542b\u6bcf\u4e2a\u75be\u75c5\u7684\u8be6\u7ec6\u5c5e\u6027\u4fe1\u606f\u3002\u5c5e\u6027\u5305\u62ec\u75be\u75c5\u540d\u79f0\u3001\u75c5\u56e0\u3001\u75c7\u72b6\u3001\u6cbb\u7597\u65b9\u5f0f\u7b49\u3002<\/p>\n

\u2461\u666e\u901a\u5b9e\u4f53\u8282\u70b9：\u8fd9\u4e9b\u8282\u70b9\u5305\u62ec\u836f\u54c1\u3001\u98df\u7269\u7b49，\u4e0e\u75be\u75c5\u6709\u76f4\u63a5\u5173\u7cfb，\u4f46\u4e0d\u5305\u542b\u8be6\u7ec6\u5c5e\u6027，\u53ea\u9700\u4fdd\u5b58\u5b9e\u4f53\u540d\u79f0\u3002<\/p>\n

\u4f7f\u7528Neo4j\u56fe\u6570\u636e\u5e93\u5b58\u50a8\u77e5\u8bc6\u56fe\u8c31\u3002\u5728Neo4j\u4e2d，\u8282\u70b9\u4f7f\u7528\u6807\u7b7e\u533a\u5206\u5b9e\u4f53\u7c7b\u578b（\u5982\u75be\u75c5\u3001\u836f\u54c1\u7b49），\u8fb9\u7528\u4e8e\u8868\u793a\u5b9e\u4f53\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u901a\u8fc7\u7f16\u5199Cypher\u67e5\u8be2\u8bed\u8a00\u7684\u811a\u672c，\u9010\u6b65\u5c06\u5b9e\u4f53\u548c\u5173\u7cfb\u5bfc\u5165Neo4j，\u5f62\u6210\u7ed3\u6784\u5316\u7684\u56fe\u6570\u636e\u3002Neo4j\u6570\u636e\u5e93\u4e2d\u7684\u77e5\u8bc6\u56fe\u8c31\u5982\u56fe1-12\u6240\u793a\u3002<\/p>\n

\"\"<\/p>\n

\u56fe1-12 Neo4j\u6570\u636e\u5e93<\/p>\n

\u77e5\u8bc6\u56fe\u8c31\u4e3a\u7cfb\u7edf\u63d0\u4f9b\u4e86\u7ed3\u6784\u5316\u7684\u533b\u5b66\u6570\u636e\u652f\u6301，\u4f7f\u5f97\u7cfb\u7edf\u80fd\u591f\u5feb\u901f\u67e5\u8be2\u548c\u5206\u6790\u75be\u75c5\u76f8\u5173\u4fe1\u606f，\u5e76\u8fdb\u884c\u9ad8\u6548\u7684\u533b\u5b66\u77e5\u8bc6\u63a8\u7406\u3002<\/p>\n

1.3.3 \u95ee\u7b54\u673a\u5668\u4eba<\/h4>\n

\u95ee\u7b54\u673a\u5668\u4eba\u6a21\u5757\u8d1f\u8d23\u5904\u7406\u7528\u6237\u7684\u81ea\u7136\u8bed\u8a00\u95ee\u9898，\u5e76\u901a\u8fc7\u77e5\u8bc6\u56fe\u8c31\u6216\u5927\u6a21\u578b（\u6587\u5fc3\u4e00\u8a00）\u63d0\u4f9b\u667a\u80fd\u7b54\u6848\u3002\u8be5\u6a21\u5757\u662f\u7cfb\u7edf\u7684\u6838\u5fc3\u529f\u80fd\u4e4b\u4e00，\u6d89\u53ca\u590d\u6742\u7684\u7b97\u6cd5\u548c\u5927\u89c4\u6a21\u6570\u636e\u7684\u68c0\u7d22\u4e0e\u8ba1\u7b97\u3002<\/p>\n

\u5b9e\u73b0\u6d41\u7a0b\u56fe\u5982\u56fe1-13\u6240\u793a\u3002<\/p>\n

\"\"<\/p>\n

\u56fe1-13 \u95ee\u7b54\u7cfb\u7edf\u5b9e\u73b0\u6d41\u7a0b\u56fe<\/p>\n

ChatBotGraph\u7c7b：\u8be5\u7c7b\u662f\u95ee\u7b54\u673a\u5668\u4eba\u6a21\u5757\u7684\u6838\u5fc3，\u8d1f\u8d23\u95ee\u9898\u7684\u5206\u7c7b\u3001\u89e3\u6790\u3001\u67e5\u8be2\u4ee5\u53ca\u4e0e\u77e5\u8bc6\u56fe\u8c31\u548c\u5927\u6a21\u578b\u7684\u4ea4\u4e92\u3002<\/p>\n

classifier（\u95ee\u9898\u5206\u7c7b\u5668）：\u63a5\u6536\u7528\u6237\u8f93\u5165\u7684\u81ea\u7136\u8bed\u8a00\u95ee\u9898\u5e76\u8fdb\u884c\u5206\u7c7b\u3002\u4f8b\u5982，\u8bc6\u522b\u51fa\u662f\u5173\u4e8e\u67d0\u4e2a\u5b9e\u4f53\u7684\u8be2\u95ee\u3001\u65f6\u95f4\u95ee\u9898\u3001\u8fd8\u662f\u5173\u7cfb\u67e5\u8be2\u95ee\u9898\u3002\u5206\u7c7b\u7684\u51c6\u786e\u6027\u76f4\u63a5\u5f71\u54cd\u540e\u7eed\u6b65\u9aa4\u7684\u5904\u7406\u3002<\/p>\n

parser（\u95ee\u9898\u89e3\u6790\u5668）：\u5c06\u5206\u7c7b\u540e\u7684\u95ee\u9898\u89e3\u6790\u4e3a\u53ef\u4f9b\u77e5\u8bc6\u56fe\u8c31\u67e5\u8be2\u6216\u8c03\u7528\u5927\u6a21\u578b\u7684\u7ed3\u6784\u5316\u67e5\u8be2\u8bed\u53e5\u3002\u4f8b\u5982，\u201c\u67d0\u516c\u53f8\u63a8\u51fa\u4e86\u54ea\u4e9b\u4ea7\u54c1？\u201d\u53ef\u4ee5\u89e3\u6790\u4e3aCypher\u67e5\u8be2\u3002<\/p>\n

