{"id":3501,"date":"2026-01-28T14:34:02","date_gmt":"2026-01-28T14:34:02","guid":{"rendered":"https:\/\/umaax.com\/gugepromptengineeringtishicigongchengbaipishupdfwenjianaijia\/"},"modified":"2026-01-28T14:34:02","modified_gmt":"2026-01-28T14:34:02","slug":"gugepromptengineeringtishicigongchengbaipishupdfwenjianaijia","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/gugepromptengineeringtishicigongchengbaipishupdfwenjianaijia\/","title":{"rendered":"\u8c37\u6b4c\u300aPrompt Engineering\u300b\u63d0\u793a\u8bcd\u5de5\u7a0b\u767d\u76ae\u4e66\uff08PDF\u6587\u4ef6\uff09 \u2013 AI\u6559\u7a0b\u8d44\u6599"},"content":{"rendered":"
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n
\n

\u300aPrompt Engineering\u300b\u63d0\u793a\u8bcd\u5de5\u7a0b\u767d\u76ae\u4e66\u662fGoogle\u56e2\u961f\u6210\u5458\u8054\u5408\u63a8\u51fa\u7684\u3002\u4e3b\u8981\u5185\u5bb9\u5305\u62ec\u5982\u4f55\u8bbe\u8ba1\u9ad8\u8d28\u91cf\u7684\u63d0\u793a\uff08prompt\uff09\u4f18\u5316\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u8f93\u51fa\u6548\u679c\u3002\u767d\u76ae\u4e66\u8be6\u7ec6\u4ecb\u7ecd\u591a\u79cd\u63d0\u793a\u6280\u672f\uff0c\u5982\u96f6\u6837\u672c\u63d0\u793a\uff08zero-shot\uff09\u3001\u5355\u6837\u672c\u548c\u5c11\u6837\u672c\u63d0\u793a\uff08one-shot\/few-shot\uff09\u3001\u7cfb\u7edf\u63d0\u793a\uff08system prompting\uff09\u3001\u89d2\u8272\u63d0\u793a\uff08role prompting\uff09\u548c\u4e0a\u4e0b\u6587\u63d0\u793a\uff08contextual prompting\uff09\u7b49\uff0c\u63a2\u8ba8\u4e86\u6a21\u578b\u8f93\u51fa\u914d\u7f6e\uff08\u5982\u6e29\u5ea6\u3001top-K\u3001top-P\u7b49\u53c2\u6570\uff09\u5bf9\u751f\u6210\u7ed3\u679c\u7684\u5f71\u54cd\uff0c\u63d0\u4f9b\u5b9e\u9645\u793a\u4f8b\u548c\u6700\u4f73\u5b9e\u8df5\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u4e0d\u540c\u573a\u666f\u4e0b\u66f4\u6709\u6548\u5730\u4f7f\u7528LLM\u3002\u5f3a\u8c03\u63d0\u793a\u5de5\u7a0b\u662f\u4e00\u4e2a\u8fed\u4ee3\u8fc7\u7a0b\uff0c\u9700\u7ed3\u5408\u4efb\u52a1\u9700\u6c42\u8c03\u6574\u63d0\u793a\u7ed3\u6784\u548c\u6a21\u578b\u53c2\u6570\uff0c\u83b7\u5f97\u51c6\u786e\u3001\u76f8\u5173\u7684\u8f93\u51fa\u3002<\/p>\n

\n

\"\" <\/p>\n

\u83b7\u53d6\u300aPrompt Engineering\u300b\u63d0\u793a\u8bcd\u5de5\u7a0b\u767d\u76ae\u4e66\u00a0 <\/strong>PDF\u539f\u6587\u4ef6<\/strong>\uff0c\u626b\u7801\u5173\u6ce8\u56de\u590d\uff1a <\/span>20250411<\/span><\/strong><\/p>\n

\u81f4\u8c22<\/p>\n

\u5185\u5bb9\u8d21\u732e\u8005<\/strong><\/p>\n

\u8fc8\u514b\u5c14\u00b7\u8c22\u5c14\u66fc<\/p>\n

\u8881\u66f9<\/p>\n

\u57c3\u91cc\u514b\u00b7\u963f\u59c6\u5e03\u9c81\u65af\u7279<\/p>\n

\u963f\u5357\u7279\u00b7\u7eb3\u74e6\u5c14\u52a0\u91cc\u4e9a<\/p>\n

\u5b89\u4e1c\u5c3c\u5965\u00b7\u53e4\u5229<\/p>\n

\u897f\u8499\u00b7\u5361\u6885\u5c14<\/p>\n

\u7f16\u8005<\/strong><\/p>\n

\u5b89\u4e1c\u5c3c\u5965\u00b7\u53e4\u5229<\/p>\n

\u963f\u5357\u7279\u00b7\u7eb3\u74e6\u5c14\u52a0\u91cc\u4e9a<\/p>\n

\u683c\u857e\u4e1d\u00b7\u83ab\u91cc\u68ee<\/p>\n

\u6280\u672f\u4f5c\u5bb6<\/strong><\/p>\n

\u4e54\u4f0a\u00b7\u6d77\u6885\u514b<\/p>\n

\u8bbe\u8ba1\u5e08<\/strong><\/p>\n

\u8fc8\u514b\u5c14\u00b7\u5170\u5b81<\/p>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n

\u7b80\u4ecb<\/h2>\n

\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u5165\u8f93\u51fa\u673a\u5236\u4e2d\uff0c\u6587\u672c\u63d0\u793a\uff08\u6709\u65f6\u4f1a\u914d\u5408\u56fe\u50cf\u7b49\u591a\u6a21\u6001\u8f93\u5165\uff09\u662f\u6a21\u578b\u7528\u4e8e\u751f\u6210\u9884\u6d4b\u7ed3\u679c\u7684\u57fa\u7840\u8f93\u5165\u3002\u60a8\u65e0\u9700\u6210\u4e3a\u6570\u636e\u79d1\u5b66\u5bb6\u6216\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08\uff0c\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u7f16\u5199\u63d0\u793a\u8bcd\u3002\u4f46\u8981\u60f3\u6784\u5efa\u771f\u6b63\u9ad8\u6548\u7684\u63d0\u793a\u8bcd\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u80fd\u76f8\u5f53\u590d\u6742\u3002\u63d0\u793a\u8bcd\u7684\u6548\u679c\u53d7\u591a\u91cd\u56e0\u7d20\u5f71\u54cd\uff0c\u6240\u9009\u6a21\u578b\u7248\u672c\u3001\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u3001\u53c2\u6570\u914d\u7f6e\u3001\u63aa\u8f9e\u7cbe\u51c6\u5ea6\u3001\u8bed\u8a00\u98ce\u683c\u4e0e\u8bed\u6c14\u3001\u7ed3\u6784\u8bbe\u8ba1\u4ee5\u53ca\u4e0a\u4e0b\u6587\u5173\u8054\u6027\u90fd\u81f3\u5173\u91cd\u8981\u3002\u56e0\u6b64\uff0c\u63d0\u793a\u8bcd\u5de5\u7a0b\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u9700\u8981\u6301\u7eed\u4f18\u5316\u7684\u8fc7\u7a0b\u3002\u4f4e\u8d28\u91cf\u7684\u63d0\u793a\u8bcd\u4e0d\u4ec5\u4f1a\u5bfc\u81f4\u6a21\u68f1\u4e24\u53ef\u6216\u9519\u8bef\u7684\u8f93\u51fa\uff0c\u66f4\u4f1a\u9650\u5236\u6a21\u578b\u751f\u6210\u6709\u4ef7\u503c\u5185\u5bb9\u7684\u80fd\u529b\u3002<\/p>\n

\u5f53\u4f60\u4e0eGemini\u804a\u5929\u673a\u5668\u4eba\u4ea4\u6d41\u65f6\uff0c\u4f60\u5b9e\u9645\u4e0a\u662f\u5728\u7f16\u5199\u63d0\u793a\u3002\u4e0d\u8fc7\u672c\u767d\u76ae\u4e66\u5c06\u91cd\u70b9\u63a2\u8ba8\u5982\u4f55\u5728Vertex AI\u5e73\u53f0\u6216\u901a\u8fc7API\u4e3aGemini\u6a21\u578b\u7f16\u5199\u63d0\u793a\u8bcd\uff0c\u56e0\u4e3a\u76f4\u63a5\u8c03\u7528\u6a21\u578b\u65f6\uff0c\u60a8\u5c06\u80fd\u8bbf\u95ee\u6e29\u5ea6\u53c2\u6570\uff08temperature\uff09\u7b49\u5b8c\u6574\u914d\u7f6e\u9879\u3002<\/p>\n

\u8fd9\u4efd\u767d\u76ae\u4e66\u8be6\u7ec6\u8ba8\u8bba\u4e86\u63d0\u793a\u5de5\u7a0b\u3002\u6211\u4eec\u5c06\u63a2\u8ba8\u5404\u79cd\u63d0\u793a\u6280\u672f\uff0c\u5e2e\u52a9\u4f60\u5165\u95e8\u5e76\u5206\u4eab\u6210\u4e3a\u63d0\u793a\u4e13\u5bb6\u7684\u6280\u5de7\u548c\u6700\u4f73\u5b9e\u8df5\u3002\u6211\u4eec\u8fd8\u5c06\u8ba8\u8bba\u8bbe\u8ba1\u63d0\u793a\u65f6\u53ef\u80fd\u9047\u5230\u7684\u6311\u6218\u3002<\/p>\n

\u63d0\u793a\u5de5\u7a0b<\/h2>\n

\u8bb0\u4f4fLLM\u7684\u5de5\u4f5c\u539f\u7406\uff0c\u5b83\u662f\u4e00\u4e2a\u9884\u6d4b\u5f15\u64ce\u3002\u6a21\u578b\u63a5\u6536\u5e8f\u5217\u6587\u672c\u4f5c\u4e3a\u8f93\u5165\uff0c\u7136\u540e\u6839\u636e\u5176\u8bad\u7ec3\u6570\u636e\u9884\u6d4b\u4e0b\u4e00\u4e2a\u6807\u8bb0\u3002LLM\u4f1a\u53cd\u590d\u6267\u884c\u6b64\u64cd\u4f5c\uff0c\u5c06\u5148\u524d\u9884\u6d4b\u7684\u6807\u8bb0\u6dfb\u52a0\u5230\u5e8f\u5217\u6587\u672c\u672b\u5c3e\u4ee5\u9884\u6d4b\u4e0b\u4e00\u4e2a\u6807\u8bb0\u3002\u4e0b\u4e00\u4e2a\u6807\u8bb0\u7684\u9884\u6d4b\u57fa\u4e8e\u5148\u524d\u6807\u8bb0\u7684\u5185\u5bb9\u4e0eLLM\u5728\u8bad\u7ec3\u671f\u95f4\u6240\u89c1\u5185\u5bb9\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n

\u7f16\u5199\u63d0\u793a\u65f6\uff0c\u4f60\u662f\u5728\u4e3aLLM\u8bbe\u7f6e\u6b63\u786e\u7684\u6807\u8bb0\u5e8f\u5217\u3002\u63d0\u793a\u5de5\u7a0b\u662f\u8bbe\u8ba1\u9ad8\u8d28\u91cf\u63d0\u793a\u7684\u8fc7\u7a0b\uff0c\u5f15\u5bfcLLM\u751f\u6210\u51c6\u786e\u7684\u8f93\u51fa\u3002\u8fd9\u5305\u62ec\u8c03\u6574\u63d0\u793a\u4ee5\u627e\u5230\u6700\u4f73\u7248\u672c\uff0c\u4f18\u5316\u63d0\u793a\u957f\u5ea6\uff0c\u5e76\u8bc4\u4f30\u63d0\u793a\u7684\u5199\u4f5c\u98ce\u683c\u548c\u7ed3\u6784\u662f\u5426\u4e0e\u4efb\u52a1\u76f8\u5173\u3002\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548cLLM\u7684\u80cc\u666f\u4e0b\uff0c\u63d0\u793a\u662f\u4e3a\u6a21\u578b\u63d0\u4f9b\u7684\u8f93\u5165\uff0c\u7528\u4e8e\u751f\u6210\u54cd\u5e94\u6216\u9884\u6d4b\u3002<\/p>\n

\u8fd9\u4e9b\u63d0\u793a\u53ef\u7528\u4e8e\u5b8c\u6210\u5404\u79cd\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\uff0c\u5982\u6587\u672c\u6458\u8981\u3001\u4fe1\u606f\u63d0\u53d6\u3001\u95ee\u7b54\u3001\u6587\u672c\u5206\u7c7b\u3001\u8bed\u8a00\u6216\u4ee3\u7801\u7ffb\u8bd1\u3001\u4ee3\u7801\u751f\u6210\u4ee5\u53ca\u4ee3\u7801\u6587\u6863\u6216\u63a8\u7406\u3002<\/p>\n

\u8bf7\u968f\u65f6\u53c2\u8003Google\u7684\u63d0\u793a\u6307\u5357\uff0c\u5176\u4e2d\u5305\u542b\u7b80\u5355\u6709\u6548\u7684\u63d0\u793a\u793a\u4f8b\u3002<\/p>\n

\u8fdb\u884c\u63d0\u793a\u5de5\u7a0b\u65f6\uff0c\u9996\u5148\u9700\u8981\u9009\u62e9\u4e00\u4e2a\u6a21\u578b\u3002\u65e0\u8bba\u4f60\u4f7f\u7528Vertex AI\u4e2d\u7684Gemini\u8bed\u8a00\u6a21\u578b\u3001GPT\u3001Claude\uff0c\u8fd8\u662f\u50cfGemma\u6216LLaMA\u8fd9\u6837\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u63d0\u793a\u53ef\u80fd\u9700\u8981\u9488\u5bf9\u4f60\u7684\u7279\u5b9a\u6a21\u578b\u8fdb\u884c\u4f18\u5316\u3002<\/p>\n

\u9664\u4e86\u63d0\u793a\u5916\uff0c\u4f60\u8fd8\u9700\u8981\u8c03\u6574LLM\u7684\u5404\u79cd\u914d\u7f6e\u3002<\/p>\n

LLM\u8f93\u51fa\u914d\u7f6e<\/h2>\n

\u9009\u62e9\u6a21\u578b\u540e\uff0c\u4f60\u9700\u8981\u786e\u5b9a\u6a21\u578b\u7684\u914d\u7f6e\u3002\u5927\u591a\u6570LLM\u63d0\u4f9b\u591a\u79cd\u914d\u7f6e\u9009\u9879\u6765\u63a7\u5236\u8f93\u51fa\u3002\u6709\u6548\u7684\u63d0\u793a\u5de5\u7a0b\u9700\u8981\u6839\u636e\u4efb\u52a1\u4f18\u5316\u8fd9\u4e9b\u8bbe\u7f6e\u3002<\/p>\n

