{"id":1557,"date":"2024-05-22T05:37:21","date_gmt":"2024-05-22T05:37:21","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1557"},"modified":"2024-05-22T05:37:21","modified_gmt":"2024-05-22T05:37:21","slug":"chuangjiangaojitishigongchengprompt-engineeringdejiqiao","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/chuangjiangaojitishigongchengprompt-engineeringdejiqiao.html","title":{"rendered":"\u521b\u5efa\u9ad8\u7ea7\u63d0\u793a\u5de5\u7a0b(Prompt Engineering)\u7684\u6280\u5de7"},"content":{"rendered":"

\u4e0a\u4e00\u7ae0\u6211\u4eec\u4e86\u89e3\u4e86\u63d0\u793a\u5de5\u7a0b(Prompt Engineering)\u57fa\u7840\u77e5\u8bc6<\/a>)\uff0c\u5728\u672c\u7ae0\u4e2d\uff0c\u60a8\u5c06\u4ece\u5c1d\u8bd5\u5404\u79cd\u63d0\u793a\u5230\u7406\u89e3\u4e3a\u4ec0\u4e48\u4e00\u79cd\u63d0\u793a\u6bd4\u53e6\u4e00\u79cd\u66f4\u597d\u7684\u65b9\u5411\u51fa\u53d1\u3002 \u60a8\u5c06\u5b66\u4e60\u5982\u4f55\u6309\u7167\u4e00\u4e9b\u9002\u7528\u4e8e LLMs \u7684\u57fa\u672c\u6280\u672f\u6784\u5efa\u63d0\u793a\u3002<\/p>\n

\u63d0\u793a\u5de5\u7a0b<\/h1>\n

\u63d0\u793a\u5de5\u7a0b\u662f\u4e00\u79cd\u521b\u5efa\u80fd\u591f\u4ea7\u751f\u671f\u671b\u7ed3\u679c\u7684\u63d0\u793a\u7684\u8fc7\u7a0b\u3002\u63d0\u793a\u5de5\u7a0b\u4e0d\u4ec5\u4ec5\u662f\u7f16\u5199\u6587\u672c\u63d0\u793a\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u5957\u53ef\u4ee5\u5e94\u7528\u4e8e\u83b7\u53d6\u671f\u671b\u7ed3\u679c\u7684\u6280\u672f\u3002<\/p>\n

\u4e00\u4e2a\u4f8b\u5b50<\/strong><\/p>\n

\u8ba9\u6211\u4eec\u770b\u4e00\u4e2a\u8fd9\u6837\u7684\u57fa\u672c\u63d0\u793a\uff1a<\/p>\n

<\/div>
csharp<\/span>
\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>Generate 10<\/span> questions on<\/span> geography.<\/span>\n<\/code><\/pre>\n
\u5728\u8fd9\u4e2a\u63d0\u793a\u4e2d\uff0c\u5b9e\u9645\u4e0a\u4f7f\u7528\u4e86\u4e00\u4e9b\u4e0d\u540c\u7684\u63d0\u793a\u6280\u5de7\u3002<\/p>\n
\u8ba9\u6211\u4eec\u6765\u5206\u6790\u4e00\u4e0b\u3002<\/p>\n
    \n
  • \u4e0a\u4e0b\u6587<\/strong>\uff0c\u4f60\u6307\u5b9a\u4e86\u5b83\u5e94\u8be5\u548c\u201c\u5730\u7406\u201d\u76f8\u5173\u3002<\/li>\n
  • \u8f93\u51fa\u9650\u5236<\/strong>\uff0c\u4f60\u5e0c\u671b\u4e0d\u8d85\u8fc710\u4e2a\u95ee\u9898\u3002<\/li>\n<\/ul>\n
    \u7b80\u5355\u63d0\u793a\u7684\u5c40\u9650\u6027<\/strong><\/p>\n
    \u4f60\u53ef\u80fd\u4f1a\u5f97\u5230\u4f60\u60f3\u8981\u7684\u7ed3\u679c\uff0c\u4e5f\u53ef\u80fd\u4e0d\u4f1a\u3002\u4f60\u4f1a\u5f97\u5230\u4f60\u7684\u95ee\u9898\uff0c\u4f46\u5730\u7406\u662f\u4e00\u4e2a\u5f88\u5e7f\u6cdb\u7684\u4e3b\u9898\uff0c\u4f60\u53ef\u80fd\u65e0\u6cd5\u5f97\u5230\u4f60\u60f3\u8981\u7684\uff0c\u539f\u56e0\u6709\u4ee5\u4e0b\u51e0\u4e2a\uff1a<\/p>\n
    \u4e3b\u9898\u592a\u5927\uff0c<\/strong> \u4f60\u4e0d\u77e5\u9053\u5b83\u4f1a\u6d89\u53ca\u5230\u56fd\u5bb6\u3001\u9996\u90fd\u3001\u6cb3\u6d41\u7b49\u7b49\u3002<\/p>\n
    \u683c\u5f0f\uff0c<\/strong> \u5982\u679c\u4f60\u60f3\u8981\u95ee\u9898\u4ee5\u67d0\u79cd\u65b9\u5f0f\u683c\u5f0f\u5316\u600e\u4e48\u529e\uff1f<\/p>\n
    \u6b63\u5982\u4f60\u6240\u770b\u5230\u7684\uff0c\u521b\u5efa\u63d0\u793a\u65f6\u9700\u8981\u8003\u8651\u5f88\u591a\u56e0\u7d20\u3002<\/p>\n
    \u5230\u76ee\u524d\u4e3a\u6b62\uff0c\u6211\u4eec\u5df2\u7ecf\u770b\u5230\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u63d0\u793a\u793a\u4f8b\uff0c\u4f46\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u53ef\u4ee5\u4e3a\u5404\u79cd\u89d2\u8272\u548c\u884c\u4e1a\u7684\u4eba\u4eec\u63d0\u4f9b\u66f4\u591a\u7684\u5e2e\u52a9\u3002\u63a5\u4e0b\u6765\u8ba9\u6211\u4eec\u63a2\u7d22\u4e00\u4e9b\u57fa\u672c\u7684\u6280\u672f\u3002<\/p>\n
    \u63d0\u793a\u6280\u5de7<\/h1>\n
    \u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u4e86\u89e3\u63d0\u793a\u662fLLM\u7684\u4e00\u4e2a\u7d27\u6025\u5c5e\u6027\uff0c\u8fd9\u610f\u5473\u7740\u8fd9\u4e0d\u662f\u6a21\u578b\u4e2d\u5185\u7f6e\u7684\u529f\u80fd\uff0c\u800c\u662f\u6211\u4eec\u5728\u4f7f\u7528\u6a21\u578b\u65f6\u53d1\u73b0\u7684\u4e1c\u897f\u3002<\/p>\n
    \u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u4e00\u4e9b\u57fa\u672c\u7684\u6280\u5de7\u6765\u63d0\u793aLLM\u3002\u8ba9\u6211\u4eec\u6765\u770b\u770b\u5b83\u4eec\u3002<\/p>\n
      \n
    • \u5c11\u6837\u672c\u63d0\u793a<\/strong>\uff0c\u8fd9\u662f\u6700\u57fa\u672c\u7684\u63d0\u793a\u5f62\u5f0f\u3002\u8fd9\u662f\u4e00\u4e2a\u5e26\u6709\u51e0\u4e2a\u793a\u4f8b\u7684\u63d0\u793a\u3002<\/li>\n
    • \u601d\u7ef4\u94fe<\/strong>\uff0c\u8fd9\u79cd\u7c7b\u578b\u7684\u63d0\u793a\u544a\u8bc9LLM\u5982\u4f55\u5c06\u95ee\u9898\u5206\u89e3\u4e3a\u6b65\u9aa4\u3002<\/li>\n