searcher（\u7b54\u6848\u68c0\u7d22\u5668）：\u6267\u884c\u89e3\u6790\u540e\u7684\u67e5\u8be2\u8bed\u53e5，\u4e0e\u77e5\u8bc6\u56fe\u8c31\u6570\u636e\u5e93\u4ea4\u4e92，\u68c0\u7d22\u51fa\u7b26\u5408\u6761\u4ef6\u7684\u5b9e\u4f53\u548c\u5173\u7cfb\u3002\u5982\u679c\u77e5\u8bc6\u56fe\u8c31\u4e2d\u6ca1\u6709\u627e\u5230\u5bf9\u5e94\u7684\u7b54\u6848，\u7cfb\u7edf\u4f1a\u8c03\u7528\u6587\u5fc3\u4e00\u8a00\u5927\u6a21\u578b\u8fdb\u884c\u667a\u80fd\u751f\u6210\u3002<\/p>\n

chat_main\u65b9\u6cd5: \u8be5\u65b9\u6cd5\u662f\u95ee\u7b54\u673a\u5668\u4eba\u7684\u4e3b\u8981\u5165\u53e3，\u63a5\u6536\u7528\u6237\u8f93\u5165\u7684\u95ee\u9898\u3002\u95ee\u9898\u4f1a\u5148\u7ecf\u8fc7\u5206\u7c7b\u3001\u89e3\u6790\u548c\u77e5\u8bc6\u56fe\u8c31\u67e5\u8be2，\u5982\u679c\u67e5\u8be2\u7ed3\u679c\u4e3a\u7a7a，\u5219\u8c03\u7528\u6587\u5fc3\u4e00\u8a00\u6a21\u578b\u751f\u6210\u7b54\u6848，\u5e76\u8fd4\u56de\u7ed9\u7528\u6237\u3002\u5982\u679c\u6a21\u578b\u65e0\u6cd5\u751f\u6210\u6709\u6548\u7b54\u6848，\u7cfb\u7edf\u4f1a\u8fd4\u56de\u9519\u8bef\u63d0\u793a\u6216\u5f15\u5bfc\u7528\u6237\u91cd\u65b0\u63d0\u95ee\u3002<\/p>\n

\u6587\u5fc3\u4e00\u8a00\u5927\u6a21\u578b\u96c6\u6210：\u5f53\u77e5\u8bc6\u56fe\u8c31\u65e0\u6cd5\u63d0\u4f9b\u7b54\u6848\u65f6，\u7cfb\u7edf\u901a\u8fc7API\u63a5\u53e3\u8c03\u7528\u6587\u5fc3\u4e00\u8a00\u5927\u6a21\u578b，\u751f\u6210\u7b26\u5408\u4e0a\u4e0b\u6587\u7684\u7b54\u6848\u3002\u6587\u5fc3\u4e00\u8a00\u662f\u4e00\u4e2a\u9884\u8bad\u7ec3\u7684\u8bed\u8a00\u6a21\u578b，\u64c5\u957f\u56de\u7b54\u590d\u6742\u7684\u63a8\u7406\u95ee\u9898\u6216\u672a\u77e5\u9886\u57df\u7684\u5f00\u653e\u6027\u95ee\u9898\u3002\u5927\u6a21\u578b\u7684\u56de\u7b54\u751f\u6210\u57fa\u4e8e\u8f93\u5165\u7684\u4e0a\u4e0b\u6587\u53ca\u95ee\u9898，\u6a21\u578b\u4f1a\u7efc\u5408\u8003\u8651\u4e0a\u4e0b\u6587\u548c\u5df2\u77e5\u4fe1\u606f，\u751f\u6210\u5408\u4e4e\u903b\u8f91\u7684\u81ea\u7136\u8bed\u8a00\u7b54\u6848\u3002\u7cfb\u7edf\u5c06\u5927\u6a21\u578b\u751f\u6210\u7684\u7b54\u6848\u8fd4\u56de\u7ed9\u7528\u6237\u3002<\/p>\n

\u7cfb\u7edf\u5b9e\u73b0\u4e86\u5bf9\u81ea\u7136\u8bed\u8a00\u95ee\u9898\u7684\u7cbe\u51c6\u56de\u7b54，\u7ed3\u5408\u77e5\u8bc6\u56fe\u8c31\u548c\u5927\u6a21\u578b\u7684\u53cc\u91cd\u4fdd\u969c，\u63d0\u5347\u4e86\u7cfb\u7edf\u5728\u590d\u6742\u95ee\u9898\u573a\u666f\u4e0b\u7684\u5e94\u7b54\u80fd\u529b\u3002<\/p>\n

1.4 \u7b97\u6cd5\u8bbe\u8ba1<\/h3>\n

\u8be5\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u6838\u5fc3\u7b97\u6cd5\u6d89\u53ca\u4e09\u4e2a\u4e3b\u8981\u6a21\u5757：\u95ee\u9898\u5206\u7c7b\u5668\u3001\u95ee\u9898\u89e3\u6790\u5668\u4ee5\u53ca\u7b54\u6848\u641c\u7d22\u5668\u3002\u6bcf\u4e2a\u6a21\u5757\u90fd\u6709\u5176\u72ec\u7279\u7684\u529f\u80fd，\u786e\u4fdd\u4ece\u7528\u6237\u8f93\u5165\u7684\u95ee\u9898\u5230\u6700\u7ec8\u7b54\u6848\u7684\u751f\u6210\u8fc7\u7a0b\u987a\u7545\u4e14\u9ad8\u6548\u3002\u4e0b\u9762\u8be6\u7ec6\u9610\u8ff0\u5404\u4e2a\u6a21\u5757\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0\u3002<\/p>\n

1.4.1 \u95ee\u9898\u5206\u7c7b\u5668\u8bbe\u8ba1<\/h4>\n

\u95ee\u9898\u5206\u7c7b\u5668\u7684\u4e3b\u8981\u4efb\u52a1\u662f\u6839\u636e\u7528\u6237\u7684\u8f93\u5165，\u5c06\u5176\u5f52\u7c7b\u4e3a\u4e0d\u540c\u7684\u95ee\u9898\u7c7b\u578b\u3002\u901a\u8fc7\u5206\u7c7b，\u7cfb\u7edf\u80fd\u591f\u7406\u89e3\u7528\u6237\u7684\u67e5\u8be2\u662f\u5173\u4e8e\u75be\u75c5\u7684\u54ea\u4e00\u7c7b\u95ee\u9898，\u5982\u75be\u75c5\u75c7\u72b6\u3001\u9884\u9632\u63aa\u65bd\u3001\u6cbb\u7597\u65b9\u6cd5\u7b49\u3002\u95ee\u9898\u5206\u7c7b\u5668\u8bbe\u8ba1\u56fe\u5982\u56fe1-14\u6240\u793a\u3002<\/p>\n