\u8f93\u51fa\u957f\u5ea6<\/h3>\n

\u4e00\u4e2a\u91cd\u8981\u7684\u914d\u7f6e\u53c2\u6570\u662f\u63a7\u5236\u751f\u6210\u54cd\u5e94\u4e2d\u7684token\u6570\u91cf\u3002\u751f\u6210\u66f4\u591atoken\u9700\u8981\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u66f4\u591a\u8ba1\u7b97\uff0c\u4ece\u800c\u5bfc\u81f4\u80fd\u8017\u589e\u52a0\u3001\u54cd\u5e94\u65f6\u95f4\u53ef\u80fd\u53d8\u6162\u4ee5\u53ca\u6210\u672c\u4e0a\u5347\u3002<\/p>\n

\u51cf\u5c11LLM\u7684\u8f93\u51fa\u957f\u5ea6\u5e76\u4e0d\u4f1a\u4f7fLLM\u5728\u8f93\u51fa\u5185\u5bb9\u4e0a\u53d8\u5f97\u66f4\u52a0\u7b80\u6d01\u6216\u98ce\u683c\u5316\uff0c\u5b83\u53ea\u662f\u8ba9LLM\u5728\u8fbe\u5230\u957f\u5ea6\u9650\u5236\u65f6\u505c\u6b62\u7ee7\u7eed\u9884\u6d4btoken\u3002\u5982\u679c\u60a8\u7684\u9700\u6c42\u8981\u6c42\u8f93\u51fa\u8f83\u77ed\uff0c\u60a8\u53ef\u80fd\u8fd8\u9700\u8981\u5bf9\u63d0\u793a\u8bcd\u8fdb\u884c\u4e13\u95e8\u8bbe\u8ba1\u6765\u6ee1\u8db3\u8981\u6c42\u3002<\/p>\n

\u8f93\u51fa\u957f\u5ea6\u9650\u5236\u5bf9\u4e8e\u67d0\u4e9bLLM\u63d0\u793a\u6280\u672f\u5c24\u4e3a\u91cd\u8981\uff0c\u6bd4\u5982ReAct\uff0cLLM\u53ef\u80fd\u4f1a\u5728\u60a8\u60f3\u8981\u7684\u54cd\u5e94\u4e4b\u540e\u7ee7\u7eed\u751f\u6210\u65e0\u7528\u7684token\u3002<\/p>\n

\u91c7\u6837\u63a7\u5236<\/h3>\n

LLM\u4e0d\u4f1a\u9884\u6d4b\u5355\u4e2a\u6807\u8bb0\uff0c\u800c\u662f\u9884\u6d4b\u4e0b\u4e00\u4e2a\u6807\u8bb0\u7684\u6982\u7387\u5206\u5e03\u3002\u6e29\u5ea6\u3001Top-K\u548cTop-P\u662f\u6700\u5e38\u89c1\u7684\u914d\u7f6e\u9009\u9879\uff0c\u7528\u4e8e\u51b3\u5b9a\u5982\u4f55\u4ece\u9884\u6d4b\u7684\u6807\u8bb0\u6982\u7387\u4e2d\u9009\u62e9\u8f93\u51fa\u6807\u8bb0\u3002<\/p>\n

    \n
  • \u6e29\u5ea6<\/strong><\/li>\n<\/ul>\n

    \u6e29\u5ea6\u53c2\u6570\u63a7\u5236token\u9009\u62e9\u7684\u968f\u673a\u7a0b\u5ea6\u3002\u8f83\u4f4e\u6e29\u5ea6\u9002\u5408\u9700\u8981\u786e\u5b9a\u6027\u8f93\u51fa\u7684\u63d0\u793a\uff0c\u800c\u8f83\u9ad8\u6e29\u5ea6\u53ef\u80fd\u4ea7\u751f\u66f4\u591a\u6837\u5316\u6216\u51fa\u4eba\u610f\u6599\u7684\u7ed3\u679c\u3002\u6e29\u5ea6\u4e3a0\uff08\u8d2a\u5a6a\u89e3\u7801\uff09\u65f6\u662f\u5b8c\u5168\u786e\u5b9a\u6027\u7684\uff1a\u603b\u662f\u9009\u62e9\u6982\u7387\u6700\u9ad8\u7684token\uff08\u4f46\u9700\u6ce8\u610f\uff0c\u82e5\u4e24\u4e2atoken\u5177\u6709\u76f8\u540c\u7684\u6700\u9ad8\u9884\u6d4b\u6982\u7387\uff0c\u6839\u636e\u5e73\u5c40\u5904\u7406\u673a\u5236\u7684\u4e0d\u540c\uff0c\u6e29\u5ea6\u8bbe\u4e3a0\u65f6\u8f93\u51fa\u4e5f\u53ef\u80fd\u4e0d\u4e00\u81f4\uff09<\/p>\n

    \u6e29\u5ea6\u63a5\u8fd1\u6700\u5927\u503c\u65f6\uff0c\u8f93\u51fa\u5f80\u5f80\u66f4\u52a0\u968f\u673a\u3002\u968f\u7740\u6e29\u5ea6\u4e0d\u65ad\u5347\u9ad8\uff0c\u6240\u6709token\u88ab\u9009\u4e3a\u4e0b\u4e00\u4e2a\u9884\u6d4btoken\u7684\u6982\u7387\u4f1a\u8d8b\u4e8e\u5747\u7b49\u3002<\/p>\n

    Gemini\u6e29\u5ea6\u63a7\u5236\u673a\u5236\u4e0e\u673a\u5668\u5b66\u4e60\u4e2d\u4f7f\u7528\u7684softmax\u51fd\u6570\u539f\u7406\u76f8\u4f3c\uff0c\u4f4e\u6e29\u8bbe\u7f6e\u7c7b\u4f3c\u4e8esoftmax\u4f4e\u6e29\uff08T\uff09\uff0c\u5f3a\u8c03\u5355\u4e00\u4f18\u9009\u7ed3\u679c\uff0c\u786e\u5b9a\u6027\u9ad8\u3002\u9ad8\u6e29\u8bbe\u7f6e\u7c7b\u4f3c\u4e8esoftmax\u9ad8\u6e29\uff0c\u63a5\u53d7\u66f4\u5bbd\u6cdb\u7684\u7ed3\u679c\u8303\u56f4 \u8fd9\u79cd\u7075\u6d3b\u6027\u7279\u522b\u9002\u7528\u4e8e\u4e0d\u9700\u8981\u4e25\u683c\u7cbe\u786e\u8f93\u51fa\u7684\u573a\u666f\uff08\u4f8b\u5982\u521b\u610f\u5185\u5bb9\u751f\u6210\u5b9e\u9a8c\uff09\u3002<\/p>\n

      \n
    • Top-K\u4e0eTop-P\u91c7\u6837<\/strong><\/li>\n<\/ul>\n

      Top-K\u548cTop-P\uff08\u53c8\u79f0\u6838\u91c7\u6837\uff09\u662fLLMs\u4e2d\u7528\u4e8e\u9650\u5236\u9884\u6d4btoken\u8303\u56f4\u7684\u4e24\u79cd\u91c7\u6837\u8bbe\u7f6e\uff0c\u4e0e\u6e29\u5ea6\u53c2\u6570\u7c7b\u4f3c\uff0c\u5b83\u4eec\u63a7\u5236\u751f\u6210\u6587\u672c\u7684\u968f\u673a\u6027\u548c\u591a\u6837\u6027\u3002<\/p>\n

        \n
      • Top-K\u91c7\u6837\u4ece\u6a21\u578b\u9884\u6d4b\u5206\u5e03\u4e2d\u9009\u62e9\u6982\u7387\u6700\u9ad8\u7684K\u4e2atoken\u3002K\u503c\u8d8a\u5927\uff0c\u8f93\u51fa\u8d8a\u5177\u521b\u9020\u6027\uff0cK\u503c\u8d8a\u5c0f\uff0c\u8f93\u51fa\u8d8a\u4fdd\u5b88\u51c6\u786e\uff0cK=1\u65f6\u7b49\u540c\u4e8e\u8d2a\u5a6a\u89e3\u7801\u3002<\/li>\n
      • Top-P\u91c7\u6837\u9009\u62e9\u7d2f\u8ba1\u6982\u7387\u4e0d\u8d85\u8fc7\u8bbe\u5b9a\u503c\uff08P\uff09\u7684\u6700\u9ad8\u6982\u7387token\u96c6\u5408\u3002P\u503c\u8303\u56f4\uff0c0\uff08\u8d2a\u5a6a\u89e3\u7801\uff09\u52301\uff08\u5305\u542b\u6240\u6709vocabulary token\uff09\u3002<\/li>\n<\/ul>\n

        \u6700\u4f73\u5b9e\u8df5\u662f\u901a\u8fc7\u5b9e\u9a8c\u6bd4\u8f83\u4e24\u79cd\u65b9\u6cd5\uff08\u6216\u7ec4\u5408\u4f7f\u7528\uff09\uff0c\u6839\u636e\u5b9e\u9645\u9700\u6c42\u9009\u62e9\u6700\u4f18\u65b9\u6848\u3002<\/p>\n

        \u6574\u5408\u4e00\u5207<\/strong><\/p>\n

        \u5728top-K\u3001top-P\u3001temperature\u548c\u8981\u751f\u6210\u7684token\u6570\u91cf\u4e4b\u95f4\u8fdb\u884c\u9009\u62e9\u53d6\u51b3\u4e8e\u5177\u4f53\u5e94\u7528\u548c\u9884\u671f\u7ed3\u679c\uff0c\u8fd9\u4e9b\u8bbe\u7f6e\u90fd\u4f1a\u76f8\u4e92\u5f71\u54cd\u3002\u540c\u65f6\uff0c\u786e\u4fdd\u60a8\u7406\u89e3\u6240\u9009\u6a21\u578b\u5982\u4f55\u5c06\u4e0d\u540c\u7684\u91c7\u6837\u8bbe\u7f6e\u7ec4\u5408\u5728\u4e00\u8d77\u4e5f\u5f88\u91cd\u8981\u3002<\/p>\n

        \u5982\u679ctemperature\u3001top-K\u548ctop-P\u90fd\u53ef\u7528\uff08\u5982\u5728Vertex Studio\u4e2d\uff09\uff0c\u540c\u65f6\u6ee1\u8db3top-K\u548ctop-P\u6807\u51c6\u7684token\u5c06\u6210\u4e3a\u4e0b\u4e00\u4e2a\u9884\u6d4btoken\u7684\u5019\u9009\uff0c\u7136\u540e\u5e94\u7528temperature\u4ece\u8fd9\u4e9b\u901a\u8fc7top-K\u548ctop-P\u6807\u51c6\u7684token\u4e2d\u8fdb\u884c\u91c7\u6837\u3002\u5982\u679c\u53ea\u6709top-K\u6216top-P\u53ef\u7528\uff0c\u884c\u4e3a\u76f8\u540c\u4f46\u4ec5\u4f7f\u7528\u5176\u4e2d\u4e00\u4e2atop-K\u6216top-P\u8bbe\u7f6e\u3002<\/p>\n

        \u5982\u679ctemperature\u4e0d\u53ef\u7528\uff0c\u5219\u4ece\u6ee1\u8db3top-K\u548c\/\u6216top-P\u6807\u51c6\u7684token\u4e2d\u968f\u673a\u9009\u62e9\u4ee5\u751f\u6210\u5355\u4e2a\u4e0b\u4e00\u4e2a\u9884\u6d4btoken\u3002<\/p>\n

        \u5f53\u67d0\u4e2a\u91c7\u6837\u914d\u7f6e\u503c\u8bbe\u4e3a\u6781\u7aef\u503c\u65f6\uff0c\u8be5\u91c7\u6837\u8bbe\u7f6e\u8981\u4e48\u4f1a\u62b5\u6d88\u5176\u4ed6\u914d\u7f6e\u8bbe\u7f6e\uff0c\u8981\u4e48\u53d8\u5f97\u65e0\u5173\u7d27\u8981\u3002<\/p>\n

          \n
        • \u5982\u679c\u4f60\u5c06\u6e29\u5ea6\u8bbe\u7f6e\u4e3a 0\uff0ctop\u2011K \u548c top\u2011P \u5c31\u53d8\u5f97\u65e0\u5173\u7d27\u8981\uf9ba\uff0c\u6700\u53ef\u80fd\u7684\u6807\u8bb0\u5c06\u6210\u4e3a\u4e0b\u4e00\u4e2a\u9884\u6d4b\u7684\u6807\u8bb0\u3002\u5982\u679c\u4f60\u5c06\u6e29\u5ea6\u8bbe\u7f6e\u5f97\u975e\u5e38\u9ad8\uff08\u8d85\u8fc7 1\u2014 \u901a\u5e38\u5728 10 \u4ee5\u4e0a\uff09\uff0c\u6e29\u5ea6\u5c31\u53d8\u5f97\u65e0\u5173\u7d27\u8981\uf9ba\uff0c\u7136\u540e\u968f\u673a\u91c7\u6837\u901a\u8fc7 top\u2011K \u548c \/ \u6216 top\u2011P \u6807\u51c6\u7684\u6807\u8bb0\u6765\u9009\u62e9\u4e0b\u4e00\u4e2a\u9884\u6d4b\u7684\u6807\u8bb0\u3002<\/li>\n
        • \u5982\u679c\u4f60\u5c06 top\u2011K \u8bbe\u7f6e\u4e3a 1\uff0c\u6e29\u5ea6\u548c top\u2011P \u5c31\u53d8\u5f97\u65e0\u5173\u7d27\u8981\uf9ba\u3002\u53ea\u6709\u4e00\u4e2a\u6807\u8bb0\u901a\u8fc7\uf9ba top\u2011K \u6807\u51c6\uff0c\u5e76\u4e14\u8fd9\u4e2a\u6807\u8bb0\u5c31\u662f\u4e0b\u4e00\u4e2a\u9884\u6d4b\u7684\u6807\u8bb0\u3002\u5982\u679c\u4f60\u5c06 top\u2011K \u8bbe\u7f6e\u5f97\u975e\u5e38\u9ad8\uff0c\u6bd4\u5982\u8fbe\u5230 LLM \u8bcd\u6c47\u8868\u7684\u5927\u5c0f\uff0c\u4efb\u4f55\u6709\u975e\u96f6\u6982\u7387\u6210\u4e3a\u4e0b\u4e00\u4e2a\u6807\u8bb0\u7684\u6807\u8bb0\u90fd\u5c06\u6ee1\u8db3 top\u2011K \u6807\u51c6\uff0c\u5e76\u4e14\u6ca1\u6709\u4efb\u4f55\u6807\u8bb0\u88ab\u9009\u4e2d\u3002<\/li>\n<\/ul>\n
            \n
          • \u5982\u679c\u4f60\u5c06 top\u2011P \u8bbe\u7f6e\u4e3a 0 \uff08\u6216\u4e00\u4e2a\u975e\u5e38\u5c0f\u7684\u503c\uff09\uff0c\u5927\u591a\u6570 LLM \u91c7\u6837\u5b9e\u73b0\u5c06\u53ea\u8003\u8651\u6700\u53ef\u80fd\u7684\u6807\u8bb0\u6765\u6ee1\u8db3 top\u2011P \u6807\u51c6\uff0c\u8fd9\u4f7f\u5f97\u6e29\u5ea6\u548c top\u2011K \u53d8\u5f97\u65e0\u5173\u7d27\u8981\u3002\u5982\u679c\u4f60\u5c06 top\u2011P \u8bbe\u7f6e\u4e3a 1\uff0c\u4efb\u4f55\u6709\u975e\u96f6\u6982\u7387\u6210\u4e3a\u4e0b\u4e00\u4e2a\u6807\u8bb0\u7684\u6807\u8bb0\u90fd\u5c06\u6ee1\u8db3 top\u2011P \u6807\u51c6\uff0c\u5e76\u4e14\u6ca1\u6709\u4efb\u4f55\u6807\u8bb0\u88ab\u9009\u4e2d\u3002<\/li>\n<\/ul>\n