    • \u751f\u6210\u7684\u77e5\u8bc6<\/strong>\uff0c\u4e3a\u4e86\u63d0\u9ad8\u63d0\u793a\u7684\u54cd\u5e94\uff0c\u4f60\u53ef\u4ee5\u5728\u63d0\u793a\u4e2d\u989d\u5916\u63d0\u4f9b\u751f\u6210\u7684\u4e8b\u5b9e\u6216\u77e5\u8bc6\u3002<\/li>\n
    • \u4ece\u6700\u5c11\u5230\u6700\u591a<\/strong>\uff0c\u5c31\u50cf\u601d\u7ef4\u94fe\u4e00\u6837\uff0c\u8fd9\u79cd\u6280\u672f\u662f\u5c06\u95ee\u9898\u5206\u89e3\u4e3a\u4e00\u7cfb\u5217\u6b65\u9aa4\uff0c\u7136\u540e\u8981\u6c42\u6309\u987a\u5e8f\u6267\u884c\u8fd9\u4e9b\u6b65\u9aa4\u3002<\/li>\n
    • \u81ea\u6211\u5b8c\u5584<\/strong>\uff0c\u8fd9\u79cd\u6280\u672f\u662f\u4fee\u6b63LLM\u7684\u8f93\u51fa\uff0c\u7136\u540e\u8981\u6c42\u5b83\u6539\u8fdb\u3002<\/li>\n
    • \u591a\u7ef4\u5ea6\u63d0\u793a<\/strong>\uff0c\u4f60\u5728\u8fd9\u91cc\u60f3\u8981\u7684\u662f\u786e\u4fddLLM\u7684\u7b54\u6848\u662f\u6b63\u786e\u7684\uff0c\u5e76\u8981\u6c42\u5b83\u89e3\u91ca\u7b54\u6848\u7684\u5404\u4e2a\u90e8\u5206\u3002\u8fd9\u662f\u4e00\u79cd\u81ea\u6211\u5b8c\u5584\u7684\u5f62\u5f0f\u3002<\/li>\n<\/ul>\n
      \u5c11\u6837\u672c\u63d0\u793a<\/h1>\n
      \u8fd9\u79cd\u63d0\u793a\u98ce\u683c\u975e\u5e38\u7b80\u5355\uff0c\u5b83\u53ef\u80fd\u7531\u4e00\u4e2a\u63d0\u793a\u548c\u51e0\u4e2a\u793a\u4f8b\u7ec4\u6210\u3002\u5f53\u4f60\u5f00\u59cb\u5b66\u4e60LLM\u65f6\uff0c\u4f60\u53ef\u80fd\u6b63\u5728\u4f7f\u7528\u8fd9\u79cd\u6280\u672f\u3002\u8fd9\u662f\u4e00\u4e2a\u4f8b\u5b50\uff1a<\/p>\n
      <\/div>
      vbnet<\/span>
      \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>Prompt:<\/span> \"What is Algebra?\"<\/span><\/span>\nAnswer:<\/span> \"Algebra is a branch of mathematics that studies mathematical symbols and the rules for manipulating these symbols.\"<\/span><\/span>\n<\/code><\/pre>\n
      \u601d\u7ef4\u94fe<\/h1>\n
      \u601d\u7ef4\u94fe\u662f\u4e00\u79cd\u975e\u5e38\u6709\u8da3\u7684\u6280\u672f\uff0c\u56e0\u4e3a\u5b83\u6d89\u53ca\u5230LLM\u7684\u5206\u6b65\u3002\u8fd9\u4e2a\u60f3\u6cd5\u662f\u4ee5\u4e00\u79cd\u8ba9LLM\u4e86\u89e3\u5982\u4f55\u505a\u67d0\u4ef6\u4e8b\u7684\u65b9\u5f0f\u6765\u6307\u5bfcLLM\u3002\u8003\u8651\u4e0b\u9762\u7684\u4f8b\u5b50\uff0c\u65e0\u8bba\u6709\u6ca1\u6709\u601d\u7ef4\u94fe\uff1a<\/p>\n
      <\/div>
      diff<\/span>
      \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>- Prompt: \"Alice has 5 apples, throws 3 apples, gives 2 to Bob and Bob gives one back, how many apples does Alice have?\"<\/span><\/span>\n- Answer: 5<\/span><\/span>\n<\/code><\/pre>\n
      LLM\u7ed9\u51fa\u7684\u7b54\u6848\u662f5\uff0c\u8fd9\u662f\u4e0d\u6b63\u786e\u7684\u3002\u6839\u636e\u8ba1\u7b97\u7ed3\u679c(5-3-2+1=1)\uff0c\u6b63\u786e\u7b54\u6848\u662f1\u4e2a\u82f9\u679c\u3002<\/p>\n
      \u90a3\u4e48\u6211\u4eec\u600e\u6837\u624d\u80fd\u6559LLM\u6b63\u786e\u5730\u505a\u5230\u8fd9\u4e00\u70b9\u5462\uff1f<\/p>\n
      \u8ba9\u6211\u4eec\u5c1d\u8bd5\u4e00\u4e0b\u601d\u7ef4\u94fe\u3002\u4f7f\u7528\u601d\u7ef4\u94fe\u610f\u5473\u7740\uff1a<\/p>\n
        \n
      1. \u7ed9LLM\u4e00\u4e2a\u7c7b\u4f3c\u7684\u4f8b\u5b50\u3002<\/li>\n
      2. \u5c55\u793a\u8ba1\u7b97\u7ed3\u679c\uff0c\u4ee5\u53ca\u5982\u4f55\u6b63\u786e\u8ba1\u7b97\u3002<\/li>\n
      3. \u63d0\u4f9b\u539f\u59cb\u63d0\u793a\u3002<\/li>\n<\/ol>\n
        <\/div>
        vbnet<\/span>
        \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>Prompt:<\/span> \"Lisa has 7 apples, throws 1 apple, gives 4 apples to Bart and Bart gives one back: 7 -1 = 6 6 -4 = 2 2 +1 = 3<\/span><\/span>\nAlice has 5 apples, throws 3 apples, gives 2 to Bob and Bob gives one back, how many apples does Alice have?\"<\/span>\nAnswer:<\/span> 1<\/span><\/span>\n<\/code><\/pre>\n
        \u7ed9LLM\u4e00\u4e2a\u7c7b\u4f3c\u7684\u4f8b\u5b50\u3002 \u5c55\u793a\u8ba1\u7b97\u7ed3\u679c\uff0c\u4ee5\u53ca\u5982\u4f55\u6b63\u786e\u8ba1\u7b97\u3002 \u63d0\u4f9b\u539f\u59cb\u63d0\u793a\u3002 \u6ce8\u610f\u6211\u4eec\u5982\u4f55\u7528\u53e6\u4e00\u4e2a\u793a\u4f8b\u3001\u8ba1\u7b97\u548c\u539f\u59cb\u63d0\u793a\u7f16\u5199\u66f4\u957f\u7684\u63d0\u793a\uff0c\u7136\u540e\u5f97\u51fa\u6b63\u786e\u7b54\u68481\u3002<\/p>\n
        \u6b63\u5982\u4f60\u6240\u770b\u5230\u7684\uff0c\u601d\u7ef4\u94fe\u662f\u4e00\u79cd\u975e\u5e38\u5f3a\u5927\u7684\u6280\u672f\u3002<\/p>\n
        \u751f\u6210\u7684\u77e5\u8bc6<\/h1>\n
        \u6709\u65f6\u5019\uff0c\u5f53\u4f60\u60f3\u8981\u6784\u5efa\u63d0\u793a\u65f6\uff0c\u4f60\u5e0c\u671b\u4f7f\u7528\u4f60\u81ea\u5df1\u516c\u53f8\u7684\u6570\u636e\u6765\u5b9e\u73b0\u3002\u4f60\u5e0c\u671b\u63d0\u793a\u7684\u4e00\u90e8\u5206\u6765\u81ea\u516c\u53f8\uff0c\u53e6\u4e00\u90e8\u5206\u662f\u4f60\u611f\u5174\u8da3\u7684\u5b9e\u9645\u63d0\u793a\u3002<\/p>\n
        \u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5982\u679c\u60a8\u4ece\u4e8b\u4fdd\u9669\u4e1a\u52a1\uff0c\u90a3\u4e48\u60a8\u7684\u63d0\u793a\u53ef\u80fd\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n