\"\"<\/p>\n

\u56fe1-14 \u95ee\u9898\u5206\u7c7b\u5668\u8bbe\u8ba1\u6d41\u7a0b\u56fe<\/p>\n

\u5206\u7c7b\u5668\u7684\u8bbe\u8ba1\u9075\u5faa\u4ee5\u4e0b\u6b65\u9aa4：<\/p>\n

\u6570\u636e\u9884\u5904\u7406：\u5728\u5206\u7c7b\u5668\u7684\u6784\u5efa\u8fc7\u7a0b\u4e2d，\u9996\u5148\u9700\u8981\u51c6\u5907\u7279\u5f81\u8bcd\u6587\u4ef6，\u5176\u4e2d\u5305\u542b\u4e0d\u540c\u7c7b\u522b\u7684\u95ee\u9898\u5173\u952e\u8bcd，\u4f8b\u5982\u4e0e\u75be\u75c5\u76f8\u5173\u7684\u8bcd\u6c47（\u5982\u201c\u611f\u5192\u201d\u3001\u201c\u7cd6\u5c3f\u75c5\u201d）\u4ee5\u53ca\u7591\u95ee\u8bcd（\u5982\u201c\u75c7\u72b6\u201d\u3001\u201c\u9884\u9632\u201d）\u3002\u7cfb\u7edf\u901a\u8fc7\u8bfb\u53d6\u8fd9\u4e9b\u7279\u5f81\u8bcd\u6587\u4ef6，\u5c06\u4e0d\u540c\u7c7b\u522b\u7684\u7279\u5f81\u8bcd\u5b58\u50a8\u5728\u591a\u4e2a\u5217\u8868\u4e2d，\u4f5c\u4e3a\u540e\u7eed\u95ee\u9898\u5206\u7c7b\u7684\u57fa\u7840\u3002<\/p>\n

AC\u81ea\u52a8\u673a\u7684\u6784\u5efa：\u5206\u7c7b\u5668\u5229\u7528Aho-Corasick（AC）\u81ea\u52a8\u673a\u8fdb\u884c\u591a\u6a21\u5f0f\u5339\u914d\u3002AC\u81ea\u52a8\u673a\u53ef\u4ee5\u5c06\u5927\u91cf\u7684\u7279\u5f81\u8bcd\u6784\u5efa\u4e3a\u4e00\u68f5\u7279\u5f81\u8bcd\u6811，\u4ee5\u4fbf\u5728\u7528\u6237\u8f93\u5165\u7684\u95ee\u9898\u4e2d\u5feb\u901f\u5b9a\u4f4d\u7279\u5f81\u8bcd\u3002\u6784\u5efa\u7684AC\u6811\u901a\u8fc7\u5c06\u6240\u6709\u7279\u5f81\u8bcd\u52a0\u5165\u5230\u7279\u5f81\u8bcd\u5b57\u5178\u4e2d，\u5e76\u5c06\u6bcf\u4e2a\u8bcd\u4e0e\u5176\u5bf9\u5e94\u7684\u7c7b\u522b\u4e00\u4e00\u5bf9\u5e94（\u5982\u201c\u611f\u5192\u201d\u5bf9\u5e94\u201c\u75be\u75c5\u201d）\u3002\u901a\u8fc7AC\u81ea\u52a8\u673a，\u7cfb\u7edf\u80fd\u591f\u8fc5\u901f\u8bc6\u522b\u51fa\u7528\u6237\u95ee\u9898\u4e2d\u5305\u542b\u7684\u7279\u5f81\u8bcd\u3002<\/p>\n

\u95ee\u9898\u7c7b\u578b\u8bc6\u522b：\u5728\u5206\u7c7b\u9636\u6bb5，\u7cfb\u7edf\u5bf9\u7528\u6237\u7684\u8f93\u5165\u8fdb\u884c\u7279\u5f81\u8bcd\u8fc7\u6ee4\u3002\u7528\u6237\u7684\u95ee\u9898\u901a\u8fc7AC\u81ea\u52a8\u673a\u8fdb\u884c\u626b\u63cf，\u7cfb\u7edf\u4f1a\u8f93\u51fa\u4e0e\u8f93\u5165\u5339\u914d\u7684\u7279\u5f81\u8bcd\u53ca\u5176\u5bf9\u5e94\u7c7b\u522b\u3002\u63a5\u4e0b\u6765，\u7cfb\u7edf\u8fd8\u4f1a\u4f9d\u636e\u7591\u95ee\u8bcd\u5217\u8868（\u5982\u201c\u75c7\u72b6\u201d\u3001\u201c\u9884\u9632\u201d\u7b49）\u6765\u786e\u5b9a\u95ee\u9898\u7684\u5177\u4f53\u7c7b\u578b\u3002\u4f8b\u5982，\u5bf9\u4e8e\u95ee\u9898\u201c\u5982\u4f55\u9884\u9632\u611f\u5192？\u201d，\u7cfb\u7edf\u4f1a\u8bc6\u522b\u51fa\u201c\u611f\u5192\u201d\u662f\u75be\u75c5\u5b9e\u4f53，\u201c\u9884\u9632\u201d\u5c5e\u4e8e\u9884\u9632\u7c7b\u7591\u95ee\u8bcd，\u56e0\u6b64\u5c06\u95ee\u9898\u5f52\u7c7b\u4e3a\u201c\u75be\u75c5\u9884\u9632\u201d\u7c7b\u578b\u3002<\/p>\n

\u5206\u7c7b\u5668\u8f93\u51fa：\u5206\u7c7b\u5668\u6700\u7ec8\u4f1a\u8f93\u51fa\u4e00\u4e2a\u5305\u542b\u95ee\u9898\u7c7b\u578b\u53ca\u76f8\u5173\u5b9e\u4f53\u7684\u6570\u636e\u7ed3\u6784，\u5982：<\/p>\n

{<\/p>\n

\u00a0\u00a0\u00a0\u00a0"args": {"\u611f\u5192": ["disease"]},<\/p>\n

\u00a0\u00a0\u00a0\u00a0"question_type": ["disease_prevent"]<\/p>\n

}<\/p>\n

\u6b64\u7ed3\u6784\u5c06\u4f20\u9012\u7ed9\u95ee\u9898\u89e3\u6790\u5668\u8fdb\u884c\u8fdb\u4e00\u6b65\u5904\u7406\u3002<\/p>\n