            \u4f5c\u4e3a\u901a\u7528\u8d77\u70b9\uff0c\u6e29\u5ea6\u4e3a0.2\u3001top-P\u503c\u4e3a0.95\u3001top-K\u503c\u4e3a30\u7684\u914d\u7f6e\u80fd\u4ea7\u751f\u76f8\u5bf9\u8fde\u8d2f\u4e14\u9002\u5ea6\u5bcc\u6709\u521b\u610f\u7684\u7ed3\u679c\u3002\u82e5\u9700\u8981\u7279\u522b\u5177\u6709\u521b\u9020\u6027\u7684\u8f93\u51fa\uff0c\u53ef\u5c1d\u8bd5\u6e29\u5ea60.9\u3001top-P 0.99\u914d\u5408top-K 40\u7684\u521d\u59cb\u8bbe\u7f6e\u3002\u800c\u5bf9\u4e8e\u521b\u610f\u8981\u6c42\u8f83\u4f4e\u7684\u573a\u666f\uff08\u5982\u8ffd\u6c42\u7a33\u5b9a\u6027\uff09\uff0c\u5efa\u8bae\u91c7\u7528\u6e29\u5ea60.1\u3001top-P 0.9\u548ctop-K 20\u7684\u7ec4\u5408\u3002\u9700\u6ce8\u610f\uff0c\u5f53\u4efb\u52a1\u5b58\u5728\u552f\u4e00\u6b63\u786e\u7b54\u6848\u65f6\uff08\u4f8b\u5982\u6570\u5b66\u95ee\u9898\u6c42\u89e3\uff09\uff0c\u5e94\u5c06\u6e29\u5ea6\u53c2\u6570\u8bbe\u7f6e\u4e3a0\u4ee5\u83b7\u5f97\u786e\u5b9a\u6027\u8f93\u51fa\u3002<\/p>\n

            \u6ce8\u610f<\/strong>\uff1a\u968f\u7740\u81ea\u7531\u5ea6\u7684\u589e\u52a0\uff08\uf901\u9ad8\u7684\u6e29\u5ea6\u3001 top\u2011K \u3001 top\u2011P \u548c\u8f93\u51fa\u4ee4\u724c\uff09\uff0cLLM \u53ef\u80fd\u4f1a\u751f\u6210\u4e0e\u4e3b\u9898\u5173\u8054\u5ea6\u8f83\u4f4e\u7684\u6587\u5b57\u3002<\/p>\n

            \u8b66\u544a<\/strong>\uff1a\u60a8\u662f\u5426\u89c1\u8fc7\u4ee5\u5927\u91cf\u586b\u5145\u8bcd\u7ed3\u5c3e\u7684\u54cd\u5e94\uff1f\u8fd9\u4e5f\u88ab\u79f0\u4e3a\u201d\u91cd\u590d\u5faa\u73af\u9519\u8bef\u201d\uff0c\u8fd9\u662f\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u4e00\u4e2a\u5e38\u89c1\u95ee\u9898\u3002\u5f53\u6a21\u578b\u9677\u5165\u5faa\u73af\u65f6\uff0c\u4f1a\u53cd\u590d\u751f\u6210\u76f8\u540c\u7684\uff08\u586b\u5145\uff09\u5355\u8bcd\u3001\u77ed\u8bed\u6216\u53e5\u5b50\u7ed3\u6784\uff0c\u8fd9\u79cd\u60c5\u51b5\u901a\u5e38\u56e0\u4e0d\u6070\u5f53\u7684temperature\u548ctop-k\/top-p\u8bbe\u7f6e\u800c\u52a0\u5267\u3002\u8fd9\u79cd\u73b0\u8c61\u53ef\u80fd\u51fa\u73b0\u5728\u4f4etemperature\u548c\u9ad8temperature\u4e24\u79cd\u8bbe\u7f6e\u4e0b\uff0c\u4f46\u539f\u56e0\u4e0d\u540c\uff0c\u5728\u4f4etemperature\u65f6\uff0c\u6a21\u578b\u53d8\u5f97\u8fc7\u4e8e\u786e\u5b9a\uff0c\u4e25\u683c\u9075\u5faa\u6700\u9ad8\u6982\u7387\u8def\u5f84\uff0c\u5982\u679c\u8be5\u8def\u5f84\u91cd\u65b0\u8bbf\u95ee\u4e4b\u524d\u751f\u6210\u7684\u6587\u672c\uff0c\u5c31\u53ef\u80fd\u5bfc\u81f4\u5faa\u73af\u3002\u5728\u9ad8temperature\u65f6\uff0c\u6a21\u578b\u7684\u8f93\u51fa\u53d8\u5f97\u8fc7\u4e8e\u968f\u673a\uff0c\u7531\u4e8e\u53ef\u9009\u9009\u9879\u4f17\u591a\uff0c\u968f\u673a\u9009\u62e9\u7684\u5355\u8bcd\u6216\u77ed\u8bed\u53ef\u80fd\u5076\u7136\u56de\u5230\u4e4b\u524d\u7684\u72b6\u6001\uff0c\u4ece\u800c\u5f62\u6210\u5faa\u73af\u3002\u5728\u8fd9\u4e24\u79cd\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u7684\u91c7\u6837\u8fc7\u7a0b\u90fd\u4f1a\u201d\u5361\u4f4f\u201d\uff0c\u4ea7\u751f\u5355\u8c03\u65e0\u7528\u7684\u8f93\u51fa\uff0c\u76f4\u5230\u586b\u6ee1\u8f93\u51fa\u7a97\u53e3\u3002\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u901a\u5e38\u9700\u8981\u4ed4\u7ec6\u8c03\u6574temperature\u548ctop-k\/top-p\u503c\uff0c\u4ee5\u5728\u786e\u5b9a\u6027\u548c\u968f\u673a\u6027\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u3002<\/p>\n

            \u63d0\u793a\u6280\u672f<\/h2>\n

            \u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7ecf\u8fc7\u4e13\u95e8\u8c03\u4f18\u4ee5\u9075\u5faa\u6307\u4ee4\uff0c\u5e76\u901a\u8fc7\u6d77\u91cf\u6570\u636e\u8bad\u7ec3\u4f7f\u5176\u80fd\u591f\u7406\u89e3\u63d0\u793a\u8bcd\u5e76\u751f\u6210\u56de\u7b54\u3002\u4f46LLMs\u5e76\u975e\u5b8c\u7f8e\u65e0\u7f3a\u3002\u60a8\u7684\u63d0\u793a\u6587\u672c\u8d8a\u6e05\u6670\uff0c\u6a21\u578b\u5c31\u8d8a\u80fd\u51c6\u786e\u9884\u6d4b\u540e\u7eed\u6587\u672c\u3002\u6b64\u5916\uff0c\u5145\u5206\u5229\u7528LLMs\u7684\u8bad\u7ec3\u673a\u5236\u548c\u8fd0\u4f5c\u539f\u7406\u7684\u7279\u5b9a\u6280\u5de7\uff0c\u5c06\u5e2e\u52a9\u60a8\u4ece\u6a21\u578b\u4e2d\u83b7\u5f97\u66f4\u7cbe\u51c6\u7684\u76f8\u5173\u7ed3\u679c\u3002<\/p>\n

            \u73b0\u5728\u6211\u4eec\u5df2\u7ecf\uf9ba\u89e3\uf9ba\uf9fd\u4e48\u662f\u63d0\u793a\u5de5\u7a0b\u4ee5\u53ca\u5b83\u9700\u8981\uf9fd\u4e48\uff0c\u8ba9\u6211\u4eec\u6df1\u5165\u63a2\u8ba8\u4e00\u4e9b\u91cd\u8981\u7684\u63d0\u793a\u6280\u672f\u793a\uf9b5\u3002<\/p>\n

            \u901a\u7528\u63d0\u793a \/ \u96f6\u6837\u672c<\/h3>\n

            \u96f6\u6837\u672c\u63d0\u793a\u662f\u6700\u7b80\u5355\u7684\u63d0\u793a\u7c7b\u578b\u3002\u5b83\u4ec5\u63d0\u4f9b\u4efb\u52a1\u63cf\u8ff0\u548c\u4f9bLLM\u5f00\u59cb\u5904\u7406\u7684\u57fa\u7840\u6587\u672c\u3002\u8fd9\u79cd\u8f93\u5165\u53ef\u4ee5\u662f\u4efb\u4f55\u5185\u5bb9\uff1a\u4e00\u4e2a\u95ee\u9898\u3001\u6545\u4e8b\u5f00\u5934\u6216\u6307\u4ee4\u3002\u201d\u96f6\u6837\u672c\u201d\u8fd9\u4e00\u540d\u79f0\u4ee3\u8868\u201d\u65e0\u793a\u4f8b\u201d\u7684\u542b\u4e49\u3002<\/p>\n

            \u8ba9\u6211\u4eec\u4f7f\u7528Vertex AI\u4e2d\u7684Vertex AI Studio\uff08\u8bed\u8a00\u7248\uff09\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6d4b\u8bd5\u63d0\u793a\u8bcd\u7684\u5b9e\u9a8c\u73af\u5883\u3002\u5728\u88681\u4e2d\uff0c\u60a8\u5c06\u770b\u5230\u4e00\u4e2a\u7528\u4e8e\u7535\u5f71\u8bc4\u8bba\u5206\u7c7b\u7684\u96f6\u6837\u672c\u63d0\u793a\u8bcd\u793a\u4f8b\u3002<\/p>\n

            \u5982\u4e0b\u6240\u793a\u7684\u8868\u683c\u683c\u5f0f\u662f\u8bb0\u5f55\u63d0\u793a\u8bcd\u7684\u7edd\u4f73\u65b9\u5f0f\u3002\u60a8\u7684\u63d0\u793a\u8bcd\u5728\u6700\u7ec8\u8fdb\u5165\u4ee3\u7801\u5e93\u4e4b\u524d\u53ef\u80fd\u4f1a\u7ecf\u5386\u591a\u6b21\u8fed\u4ee3\uff0c\u56e0\u6b64\u4ee5\u89c4\u8303\u3001\u7ed3\u6784\u5316\u7684\u65b9\u5f0f\u8ddf\u8e2a\u63d0\u793a\u8bcd\u5de5\u7a0b\u5de5\u4f5c\u975e\u5e38\u91cd\u8981\u3002\u5173\u4e8e\u8fd9\u79cd\u8868\u683c\u683c\u5f0f\u3001\u8ddf\u8e2a\u63d0\u793a\u8bcd\u5de5\u7a0b\u5de5\u4f5c\u7684\u91cd\u8981\u6027\u4ee5\u53ca\u63d0\u793a\u8bcd\u5f00\u53d1\u6d41\u7a0b\u7684\u66f4\u591a\u5185\u5bb9\uff0c\u8bf7\u53c2\u9605\u672c\u7ae0\u540e\u9762\u7684\u201d\u6700\u4f73\u5b9e\u8df5\u201d\u90e8\u5206\uff08\u201d\u8bb0\u5f55\u5404\u79cd\u63d0\u793a\u8bcd\u5c1d\u8bd5\u201d\uff09\u3002<\/p>\n

            \u56e0\u4e3a\u4e0d\u9700\u8981\u521b\u9020\u6027\u8f93\u51fa\uff0c\u5c06\u6a21\u578b\u6e29\u5ea6\u8bbe\u7f6e\u4e3a\u8f83\u4f4e\u6570\u503c\uff0c\u6211\u4eec\u4f7f\u7528gemini-pro\u9ed8\u8ba4\u7684top-K\u548ctop-P\u503c\uff0c\u8fd9\u5b9e\u9645\u4e0a\u7981\u7528\u4e86\u8fd9\u4e24\u4e2a\u8bbe\u7f6e\uff08\u53c2\u89c1\u524d\u6587\u7684\u201dLLM\u8f93\u51fa\u914d\u7f6e\u201d\uff09\u3002\u8bf7\u6ce8\u610f\u751f\u6210\u7684\u8f93\u51fa\u7ed3\u679c\u3002\u5355\u8bcd\u201ddisturbing\u201d\u548c\u201dmasterpiece\u201d\u4f1a\u4f7f\u9884\u6d4b\u53d8\u5f97\u7a0d\u5fae\u590d\u6742\u4e00\u4e9b\uff0c\u56e0\u4e3a\u8fd9\u4e24\u4e2a\u8bcd\u51fa\u73b0\u5728\u540c\u4e00\u4e2a\u53e5\u5b50\u4e2d\u3002<\/p>\n\n\n\n\n\n\n\n\n
            \u76ee\u6807<\/th>\n\u5c06\u7535\u5f71\u8bc4\u8bba\u5206\u7c7b\u4e3a\u6b63\u9762\u3001\u4e2d\u6027\u6216\u8d1f\u9762<\/th>\n<\/tr>\n<\/thead>\n
            \u6a21\u578b<\/td>\ngemini-pro<\/td>\n<\/tr>\n
            \u6e29\u5ea6<\/td>\n0.1<\/td>\n<\/tr>\n
            \u63d0\u793a<\/td>\n\u5c06\u7535\u5f71\u8bc4\u8bba\u5206\u7c7b\u4e3aPOSITIVE\u3001NEUTRAL\u6216NEGATIVE\u3002\u8bc4\u8bba\uff1a\u201c\u300a\u5979\u300b\u662f\u4e00\u90e8\u4ee4\u4eba\u4e0d\u5b89\u7684\u7814\u7a76\uff0c\u63ed\u793a\u4e86\u5982\u679cAI\u7ee7\u7eed\u65e0\u9650\u5236\u53d1\u5c55\uff0c\u4eba\u7c7b\u5c06\u8d70\u5411\u4f55\u65b9\u3002\u6211\u5e0c\u671b\u6709\u66f4\u591a\u8fd9\u6837\u7684\u6770\u4f5c\u3002\u201d\u60c5\u611f\uff1a<\/td>\n<\/tr>\n
            \u8f93\u51fa<\/td>\nPOSITIVE<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

            \u8868 1. \u96f6\u6837\u672c\u63d0\u793a\u793a\uf9b5<\/p>\n

            \u5f53\u96f6\u6837\u672c\uff08zero-shot\uff09\u65b9\u6cd5\u65e0\u6548\u65f6\uff0c\u60a8\u53ef\u4ee5\u5728\u63d0\u793a\u8bcd\u4e2d\u63d0\u4f9b\u793a\u8303\u6848\u4f8b\uff0c\u4ece\u800c\u91c7\u7528\u201d\u5355\u6837\u672c\uff08one-shot\uff09\u201d\u6216\u201d\u5c11\u6837\u672c\uff08few-shot\uff09\u201d\u63d0\u793a\u6280\u672f\u3002<\/p>\n