        <\/div>
        css<\/span>
        \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>Explain<\/span>\n```text<\/span>\n{{company}}: {{company_name}}<\/span>\n{{products}}:<\/span>\n{{products_list}}<\/span>\nPlease suggest an insurance given the following budget and requirements:<\/span>\nBudget: {{budget}}<\/span>\nRequirements: {{requirements}}<\/span>\n```<\/span>\n<\/code><\/pre>\n
        \u5728\u4e0a\u9762\uff0c\u60a8\u53ef\u4ee5\u770b\u5230\u5982\u4f55\u4f7f\u7528\u6a21\u677f\u6784\u5efa\u63d0\u793a\u3002 \u6a21\u677f\u4e2d\u6709\u8bb8\u591a\u53d8\u91cf\uff0c\u7528\u201c{{variable}}\u201d\u8868\u793a\uff0c\u8fd9\u4e9b\u53d8\u91cf\u5c06\u66ff\u6362\u4e3a\u516c\u53f8 API \u4e2d\u7684\u5b9e\u9645\u503c\u3002<\/p>\n
        \u4ee5\u4e0b\u793a\u4f8b\u5c55\u793a\u4e86\u53d8\u91cf\u88ab\u516c\u53f8\u5185\u5bb9\u66ff\u6362\u540e\u63d0\u793a\u7684\u5916\u89c2\uff1a<\/p>\n
        <\/div>
        yaml<\/span>
        \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>Explain<\/span><\/span>\n```text<\/span><\/span>\nInsurance company:<\/span> ACME<\/span> Insurance<\/span><\/span>\nInsurance<\/span> products<\/span> (cost<\/span> per<\/span> month):<\/span><\/span>\n-<\/span> Car,<\/span> cheap,<\/span> 500<\/span> USD<\/span><\/span>\n-<\/span> Car,<\/span> expensive,<\/span> 1100 <\/span>USD<\/span><\/span>\n-<\/span> Home,<\/span> cheap,<\/span> 600<\/span> USD<\/span><\/span>\n-<\/span> Home,<\/span> expensive,<\/span> 1200 <\/span>USD<\/span><\/span>\n-<\/span> Life,<\/span> cheap,<\/span> 100<\/span> USD<\/span><\/span>\nPlease suggest an insurance given the following budget and requirements:<\/span><\/span>\nBudget:<\/span> $1000<\/span><\/span>\nRequirements:<\/span> Car,<\/span> Home<\/span><\/span>\n```<\/span><\/span>\n<\/code><\/pre>\n
        \u901a\u8fc7 LLM \u8fd0\u884c\u6b64\u63d0\u793a\u5c06\u4ea7\u751f\u5982\u4e0b\u54cd\u5e94\uff1a<\/p>\n
        <\/div>
        diff<\/span>
        \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>Explain<\/span>\n```output<\/span>\n, and Life insurance<\/span>\nGiven the budget and requirements, we suggest the following insurance package from ACME Insurance:<\/span>\n- Car, cheap, 500 USD<\/span><\/span>\n- Home, cheap, 600 USD<\/span><\/span>\n- Life, cheap, 100 USD<\/span><\/span>\nTotal cost: $1,200 USD<\/span>\n```<\/span>\n<\/code><\/pre>\n
        \u6b63\u5982\u60a8\u6240\u770b\u5230\u7684\uff0c\u5b83\u8fd8\u5efa\u8bae\u8d2d\u4e70\u4eba\u5bff\u4fdd\u9669\uff0c\u4f46\u4e8b\u5b9e\u5e76\u975e\u5982\u6b64\u3002 \u6b64\u7ed3\u679c\u8868\u660e\u6211\u4eec\u9700\u8981\u901a\u8fc7\u66f4\u6539\u63d0\u793a\u6765\u4f18\u5316\u63d0\u793a\uff0c\u4f7f\u5176\u66f4\u6e05\u695a\u5730\u4e86\u89e3\u5176\u5141\u8bb8\u7684\u5185\u5bb9\u3002 \u7ecf\u8fc7\u4e00\u4e9b\u8bd5\u9a8c\u548c\u9519\u8bef\u4e4b\u540e\uff0c\u6211\u4eec\u5f97\u5230\u4ee5\u4e0b\u63d0\u793a\uff1a<\/p>\n
        <\/div>
        yaml<\/span>
        \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>Explain<\/span><\/span>\n```text<\/span><\/span>\nInsurance company:<\/span> ACME<\/span> Insurance<\/span><\/span>\nInsurance<\/span> products<\/span> (cost<\/span> per<\/span> month):<\/span><\/span>\n-<\/span> type:<\/span> Car,<\/span> cheap,<\/span> cost:<\/span> 500<\/span> USD<\/span><\/span>\n-<\/span> type:<\/span> Car,<\/span> expensive,<\/span> cost:<\/span> 1100 <\/span>USD<\/span><\/span>\n-<\/span> type:<\/span> Home,<\/span> cheap,<\/span> cost:<\/span> 600<\/span> USD<\/span><\/span>\n-<\/span> type:<\/span> Home,<\/span> expensive,<\/span> cost:<\/span> 1200 <\/span>USD<\/span><\/span>\n-<\/span> type:<\/span> Life,<\/span> cheap,<\/span> cost:<\/span> 100<\/span> USD<\/span><\/span>\nPlease suggest an insurance given the following budget and requirements:<\/span><\/span>\nBudget:<\/span> $1000<\/span> restrict choice to types:<\/span> Car,<\/span> Home<\/span><\/span>\n```<\/span><\/span>\n<\/code><\/pre>\n
        \u8bf7\u6ce8\u610f\u6dfb\u52a0 type \u548c cost \u4ee5\u53ca\u4f7f\u7528\u5173\u952e\u5b57 restrict \u5982\u4f55\u5e2e\u52a9 LLM \u7406\u89e3\u6211\u4eec\u60f3\u8981\u7684\u5185\u5bb9\u3002<\/p>\n
        \u73b0\u5728\u6211\u4eec\u5f97\u5230\u4ee5\u4e0b\u54cd\u5e94\uff1a<\/p>\n
        <\/div>
        go<\/span>
        \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>Explain<\/span>\n``<\/span>`output<\/span><\/span>\nGiven the budget and requirements, we suggest the Car, Cheap insurance product which costs 500 USD per month.<\/span>\n```<\/span><\/span>\n<\/code><\/pre>\n