1.4.2 \u95ee\u9898\u89e3\u6790\u5668\u8bbe\u8ba1<\/h4>\n

\u95ee\u9898\u89e3\u6790\u5668\u7684\u4f5c\u7528\u662f\u5c06\u95ee\u9898\u5206\u7c7b\u5668\u7684\u8f93\u51fa\u8fdb\u884c\u8fdb\u4e00\u6b65\u5904\u7406，\u89e3\u6790\u95ee\u9898\u4e2d\u7684\u5b9e\u4f53\u53ca\u5176\u5173\u7cfb，\u5e76\u751f\u6210\u76f8\u5e94\u7684\u67e5\u8be2\u8bed\u53e5\u3002\u89e3\u6790\u5668\u901a\u8fc7\u5173\u952e\u8bcd\u5339\u914d\u548c\u89c4\u5219\u63a8\u7406，\u80fd\u591f\u5c06\u81ea\u7136\u8bed\u8a00\u95ee\u9898\u8f6c\u6362\u4e3a\u8ba1\u7b97\u673a\u80fd\u591f\u7406\u89e3\u7684\u7ed3\u6784\u5316\u67e5\u8be2\u8bed\u8a00\u3002\u95ee\u9898\u89e3\u6790\u5668\u8bbe\u8ba1\u56fe\u5982\u56fe1-15\u6240\u793a\u3002<\/p>\n

\"\"<\/p>\n

\u56fe1-15 \u95ee\u9898\u89e3\u6790\u5668\u8bbe\u8ba1\u6d41\u7a0b\u56fe<\/p>\n

\u5b9e\u4f53\u5b57\u5178\u6784\u5efa：\u5728\u89e3\u6790\u8fc7\u7a0b\u4e2d，\u89e3\u6790\u5668\u9996\u5148\u901a\u8fc7build_entitydict\u51fd\u6570，\u5c06\u95ee\u9898\u5206\u7c7b\u5668\u8f93\u51fa\u7684\u5b9e\u4f53\u7c7b\u578b\u4e0e\u5b9e\u4f53\u540d\u8fdb\u884c\u91cd\u65b0\u7ec4\u7ec7，\u751f\u6210\u6309\u5b9e\u4f53\u7c7b\u578b\u5212\u5206\u7684\u5b57\u5178\u3002\u4f8b\u5982，\u8f93\u5165\u201c\u611f\u5192\u201d\u5bf9\u5e94\u7684\u5b57\u5178\u683c\u5f0f\u4e3a：<\/p>\n

{<\/p>\n

\u00a0\u00a0\u00a0\u00a0"disease": ["\u611f\u5192"]<\/p>\n

}<\/p>\n

\u8fd9\u4e00\u5b57\u5178\u7ed3\u6784\u6709\u52a9\u4e8e\u89e3\u6790\u5668\u6839\u636e\u5b9e\u4f53\u7c7b\u578b\u8fdb\u884c\u540e\u7eed\u7684\u5904\u7406\u3002<\/p>\n

\u89e3\u6790\u4e3b\u51fd\u6570：\u89e3\u6790\u5668\u7684\u6838\u5fc3\u529f\u80fd\u7531parser_main\u51fd\u6570\u5b9e\u73b0\u3002\u8be5\u51fd\u6570\u6839\u636e\u5206\u7c7b\u5668\u7684\u8f93\u51fa\u6570\u636e，\u8bc6\u522b\u95ee\u9898\u7684\u7c7b\u578b\u548c\u5b9e\u4f53，\u5e76\u8c03\u7528\u4e0d\u540c\u7684\u89e3\u6790\u89c4\u5219\u3002\u89e3\u6790\u5668\u4f1a\u4f9d\u636e\u4e0d\u540c\u7684\u5b9e\u4f53\u548c\u7591\u95ee\u8bcd\u6784\u9020\u76f8\u5e94\u7684Cypher\u67e5\u8be2\u8bed\u53e5，\u7528\u4ee5\u68c0\u7d22\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u76f8\u5173\u4fe1\u606f\u3002\u4f8b\u5982，\u5bf9\u4e8e\u201c\u611f\u5192\u201d+\u201c\u9884\u9632\u201d\u8fd9\u4e00\u7ec4\u5408，\u7cfb\u7edf\u5c06\u751f\u6210\u67e5\u8be2\u8bed\u53e5\u4ee5\u67e5\u627e\u6709\u5173\u611f\u5192\u7684\u9884\u9632\u4fe1\u606f\u3002<\/p>\n

SQL\u67e5\u8be2\u6784\u5efa：\u89e3\u6790\u5668\u5229\u7528sql_transfer\u51fd\u6570\u751f\u6210Cypher\u67e5\u8be2\u8bed\u53e5\u3002\u8be5\u51fd\u6570\u6839\u636e\u95ee\u9898\u7c7b\u578b\u548c\u6d89\u53ca\u7684\u5b9e\u4f53\u6784\u9020\u51fa\u76f8\u5e94\u7684\u67e5\u8be2\u8bed\u53e5\u3002\u4f8b\u5982，\u9488\u5bf9\u201c\u5982\u4f55\u9884\u9632\u611f\u5192\u201d\u8fd9\u4e00\u95ee\u9898，\u7cfb\u7edf\u53ef\u80fd\u751f\u6210\u5982\u4e0bCypher\u67e5\u8be2：<\/p>\n

MATCH (m:Disease) WHERE m.name="\u611f\u5192" RETURN m.name, m.prevent<\/p>\n

\u8fd9\u4e2a\u67e5\u8be2\u8bed\u53e5\u5c06\u4ece\u56fe\u6570\u636e\u5e93\u4e2d\u68c0\u7d22\u201c\u611f\u5192\u201d\u7684\u9884\u9632\u63aa\u65bd\u3002\u89e3\u6790\u5668\u7684\u7075\u6d3b\u6027\u4f53\u73b0\u5728\u80fd\u591f\u6839\u636e\u4e0d\u540c\u7684\u95ee\u9898\u7c7b\u578b（\u5982\u75c7\u72b6\u67e5\u8be2\u3001\u836f\u54c1\u67e5\u8be2\u7b49）\u751f\u6210\u4e0d\u540c\u7684\u67e5\u8be2\u8bed\u53e5\u3002<\/p>\n