            \u5355\u6837\u672c & \u5c11\u6837\u672c<\/h3>\n

            \u5728\u4e3a AI \u6a21\u578b\u521b\u5efa\u63d0\u793a\u65f6\uff0c\u63d0\u4f9b\u793a\uf9b5\u662f\u6709\u5e2e\u52a9\u7684\u3002\u8fd9\u4e9b\u793a\uf9b5\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\uf9e4\u89e3\u4f60\u8981\u6c42\u7684\u5185\u5bb9\u3002\u5f53\u4f60\u60f3\u5f15\u5bfc\u6a21\u578b\u5230\u4e00\u4e2a\u7279\u5b9a\u7684\u8f93\u51fa\u7ed3\u6784\u6216\u6a21\u5f0f\u65f6\uff0c\u793a\uf9b5\u7279\u522b\u6709\u7528\u3002<\/p>\n

            \u5355\u6837\u672c\u63d0\u793a\u63d0\u4f9b\uf9ba\u4e00\u4e2a \u00a0<\/i>\u793a\uf9b5\uff0c\u56e0\u6b64\u5f97\u540d\u5355\u6837\u672c\u3002\u5176\uf9e4\u5ff5\u662f\u6a21\u578b\u6709\u4e00\u4e2a\u53ef\u4ee5\u6a21\u4eff\u4ee5\u6700\u597d\u5b8c\u6210\u4efb\u52a1\u7684\u793a\uf9b5\u3002<\/p>\n

            \u5c11\u6837\u672c\u63d0\u793a\u63d0\u4f9b\uf9ba\u591a\u4e2a\u793a\uf9b5\u7ed9\u6a21\u578b\u3002\u8fd9\u79cd\u65b9\u6cd5\u5411\u6a21\u578b\u5c55\u793a\uf9ba\u5b83\u9700\u8981\u9075\u5faa\u7684\u6a21\u5f0f\u3002\u7406\u5ff5\u4e0e\u5355\u6837\u672c\u7c7b\u4f3c\uff0c\u4f46\u63d0\u4f9b\u591a\u4e2a\u76ee\u6807\u6a21\u5f0f\u7684\u793a\u4f8b\u589e\u52a0\u4e86\u6a21\u578b\u9075\u5faa\u8be5\u6a21\u5f0f\u7684\u53ef\u80fd\u6027\u3002<\/p>\n

            \u5c11\u6837\u672c\u63d0\u793a\uff08few-shot prompting\uff09\u6240\u9700\u793a\u4f8b\u6570\u91cf\u53d6\u51b3\u4e8e\u51e0\u4e2a\u56e0\u7d20\uff0c\u5305\u62ec\u4efb\u52a1\u590d\u6742\u6027\u3001\u793a\u4f8b\u8d28\u91cf\u4ee5\u53ca\u6240\u4f7f\u7528\u7684\u751f\u6210\u5f0fAI\uff08gen AI\uff09\u6a21\u578b\u7684\u80fd\u529b\u3002\u4e00\u822c\u6765\u8bf4\uff0c\u60a8\u5e94\u8be5\u81f3\u5c11\u4f7f\u7528\u4e09\u4e2a\u5230\u4e94\u4e2a\u793a\uf9b5\u8fdb\ufa08\u5c11\uf97e\u6837\u672c\u63d0\u793a\u3002\u7136\u800c\uff0c\u5bf9\u4e8e\uf901\u590d\u6742\u7684\u4efb\u52a1\uff0c\u60a8\u53ef\u80fd\u9700\u8981\u4f7f\u7528\uf901\u591a\u7684\u793a\uf9b5\uff0c\u6216\u8005\u7531\u4e8e\u6a21\u578b\u8f93\u5165\u957f\u5ea6\u9650\u5236\uff0c\u60a8\u53ef\u80fd\u9700\u8981\u4f7f\u7528\uf901\u5c11\u7684\u793a\uf9b5\u3002<\/p>\n

            \u88682\u5c55\u793a\u4e86\u4e00\u4e2a\u5c11\u6837\u672c\u63d0\u793a\uff08few-shot prompt\uff09\u7684\u793a\u4f8b\u3002\u6211\u4eec\u5c06\u7ee7\u7eed\u4f7f\u7528\u4e4b\u524d\u76f8\u540c\u7684gemini-pro\u6a21\u578b\u914d\u7f6e\u53c2\u6570\uff0c\u4f46\u9700\u8981\u589e\u52a0token\u9650\u989d\u4ee5\u9002\u5e94\u751f\u6210\u957f\u5ea6\u66f4\u5927\u7684\u54cd\u5e94\u9700\u6c42\u3002<\/p>\n\n\n\n\n\n\n
            \u76ee\u6807<\/th>\n\u5c06\u62ab\u8428\u8ba2\u5355\u89e3\u6790\u4e3aJSON<\/th>\n<\/tr>\n<\/thead>\n
            \u63d0\u793a<\/td>\n\u793a\u4f8b\uff1a\u6211\u60f3\u8981\u4e00\u4e2a\u5c0f\u62ab\u8428\uff0c\u52a0\u5976\u916a\u3001\u756a\u8304\u9171\u548c\u610f\u5927\u5229\u8fa3\u9999\u80a0\u3002JSON\u54cd\u5e94\uff1a{ \u201csize\u201d:\u201dsmall\u201d, \u201ctype\u201d:\u201dnormal\u201d, \u201cingredients\u201d:[\u201ccheese\u201d,\u201dtomato sauce\u201d,\u201dpepperoni\u201d] }<\/td>\n<\/tr>\n
            \u8f93\u51fa<\/td>\n{ \u201csize\u201d:\u201dlarge\u201d, \u201ctype\u201d:\u201dhalf-half\u201d, \u201cingredients\u201d:[[\u201ccheese\u201d,\u201dmozzarella\u201d],[\u201ctomato sauce\u201d,\u201dham\u201d,\u201dpineapple\u201d]] }<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

            \u8868<\/span>2<\/span>.<\/span>\u5c11<\/span>\u6837<\/span>\u672c<\/span>\u63d0<\/span>\u793a<\/span>\u793a<\/span>\u4f8b<\/span><\/p>\n

            \u5728\u9009\u62e9\u63d0\u793a\u8bcd\u793a\u4f8b\u65f6\uff0c\u5e94\u4f7f\u7528\u4e0e\u60a8\u8981\u6267\u884c\u7684\u4efb\u52a1\u76f8\u5173\u7684\u793a\u4f8b\u3002\u8fd9\u4e9b\u793a\u4f8b\u5e94\u5f53\u5177\u5907\u591a\u6837\u6027\u3001\u9ad8\u8d28\u91cf\u4e14\u8868\u8ff0\u89c4\u8303\u3002\u5373\u4f7f\u662f\u4e00\u4e2a\u5c0f\u9519\u8bef\u4e5f\u53ef\u80fd\u4f7f\u6a21\u578b\u4ea7\u751f\u6df7\u6dc6\uff0c\u4ece\u800c\u5bfc\u81f4\u4e0d\u7406\u60f3\u7684\u8f93\u51fa\u7ed3\u679c\u3002<\/p>\n

            \u5982\u679c\u60a8\u9700\u8981\u751f\u6210\u80fd\u591f\u5e94\u5bf9\u5404\u79cd\u8f93\u5165\u7684\u7a33\u5065\u8f93\u51fa\uff0c\u5219\u5fc5\u987b\u5728\u793a\u4f8b\u4e2d\u5305\u542b\u8fb9\u7f18\u6848\u4f8b\uff08edge cases\uff09\u3002\u8fb9\u7f18\u6848\u4f8b\u6307\u90a3\u4e9b\u4e0d\u5e38\u89c1\u6216\u610f\u6599\u4e4b\u5916\u7684\u8f93\u5165\u60c5\u51b5\uff0c\u4f46\u6a21\u578b\u4ecd\u5e94\u80fd\u591f\u6b63\u786e\u5904\u7406\u8fd9\u4e9b\u60c5\u51b5\u3002<\/p>\n

            \u7cfb\u7edf\u3001\u4e0a\u4e0b\u6587\u548c\u89d2\u8272\u63d0\u793a<\/h3>\n

            \u7cfb\u7edf\u3001\u4e0a\u4e0b\u6587\u548c\u89d2\u8272\u63d0\u793a\u90fd\u662f\u7528\u4e8e\u6307\u5bfc LLM \u751f\u6210\u6587\u672c\u7684\u6280\u672f\uff0c\u4f46\u5b83\u4eec\u5173\u6ce8\uf967\u540c\u7684\u65b9\u9762\uff1a<\/p>\n

              \n
            • \u7cfb\u7edf\u63d0\u793a\uff08System prompting\uff09\u4e3a\u8bed\u8a00\u6a21\u578b\u8bbe\u5b9a\u6574\u4f53\u4e0a\u4e0b\u6587\u548c\u76ee\u7684\u3002\u5b83\u5b9a\u4e49\u4e86\u6a21\u578b\u5e94\u8be5\u6267\u884c\u7684\u201d\u5927\u5c40\u201d\u4efb\u52a1\uff0c\u5982\u7ffb\u8bd1\u8bed\u8a00\u3001\u5206\u7c7b\u8bc4\u8bba\u7b49\u3002<\/li>\n
            • \u4e0a\u4e0b\u6587\u63d0\u793a\uff08Contextual prompting\uff09\u63d0\u4f9b\u4e0e\u5f53\u524d\u5bf9\u8bdd\u6216\u4efb\u52a1\u76f8\u5173\u7684\u5177\u4f53\u7ec6\u8282\u6216\u80cc\u666f\u4fe1\u606f\u3002\u5b83\u5e2e\u52a9\u6a21\u578b\u7406\u89e3\u6240\u63d0\u8981\u6c42\u7684\u7ec6\u5fae\u5dee\u522b\uff0c\u5e76\u76f8\u5e94\u8c03\u6574\u56de\u7b54\u3002<\/li>\n
            • \u89d2\u8272\u63d0\u793a\uff08Role prompting\uff09\u4e3a\u8bed\u8a00\u6a21\u578b\u6307\u5b9a\u7279\u5b9a\u7684\u89d2\u8272\u6216\u8eab\u4efd\u3002\u8fd9\u6709\u52a9\u4e8e\u6a21\u578b\u751f\u6210\u4e0e\u6240\u5206\u914d\u89d2\u8272\u53ca\u5176\u76f8\u5173\u77e5\u8bc6\u548c\u884c\u4e3a\u4e00\u81f4\u7684\u54cd\u5e94\u3002<\/li>\n<\/ul>\n

              \u7cfb\u7edf\u3001\u4e0a\u4e0b\u6587\u548c\u89d2\u8272\u63d0\u793a\u4e4b\u95f4\u53ef\u80fd\u5b58\u5728\u76f8\u5f53\u5927\u7684\u91cd\u53e0\u3002\uf9b5\u5982\uff0c\u4e00\u4e2a\u4e3a\u7cfb\u7edf\u5206\u914d\u89d2\u8272\u7684\u63d0\u793a\u4e5f\u53ef\u4ee5\u5305\u542b\u4e0a\u4e0b\u6587\u3002\u6bcf\u79cd\u63d0\u793a\u7c7b\u578b\u7684\u4e3b\u8981\u76ee\u7684\u7565\u6709\u4e0d\u540c\uff1a<\/p>\n

                \n
              • \u7cfb\u7edf\u63d0\u793a\uff1a\u5b9a\u4e49\u6a21\u578b\u7684\u57fa\u672c\u80fd\u529b\u548c\u603b\u4f53\u76ee\u6807\u3002<\/li>\n
              • \u4e0a\u4e0b\u6587\u63d0\u793a\uff1a\u63d0\u4f9b\u5373\u65f6\u7684\u3001\u7279\u5b9a\u4efb\u52a1\u7684\u4fe1\u606f\u6765\u6307\u5bfc\u54cd\u5e94\u3002\u5b83\u662f\u9ad8\u5ea6\u7279\u5b9a\u4e8e\u5f53\u524d\u4efb\u52a1\u6216\u8f93\u5165\u7684\uff0c\u5177\u6709\u52a8\u6001\u6027\u3002<\/li>\n
              • \u89d2\u8272\u63d0\u793a\uff1a\u5851\u9020\u6a21\u578b\u7684\u8f93\u51fa\u98ce\u683c\u548c\u8bed\u6c14\u3002\u5b83\u589e\u52a0\u4e86\u7279\u5b9a\u6027\u548c\u4e2a\u6027\u5c42\u9762\u3002<\/li>\n<\/ul>\n

                \u533a\u5206\u7cfb\u7edf\u63d0\u793a\u3001\u4e0a\u4e0b\u6587\u63d0\u793a\u548c\u89d2\u8272\u63d0\u793a\u4e3a\u8bbe\u8ba1\u5177\u6709\u660e\u786e\u610f\u56fe\u7684\u63d0\u793a\u8bcd\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6846\u67b6\uff0c\u5141\u8bb8\u7075\u6d3b\u7ec4\u5408\uff0c\u5e76\u66f4\u5bb9\u6613\u5206\u6790\u6bcf\u79cd\u63d0\u793a\u7c7b\u578b\u5982\u4f55\u5f71\u54cd\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u51fa\u3002<\/p>\n

                  \n
                • \u7cfb\u7edf\u63d0\u793a <\/b><\/li>\n<\/ul>\n

                  \u88683\u5305\u542b\u4e00\u4e2a\u7cfb\u7edf\u63d0\u793a\uff0c\u5176\u4e2d\u6211\u989d\u5916\u6307\u5b9a\u4e86\u5982\u4f55\u8fd4\u56de\u8f93\u51fa\u7684\u76f8\u5173\u4fe1\u606f\u3002\u6211\u63d0\u9ad8\u4e86\u6e29\u5ea6\u53c2\u6570\u4ee5\u83b7\u5f97\u66f4\u9ad8\u7684\u521b\u9020\u529b\u6c34\u5e73\uff0c\u5e76\u6307\u5b9a\u4e86\u66f4\u9ad8\u7684token\u9650\u5236\u3002\u7136\u800c\uff0c\u7531\u4e8e\u6211\u5bf9\u8f93\u51fa\u8fd4\u56de\u65b9\u5f0f\u7684\u660e\u786e\u6307\u4ee4\uff0c\u6a21\u578b\u6ca1\u6709\u8fd4\u56de\u989d\u5916\u6587\u672c\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n
                  \u76ee\u6807<\/th>\n\u5c06\u7535\u5f71\u8bc4\u8bba\u5206\u7c7b\u4e3a\u6b63\u9762\u3001\u4e2d\u6027\u6216\u8d1f\u9762\u3002<\/th>\n<\/tr>\n<\/thead>\n
                  \u6a21\u578b<\/td>\ngemini-pro<\/td>\n<\/tr>\n
                  \u6e29\u5ea6<\/td>\n1 \u4ee4\u724c\u9650\u5236 5<\/td>\n<\/tr>\n
                  Top-K<\/td>\n40<\/td>\n<\/tr>\n
                  Top-P<\/td>\n0.8<\/td>\n<\/tr>\n
                  \u63d0\u793a<\/td>\nClassify movie reviews as positive, neutral or negative. Only return the label in uppercase. Review: \u201cHer\u201d is a disturbing study revealing the direction humanity is headed if AI is allowed to keep evolving, unchecked. It\u2019s so disturbing I couldn\u2019t watch it. Sentiment:<\/td>\n<\/tr>\n
                  \u8f93\u51fa<\/td>\n\u5426\u5b9a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                  \u8868 3. \u7cfb\u7edf\u63d0\u793a\u7684\u793a\uf9b5<\/p>\n