        \u8fd9\u4e2a\u4f8b\u5b50\u7684\u76ee\u7684\u662f\u8868\u660e\uff0c\u5373\u4f7f\u6211\u4eec\u4f7f\u7528\u50cf_\u751f\u6210\u77e5\u8bc6_\u8fd9\u6837\u7684\u57fa\u672c\u6280\u672f\uff0c\u6211\u4eec\u4ecd\u7136\u9700\u8981\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u4f18\u5316\u63d0\u793a\u4ee5\u83b7\u5f97\u6240\u9700\u7684\u7ed3\u679c\u3002<\/p>\n
        \u4ece\u5c11\u5230\u591a<\/strong><\/p>\n
        \u4ece\u6700\u5c11\u5230\u6700\u591a\u63d0\u793a\u7684\u60f3\u6cd5\u662f\u5c06\u4e00\u4e2a\u66f4\u5927\u7684\u95ee\u9898\u5206\u89e3\u4e3a\u591a\u4e2a\u5b50\u95ee\u9898\u3002 \u8fd9\u6837\uff0c\u60a8\u5c31\u53ef\u4ee5\u5e2e\u52a9\u6307\u5bfc LLMs \u5982\u4f55\u201c\u514b\u670d\u201d\u66f4\u5927\u7684\u95ee\u9898\u3002 \u6570\u636e\u79d1\u5b66\u5c31\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u4f8b\u5b50\uff0c\u4f60\u53ef\u4ee5\u8981\u6c42 LLMs \u6765\u5212\u5206\u95ee\u9898\uff0c\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n
        <\/div>
        vbnet<\/span>
        \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>Prompt:<\/span> How to<\/span> perform data science in<\/span> 5<\/span> steps?<\/span>\n<\/code><\/pre>\n
        \u4f60\u7684\u4eba\u5de5\u667a\u80fd\u52a9\u7406\u4f1a\u56de\u7b54\uff1a<\/p>\n
          \n
        • \u6536\u96c6\u6570\u636e<\/li>\n
        • \u6e05\u7406\u6570\u636e<\/li>\n
        • \u5206\u6790\u6570\u636e<\/li>\n
        • \u7ed8\u5236\u6570\u636e<\/li>\n
        • \u73b0\u6709\u6570\u636e<\/li>\n<\/ul>\n
          \u81ea\u6211\u5b8c\u5584\uff0c\u8d28\u7591\u7ed3\u679c<\/strong><\/p>\n
          \u5bf9\u4e8e\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u548c LLMs\uff0c\u4f60\u4e0d\u80fd\u76f8\u4fe1\u5176\u8f93\u51fa\u3002 \u4f60\u9700\u8981\u9a8c\u8bc1\u4e00\u4e0b\u3002 \u6bd5\u7adf\uff0c LLMs\u53ea\u662f\u5411\u60a8\u5c55\u793a\u4e0b\u4e00\u4e2a\u6700\u6709\u53ef\u80fd\u8bf4\u7684\u8bdd\uff0c\u800c\u4e0d\u662f\u6b63\u786e\u7684\u5185\u5bb9\u3002 \u56e0\u6b64\uff0c\u4e00\u4e2a\u597d\u4e3b\u610f\u662f\u8981\u6c42 LLMs \u81ea\u6211\u6279\u8bc4\uff0c\u8fd9\u5f15\u5bfc\u6211\u4eec\u81ea\u6211\u5b8c\u5584\u6280\u672f\u3002<\/p>\n
          \u5176\u5de5\u4f5c\u539f\u7406\u662f\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u64cd\u4f5c\uff1a<\/p>\n
          \u8981\u6c42LLM\u89e3\u51b3\u95ee\u9898\u7684\u521d\u59cb\u63d0\u793a<\/p>\n
          LLM\u4ea7\u751f\u7b54\u6848<\/p>\n
          \u8d28\u7591\u7b54\u6848\u5e76\u8981\u6c42\u4eba\u5de5\u667a\u80fd\u6539\u8fdb<\/p>\n
          LLM \u518d\u6b21\u56de\u7b54\uff0c\u8fd9\u6b21\u8003\u8651\u4e86\u8d28\u7591\u5e76\u63d0\u51fa\u4e86\u89e3\u51b3\u65b9\u6848<\/p>\n
          \u60a8\u53ef\u4ee5\u6839\u636e\u9700\u8981\u591a\u6b21\u91cd\u590d\u6b64\u8fc7\u7a0b\u3002<\/p>\n
          \u8fd9\u662f\u4f7f\u7528\u6b64\u6280\u672f\u7684\u793a\u4f8b\uff1a<\/p>\n
          <\/div>
          python<\/span>
          \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>Prompt: \"Create a Python Web API with routes products and customers\"<\/span><\/span>\nAI Answer:<\/span>\nExplain<\/span>\n```python<\/span>\nimport<\/span> flask<\/span>\napp = Flask(__name__)<\/span>\n@app.route('\/products'<\/span><\/span>)<\/span><\/span>\ndef<\/span> products<\/span>():<\/span>\nreturn<\/span> 'Products'<\/span><\/span>\n@app.route('\/customers'<\/span><\/span>)<\/span><\/span>\ndef<\/span> customers<\/span>():<\/span>\nreturn<\/span> 'Customers'<\/span><\/span>\n```<\/span>\nPrompt: suggest 3<\/span> improvements of the above code<\/span>\nAI Answer:<\/span>\nExplain<\/span>\n```text<\/span>\nSure, here are three suggestions to improve the code:<\/span>\nImport the correct module: The first line should import<\/span> Flask instead of flask. The correct import<\/span> statement should be from<\/span> flask import<\/span> Flask.<\/span>\nAdd a main function: Add a if<\/span> __name__ == '__main__'<\/span>: block to the end of the file to run the application when the file is<\/span> executed.<\/span>\nUse f-strings: Use f-strings to format<\/span> the return<\/span> statements in<\/span> the route functions. For example, return<\/span> 'Products'<\/span> can be changed to return<\/span> f'This is the {request.path}<\/span> page'<\/span>.<\/span>\n```<\/span>\n```python<\/span>\nfrom<\/span> flask import<\/span> Flask, request<\/span>\napp = Flask(__name__)<\/span>\n@app.route('\/products'<\/span><\/span>)<\/span><\/span>\ndef<\/span> products<\/span>():<\/span>\nreturn<\/span> f'This is the {request.path}<\/span> page'<\/span><\/span>\n@app.route('\/customers'<\/span><\/span>)<\/span><\/span>\ndef<\/span> customers<\/span>():<\/span>\nreturn<\/span> f'This is the {request.path}<\/span> page'<\/span><\/span>\nif<\/span> __name__ == '__main__'<\/span>:<\/span>\napp.run()<\/span>\n```<\/span>\n<\/code><\/pre>\n