\u67e5\u8be2\u7c7b\u578b\u7684\u89e3\u6790：\u89e3\u6790\u5668\u901a\u8fc7\u904d\u5386\u6240\u6709\u53ef\u80fd\u7684\u67e5\u8be2\u7c7b\u578b，\u5e76\u6839\u636e\u95ee\u9898\u5206\u7c7b\u5668\u63d0\u4f9b\u7684\u7ed3\u679c\u6765\u5224\u65ad\u5177\u4f53\u7684\u67e5\u8be2\u9700\u6c42\u3002\u4e0d\u540c\u7c7b\u578b\u7684\u67e5\u8be2\u4f1a\u8c03\u7528\u4e0d\u540c\u7684\u89e3\u6790\u903b\u8f91，\u4ee5\u786e\u4fdd\u751f\u6210\u7684\u67e5\u8be2\u8bed\u53e5\u51c6\u786e\u65e0\u8bef\u3002<\/p>\n

1.4.3 \u7b54\u6848\u641c\u7d22\u5668\u8bbe\u8ba1<\/h4>\n

\u7b54\u6848\u641c\u7d22\u5668\u8d1f\u8d23\u6267\u884c\u7531\u95ee\u9898\u89e3\u6790\u5668\u751f\u6210\u7684\u67e5\u8be2\u8bed\u53e5，\u8bbf\u95ee\u56fe\u6570\u636e\u5e93\u5e76\u8fd4\u56de\u67e5\u8be2\u7ed3\u679c\u3002\u7b54\u6848\u641c\u7d22\u5668\u4e0d\u4ec5\u4ec5\u8fdb\u884c\u6570\u636e\u5e93\u67e5\u8be2，\u8fd8\u9700\u8981\u5c06\u67e5\u8be2\u7ed3\u679c\u8fdb\u884c\u683c\u5f0f\u5316\u5904\u7406，\u5e76\u6839\u636e\u67e5\u8be2\u7c7b\u578b\u8fd4\u56de\u5408\u9002\u7684\u7b54\u6848\u3002\u7b54\u6848\u641c\u7d22\u5668\u8bbe\u8ba1\u56fe\u5982\u56fe1-16\u6240\u793a\u3002\"\"<\/p>\n

\u56fe1-16 \u7b54\u6848\u641c\u7d22\u5668\u8bbe\u8ba1\u6d41\u7a0b\u56fe<\/p>\n

\u4e0e\u56fe\u6570\u636e\u5e93\u8fde\u63a5：\u5728\u521d\u59cb\u5316\u9636\u6bb5，\u7b54\u6848\u641c\u7d22\u5668\u901a\u8fc7py2neo\u5e93\u8fde\u63a5\u5230Neo4j\u56fe\u6570\u636e\u5e93\u3002\u7cfb\u7edf\u786e\u4fdd\u8fde\u63a5\u7684\u7a33\u5b9a\u6027，\u5e76\u8bbe\u5b9a\u5b57\u7b26\u957f\u5ea6\u7b49\u9650\u5236\u53c2\u6570，\u4ee5\u89c4\u8303\u751f\u6210\u7b54\u6848\u7684\u683c\u5f0f\u3002<\/p>\n

\u67e5\u8be2\u6267\u884c：search_main\u51fd\u6570\u662f\u7b54\u6848\u641c\u7d22\u7684\u6838\u5fc3\u3002\u8be5\u51fd\u6570\u63a5\u6536\u4e00\u4e2a\u7531Cypher\u67e5\u8be2\u8bed\u53e5\u7ec4\u6210\u7684\u5217\u8868，\u5e76\u9010\u4e2a\u6267\u884c\u8fd9\u4e9b\u67e5\u8be2\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u67e5\u8be2，\u7cfb\u7edf\u4f1a\u8c03\u7528Neo4j\u7684run\u65b9\u6cd5，\u6267\u884cCypher\u8bed\u53e5\u5e76\u83b7\u53d6\u7ed3\u679c\u3002\u67e5\u8be2\u7ed3\u679c\u88ab\u5b58\u50a8\u5728answers\u5217\u8868\u4e2d，\u7cfb\u7edf\u4f1a\u6839\u636e\u67e5\u8be2\u7684\u5185\u5bb9\u8fdb\u884c\u6392\u5e8f\u548c\u7b5b\u9009\u3002<\/p>\n

\u7b54\u6848\u6a21\u677f\u5316：\u4e3a\u4e86\u63d0\u5347\u7528\u6237\u4f53\u9a8c，\u7b54\u6848\u641c\u7d22\u5668\u4f1a\u5bf9\u67e5\u8be2\u7ed3\u679c\u8fdb\u884c\u6a21\u677f\u5316\u5904\u7406\u3002answer_prettify\u51fd\u6570\u6839\u636e\u67e5\u8be2\u7c7b\u578b\u9009\u62e9\u9002\u5408\u7684\u7b54\u6848\u6a21\u677f，\u5e76\u5c06\u67e5\u8be2\u7ed3\u679c\u586b\u5145\u81f3\u6a21\u677f\u4e2d\u3002\u4f8b\u5982，\u5982\u679c\u67e5\u8be2\u7684\u662f\u75be\u75c5\u7684\u75c7\u72b6，\u7cfb\u7edf\u4f1a\u4ece\u6570\u636e\u5e93\u4e2d\u63d0\u53d6\u51fa\u75c7\u72b6\u540d\u79f0，\u5e76\u5c06\u5176\u63d2\u5165\u9884\u5b9a\u4e49\u7684\u7b54\u6848\u6a21\u677f\u4e2d\u3002<\/p>\n

\u4f8b\u5982，\u9488\u5bf9\u95ee\u9898\u201c\u611f\u5192\u7684\u75c7\u72b6\u6709\u54ea\u4e9b？\u201d，\u6a21\u677f\u5316\u5904\u7406\u53ef\u80fd\u751f\u6210\u5982\u4e0b\u7b54\u6848：<\/p>\n

\u201c\u611f\u5192\u7684\u4e3b\u8981\u75c7\u72b6\u5305\u62ec：\u53d1\u70ed\u3001\u54b3\u55fd\u3001\u54bd\u5589\u75db\u3002\u201d\u6a21\u677f\u5316\u5904\u7406\u786e\u4fdd\u4e86\u7b54\u6848\u7684\u7ed3\u6784\u5316\u548c\u53ef\u8bfb\u6027，\u7528\u6237\u53ef\u4ee5\u8fc5\u901f\u83b7\u53d6\u5230\u5173\u952e\u4fe1\u606f\u3002<\/p>\n