                  \u7cfb\u7edf\u63d0\u793a\u5bf9\u4e8e\u751f\u6210\u6ee1\u8db3\u7279\u5b9a\u8981\u6c42\u7684\u8f93\u51fa\u975e\u5e38\u6709\u7528\u3002\u2018 \u7cfb\u7edf\u63d0\u793a \u2019 \u8fd9\u4e2a\u540d\u5b57\u5b9e\u9645\u4e0a\u4ee3\u8868 \u2018 \u5411\u7cfb\u7edf\u63d0\u4f9b\u989d\u5916\u4efb\u52a1 \u2019\u3002\uf9b5\u5982\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u7cfb\u7edf\u63d0\u793a\u751f\u6210\u4e0e\u7279\u5b9a\u7f16\u7a0b\u8bed\u8a00\u517c\u5bb9\u7684\u4ee3\u7801\u7247\u6bb5\uff0c\u6216\u8005\u60a8\u53ef\u4ee5\u4f7f\u7528\u7cfb\u7edf\u63d0\u793a\u8fd4\u56de\u4e00\u4e2a\u6e05\u6670\u7684\u6846\u67b6\u3002\u8bf7\u770b\u8868 4\uff0c\u6211\u5728\u5176\u4e2d\u4ee5 JSON \u683c\u5f0f\u8fd4\u56de\uf9ba\u8f93\u51fa\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n
                  Name<\/th>\nContent<\/th>\n<\/tr>\n<\/thead>\n
                  \u76ee\u6807<\/td>\n\u5c06\u7535\u5f71\u8bc4\u8bba\u5206\u7c7b\u4e3a\u6b63\u9762\u3001\u4e2d\u6027\u6216\u8d1f\u9762\uff0c\u8fd4\u56de JSON\u3002<\/td>\n<\/tr>\n
                  \u6a21\u578b<\/td>\ngemini-pro<\/td>\n<\/tr>\n
                  \u6e29\u5ea6<\/td>\n1<\/td>\n<\/tr>\n
                  Top-K<\/td>\n40<\/td>\n<\/tr>\n
                  Token Limit<\/td>\n1024<\/td>\n<\/tr>\n
                  Top-P<\/td>\n0.8<\/td>\n<\/tr>\n
                  \u63d0\u793a<\/td>\n\n

                  Classify movie reviews as positive, neutral or negative. Return<\/p>\n

                  valid JSON:<\/p>\n

                  Review: \u201cHer\u201d is a disturbing study revealing the direction<\/p>\n

                  humanity is headed if AI is allowed to keep evolving,<\/p>\n

                  unchecked. It\u2019s so disturbing I couldn\u2019t watch it.<\/p>\n

                  Schema:<\/p>\n

                  \u201c`<\/p>\n

                  MOVIE:<\/p>\n

                  {<\/p>\n

                  \u201csentiment\u201d: String \u201cPOSITIVE\u201d | \u201cNEGATIVE\u201d | \u201cNEUTRAL\u201d,<\/p>\n

                  \u201cname\u201d: String<\/p>\n

                  }<\/p>\n

                  MOVIE REVIEWS:<\/p>\n

                  {<\/p>\n

                  \u201cmovie_reviews\u201d: [MOVIE]<\/p>\n

                  }<\/p>\n

                  \u201c`<\/p>\n

                  JSON Response:<\/p>\n<\/td>\n<\/tr>\n

                  \u8f93\u51fa<\/td>\n\n

                  \u201c`<\/p>\n

                  {<\/p>\n

                  \u201cmovie_reviews\u201d: [<\/p>\n

                  {<\/p>\n

                  \u201csentiment\u201d: \u201cNEGATIVE\u201d,<\/p>\n

                  \u201cname\u201d: \u201cHer\u201d<\/p>\n

                  }<\/p>\n

                  ]<\/p>\n

                  }<\/p>\n

                  \u201c`<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                  \u8868 4. \u4f7f\u7528 JSON \u683c\u5f0f\u7684\u7cfb\u7edf\u63d0\u793a\u793a\uf9b5<\/p>\n

                  \u4ece\u63d0\u793a\u8bcd\u4e2d\u8fd4\u56deJSON\u5bf9\u8c61\u63d0\u53d6\u6570\u636e\u6709\u4ee5\u4e0b\u4f18\u52bf\uff0c\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u6211\u4e0d\u9700\u8981\u624b\u52a8\u521b\u5efaJSON\u683c\u5f0f\uff0c\u53ef\u4ee5\u76f4\u63a5\u8fd4\u56de\u6392\u5e8f\u597d\u7684\u6570\u636e\uff08\u5728\u5904\u7406datetime\u5bf9\u8c61\u65f6\u975e\u5e38\u65b9\u4fbf\uff09\u3002\u6700\u91cd\u8981\u7684\u662f\uff0c\u901a\u8fc7\u8981\u6c42JSON\u683c\u5f0f\uff0c\u53ef\u4ee5\u5f3a\u5236\u6a21\u578b\u521b\u5efa\u7ed3\u6784\u5316\u8f93\u51fa\u5e76\u9650\u5236\u5e7b\u89c9\u73b0\u8c61\u3002<\/p>\n

                  \u7cfb\u7edf\u63d0\u793a\u8bcd\u5728\u5b89\u5168\u6027\u548c\u5185\u5bb9\u8fc7\u6ee4\u65b9\u9762\u4e5f\u975e\u5e38\u6709\u7528\u3002\u8981\u63a7\u5236\u8f93\u51fa\uff0c\u53ea\u9700\u5728\u63d0\u793a\u8bcd\u4e2d\u6dfb\u52a0\u989d\u5916\u6307\u4ee4\uff0c\u4f8b\u5982\uff1a\u201d\u56de\u7b54\u65f6\u5e94\u4fdd\u6301\u5c0a\u91cd\u6001\u5ea6\u201d\u3002<\/p>\n

                    \n
                  • \u89d2\u8272\u63d0\u793a <\/b><\/li>\n<\/ul>\n

                    \u89d2\u8272\u63d0\u793a\uff08Role prompting\uff09\u662f\u63d0\u793a\u5de5\u7a0b\u4e2d\u7684\u4e00\u79cd\u6280\u672f\uff0c\u6d89\u53ca\u4e3a\u751f\u6210\u5f0fAI\u6a21\u578b\u5206\u914d\u7279\u5b9a\u89d2\u8272\u3002\u8fd9\u6709\u52a9\u4e8e\u6a21\u578b\u751f\u6210\u66f4\u76f8\u5173\u548c\u4fe1\u606f\u4e30\u5bcc\u7684\u8f93\u51fa\uff0c\u56e0\u4e3a\u6a21\u578b\u53ef\u4ee5\u6839\u636e\u88ab\u5206\u914d\u7684\u89d2\u8272\u6765\u5b9a\u5236\u5176\u54cd\u5e94\u3002<\/p>\n

                    \u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u8ba9\u751f\u6210\u5f0fAI\u6a21\u578b\u626e\u6f14\u56fe\u4e66\u7f16\u8f91\u3001\u5e7c\u513f\u56ed\u6559\u5e08\u6216\u52b1\u5fd7\u6f14\u8bb2\u8005\u7684\u89d2\u8272\u3002\u4e00\u65e6\u6a21\u578b\u88ab\u5206\u914d\u4e86\u89d2\u8272\uff0c\u60a8\u5c31\u53ef\u4ee5\u7ed9\u51fa\u4e0e\u8be5\u89d2\u8272\u76f8\u5173\u7684\u7279\u5b9a\u63d0\u793a\u3002\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u63d0\u793a\u6559\u5e08\u521b\u5efa\u4e00\u4e2a\u53ef\u4f9b\u4ed6\u4eec\u5ba1\u9605\u7684\u6559\u6848\u3002\u8bf7\u53c2\u9605\u88685\uff0c\u5176\u4e2d\u6a21\u578b\u626e\u6f14\u4e86\u65c5\u884c\u6307\u5357\u7684\u89d2\u8272\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n
                    \u53c2\u6570\/\u5185\u5bb9<\/th>\n\u8be6\u7ec6\u4fe1\u606f<\/th>\n<\/tr>\n<\/thead>\n
                    \u76ee\u6807<\/td>\n\u626e\u6f14\u65c5\u884c\u6307\u5357\u5e76\u63d0\u4f9b 3 \u4e2a\u65c5\u884c\u5efa\u8bae<\/td>\n<\/tr>\n
                    \u6a21\u578b<\/td>\nGemini Pro<\/td>\n<\/tr>\n
                    \u6e29\u5ea6<\/td>\n1<\/td>\n<\/tr>\n
                    Top-K<\/td>\n40<\/td>\n<\/tr>\n
                    Token \u9650\u5236<\/td>\n1024<\/td>\n<\/tr>\n
                    Top-P<\/td>\n0.8<\/td>\n<\/tr>\n
                    \u63d0\u793a<\/td>\nI want you to act as a travel guide. I will write to you about my location and you will suggest 3 places to visit near me. In some cases, I will also give you the type of places I am on: \u201cI am in Amsterdam and I want to visit only museums.\u201d<\/td>\n<\/tr>\n
                    \u8f93\u51fa<\/td>\n\u65c5\u884c\u5efa\u8bae: 1. \u8377\u5170\u7687\u5bb6\u535a\u7269\u9986\uff1a\u4e16\u754c\u8457\u540d\u535a\u7269\u9986\uff0c\u4ee5\u8377\u5170\u5927\u5e08\u4f5c\u54c1\u800c\u95fb\u540d\uff0c\u7c7b\u4f3c\u4e8e\u4f26\u52c3\u6717\u7684\u300a\u591c\u5de1\u300b\u3002\u4e0d\u8981\u9519\u8fc7\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u7684\u6536\u85cf\u3002\u753b\u4f5c\u548c\u5c55\u793a\u8377\u5170\u827a\u672f\u4e0e\u5386\u53f2\u7684\u4e92\u52a8\u4e8b\u5b9e\u30022. \u68b5\u9ad8\u535a\u7269\u9986\uff1a\u6c89\u6d78\u5728\u6587\u68ee\u7279\u7684\u8ff7\u4eba\u4f5c\u54c1\u4e4b\u4e2d\u3002\u8be5\u535a\u7269\u9986\u6536\u85cf\u4e86\u4ed6\u6700\u5927\u89c4\u6a21\u7684\u753b\u4f5c\u548c\u7ed8\u56fe\uff0c\u5305\u62ec\u300a\u661f\u591c\u300b\u548c\u300a\u5411\u65e5\u8475\u300b\u30023. \u963f\u59c6\u65af\u7279\u4e39\u5e02\u7acb\u535a\u7269\u9986\uff1a\u63a2\u7d22\u73b0\u4ee3\u4e0e\u5f53\u4ee3\u827a\u672f\uff0c\u6765\u81ea\u4e16\u754c\u5404\u5730\u3002\u535a\u7269\u9986\u7684\u85cf\u54c1\u5305\u62ec\u6bd5\u52a0\u7d22\u7684\u4f5c\u54c1\uff0c\u5eb7\u5b9a\u65af\u57fa\u548c\u91cc\u7279\u7ef4\u5c14\u5fb7\u7684\u4f5c\u54c1\uff0c\u6536\u85cf\u5728\u4e00\u5ea7\u5f15\u4eba\u6ce8\u76ee\u7684\u73b0\u4ee3\u5efa\u7b51\u4e2d\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                    \u8868 5. \u89d2\u8272\u63d0\u793a\u7684\u793a\uf9b5<\/p>\n

                    \u4ee5\u4e0a\u793a\u4f8b\u5c55\u793a\u4e86\u8ba9AI\u62c5\u4efb\u65c5\u884c\u4ee3\u7406\u89d2\u8272\u7684\u60c5\u666f\u3002\u5f53\u60a8\u5c06\u89d2\u8272\u6539\u4e3a\u5730\u7406\u6559\u5e08\u65f6\uff0c\u4f1a\u6ce8\u610f\u5230\u83b7\u5f97\u7684\u54cd\u5e94\u5c06\u6709\u6240\u4e0d\u540c\u3002<\/p>\n

                    \u4e3aAI\u6a21\u578b\u5b9a\u4e49\u89d2\u8272\u89c6\u89d2\uff0c\u76f8\u5f53\u4e8e\u4e3a\u5176\u63d0\u4f9b\u4e86\u5173\u4e8e\u8bed\u6c14\u3001\u98ce\u683c\u548c\u4e13\u4e1a\u9886\u57df\u7684\u84dd\u56fe\uff0c\u4ece\u800c\u63d0\u5347\u8f93\u51fa\u8d28\u91cf\u3001\u76f8\u5173\u6027\u548c\u6709\u6548\u6027\u3002<\/p>\n

                    \u4ee5\u4e0b\u662f\u4e00\u4e9b\u60a8\u53ef\u4ee5\u9009\u62e9\u7684\u6837\u5f0f\uff0c\u6211\u8ba4\u4e3a\u5b83\u4eec\u5f88\u6709\u6548\uff1a\u5bf9\u6297\u6027\u3001\u63cf\u8ff0\u6027\u3001\u76f4\u63a5\u6027\u3001\u6b63\u5f0f\u6027\u3001\u5e7d\u9ed8\u6027\u3001\u5f71\u54cd\uf98a\u3001\u975e\u6b63\u5f0f\u6027\u3001\u6fc0\u52b1\u6027\u3001\u8bf4\u670d\u6027\u3002<\/p>\n

                    \u5c06\u8868 6 \u4e2d\u7684\u63d0\u793a\uf901\u6539\u4e3a\u5305\u62ec\u5e7d\u9ed8\u548c\u542f\u53d1\u6027\u7684\u98ce\u683c\u3002<\/p>\n\n\n\n\n\n
                    \u63d0\u793a<\/th>\nI want you to act as a travel guide. I will write to you about my location and you will suggest 3 places to visit near me in a humorous style.<\/p>\n

                    My suggestion: \u201cI am in Manhattan.\u201d<\/p>\n

                    Travel Suggestions:<\/th>\n<\/tr>\n<\/thead>\n

                    \u8f93\u51fa<\/td>\n1. \u5e1d\u56fd\u5927\u53a6\uff1a\u611f\u53d7\u201c\u91d1\u521a\u201d\u822c\u7684\u89c6\u89d2\uff08\u4f46\u6ca1\u6709\u5de8\u578b\u9999\u8549\uff09\u30022. \u73b0\u4ee3\u827a\u672f\u535a\u7269\u9986\uff1a\u8d28\u7591\u81ea\u5df1\u7684\u7b80\u7b14\u753b\u827a\u672f\u4ef7\u503c\u30023. \u7b2c\u4e94\u5927\u9053\uff1a\u8ba9\u94b1\u5305\u54ed\u6ce3\u7684\u8d2d\u7269\u4f53\u9a8c\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                    \u8868 6. \u5177\u6709\u5e7d\u9ed8\u8bed\u6c14\u548c\u98ce\u683c\u7684\u793a\uf9b5\u89d2\u8272\u63d0\u793a<\/p>\n