          \u6b63\u5982\u60a8\u6240\u770b\u5230\u7684\uff0c\u7531\u4e8e\u5bf9\u7b2c\u4e00\u4e2a\u7b54\u6848\u7684\u6279\u8bc4\uff0c\u4e0a\u8ff0\u4eba\u5de5\u667a\u80fd\u54cd\u5e94\u6b63\u5728\u6539\u8fdb\u7b2c\u4e00\u4e2a\u5efa\u8bae\u7684\u4ee3\u7801\u3002<\/p>\n
          \u591a\u7ef4\u5ea6\u7684\u63d0\u793a<\/strong><\/p>\n
          \u591a\u7ef4\u5ea6\u7684\u63d0\u793a\u662f\u4e00\u79cd\u7c7b\u4f3c\u4e8e\u81ea\u6211\u5b8c\u5584\u7684\u6280\u672f\uff0c\u4f46\u5b83\u66f4\u591a\u7684\u662f\u8981\u6c42 LLMs \u89e3\u91ca\u81ea\u5df1\u3002 \u76ee\u6807\u662f\u51cf\u5c11 LLMs \u8f93\u51fa\u4e0d\u4e00\u81f4\uff0c\u4ee5\u786e\u4fdd\u5f97\u51fa\u6b63\u786e\u7684\u7b54\u6848\u3002 \u8981\u9075\u5faa\u7684\u5de5\u4f5c\u6d41\u7a0b\u662f\uff1a<\/p>\n
          \u8bf7 LLM \u56de\u7b54\u95ee\u9898<\/p>\n
          \u5bf9\u4e8e\u7b54\u6848\u7684\u6bcf\u4e00\u90e8\u5206\uff0c\u8bf7LLM\u66f4\u6df1\u5165\u5730\u89e3\u91ca\u3002<\/p>\n
          \u5982\u679c\u5b58\u5728\u4e0d\u4e00\u81f4\uff0c\u5219\u4e22\u5f03\u4e0d\u4e00\u81f4\u7684\u90e8\u5206\u3002<\/p>\n
          \u91cd\u590d 2 \u548c 3\uff0c\u76f4\u5230\u60a8\u5b8c\u6210\u6240\u6709\u90e8\u5206\u5e76\u5bf9\u7b54\u6848\u611f\u5230\u6ee1\u610f\u4e3a\u6b62\u3002<\/p>\n
          <\/div>
          go<\/span>
          \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>prompt: How can I create a crisis plan to mitigate for<\/span> a pandemic in 5<\/span> steps? LLM answer:<\/span>\nExplain<\/span>\n``<\/span>`text<\/span><\/span>\n1. Identify the risks<\/span>\n1. Identify the stakeholders<\/span>\n1. Identify the resources<\/span>\n1. Identify the actions<\/span>\n1. Identify the communication channels<\/span>\n```<\/span><\/span>\n<\/code><\/pre>\n
          \u5b83\u786e\u5b9a\u4e86 5 \u4e2a\u6b65\u9aa4\uff0c\u4f46\u662f\u6211\u4eec\u53ef\u4ee5\u786e\u5b9a\u8fd9\u662f\u5426\u6b63\u786e\u5417\uff1f \u8ba9\u6211\u4eec\u8bf7LLM\u89e3\u91ca\u4e00\u4e0b\u6bcf\u4e00\u6b65\uff1a<\/p>\n
          <\/div>
          diff<\/span>
          \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>prompt: Explain the first step in more detail, what are the risks in detail with a pandemic?<\/span>\nExplain<\/span>\n```text<\/span>\nThe risks are the following:<\/span>\n- Loss of life<\/span><\/span>\n- Loss of business<\/span><\/span>\n- Loss of reputation<\/span><\/span>\n- Loss of customers<\/span><\/span>\n- Loss of employees<\/span><\/span>\n```<\/span>\n<\/code><\/pre>\n
          \u6b64\u65f6\uff0c\u6211\u4eec\u5e0c\u671b\u786e\u4fdd LLM \u662f\u6b63\u786e\u7684\uff0c\u56e0\u6b64\u6211\u4eec\u8981\u6c42\u5b83\u66f4\u8be6\u7ec6\u5730\u89e3\u91ca\u7b2c\u4e00\u4e2a\u98ce\u9669\uff0c\u5e76\u5e0c\u671b\u5b83\u4e0e\u4e0a\u9762\u7684\u7b54\u6848\u4e00\u81f4\uff1a<\/p>\n
          <\/div>
          vbnet<\/span>
          \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>prompt:<\/span> In<\/span> a Pandemic, which is<\/span> the biggest risk and<\/span> why?<\/span>\nExplain<\/span>\n```text<\/span><\/span>\nThe biggest risk is<\/span> loss of<\/span> life because it's the most important thing to protect.<\/span><\/span>\n```<\/span>\nWhat are the two biggest risks in<\/span> a pandemic?<\/span>\nExplain<\/span>\n```text<\/span><\/span>\nThe two biggest risks are loss of<\/span> life and<\/span> loss of<\/span> business.<\/span>\n```<\/span>\n<\/code><\/pre>\n
          \u5728\u8fd9\u4e00\u70b9\u4e0a\uff0cLLMs \u662f\u4e00\u81f4\u7684\uff0c\u5e76\u63d0\u5230\u201c\u751f\u6d3b\u201d\u548c\u201c\u5546\u4e1a\u201d\u662f\u4e24\u5927\u98ce\u9669\u3002 \u6211\u4eec\u73b0\u5728\u53ef\u4ee5\u7ee7\u7eed\u4e0b\u4e00\u6b65\u5e76\u611f\u5230\u76f8\u5f53\u6709\u4fe1\u5fc3\u3002 \u7136\u800c\uff0c\u6211\u4eec\u4e0d\u5e94\u8be5\u76f2\u76ee\u76f8\u4fe1 LLM\uff0c\u6211\u4eec\u5e94\u8be5\u59cb\u7ec8\u9a8c\u8bc1\u8f93\u51fa\u3002<\/p>\n
          \u6539\u53d8\u60a8\u7684\u8f93\u51fa<\/strong><\/p>\n
          LLM \u672c\u8d28\u4e0a\u662f\u4e0d\u786e\u5b9a\u7684\uff0c\u8fd9\u610f\u5473\u7740\u6bcf\u6b21\u8fd0\u884c\u76f8\u540c\u7684\u63d0\u793a\u65f6\u90fd\u4f1a\u5f97\u5230\u4e0d\u540c\u7684\u7ed3\u679c\u3002 \u4f8b\u5982\u5c1d\u8bd5\u4ee5\u4e0b\u63d0\u793a\uff1a<\/p>\n
          <\/div>
          ini<\/span>