\u8fd4\u56de\u7ed3\u679c：\u6700\u7ec8，\u7b54\u6848\u641c\u7d22\u5668\u4f1a\u5c06\u6240\u6709\u67e5\u8be2\u7ed3\u679c\u8fd4\u56de\u7ed9\u7528\u6237\u3002\u82e5\u627e\u4e0d\u5230\u5408\u9002\u7684\u7b54\u6848，\u7cfb\u7edf\u5c06\u8fd4\u56de\u4e00\u4e2a\u9ed8\u8ba4\u7684\u521d\u59cb\u7b54\u6848，\u5982\u201c\u5f88\u62b1\u6b49，\u6682\u65f6\u65e0\u6cd5\u627e\u5230\u76f8\u5173\u4fe1\u606f，\u8bf7\u60a8\u7a0d\u540e\u518d\u8bd5\u3002\u201d\u3002\u8fd9\u4e00\u6a21\u5757\u8bbe\u8ba1\u4fdd\u8bc1\u4e86\u65e0\u8bba\u7528\u6237\u8f93\u5165\u4ec0\u4e48\u95ee\u9898，\u7cfb\u7edf\u90fd\u80fd\u591f\u63d0\u4f9b\u4e00\u4e2a\u5408\u9002\u7684\u53cd\u9988，\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n

1.5 \u7cfb\u7edf\u90e8\u7f72\u8bbe\u8ba1<\/h3>\n

1.5.1 \u7cfb\u7edf\u90e8\u7f72\u73af\u5883\u4e0e\u6280\u672f\u6808<\/h4>\n

\u5728\u672c\u7cfb\u7edf\u7684\u90e8\u7f72\u8fc7\u7a0b\u4e2d，\u9009\u62e9\u4e86\u963f\u91cc\u4e91\u7684\u4e91\u670d\u52a1\u5668\u4f5c\u4e3a\u57fa\u7840\u67b6\u6784，\u4ee5\u786e\u4fdd\u7cfb\u7edf\u7684\u9ad8\u53ef\u7528\u6027\u548c\u53ef\u6269\u5c55\u6027\u3002\u7cfb\u7edf\u7684\u6280\u672f\u6808\u4e3b\u8981\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u90e8\u5206：<\/p>\n

\u64cd\u4f5c\u7cfb\u7edf: \u9009\u62e9\u57fa\u4e8e Linux \u7684 CentOS 7\u00a0\u4f5c\u4e3a\u64cd\u4f5c\u7cfb\u7edf，\u4ee5\u652f\u6301\u7a33\u5b9a\u7684\u8fd0\u884c\u73af\u5883\u3002<\/p>\n

Web \u670d\u52a1\u5668: \u4f7f\u7528 Nginx \u4f5c\u4e3a\u53cd\u5411\u4ee3\u7406\u670d\u52a1\u5668，\u63d0\u4f9b\u9ad8\u6548\u7684\u9759\u6001\u8d44\u6e90\u670d\u52a1，\u5e76\u5904\u7406\u5ba2\u6237\u7aef\u8bf7\u6c42\u7684\u8def\u7531\u3002<\/p>\n

\u540e\u7aef\u6846\u67b6: \u91c7\u7528 Flask \u6846\u67b6\u8fdb\u884c\u540e\u7aef\u5f00\u53d1，\u63d0\u4f9b API \u63a5\u53e3\u5e76\u5904\u7406\u524d\u7aef\u8bf7\u6c42\u3002<\/p>\n

\u6570\u636e\u5e93: \u9009\u62e9 MongoDB \u548c Neo4j \u4f5c\u4e3a\u6570\u636e\u5e93\u7cfb\u7edf，\u5206\u522b\u7528\u4e8e\u5b58\u50a8\u722c\u53d6\u7684\u6570\u636e\u548c\u77e5\u8bc6\u56fe\u8c31\u4fe1\u606f\u3002<\/p>\n

\u524d\u7aef\u6280\u672f: \u524d\u7aef\u90e8\u5206\u4f7f\u7528 HTML\u3001CSS \u548c JavaScript \u6280\u672f\u6808\u8fdb\u884c\u5f00\u53d1，\u786e\u4fdd\u7528\u6237\u754c\u9762\u7684\u53cb\u597d\u6027\u4e0e\u4ea4\u4e92\u6027\u3002<\/p>\n

\u5176\u4ed6\u5de5\u5177: \u4f7f\u7528\u5b9d\u5854\u9762\u677f（BT Panel）\u8fdb\u884c\u670d\u52a1\u5668\u7684\u7ba1\u7406\u4e0e\u914d\u7f6e，\u7b80\u5316\u4e86\u7cfb\u7edf\u7684\u5b89\u88c5\u3001\u914d\u7f6e\u548c\u7ef4\u62a4\u8fc7\u7a0b\u3002<\/p>\n

1.5.2 \u4e91\u670d\u52a1\u5668\u914d\u7f6e\u4e0e\u90e8\u7f72\u6d41\u7a0b<\/h4>\n

\u4e91\u670d\u52a1\u5668\u914d\u7f6e\u4e0e\u90e8\u7f72\u6d41\u7a0b\u56fe\u5982\u56fe1-17\u6240\u793a\u3002<\/p>\n

\"\"<\/p>\n

\u56fe1-17 \u4e91\u670d\u52a1\u5668\u914d\u7f6e\u4e0e\u90e8\u7f72\u6d41\u7a0b\u56fe<\/p>\n

\u4e91\u670d\u52a1\u5668\u5b9e\u4f8b\u521b\u5efa：\u767b\u5f55\u963f\u91cc\u4e91\u7ba1\u7406\u63a7\u5236\u53f0，\u9009\u62e9\u201c\u4e91\u670d\u52a1\u5668 ECS\u201d\u5e76\u521b\u5efa\u65b0\u7684\u5b9e\u4f8b\u3002<\/p>\n

\u9009\u62e9\u5408\u9002\u7684\u914d\u7f6e：\u5982 CPU\u3001\u5185\u5b58\u3001\u5b58\u50a8\u7b49，\u672c\u7cfb\u7edf\u9009\u7528\u7684\u662f2\u68382G\u7684\u670d\u52a1\u5668，\u5b58\u50a840G\u3002<\/p>\n

\u9009\u62e9\u64cd\u4f5c\u7cfb\u7edf：\u5728\u521b\u5efa\u5b9e\u4f8b\u65f6\u9009\u62e9 CentOS 7\u00a0\u64cd\u4f5c\u7cfb\u7edf，\u5e76\u901a\u8fc7Workbench\u8fdc\u7a0b\u8fde\u63a5\u3002<\/p>\n