                      \n
                    • \u4e0a\u4e0b\u6587\u63d0\u793a <\/b><\/li>\n<\/ul>\n
                      \n
                      \n
                      \n
                      \n
                      \n

                      \u901a\u8fc7\u63d0\u4f9b\u4e0a\u4e0b\u6587\u63d0\u793a(Contextual Prompts)\uff0c\u60a8\u53ef\u4ee5\u4f7fAI\u4ea4\u4e92\u66f4\u52a0\u6d41\u7545\u9ad8\u6548\u3002\u5982\u88687\u793a\u4f8b\u6240\u793a\uff0c\u8be5\u6280\u672f\u80fd\u8ba9\u6a21\u578b\u66f4\u5feb\u7406\u89e3\u8bf7\u6c42\uff0c\u5e76\u751f\u6210\u66f4\u51c6\u786e\u76f8\u5173\u7684\u54cd\u5e94\u3002<\/p>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n

                      \n\n\n\n\n\n\n\n\n\n\n\n
                      \u76ee\u6807<\/th>\n\u4e3a\u5173\u4e8e\u590d\u53e4\u6e38\u620f\u7684\u535a\u5ba2\u63d0\u51fa\u4e00\u4e9b\u6587\u7ae0\u5efa\u8bae<\/th>\n<\/tr>\n<\/thead>\n
                      \u6a21\u578b<\/td>\nGemini Pro<\/td>\n<\/tr>\n
                      \u6e29\u5ea6<\/td>\n1<\/td>\n<\/tr>\n
                      Top-K<\/td>\n40<\/td>\n<\/tr>\n
                      Token \u9650\u5236<\/td>\n1024<\/td>\n<\/tr>\n
                      Top-P<\/td>\n0.8<\/td>\n<\/tr>\n
                      \u63d0\u793a<\/td>\nContext: You are writing for a blog about retro 80\u2019s arcade video games. Suggest 3 topics to write an article about with a few lines of description of what this article should contain.<\/td>\n<\/tr>\n
                      \u8f93\u51fa<\/td>\n1. \u8857\u673a\u67dc\u8bbe\u8ba1\u7684\u53d1\u5c55\uff1a\u8fd9\u7bc7\u6587\u7ae0\u5c06\u63a2\u8ba8\u8857\u673a\u67dc\u8bbe\u8ba1\u7684\u53d1\u5c55\uff0c\u4ece20\u4e16\u7eaa70\u5e74\u4ee3\u7684\u65e9\u671f\u6728\u5236\u548c\u91d1\u5c5e\u67dc\u5230\u5149\u6ed1\u3001\u9713\u8679\u706f\u7167\u4eae\u7684\u73b0\u4ee3\u8bbe\u8ba1\u300220\u4e16\u7eaa80\u5e74\u4ee3\u53ca\u4ee5\u540e\u30022. \u6000\u65e7\u7ecf\u5178\uff1a80\u5e74\u4ee3\u7684\u6807\u5fd7\u6027\u8857\u673a\u6e38\u620f\uff1a\u8fd9\u7bc7\u6587\u7ae0\u5c06\u5e26\u60a8\u56de\u987e\u4e00\u4e9b\u6700\u5177\u6807\u5fd7\u6027\u548c\u5f71\u54cd\u529b\u768480\u5e74\u4ee3\u8857\u673a\u6e38\u620f\u7684\u5386\u53f2\u3001\u5f71\u54cd\u548c\u9057\u4ea7\uff0c\u5176\u4e2d\u5305\u62ec\u4e00\u4e9b\u6700\u5177\u6807\u5fd7\u6027\u548c\u5f71\u54cd\u529b\u768480\u5e74\u4ee3\u8857\u673a\u6e38\u620f\uff0c\u7a81\u51fa\u5b83\u4eec\u7684\u521b\u65b0\u3001\u6d41\u884c\u673a\u5236\u548c\u6301\u4e45\u7684\u9b45\u529b\u30023. \u50cf\u7d20\u827a\u672f\u7684\u5d1b\u8d77\u4e0e\u590d\u53e4\u590d\u5174\uff1a\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u50cf\u7d20\u827a\u672f\u4f5c\u4e3a\u5b9a\u4e49\u89c6\u89c9\u7684\u6f14\u53d8\u8fc7\u7a0b\u8ffd\u6eaf\u65e9\u671f\u8857\u673a\u6e38\u620f\u98ce\u683c\u7684\u6839\u6e90\uff0c\u63a2\u8ba8\u5176\u6280\u672f\uff0c\u5e76\u8ba8\u8bba\u50cf\u7d20\u827a\u672f\u5728\u73b0\u4ee3\u6e38\u620f\u548c\u6570\u5b57\u827a\u672f\u4e2d\u7684\u590d\u5174\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n

                      \u8868 7. \u4e0a\u4e0b\u6587\u63d0\u793a\u7684\u4e00\u4e2a\u793a\uf9b5<\/p>\n

                      \u56de\u6eaf\u63d0\u793a<\/h3>\n

                      \u56de\u6eaf\u63d0\u793a\u662f\u4e00\u79cd\u901a\u8fc7\u63d0\u793a\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5148\u601d\u8003\u4e0e\u5f53\u524d\u5177\u4f53\u4efb\u52a1\u76f8\u5173\u7684\u666e\u904d\u6027\u95ee\u9898\uff0c\u7136\u540e\u5c06\u8be5\u666e\u904d\u6027\u95ee\u9898\u7684\u7b54\u6848\u8f93\u5165\u5230\u540e\u7eed\u5177\u4f53\u4efb\u52a1\u63d0\u793a\u4e2d\uff0c\u4ece\u800c\u63d0\u9ad8\u6027\u80fd\u7684\u6280\u672f\u3002\u8fd9\u79cd\u56de\u6eaf\u6b65\u9aa4\u80fd\u8ba9LLM\u5728\u5c1d\u8bd5\u89e3\u51b3\u5177\u4f53\u95ee\u9898\u524d\uff0c\u6fc0\u6d3b\u76f8\u5173\u7684\u80cc\u666f\u77e5\u8bc6\u548c\u63a8\u7406\u8fc7\u7a0b\u3002<\/p>\n

                      \u901a\u8fc7\u8003\u8651\u66f4\u5e7f\u6cdb\u548c\u6839\u672c\u7684\u539f\u5219\uff0cLLM\u80fd\u751f\u6210\u66f4\u51c6\u786e\u548c\u5bcc\u6709\u6d1e\u5bdf\u529b\u7684\u54cd\u5e94\u3002\u56de\u6eaf\u63d0\u793a\u9f13\u52b1LLM\u8fdb\u884c\u6279\u5224\u6027\u601d\u8003\uff0c\u5e76\u4ee5\u65b0\u9896\u521b\u9020\u6027\u7684\u65b9\u5f0f\u5e94\u7528\u5176\u77e5\u8bc6\u3002\u76f8\u6bd4\u76f4\u63a5\u63d0\u793aLLM\u6267\u884c\u4efb\u52a1\uff0c\u8be5\u6280\u672f\u901a\u8fc7\u5229\u7528LLM\u53c2\u6570\u4e2d\u66f4\u591a\u672a\u88ab\u8c03\u7528\u7684\u77e5\u8bc6\uff0c\u6539\u53d8\u4e86\u6700\u7ec8\u6267\u884c\u4efb\u52a1\u7684\u63d0\u793a\u65b9\u5f0f\u3002<\/p>\n

                      \u56de\u6eaf\u63d0\u793a\u901a\u8fc7\u805a\u7126\u666e\u904d\u539f\u5219\u800c\u975e\u5177\u4f53\u7ec6\u8282\uff0c\u6709\u52a9\u4e8e\u51cf\u8f7bLLM\u54cd\u5e94\u4e2d\u7684\u504f\u89c1\u3002<\/p>\n

                      \u8ba9\u6211\u4eec\u901a\u8fc7\u793a\u4f8b\u7406\u89e3\u56de\u6eaf\u63d0\u793a\u5982\u4f55\u6539\u5584\u7ed3\u679c\u3002\u9996\u5148\u67e5\u770b\u4f20\u7edf\u63d0\u793a\uff08\u88688\uff09\uff0c\u518d\u4e0e\u56de\u6eaf\u63d0\u793a\uff08\u88689\uff09\u8fdb\u884c\u5bf9\u6bd4\u3002<\/p>\n

                      \n\n\n\n\n\n\n\n\n\n\n\n
                      \u76ee\u6807<\/th>\nWrite a storyline for a level of a first-person shooter video game.<\/th>\n<\/tr>\n<\/thead>\n
                      \u6a21\u578b<\/td>\n\n

                      gemini-pro<\/p>\n<\/td>\n<\/tr>\n

                      \u6e29\u5ea6<\/td>\n1<\/td>\n<\/tr>\n
                      Token \u9650\u5236<\/td>\n1024<\/td>\n<\/tr>\n
                      Top-K<\/td>\n40<\/td>\n<\/tr>\n
                      Top-P<\/td>\n0.8<\/td>\n<\/tr>\n
                      \u63d0\u793a<\/td>\nWrite a one paragraph storyline for a new level of a first-person shooter video game that is challenging and engaging.<\/td>\n<\/tr>\n
                      \u8f93\u51fa<\/td>\n\u5173<\/span>\u5361<\/span>\u5f00<\/span>\u59cb<\/span>\u65f6<\/span>\uff0c<\/span>\u73a9<\/span>\u5bb6<\/span>\u5c0f<\/span>\u961f<\/span>\u5728<\/span>\u5bc6<\/span>\u96c6<\/span>\u7684<\/span>\u57ce<\/span>\u533a<\/span>\u906d<\/span>\u5230<\/span>\u654c<\/span>\u5bf9<\/span>\u52bf<\/span>\u529b<\/span>\u7684<\/span>\u4f0f<\/span>\u51fb<\/span>\u3002<\/span>\u73a9<\/span>\u5bb6<\/span>\u5fc5<\/span>\u987b<\/span>\u7a7f<\/span>\u8d8a<\/span>\u9519<\/span>\u7efc<\/span>\u590d<\/span>\u6742<\/span>\u7684<\/span>\u540e<\/span>\u5df7<\/span>\u548c<\/span>\u7834<\/span>\u8d25<\/span>\u5efa<\/span>\u7b51<\/span>\u7fa4<\/span>\uff0c<\/span>\u8fd0<\/span>\u7528<\/span>\u6f5c<\/span>\u884c<\/span>\u6218<\/span>\u672f<\/span>\u548c<\/span>\u7cbe<\/span>\u51c6<\/span>\u5c04<\/span>\u51fb<\/span>\u6d88<\/span>\u706d<\/span>\u654c<\/span>\u519b<\/span>\u5e76<\/span>\u907f<\/span>\u514d<\/span>\u66b4<\/span>\u9732<\/span>\u3002<\/span>\u73a9<\/span>\u5bb6<\/span>\u9700<\/span>\u5de7<\/span>\u5999<\/span>\u5229<\/span>\u7528<\/span>\u73af<\/span>\u5883<\/span>\u4f18<\/span>\u52bf<\/span>\u2014<\/span>\u2014<\/span>\u8bbe<\/span>\u7f6e<\/span>\u9677<\/span>\u9631<\/span>\u3001<\/span>\u5bfb<\/span>\u627e<\/span>\u63a9<\/span>\u4f53<\/span>\u3001<\/span>\u7cbe<\/span>\u5fc3<\/span>\u7b56<\/span>\u5212<\/span>\u6bcf<\/span>\u4e00<\/span>\u6b65<\/span>\u884c<\/span>\u52a8<\/span>\u4ee5<\/span>\u6c42<\/span>\u751f<\/span>\u5b58<\/span>\u3002<\/span>\u9014<\/span>\u4e2d<\/span>\u83b7<\/span>\u53d6<\/span>\u7684<\/span>\u60c5<\/span>\u62a5<\/span>\u663e<\/span>\u793a<\/span>\u654c<\/span>\u4eba<\/span>\u6b63<\/span>\u5728<\/span>\u7b56<\/span>\u5212<\/span>\u6bc1<\/span>\u706d<\/span>\u6027<\/span>\u88ad<\/span>\u51fb<\/span>\uff0c<\/span>\u73a9<\/span>\u5bb6<\/span>\u5fc5<\/span>\u987b<\/span>\u4e89<\/span>\u5206<\/span>\u593a<\/span>\u79d2<\/span>\u6536<\/span>\u96c6<\/span>\u8bc1<\/span>\u636e<\/span>\uff0c<\/span>\u8d76<\/span>\u5728<\/span>\u654c<\/span>\u65b9<\/span>\u884c<\/span>\u52a8<\/span>\u524d<\/span>\u5c06<\/span>\u60c5<\/span>\u62a5<\/span>\u4f20<\/span>\u56de<\/span>\u603b<\/span>\u90e8<\/span>\u3002<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n

                      \u8868 8. \u5728\u6211\u4eec\u5c06\u5b83\u4e0e\u56de\u9000\u63d0\u793a\u8fdb\ufa08\u6bd4\u8f83\u4e4b\u524d\u7684\u4e00\u4e2a\u4f20\u7edf\u63d0\u793a\u3002<\/p>\n

                      \u5f53\u6e29\u5ea6\u53c2\u6570\u8bbe\u4e3a1\u65f6\uff0c\u60a8\u53ef\u80fd\u4f1a\u83b7\u5f97\u5404\u79cd\u5bcc\u6709\u521b\u610f\u7684\u6545\u4e8b\u60c5\u8282\uff0c\u4f46\u8f93\u51fa\u7ed3\u679c\u5f80\u5f80\u8fc7\u4e8e\u968f\u673a\u4e14\u7f3a\u4e4f\u72ec\u7279\u6027\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u91c7\u7528\u56de\u9000\u5f0f\u601d\u8003\uff1a<\/p>\n

                      \n\n\n\n\n\n
                      \u63d0\u793a<\/th>\nBased on popular first-person shooter action games, what are 5 fictional key settings that contribute to a challenging and engaging level storyline in a first-person shooter video game?<\/th>\n<\/tr>\n<\/thead>\n
                      \u8f93\u51fa<\/td>\n\n