          \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>\"Generate code for a Python Web API\"<\/span>\nExplain<\/span>\n```text<\/span>\n# Import necessary modules<\/span><\/span>\nimport flask<\/span>\nfrom flask import request, jsonify<\/span>\n# Create a Flask app<\/span><\/span>\napp<\/span> = flask.Flask(__name__)<\/span>\n# Create a route for the API<\/span><\/span>\n@app.route('\/api', methods<\/span>=['GET'<\/span>])<\/span>\ndef api():<\/span>\n# Get the data from the request<\/span><\/span>\ndata<\/span> = request.args<\/span>\n# Process the data<\/span><\/span>\nresult<\/span> = process_data(data)<\/span>\n# Return the result as JSON<\/span><\/span>\nreturn jsonify(result)<\/span>\n# Function to process the data<\/span><\/span>\ndef process_data(data):<\/span>\n# Do something with the data<\/span><\/span>\nresult<\/span> = data + 1<\/span><\/span>\n# Return the result<\/span><\/span>\nreturn result<\/span>\n# Run the app<\/span><\/span>\nif __name__<\/span> == '__main__'<\/span>:<\/span>\napp.run()<\/span>\n```<\/span>\n<\/code><\/pre>\n
          \u518d\u6b21\u8fd0\u884c\u76f8\u540c\u7684\u63d0\u793a\u4f1a\u751f\u6210\u7565\u6709\u4e0d\u540c\u7684\u54cd\u5e94\uff1a<\/p>\n
          <\/div>
          python<\/span>
          \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>Explain<\/span>\n```text<\/span>\n#import necessary packages<\/span><\/span>\nimport<\/span> flask<\/span>\nfrom<\/span> flask import<\/span> request, jsonify<\/span>\n#create the Flask application<\/span><\/span>\napp = flask.Flask(__name__)<\/span>\napp.config[\"DEBUG\"<\/span>] = True<\/span><\/span>\n#create a list of books<\/span><\/span>\nbooks = [<\/span>\n{'id'<\/span>: 0<\/span>,<\/span>\n'title'<\/span>: 'A Fire Upon the Deep'<\/span>,<\/span>\n'author'<\/span>: 'Vernor Vinge'<\/span>,<\/span>\n'first_sentence'<\/span>: 'The coldsleep itself was dreamless.'<\/span>,<\/span>\n'year_published'<\/span>: '1992'<\/span>},<\/span>\n{'id'<\/span>: 1<\/span>,<\/span>\n'title'<\/span>: 'The Ones Who Walk Away From Omelas'<\/span>,<\/span>\n'author'<\/span>: 'Ursula K. Le Guin'<\/span>,<\/span>\n'first_sentence'<\/span>: 'With a clamor of bells that set the swallows soaring, the Festival of Summer came to the city Omelas, bright-towered by the sea.'<\/span>,<\/span>\n'published'<\/span>: '1973'<\/span>},<\/span>\n{'id'<\/span>: 2<\/span>,<\/span>\n'title'<\/span>: 'Dhalgren'<\/span>,<\/span>\n'author'<\/span>: 'Samuel R. Delany'<\/span>,<\/span>\n'first_sentence'<\/span>: 'to wound the autumnal city.'<\/span>,<\/span>\n'published'<\/span>: '1975'<\/span>}<\/span>\n]<\/span>\n#create an endpoint for the API<\/span><\/span>\n@app.route('\/'<\/span>, methods=['GET'<\/span>]<\/span>)<\/span><\/span>\ndef<\/span> home<\/span>():<\/span>\nreturn<\/span> '''<h1>Books API<\/h1><\/span><\/span>\n<p>A prototype API for retrieving books.<\/p>'''<\/span>\n#create an endpoint to return all books<\/span><\/span>\n@app.route('\/api\/v1\/resources\/books\/all'<\/span>, methods=['GET'<\/span>]<\/span>)<\/span><\/span>\ndef<\/span> api_all<\/span>():<\/span>\nreturn<\/span> jsonify(books)<\/span>\n#create an endpoint to return a single book<\/span><\/span>\n@app.route('\/api\/v1\/resources\/books'<\/span>, methods=['GET'<\/span>]<\/span>)<\/span><\/span>\ndef<\/span> api_id<\/span>():<\/span>\n#check if an ID was provided as part of the URL<\/span><\/span>\n#if ID is provided, assign it to a variable<\/span><\/span>\n#if no ID is provided, display an error<\/span><\/span>\nif<\/span> 'id'<\/span> in<\/span> request.args:<\/span>\nid<\/span> = int<\/span>(request.args['id'<\/span>])<\/span>\nelse<\/span>:<\/span>\nreturn<\/span> \"Error: No id field provided. Please specify an id.\"<\/span><\/span>\n#create an empty list for our results<\/span><\/span>\nresults = []<\/span>\n#loop through the data and match results that fit the requested ID<\/span><\/span>\n#IDs are unique, but other fields might return many results<\/span><\/span>\nfor<\/span> book in<\/span> books:<\/span>\nif<\/span> book['id'<\/span>] == id<\/span>:<\/span>\nresults.append(book)<\/span>\n#use the jsonify function from Flask to convert our list of<\/span><\/span>\n#Python dictionaries to the JSON format<\/span><\/span>\nreturn<\/span> jsonify(results)<\/span>\napp.run()<\/span>\n```<\/span>\n<\/code><\/pre>\n
          So is the varied output a problem?<\/p>\n
          \u53d6\u51b3\u4e8e\u4f60\u60f3\u505a\u4ec0\u4e48\u3002 \u5982\u679c\u4f60\u60f3\u8981\u4e00\u4e2a\u5177\u4f53\u7684\u56de\u5e94\uff0c\u90a3\u5c31\u662f\u4e00\u4e2a\u95ee\u9898\u3002 \u5982\u679c\u60a8\u53ef\u4ee5\u63a5\u53d7\u8bf8\u5982\u201c\u751f\u6210\u4efb\u610f 3 \u4e2a\u5730\u7406\u95ee\u9898\u201d\u4e4b\u7c7b\u7684\u4e0d\u540c\u8f93\u51fa\uff0c\u90a3\u4e48\u8fd9\u4e0d\u662f\u95ee\u9898\u3002<\/p>\n
          \u5229\u7528\u6e29\u5ea6\u6765\u6539\u53d8\u8f93\u51fa<\/strong><\/p>\n