\u5b89\u88c5\u5b9d\u5854\u9762\u677f:\u4f7f\u7528 SSH \u8fde\u63a5\u5230\u4e91\u670d\u52a1\u5668\u3002\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5\u5b9d\u5854\u9762\u677f：wget -O install.sh http:\/\/download.bt.cn\/install\/install.sh\u6839\u636e\u63d0\u793a\u5b8c\u6210\u5b9d\u5854\u9762\u677f\u7684\u5b89\u88c5，\u5e76\u8bb0\u4e0b\u7ba1\u7406\u5730\u5740\u3001\u7528\u6237\u540d\u548c\u5bc6\u7801\u3002<\/p>\n

\u914d\u7f6e Nginx \u548c SSL：\u767b\u5f55\u5b9d\u5854\u9762\u677f，\u9009\u62e9\u201c\u8f6f\u4ef6\u5546\u5e97\u201d\u5b89\u88c5 Nginx\u3002\u5728\u201c\u7f51\u7ad9\u201d\u7ba1\u7406\u754c\u9762\u6dfb\u52a0\u65b0\u7684\u7ad9\u70b9，\u914d\u7f6e\u57df\u540d\u548c\u6839\u76ee\u5f55\u3002<\/p>\n

\u90e8\u7f72 Flask \u5e94\u7528:\u5728\u5b9d\u5854\u9762\u677f\u7684\u201c\u6587\u4ef6\u201d\u7ba1\u7406\u5668\u4e2d\u4e0a\u4f20 Flask \u5e94\u7528\u7684\u4ee3\u7801\u6587\u4ef6\u3002\u5728\u201c\u7f51\u7ad9\u201d\u754c\u9762\u4e2d，\u8bbe\u7f6e Flask \u7684\u8fd0\u884c\u53c2\u6570，\u6307\u5b9a Python \u73af\u5883\u548c\u542f\u52a8\u6587\u4ef6\u3002<\/p>\n

\u6570\u636e\u5e93\u914d\u7f6e:\u5b89\u88c5\u5e76\u914d\u7f6e\u00a0Neo4j \u6570\u636e\u5e93\u3002\u521b\u5efa\u6240\u9700\u7684\u6570\u636e\u5e93\u548c\u8868\u7ed3\u6784，\u5e76\u5bfc\u5165\u521d\u59cb\u6570\u636e\u3002<\/p>\n

\u6d4b\u8bd5\u4e0e\u76d1\u63a7:\u542f\u52a8 Flask \u5e94\u7528，\u8bbf\u95ee\u914d\u7f6e\u7684\u57df\u540d\u8fdb\u884c\u6d4b\u8bd5，\u786e\u4fdd\u7cfb\u7edf\u6b63\u5e38\u8fd0\u884c\u3002<\/p>\n

\u4f7f\u7528\u5b9d\u5854\u9762\u677f\u7684\u76d1\u63a7\u5de5\u5177，\u5b9e\u65f6\u76d1\u6d4b\u670d\u52a1\u5668\u7684\u6027\u80fd\u6307\u6807，\u5982 CPU\u3001\u5185\u5b58\u548c\u5e26\u5bbd\u4f7f\u7528\u60c5\u51b5\u3002<\/p>\n

\u901a\u8fc7\u4ee5\u4e0a\u6b65\u9aa4，\u7cfb\u7edf\u6210\u529f\u90e8\u7f72\u5728\u963f\u91cc\u4e91\u7684\u670d\u52a1\u5668\u4e0a，\u80fd\u591f\u9ad8\u6548\u7a33\u5b9a\u5730\u4e3a\u7528\u6237\u63d0\u4f9b\u667a\u80fd\u95ee\u7b54\u670d\u52a1\u3002<\/p>\n

1.6\u6e90\u4ee3\u7801<\/h2>\n

\u4e0b\u9762\u6240\u793a\u4ee3\u7801\u4e3aApp.py\u4e2d\u7684\u5168\u90e8\u4ee3\u7801：<\/p>\n

# \u5bfc\u5165Flask \u6a21\u677f
\nfrom flask import redirect, jsonify
\n# \u5bfc\u5165\u8981\u7528\u5230\u7684\u6570\u636e\u5e93 \u7b2c\u4e09\u65b9\u5e93
\nfrom flask_sqlalchemy import SQLAlchemy
\nfrom question_classifier import *
\nfrom question_parser import *
\nfrom answer_search import *
\nfrom flask import Flask, render_template, request
\nimport json
\napp = Flask(__name__) # \u521b\u5efa\u4e00\u4e2a Flask \u5e94\u7528\u7a0b\u5e8f\u5b9e\u4f8b
\nfrom flask import Flask, render_template
\n# \u5728\u8fd9\u91cc\u83b7\u53d6data\u548clinks\u6570\u636e
\nfrom neo4j import GraphDatabase<\/p>\n

# Neo4j\u6570\u636e\u5e93\u8fde\u63a5\u53c2\u6570<\/p>\n

uri = "neo4j:\/\/localhost:7687"
\nusername = "neo4j"
\npassword = "neo4j"<\/p>\n

# \u751f\u6210\u5e76\u4fdd\u5b58\u77e5\u8bc6\u56fe\u8c31\u6570\u636e\u548c HTML \u9875\u9762<\/p>\n

# \u5b9a\u4e49\u767b\u5f55\u9875\u9762\u7684\u8def\u7531
\n@app.route('\/login', methods=["GET", "POST"])
\ndef login():
\n error = None
\n if request.method == 'POST':
\n # \u4ece\u7f51\u9875\u83b7\u53d6\u8868\u5355\u8f93\u5165\u6570\u636e
\n id = request.form.get('user_name')
\n pwd = request.form.get('user_passwd')<\/p>\n

# \u4ece\u6570\u636e\u5e93\u4e2d\u67e5\u8be2\u7528\u6237\u4fe1\u606f
\n a = User.query.filter_by(id=int(id)).first()<\/p>\n

try:
\n # \u68c0\u67e5\u5bc6\u7801\u662f\u5426\u5339\u914d\u4ee5\u53ca\u7528\u6237ID\u662f\u5426\u5339\u914d
\n if a.name == pwd and int(id) == a.id:
\n return render_template('index.html')
\n except:
\n error = "\u5bc6\u7801\u9519\u8bef" # \u8bbe\u7f6e\u5bc6\u7801\u9519\u8bef\u63d0\u793a\u4fe1\u606f<\/p>\n

return render_template('logi.html', error=error) # \u5c06\u9519\u8bef\u4fe1\u606f\u4f20\u9012\u7ed9\u6a21\u677f
\n# \u8fde\u63a5\u6570\u636e\u5e93\u7684\u914d\u7f6e
\napp.config['SQLALCHEMY_DATABASE_URI'] = 'mysql+pymysql:\/\/root:neo4j@localhost:3306\/information?charset=utf8mb4'
\ndb = SQLAlchemy(app)<\/p>\n