                      1.\u00a0\u5e9f\u5f03\u519b\u4e8b\u57fa\u5730\uff1a\u4e00\u4e2a\u5e7f\u9614\u7684\u672b\u65e5\u519b\u4e8b\u7efc\u5408\u4f53\u722c\u6ee1\u4e86\u53d8\u5f02\u58eb\u5175\u548c\u6d41\u6c13\u673a\u5668\u4eba\uff0c\u975e\u5e38\u9002\u5408\u6311\u6218\u91cd\u65b0\u88c5\u5907\u6218\u65972. \u8d5b\u535a\u670b\u514b\u57ce\u5e02\uff1a\u4e00\u4e2a\u9713\u8679\u706f\u95ea\u70c1\u7684\u672a\u6765\u57ce\u5e02\u73af\u5883\uff0c\u6709\u9ad8\u8038\u7684\u6469\u5929\u5927\u697c\u548c\u5bc6\u96c6\u7684\u5df7\u9053\u62e5\u6709\u7535\u5b50\u589e\u5f3a\u7684\u654c\u4eba\u4ee5\u53ca\u9ed1\u5ba2\u673a\u5236\u30023. \u5916\u661f\u98de\u8239\uff1a\u4e00\u8258\u5e9e\u5927\u7684\u5916\u661f\u98de\u8239\u5728\u5730\u7403\u4e0a\u6401\u6d45\uff0c\u5e26\u6709\u4ee4\u4eba\u6bdb\u9aa8\u609a\u7136\u7684\u8d70\u5eca\u3001\u96f6\u91cd\u529b\u533a\u57df\u4ee5\u53ca\u53ef\u4ee5\u906d\u9047\u7684\u5916\u661f\u751f\u7269\u30024. \u50f5\u5c38\u6a2a\u884c\u7684\u57ce\u9547\uff1a\u4e00\u4e2a\u88ab\u6210\u7fa4\u7ed3\u961f\u7684\u50f5\u5c38\u5360\u9886\u7684\u8352\u51c9\u57ce\u9547\uff0c\u6709\u6fc0\u70c8\u7684\u8fd1\u8ddd\u79bb\u6218\u6597\u548c\u89e3\u51b3\u8c1c\u9898\u4ee5\u627e\u5230\u5b89\u5168\u901a\u9053\u30025. \u6c34\u4e0b\u7814\u7a76\u8bbe\u65bd\uff1a\u4e00\u4e2a\u5145\u6ee1\u6c34\u7684\u6df1\u6d77\u5b9e\u9a8c\u5ba4\uff0c\u5145\u6ee1\u4e86\u53d8\u5f02\u7684\u6c34\u751f\u751f\u7269\uff0c\u5e76\u4e14\u9700\u8981\u6f5c\u6c34\u548c\u6c34\u4e0b\u63a2\u7d22\u6280\u80fd\u624d\u80fd\u751f\u5b58\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n

                      \u8868 9. \u81ea\u6d3d\u6027\u63d0\u793a\u7684\u4e00\u4e2a\u793a\uf9b5<\/p>\n

                      \u786e\u5b9e\uff0c\u8fd9\u4e9b\u4e3b\u9898\u975e\u5e38\u9002\u5408\u5f00\u53d1\u7b2c\u4e00\u4eba\u79f0\u89c6\u89d2\u6e38\u620f\u3002\u73b0\u5728\u8ba9\u6211\u4eec\u56de\u5230\u539f\u59cb\u63d0\u793a\u8bcd\uff0c\u4f46\u8fd9\u6b21\u5c06\u201d\u56de\u6eaf\u601d\u8003\u201d\u5f97\u51fa\u7684\u7b54\u6848\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u4fe1\u606f\u52a0\u5165\uff0c\u89c2\u5bdf\u6a21\u578b\u7684\u8f93\u51fa\u53d8\u5316\u3002<\/p>\n\n\n\n\n\n
                      \u63d0\u793a<\/th>\n\n

                      Context: 5 engaging themes for a first person shooter video game:<\/p>\n

                        \n
                      1. **Abandoned Military Base**: A sprawling, post-apocalyptic military complex crawling with mutated soldiers and rogue robots, ideal for challenging firearm combat.<\/li>\n<\/ol>\n
                          \n
                        1. **Cyberpunk City**: A neon-lit, futuristic urban environment with towering skyscrapers and dense alleyways, featuring cybernetically enhanced enemies and hacking mechanics.<\/li>\n<\/ol>\n
                            \n
                          1. **Alien Spaceship**: A vast alien vessel stranded on Earth, with eerie corridors, zero-gravity sections, and extraterrestrial creatures to encounter.<\/li>\n<\/ol>\n
                              \n
                            1. **Zombie-Infested Town**: A desolate town overrun by hordes of aggressive zombies, featuring intense close-quarters combat and puzzle-solving to find safe passage.<\/li>\n<\/ol>\n
                                \n
                              1. **Underwater Research Facility**: A deep-sea laboratory flooded with water, filled with mutated aquatic creatures, and requiring stealth and underwater exploration skills to survive.<\/li>\n<\/ol>\n

                                Take one of the themes and write a one paragraph storyline for a new level of a first-person shooter video game that is challenging and engaging.<\/th>\n<\/tr>\n<\/thead>\n

                      \u8f93\u51fa<\/td>\n\u5728\u4e00\u7247\u5e7d\u6697\u7684\u6df1\u6e0a\u6df1\u5904\uff0c\u5750\u843d\u7740\u4e00\u5ea7\u7834\u8d25\u7684\u6c34\u4e0b\u7814\u7a76\u8bbe\u65bd\uff0c\u5b83\u89c1\u8bc1\u4e86\u4eba\u7c7b\u7684\u96c4\u5fc3\u58ee\u5fd7\u53ca\u5176\u5e26\u6765\u7684\u707e\u96be\u6027\u540e\u679c\u3002\u8fd9\u91cc\u88ab\u9ed1\u6697\u7b3c\u7f69\uff0c\u5145\u65a5\u7740\u6545\u969c\u673a\u5668\u7684\u55e1\u55e1\u58f0\uff0c\u8fd8\u56de\u8361\u7740\u6eba\u4ea1\u8005\u7684\u5e7d\u7075\u822c\u7684\u56de\u54cd\u3002\u5982\u4eca\uff0c\u8fd9\u5ea7\u8bbe\u65bd\u5df2\u6210\u4e3a\u6df1\u6d77\u5669\u68a6\u7684\u6ecb\u751f\u5730\u3002\u73a9\u5bb6\u662f\u4e00\u540d\u8eab\u7740\u5148\u8fdb\u6f5c\u6c34\u88c5\u5907\u3001\u624b\u6301\u5b9e\u9a8c\u6027\u6b66\u5668\u7684\u7cbe\u82f1\u6f5c\u6c34\u5458\uff0c\u80a9\u8d1f\u7740\u6df1\u5165\u8fd9\u7247\u6050\u6016\u6c34\u4e0b\u4e16\u754c\u7684\u91cd\u4efb\u3002\u51ed\u501f\u575a\u97e7\u4e0d\u62d4\u7684\u6bc5\u529b\u548c\u673a\u667a\uff0c\u4ed6\u4eec\u5fc5\u987b\u7a7f\u8d8a\u5371\u9669\u91cd\u91cd\u7684\u8d70\u5eca\uff0c\u89e3\u5f00\u795e\u79d8\u7684\u8c1c\u9898\uff0c\u5e76\u4e0e\u6f5c\u4f0f\u5728\u6df1\u5904\u7684\u53ef\u6015\u6d77\u602a\u5c55\u5f00\u6b8a\u6b7b\u640f\u6597\u3002\u4ece\u5e94\u5bf9\u6df1\u6d77\u7684\u5de8\u5927\u538b\u529b\uff0c\u5230\u667a\u80dc\u72e1\u733e\u7684\u6c34\u4e0b\u63a0\u98df\u8005\uff0c\u8fd9\u7247\u672a\u77e5\u7684\u6c34\u4e0b\u4e16\u754c\u4e2d\u7684\u6bcf\u4e00\u523b\u90fd\u5728\u8003\u9a8c\u7740\u4eba\u7c7b\u7684\u6781\u9650\u8010\u529b\u548c\u52c7\u6c14\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                      \u8868 10. \u81ea\u6d3d\u6027\u63d0\u793a\u7684\u4e00\u4e2a\u793a\uf9b5<\/p>\n

                      \u8fd9\u4e2a\u6e38\u620f\u6982\u5ff5\u770b\u8d77\u6765\u5f88\u6709\u8da3\uff01\u901a\u8fc7\u8fd0\u7528\u56de\u6eaf\u63d0\u793a\u6280\u672f\uff08step-back prompting\uff09\uff0c\u60a8\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u63d0\u793a\u8bcd\u7684\u7cbe\u51c6\u5ea6\u3002<\/p>\n

                      \u601d\u7ef4\u94fe\uff08 CoT \uff09<\/h3>\n

                      \u601d\u7ef4\u94fe\uff08Chain of Thought\uff0c\u7b80\u79f0CoT\uff09\u662f\u4e00\u79cd\u901a\u8fc7\u751f\u6210\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\u6765\u63d0\u9ad8\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u63a8\u7406\u80fd\u529b\u7684\u6280\u672f\u3002\u8fd9\u6709\u52a9\u4e8eLLM\u751f\u6210\u66f4\u51c6\u786e\u7684\u7b54\u6848\u3002\u4f60\u53ef\u4ee5\u5c06\u5176\u4e0e\u5c11\u91cf\u793a\u4f8b\u63d0\u793a\uff08few-shot prompting\uff09\u7ed3\u5408\u4f7f\u7528\uff0c\u4ee5\u5728\u9700\u8981\u63a8\u7406\u624d\u80fd\u54cd\u5e94\u7684\u66f4\u590d\u6742\u4efb\u52a1\u4e0a\u83b7\u5f97\u66f4\u597d\u7684\u7ed3\u679c\uff0c\u56e0\u4e3a\u8fd9\u662f\u96f6\u6b21\u793a\u4f8b\uff08zero-shot\uff09\u601d\u7ef4\u94fe\u7684\u6311\u6218\u3002<\/p>\n

                      CoT\u6709\u5f88\u591a\u4f18\u70b9\u3002\u9996\u5148\uff0c\u5b83\u5728\u4f4e\u52aa\u529b\u7684\u60c5\u51b5\u4e0b\u975e\u5e38\u6709\u6548\uff0c\u5e76\u4e14\u4e0e\u73b0\u6210\u7684LLM\uff08\u56e0\u6b64\u65e0\u9700\u5fae\u8c03\uff09\u914d\u5408\u5f97\u5f88\u597d\u3002\u4f60\u8fd8\u53ef\u4ee5\u901a\u8fc7CoT\u63d0\u793a\u83b7\u5f97\u53ef\u89e3\u91ca\u6027\uff0c\u56e0\u4e3a\u4f60\u53ef\u4ee5\u4eceLLM\u7684\u54cd\u5e94\u4e2d\u5b66\u4e60\u5e76\u770b\u5230\u6240\u9075\u5faa\u7684\u63a8\u7406\u6b65\u9aa4\u3002\u5982\u679c\u51fa\u73b0\u6545\u969c\uff0c\u4f60\u5c06\u80fd\u591f\u8bc6\u522b\u5b83\u3002\u601d\u7ef4\u94fe\u4f3c\u4e4e\u5728\u4e0d\u540cLLM\u7248\u672c\u4e4b\u95f4\u79fb\u52a8\u65f6\u63d0\u9ad8\u4e86\u9c81\u68d2\u6027\u3002\u8fd9\u610f\u5473\u7740\u4f60\u7684\u63d0\u793a\u5728\u4e0d\u540cLLM\u4e4b\u95f4\u7684\u6027\u80fd\u53d8\u5316\u5e94\u8be5\u6bd4\u4e0d\u4f7f\u7528\u63a8\u7406\u94fe\u7684\u63d0\u793a\u8981\u5c0f\u3002\u5f53\u7136\uff0c\u4e5f\u6709\u4e00\u4e9b\u7f3a\u70b9\uff0c\u4f46\u5b83\u4eec\u662f\u76f8\u5f53\u76f4\u89c2\u7684\u3002<\/p>\n

                      LLM\u7684\u54cd\u5e94\u5305\u62ec\u601d\u7ef4\u94fe\u63a8\u7406\uff0c\u8fd9\u610f\u5473\u7740\u66f4\u591a\u7684\u8f93\u51fa\u6807\u8bb0\uff0c\u8fd9\u610f\u5473\u7740\u9884\u6d4b\u6210\u672c\u66f4\u9ad8\uff0c\u8017\u65f6\u66f4\u957f\u3002<\/p>\n

                      \u4e3a\u4e86\u89e3\u91ca\u886811\u4e2d\u7684\u4ee5\u4e0b\u793a\u4f8b\uff0c\u8ba9\u6211\u4eec\u9996\u5148\u5c1d\u8bd5\u521b\u5efa\u4e00\u4e2a\u4e0d\u4f7f\u7528CoT\u63d0\u793a\u7684\u63d0\u793a\uff0c\u4ee5\u5c55\u793a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u7f3a\u9677\u3002<\/p>\n\n\n\n\n
                      \u63d0\u793a<\/td>\nWhen I was 3 years old, my partner was 3 times my age. Now, I am 20 years old. How old is my partner?<\/td>\n<\/tr>\n
                      \u8f93\u51fa<\/td>\n63\u5c81<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                      \u8868 11. \u4e00\u4e2a\u5c1d\u8bd5\u89e3\u51b3\u6570\u5b66\u95ee\u9898\u7684\u63d0\u793a\u793a\uf9b5<\/p>\n

                      \u663e\u7136\u662f\u9519\u8bef\u7684\u7b54\u6848\u3002\u4e8b\u5b9e\u4e0a\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5728\u6570\u5b66\u4efb\u52a1\u4e0a\u5f80\u5f80\u8868\u73b0\uf967\u4f73\uff0c\u53ef\u80fd\u7ed9\u51fa\u9519\u8bef\u7684\u7b54\u6848 \uff0c\u5373\u4f7f\u662f\u50cf\u4e58\u6cd5\u8fd9\u6837\u7b80\u5355\u7684\u4efb\u52a1\u3002\u662f\u56e0\u4e3a\u5b83\u4eec\u662f\u5728\u5927\uf97e\u6587\u672c\u4e0a\u8bad\u7ec3\u7684\uff0c\u800c\u6570\u5b66\u53ef\u80fd\u9700\u8981\uf967\u540c\u7684\u65b9\u6cd5\u3002\u90a3\u4e48\uff0c\u8ba9\u6211\u4eec\u770b\u770b\u4e2d\u95f4\u63a8\uf9e4\u6b65\u9aa4\u662f\u5426\u4f1a\u6539\u5584\u8f93\u51fa\u3002<\/p>\n\n\n\n\n
                      \u63d0\u793a<\/td>\nWhen I was 3 years old, my partner was 3 times my age. Now, I am 20 years old. How old is my partner? Let\u2019s think step by step.<\/td>\n<\/tr>\n
                      \u8f93\u51fa<\/td>\n1. \u5047\u8bbe\u6211\u73b0\u5728\u7684\u5e74\u9f84\u662f \u201cx\u201d \u5c81\u30022. \u5f53\u6211 3 \u5c81\u65f6\uff0c\u6211\u7684\u5e74\u9f84\u662f 3 \u5c81\u30023. \u90a3\u65f6\u6211\u7684\u4f34\u4fa3\u7684\u5e74\u9f84\u662f\u6211\u7684 3 \u500d\uff0c\u4e5f\u5c31\u662f\u8bf4\u6211\u7684\u4f34\u4fa3\u7684\u5e74\u9f84\u662f 3 * 3 = 9 \u5c81\u30024. \u73b0\u5728\uff0c\u6211 20 \u5c81\u4e86\uff0c\u8fd9\u610f\u5473\u7740\u6211\u7684\u5e74\u9f84\u589e\u52a0\u4e86 20 \u2013 3 = 17 \u5c81\uff0c\u81ea\u4ece\u6211 3 \u5c81\u4ee5\u6765\u5df2\u7ecf\u8fc7\u53bb\u4e86\u591a\u5c11\u5e74\u30025. \u7531\u4e8e\u6211 3 \u5c81\u7684\u65f6\u5019\uff0c\u6211\u7684\u4f34\u4fa3\u7684\u5e74\u9f84\u662f 9 \u5c81\uff0c\u800c\u6211\u7684\u5e74\u9f84\u589e\u52a0\u4e86 17 \u5e74\uff0c\u56e0\u6b64\u6211\u7684\u4f34\u4fa3\u7684\u5e74\u9f84\u4e5f\u5fc5\u987b\u589e\u52a0\u4e86 17 \u5c81\u30026. \u56e0\u6b64\uff0c\u6211\u7684\u4f34\u4fa3\u73b0\u5728\u7684\u5e74\u9f84\u662f 9 + 17 = 26 \u5c81\u3002\u6240\u4ee5\uff0c\u6211\u7684\u4f34\u4fa3\u73b0\u5728\u662f 26 \u5c81\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                      \u8868 12. \u601d\u7ef4\u94fe\u63d0\u793a\u7684\u793a\uf9b5<\/p>\n