          \u597d\u7684\uff0c\u6240\u4ee5\u6211\u4eec\u51b3\u5b9a\u5c06\u8f93\u51fa\u9650\u5236\u4e3a\u66f4\u53ef\u9884\u6d4b\uff0c\u5373\u66f4\u5177\u786e\u5b9a\u6027\u3002 \u6211\u4eec\u8be5\u600e\u4e48\u505a\u5462\uff1f<\/p>\n
          \u6e29\u5ea6\u662f 0 \u5230 1 \u4e4b\u95f4\u7684\u503c\uff0c\u5176\u4e2d 0 \u6700\u5177\u786e\u5b9a\u6027\uff0c1 \u6700\u5177\u53d8\u5316\u6027\u3002 \u9ed8\u8ba4\u503c\u4e3a 0.7\u3002 \u8ba9\u6211\u4eec\u770b\u770b\u5728\u6e29\u5ea6\u8bbe\u7f6e\u4e3a 0.1 \u7684\u60c5\u51b5\u4e0b\u4e24\u6b21\u8fd0\u884c\u76f8\u540c\u7684\u63d0\u793a\u4f1a\u53d1\u751f\u4ec0\u4e48\uff1a<\/p>\n
          <\/div>
          ini<\/span>
          \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>\"Generate code for a Python Web API\"<\/span>\nExplain<\/span>\n```python<\/span>\n#import necessary libraries<\/span><\/span>\nimport flask<\/span>\nfrom flask import request, jsonify<\/span>\n#create an instance of the Flask class<\/span><\/span>\napp<\/span> = flask.Flask(__name__)<\/span>\n#create an endpoint for the API<\/span><\/span>\n@app.route('\/api\/v1\/endpoint', methods<\/span>=['GET'<\/span>])<\/span>\ndef api_endpoint():<\/span>\n#get the request data<\/span><\/span>\ndata<\/span> = request.get_json()<\/span>\n#process the data<\/span><\/span>\nresult<\/span> = process_data(data)<\/span>\n#return the result<\/span><\/span>\nreturn jsonify(result)<\/span>\n#function to process the data<\/span><\/span>\ndef process_data(data):<\/span>\n#process the data<\/span><\/span>\nresult<\/span> = {'result'<\/span>: 'success'<\/span>}<\/span>\n#return the result<\/span><\/span>\nreturn result<\/span>\n#run the Flask app<\/span><\/span>\nif __name__<\/span> == '__main__'<\/span>:<\/span>\napp.run()<\/span>\n```<\/span>\n<\/code><\/pre>\n
          \u518d\u6b21\u8fd0\u884c\u63d0\u793a\u7b26\u4f1a\u7ed9\u6211\u4eec\u8fd9\u6837\u7684\u7ed3\u679c\uff1a<\/p>\n
          <\/div>
          ini<\/span>
          \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>Explain<\/span>\n```python<\/span>\n#import necessary libraries<\/span><\/span>\nimport flask<\/span>\nfrom flask import request, jsonify<\/span>\n#create a Flask app<\/span><\/span>\napp<\/span> = flask.Flask(__name__)<\/span>\n#create a route for the API<\/span><\/span>\n@app.route('\/api', methods<\/span>=['GET'<\/span>])<\/span>\ndef api_call():<\/span>\n#get the data from the request<\/span><\/span>\ndata<\/span> = request.get_json()<\/span>\n<\/span>\n#process the data<\/span><\/span>\nresult<\/span> = process_data(data)<\/span>\n<\/span>\n#return the result<\/span><\/span>\nreturn jsonify(result)<\/span>\n#define the process_data function<\/span><\/span>\ndef process_data(data):<\/span>\n#do something with the data<\/span><\/span>\nresult<\/span> = data + 1<\/span><\/span>\n<\/span>\n#return the result<\/span><\/span>\nreturn result<\/span>\n#run the app<\/span><\/span>\nif __name__<\/span> == '__main__'<\/span>:<\/span>\napp.run()<\/span>\n```<\/span>\n<\/code><\/pre>\n
          \u8fd9\u4e24\u4e2a\u8f93\u51fa\u4e4b\u95f4\u53ea\u6709\u5f88\u5c0f\u7684\u5dee\u5f02\u3002 \u8fd9\u6b21\u6211\u4eec\u53cd\u5176\u9053\u800c\u884c\u4e4b\uff0c\u5c06\u6e29\u5ea6\u8bbe\u7f6e\u4e3a 0.9\uff1a<\/p>\n
          <\/div>
          ini<\/span>
          \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>Explain<\/span>\n```python<\/span>\n# Import necessary libraries<\/span><\/span>\nimport flask<\/span>\nfrom flask import request, jsonify<\/span>\n# Create a Flask app<\/span><\/span>\napp<\/span> = flask.Flask(__name__)<\/span>\n# Create a route for the API<\/span><\/span>\n@app.route('\/api', methods<\/span>=['GET'<\/span>])<\/span>\ndef api_call():<\/span>\n# Get the data from the request<\/span><\/span>\ndata<\/span> = request.args<\/span>\n# Process the data<\/span><\/span>\nresult<\/span> = process_data(data)<\/span>\n# Return the result<\/span><\/span>\nreturn jsonify(result)<\/span>\n# Function to process the data<\/span><\/span>\ndef process_data(data):<\/span>\n# Do something with the data<\/span><\/span>\nresult<\/span> = data + 1<\/span><\/span>\n# Return the result<\/span><\/span>\nreturn result<\/span>\n# Run the app<\/span><\/span>\nif __name__<\/span> == '__main__'<\/span>:<\/span>\napp.run()<\/span>\n```<\/span>\n<\/code><\/pre>\n
          \u7b2c\u4e8c\u6b21\u5c1d\u8bd5\u4f7f\u7528 0.9 \u4f5c\u4e3a\u6e29\u5ea6\u503c\uff1a<\/p>\n
          <\/div>
          python<\/span>