# \u521b\u5efa\u597d\u7528\u6237\u4fe1\u606f\u7684\u8868\u683c\u7684\u4fe1\u606f
\nclass User(db.Model):
\n __tablename__ = "information_user"
\n id = db.Column(db.Integer, primary_key=True, comment="\u7528\u6237id")
\n name = db.Column(db.String(20), nullable=False, comment="\u7528\u6237\u59d3\u540d")<\/p>\n

# \u6267\u884c\u6240\u6709\u7684\u521b\u5efa\u8868\u683c\u7684\u8bed\u53e5
\nwith app.app_context():
\n db.create_all()<\/p>\n

# \u5b9a\u4e49\u6ce8\u518c\u9875\u9762\u7684\u8def\u7531
\n@app.route('\/res', methods=["GET", "POST"])
\ndef res():
\n if request.method == 'POST':
\n error1 = None
\n id = request.form.get('user_name')
\n passwd = request.form.get('user_passwd')
\n pwd_q = request.form.get('user_passwd_to')<\/p>\n

# \u4ece\u6570\u636e\u5e93\u4e2d\u67e5\u8be2\u7528\u6237\u4fe1\u606f
\n a = User.query.filter_by(id=id).first()
\n b = User.query.filter_by(id=id).all()
\n print(a)<\/p>\n

if pwd_q != passwd:
\n return '\u5bc6\u7801\u4e0d\u4e00\u81f4！\u8bf7\u8fd4\u56de\u91cd\u65b0\u8f93\u5165！'<\/p>\n

# \u5982\u679c\u7528\u6237\u4e0d\u5b58\u5728，\u5219\u5c06\u7528\u6237\u4fe1\u606f\u6dfb\u52a0\u5230\u6570\u636e\u5e93\u4e2d
\n if a is None:
\n user = User(id=int(id), name=passwd)
\n db.session.add(user)
\n db.session.commit()
\n return redirect('login')<\/p>\n

# \u5982\u679c\u7528\u6237\u5b58\u5728，\u5219\u8fd4\u56de"\u5df2\u5b58\u5728\u8be5\u7528\u6237"
\n if int(id) == a.id:
\n error1 = "\u5df2\u5b58\u5728\u8be5\u7528\u6237"
\n return render_template('res.html', error=error1)<\/p>\n

return render_template('res.html')<\/p>\n

@app.route('\/')
\ndef index():
\n return redirect('\/login')<\/p>\n

import requests
\nimport json
\nfrom flask import Flask, request, jsonify<\/p>\n

API_KEY = "pNc5RNDHTD8JUect6vHwzUeo"
\nSECRET_KEY = "bEt79N0oRAlyX6fH7JVThfBuPr7Z0HCK"<\/p>\n

class LargeModel:
\n def query_large_model(self, question):
\n access_token = self.get_access_token()
\n url = "https:\/\/aip.baidubce.com\/rpc\/2.0\/ai_custom\/v1\/wenxinworkshop\/chat\/eb-instant?access_token=" + access_token
\n payload = json.dumps({"messages": [{"role": "user", "content": question}]})
\n headers = {'Content-Type': 'application\/json'}
\n res = requests.post(url, headers=headers, data=payload).json()
\n return res['result']<\/p>\n

def get_access_token(self):
\n url = "https:\/\/aip.baidubce.com\/oauth\/2.0\/token"
\n params = {"grant_type": "client_credentials", "client_id": API_KEY, "client_secret": SECRET_KEY}
\n return requests.post(url, params=params).json().get("access_token")<\/p>\n

class ChatBotGraph:
\n def __init__(self):
\n self.classifier = QuestionClassifier()
\n self.parser = QuestionPaser()
\n self.knowledge_searcher = AnswerSearcher()
\n self.large_model = LargeModel()<\/p>\n

def chat_main(self, sent):
\n answer = '\u975e\u5e38\u62b1\u6b49，\u6ca1\u80fd\u7406\u89e3\u60a8\u7684\u95ee\u9898，\u6211\u7684\u8bcd\u6c47\u91cf\u6709\u9650，\u8bf7\u8f93\u5165\u66f4\u52a0\u6807\u51c6\u7684\u8bcd\u8bed'<\/p>\n

res_classify = self.classifier.classify(sent)<\/p>\n

if not res_classify:
\n large_model_answer = self.large_model.query_large_model(sent)
\n return large_model_answer
\n res_sql = self.parser.parser_main(res_classify)
\n final_answers = self.knowledge_searcher.search_main(res_sql)
\n if not final_answers:
\n return answer
\n else:
\n return '\\\\n'.join(final_answers)<\/p>\n

chatbot = ChatBotGraph()<\/p>\n

@app.route('\/ask', methods=['POST'])
\ndef ask_question():
\n question = request.json.get('question')
\n if question:
\n answer = chatbot.chat_main(question)
\n return jsonify({'answer': answer})
\n else:
\n return jsonify({'error': 'No question provided'})<\/p>\n

if __name__ == '__main__':
\n app.run(debug=True) <\/p>\n

1.7\u7cfb\u7edf\u90e8\u7f72<\/h2>\n

\u6211\u5df2\u7ecf\u4f7f\u7528\u963f\u91cc\u4e91\u7684\u670d\u52a1\u5668\u5c06\u8be5\u9879\u76ee\u90e8\u7f72\u5728\u4e0a\u9762，\u94fe\u63a5\u5982\u4e0b：<\/p>\n

114.55.55.24:5000，\u6709\u6548\u671f\u4e3a\u4e00\u5e74，\u767b\u5f55\u6ce8\u518c\u529f\u80fd\u53ef\u80fd\u6709\u4e9bbug，\u767b\u5f55\u4e4b\u540e\u9700\u8981\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31，\u6240\u4ee5\u9700\u8981\u82b1\u8d39\u4e00\u4e9b\u65f6\u95f4，\u8bf7\u8010\u5fc3\u7b49\u5f85\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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