          \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>Explain<\/span>\n```python<\/span>\nimport<\/span> flask<\/span>\nfrom<\/span> flask import<\/span> request, jsonify<\/span>\n# create the Flask app<\/span><\/span>\napp = flask.Flask(__name__)<\/span>\napp.config['DEBUG'<\/span>] = True<\/span><\/span>\n# create some test data<\/span><\/span>\nbooks = [<\/span>\n{'id'<\/span>: 0<\/span>, 'title'<\/span>: 'A Fire Upon The Deep'<\/span>, 'author'<\/span>: 'Vernor Vinge'<\/span>, 'first_sentence'<\/span>: 'The coldsleep itself was dreamless.'<\/span>, 'year_published'<\/span>: '1992'<\/span>},<\/span>\n{'id'<\/span>: 1<\/span>, 'title'<\/span>: 'The Ones Who Walk Away From Omelas'<\/span>, 'author'<\/span>: 'Ursula K. Le Guin'<\/span>, 'first_sentence'<\/span>: 'With a clamor of bells that set the swallows soaring, the Festival of Summer came to the city Omelas, bright-towered by the sea.'<\/span>, 'published'<\/span>: '1973'<\/span>},<\/span>\n{'id'<\/span>: 2<\/span>, 'title'<\/span>: 'Dhalgren'<\/span>, 'author'<\/span>: 'Samuel R. Delany'<\/span>, 'first_sentence'<\/span>: 'to wound the autumnal city.'<\/span>, 'published'<\/span>: '1975'<\/span>}<\/span>\n]<\/span>\n# create an endpoint<\/span><\/span>\n@app.route('\/'<\/span>, methods=['GET'<\/span>]<\/span>)<\/span><\/span>\ndef<\/span> home<\/span>():<\/span>\nreturn<\/span> '''<h1>Welcome to our book API!<\/h1>'''<\/span><\/span>\n@app.route('\/api\/v1\/resources\/books<\/span><\/span><\/span><\/span>\n```<\/span>\n<\/span>\n<\/code><\/pre>\n
          \u6b63\u5982\u60a8\u6240\u770b\u5230\u7684\uff0c\u7ed3\u679c\u5404\u5f0f\u5404\u6837\u3002<\/p>\n
          \u6700\u4f73\u5b9e\u8df5<\/h1>\n
          \u60a8\u53ef\u4ee5\u5e94\u7528\u8bb8\u591a\u5b9e\u8df5\u6765\u5c1d\u8bd5\u83b7\u5f97\u60a8\u60f3\u8981\u7684\u4e1c\u897f\u3002 \u5f53\u4f60\u8d8a\u6765\u8d8a\u591a\u5730\u4f7f\u7528\u63d0\u793a\u65f6\uff0c\u4f60\u4f1a\u53d1\u73b0\u81ea\u5df1\u7684\u98ce\u683c\u3002<\/p>\n
          \u9664\u4e86\u6211\u4eec\u4ecb\u7ecd\u7684\u6280\u672f\u4e4b\u5916\uff0c\u5728\u8c03\u7528 LLMs \u65f6\u8fd8\u9700\u8981\u8003\u8651\u4e00\u4e9b\u597d\u7684\u505a\u6cd5\u3002<\/p>\n
          \u4ee5\u4e0b\u662f\u4e00\u4e9b\u503c\u5f97\u8003\u8651\u7684\u826f\u597d\u505a\u6cd5\uff1a<\/p>\n
          \u6307\u5b9a\u4e0a\u4e0b\u6587\u3002 \u4e0a\u4e0b\u6587\u5f88\u91cd\u8981\uff0c\u60a8\u53ef\u4ee5\u6307\u5b9a\u7684\u9886\u57df\u3001\u4e3b\u9898\u7b49\u8d8a\u591a\u8d8a\u597d\u3002<\/p>\n
          \u9650\u5236\u8f93\u51fa\u3002 \u5982\u679c\u60a8\u60f3\u8981\u7279\u5b9a\u6570\u91cf\u7684\u9879\u76ee\u6216\u7279\u5b9a\u957f\u5ea6\uff0c\u8bf7\u6307\u5b9a\u3002<\/p>\n
          \u6307\u5b9a\u5185\u5bb9\u548c\u65b9\u5f0f\u3002 \u8bf7\u8bb0\u4f4f\u63d0\u53ca\u60a8\u60f3\u8981\u4ec0\u4e48\u4ee5\u53ca\u60a8\u60f3\u8981\u5982\u4f55\u5b9e\u73b0\uff0c\u4f8b\u5982\u201c\u521b\u5efa\u4e00\u4e2a\u5305\u542b\u8def\u7531\u4ea7\u54c1\u548c\u5ba2\u6237\u7684 Python Web API\uff0c\u5c06\u5176\u5206\u4e3a 3 \u4e2a\u6587\u4ef6\u201d\u3002<\/p>\n
          \u4f7f\u7528\u6a21\u677f\u3002 \u901a\u5e38\uff0c\u60a8\u4f1a\u5e0c\u671b\u4f7f\u7528\u516c\u53f8\u7684\u6570\u636e\u6765\u4e30\u5bcc\u63d0\u793a\u3002 \u4f7f\u7528\u6a21\u677f\u6765\u6267\u884c\u6b64\u64cd\u4f5c\u3002 \u6a21\u677f\u53ef\u4ee5\u5305\u542b\u7528\u5b9e\u9645\u6570\u636e\u66ff\u6362\u7684\u53d8\u91cf\u3002<\/p>\n
          \u62fc\u5199\u6b63\u786e\u3002 LLMs \u53ef\u80fd\u4f1a\u4e3a\u60a8\u63d0\u4f9b\u6b63\u786e\u7684\u7b54\u6848\uff0c\u4f46\u5982\u679c\u60a8\u62fc\u5199\u6b63\u786e\uff0c\u60a8\u4f1a\u5f97\u5230\u66f4\u597d\u7684\u7b54\u6848\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
          \u63d0\u793a\u5de5\u7a0b\u662f\u4e00\u79cd\u521b\u5efa\u80fd\u591f\u4ea7\u751f\u671f\u671b\u7ed3\u679c\u7684\u63d0\u793a\u7684\u8fc7\u7a0b\u3002\u63d0\u793a\u5de5\u7a0b\u4e0d\u4ec5\u4ec5\u662f\u7f16\u5199\u6587\u672c\u63d0\u793a\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u5957\u53ef\u4ee5\u5e94\u7528\u4e8e\u83b7\u53d6\u671f\u671b\u7ed3\u679c\u7684\u6280\u672f\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_title":"","rank_math_description":"","rank_math_focus_keyword":"","views":"4","footnotes":""},"categories":[3],"tags":[126,127,128,129,136],"collection":[],"class_list":["post-1557","post","type-post","status-publish","format-standard","hentry","category-fenlei2","tag-gpt","tag-ai","tag-128","tag-129","tag-136"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1557","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/comments?post=1557"}],"version-history":[{"count":0,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1557\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media?parent=1557"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/categories?post=1557"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/tags?post=1557"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/collection?post=1557"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}