                      \u73b0\u5728\u6700\u7ec8\u7b54\u6848\u662f\u6b63\u786e\u7684\u3002\u662f\u56e0\u4e3a\u6211\u4eec\u660e\u786e\u6307\u793a\u4e86\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u89e3\u91ca\u6bcf\u4e2a\u6b65\u9aa4\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u8fd4\u56de\u7b54\u6848\u3002\u6709\u8da3\u7684\u662f\uff0c\u6a21\u578b\u91c7\u7528\u4e86\u5c0617\u4e2a\u589e\u52a0\u7684\u5e74\u4efd\u76f8\u52a0\u7684\u65b9\u5f0f\uff0817+3=20\uff09\u3002\u800c\u6211\u7684\u601d\u7ef4\u65b9\u5f0f\u662f\uff1a\u5148\u8ba1\u7b97\u4f34\u4fa3\u4e0e\u6211\u4e4b\u95f4\u7684\u5e74\u9f84\u5dee\uff0c\u7136\u540e\u518d\u76f8\u52a0\uff0820+(9-3)\uff09\u3002\u8ba9\u6211\u4eec\u5e2e\u52a9\u6a21\u578b\u66f4\u8d34\u8fd1\u6211\u7684\u601d\u8003\u65b9\u5f0f\u3002<\/p>\n

                      \u8868 12 \u662f\u4e00\u4e2a \u2018 \u96f6\u6837\u672c \u2019 \u601d\u7ef4\u94fe\u7684\uf9b5\u5b50\u3002\u5f53\u4e0e\u5355\u6837\u672c\u6216\u5c11\uf97e\u6837\u672c\u7ed3\u5408\u4f7f\u7528\u65f6\uff0c\u601d\u7ef4\u94fe\u63d0\u793a\u53ef\u4ee5\u975e\u5e38\u5f3a\u5927\uff0c\u6b63\u5982\u4f60\u5728\u8868 13 \u4e2d\u770b\u5230\u7684\u90a3\u6837<\/p>\n\n\n\n\n
                      \u63d0\u793a<\/td>\nQ: When my brother was 2 years old, I was double his age. Now I am 40 years old. How old is my brother? Let\u2019s think step by step.<\/p>\n

                      A: When my brother was 2 years, I was 2 * 2 = 4 years old.That\u2019s an age difference of 2 years and I am older. Now I am 40 years old, so my brother is 40 \u2013 2 = 38 years old. The answer is 38.<\/p>\n

                      Q: When I was 3 years old, my partner was 3 times my age. Now,I am 20 years old. How old is my partner? Let\u2019s think step by step.<\/p>\n

                      A:<\/td>\n<\/tr>\n

                      \u8f93\u51fa<\/td>\n\u5f53\u6211 3 \u5c81\u7684\u65f6\u5019\uff0c\u6211\u7684\u4f34\u4fa3\u662f3 * 3 = 9\u5c81\u3002\u8fd9\u662f\u4e00\u4e2a\uf98e\u9f84\u76f8\u5dee 6 \uf98e\uff0c\u6211\u7684\u4f34\u4fa3\u6bd4\u6211\u5927\u3002\u73b0\u5728\u6211 20 \u5c81\uf9ba\uff0c\u6211\u7684\u4f34\u4fa3\u73b0\u5728\u662f 26 \u5c81\u3002\u7b54\u6848\u662f 26\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                      \u8868 13. \u5355\u6b21\u63d0\u793a\u7684\u601d\u7ef4\u94fe\u793a\uf9b5<\/p>\n

                      \u601d\u7ef4\u94fe\uff08Chain of Thought\uff0cCoT\uff09\u53ef\u7528\u4e8e\u591a\u79cd\u5e94\u7528\u573a\u666f\u3002\u4f8b\u5982\u5728\u4ee3\u7801\u751f\u6210\u4e2d\uff0c\u5c06\u9700\u6c42\u5206\u89e3\u4e3a\u591a\u4e2a\u6b65\u9aa4\uff0c\u5e76\u5c06\u8fd9\u4e9b\u6b65\u9aa4\u6620\u5c04\u5230\u7279\u5b9a\u7684\u4ee3\u7801\u884c\u3002\u6216\u8005\u5728\u521b\u5efa\u5408\u6210\u6570\u636e\u65f6\uff0c\u57fa\u4e8e\u7c7b\u4f3c\u201d\u4ea7\u54c1\u540d\u4e3aXYZ\u201d\u8fd9\u6837\u7684\u79cd\u5b50\u4fe1\u606f\uff0c\u7f16\u5199\u5f15\u5bfc\u6a21\u578b\u6839\u636e\u7ed9\u5b9a\u4ea7\u54c1\u6807\u9898\u505a\u51fa\u5047\u8bbe\u7684\u8bf4\u660e\u63cf\u8ff0\u3002\u4e00\u822c\u6765\u8bf4\uff0c\u4efb\u4f55\u53ef\u4ee5\u901a\u8fc7\u201d\u5206\u6b65\u9610\u8ff0\u201d\u6765\u89e3\u51b3\u7684\u4efb\u52a1\u90fd\u9002\u5408\u4f7f\u7528\u601d\u7ef4\u94fe\u3002\u5982\u679c\u60a8\u80fd\u89e3\u91ca\u89e3\u51b3\u95ee\u9898\u7684\u6b65\u9aa4\uff0c\u5c31\u53ef\u4ee5\u5c1d\u8bd5\u4f7f\u7528\u601d\u7ef4\u94fe\u65b9\u6cd5\u3002<\/p>\n

                      \u8bf7\u53c2\u8003GoogleCloudPlatform Github\u4ed3\u5e93\u4e2d\u7684notebook10\uff0c\u8be5\u6587\u6863\u5c06\u8be6\u7ec6\u8bb2\u89e3\u601d\u7ef4\u94fe\u63d0\u793a\u6280\u672f\u3002<\/p>\n

                      \u5728\u672c\u7ae0\u7684\u6700\u4f73\u5b9e\u8df5\u90e8\u5206\uff0c\u6211\u4eec\u5c06\u5b66\u4e60\u4e00\u4e9b\u7279\u5b9a\u4e8e\u601d\u7ef4\u94fe\u63d0\u793a\u7684\u6700\u4f73\u5b9e\u8df5\u3002<\/p>\n

                      \u81ea\u6d3d\u6027<\/h3>\n

                      \u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u867d\u7136\u5728\u5404\u79cdNLP\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u663e\u8457\u6210\u529f\uff0c\u4f46\u5176\u63a8\u7406\u80fd\u529b\u4ecd\u88ab\u89c6\u4e3a\u4e00\u4e2a\u65e0\u6cd5\u4ec5\u901a\u8fc7\u6269\u5927\u6a21\u578b\u89c4\u6a21\u6765\u514b\u670d\u7684\u5c40\u9650\u3002\u6b63\u5982\u6211\u4eec\u5728\u524d\u6587\u601d\u7ef4\u94fe\u63d0\u793a\uff08Chain of Thought prompting\uff09\u90e8\u5206\u6240\u5b66\uff0c\u53ef\u4ee5\u901a\u8fc7\u63d0\u793a\u8ba9\u6a21\u578b\u50cf\u4eba\u7c7b\u89e3\u51b3\u95ee\u9898\u4e00\u6837\u751f\u6210\u63a8\u7406\u6b65\u9aa4\u3002\u7136\u800c\uff0cCoT\u4f7f\u7528\u7684\u662f\u7b80\u5355\u7684\u201d\u8d2a\u5a6a\u89e3\u7801\u201d\uff08greedy decoding\uff09\u7b56\u7565\uff0c\u9650\u5236\u4e86\u5176\u6548\u679c\u3002\u81ea\u6d3d\u6027\u65b9\u6cd5\uff08Self-consistency\uff09\u7ed3\u5408\u4e86\u91c7\u6837\u548c\u591a\u6570\u8868\u51b3\u673a\u5236\uff0c\u901a\u8fc7\u751f\u6210\u591a\u6837\u5316\u7684\u63a8\u7406\u8def\u5f84\u5e76\u9009\u62e9\u6700\u4e00\u81f4\u7684\u7b54\u6848\uff0c\u63d0\u9ad8\u4e86LLM\u751f\u6210\u54cd\u5e94\u7684\u51c6\u786e\u6027\u548c\u8fde\u8d2f\u6027\u3002<\/p>\n

                      \u81ea\u6d3d\u6027\u65b9\u6cd5\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u5b9e\u73b0\uff1a<\/p>\n

                        \n
                      • \u751f\u6210\u591a\u6837\u5316\u63a8\u7406\u8def\u5f84\uff1a\u5411LLM\u591a\u6b21\u63d0\u4f9b\u76f8\u540c\u7684\u63d0\u793a\uff0c\u901a\u8fc7\u8bbe\u7f6e\u8f83\u9ad8\u7684\u6e29\u5ea6\u53c2\u6570\u4fc3\u4f7f\u6a21\u578b\u9488\u5bf9\u95ee\u9898\u751f\u6210\u4e0d\u540c\u7684\u63a8\u7406\u8def\u5f84\u548c\u89c6\u89d2\u3002<\/li>\n
                      • \u4ece\u6bcf\u4e2a\u751f\u6210\u7684\u54cd\u5e94\u4e2d\u63d0\u53d6\u7b54\u6848\u3002<\/li>\n
                      • \u9009\u62e9\u51fa\u73b0\u9891\u7387\u6700\u9ad8\u7684\u7b54\u6848\u3002<\/li>\n<\/ul>\n

                        \u8ba9\u6211\u4eec\u770b\u4e00\u4e2a\u90ae\u4ef6\u5206\u7c7b\u7cfb\u7edf\u7684\u4f8b\u5b50\uff0c\u8be5\u7cfb\u7edf\u9700\u8981\u5c06\u90ae\u4ef6\u5206\u7c7b\u4e3a\u201d\u91cd\u8981\u201d\u6216\u201d\u4e0d\u91cd\u8981\u201d\u3002\u6211\u4eec\u4f1a\u591a\u6b21\u5411LLM\u53d1\u9001\u96f6\u6837\u672c\u601d\u7ef4\u94fe\u63d0\u793a\uff0c\u89c2\u5bdf\u6bcf\u6b21\u63d0\u4ea4\u540e\u7684\u54cd\u5e94\u662f\u5426\u4e0d\u540c\u3002\u6ce8\u610f\u90ae\u4ef6\u4e2d\u4f7f\u7528\u7684\u53cb\u597d\u8bed\u6c14\u3001\u63aa\u8f9e\u9009\u62e9\u548c\u8bbd\u523a\u8868\u8fbe\uff0c\u8fd9\u4e9b\u90fd\u53ef\u80fd\u4f1a\u8bef\u5bfcLLM\u3002<\/p>\n

                        \u60a8\u53ef\u4ee5\u4f7f\u7528\u4e0a\u8ff0\u63d0\u793a\u8bcd\u6d4b\u8bd5\u5176\u662f\u5426\u8fd4\u56de\u4e00\u81f4\u7684\u5206\u7c7b\u7ed3\u679c\u3002\u6839\u636e\u6240\u4f7f\u7528\u7684\u6a21\u578b\u53ca\u6e29\u5ea6\u53c2\u6570\u914d\u7f6e\uff0c\u7cfb\u7edf\u53ef\u80fd\u8fd4\u56de\u201dIMPORTANT\u201d\u6216\u201dNOT IMPORTANT\u201d\u4e24\u79cd\u5224\u5b9a\u3002<\/p>\n

                        \u901a\u8fc7\u751f\u6210\u591a\u4e2a\u601d\u7ef4\u94fe\uff08Chains of Thoughts\uff09\u5e76\u9009\u62e9\u6700\u5e38\u51fa\u73b0\u7684\u7b54\u6848\uff08\u201dIMPORTANT\u201d\uff09\uff0c\u6211\u4eec\u53ef\u4ee5\u4ece\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u83b7\u5f97\u66f4\u4e00\u81f4\u4e14\u6b63\u786e\u7684\u7b54\u6848\u3002<\/p>\n

                        \u8fd9\u4e2a\u4f8b\u5b50\u5c55\u793a\u4e86\u81ea\u6d3d\u6027\u63d0\u793a\uff08self-consistency prompting\uff09\u5982\u4f55\u901a\u8fc7\u8003\u8651\u591a\u4e2a\u89c6\u89d2\u5e76\u9009\u62e9\u6700\u4e00\u81f4\u7684\u7b54\u6848\uff0c\u6765\u63d0\u9ad8LLM\u54cd\u5e94\u7684\u51c6\u786e\u6027\u3002<\/p>\n

                        \u601d\u7ef4\u6811(ToT)<\/h3>\n

                        \u73b0\u5728\u6211\u4eec\u719f\u6089\uf9ba\u601d\u7ef4\u94fe\u548c\u81ea\u6d3d\u63d0\u793a\uff0c\u8ba9\u6211\u4eec\u56de\u987e\u4e00\u4e0b\u601d\u7ef4\u6811(ToT)\u3002\u5b83\u63a8\u5e7f\uf9ba\u601d\u7ef4\u94fe\u63d0\u793a\u7684\u6982\u5ff5\uff0c\u56e0\u4e3a\u5b83\u5141\u8bb8 LLM \u540c\u65f6\u63a2\u7d22\u591a\u4e2a\uf967\u540c\u7684\u63a8\uf9e4\uf937\u5f84\uff0c\u800c\uf967\u4ec5\u4ec5\u662f\u9075\u5faa\u5355\u4e00\u7684\u7ebf\u6027\u601d\u7ef4\u94fe\u3002\u8fd9\u5982\u56fe 1 \u6240\u793a\u3002<\/p>\n

                        \"Prompt <\/p>\n

                        \u56fe 1. \u5de6\u4fa7\u4e3a\u94fe\u5f0f\u601d\u7ef4\u63d0\u793a\u7684\u53ef\u89c6\u5316\uff0c\u53f3\u4fa7\u4e3a\u601d\u7ef4\u6811\u63d0\u793a\u7684\u6811\u72b6\u56fe<\/p>\n

                        \u8fd9\u79cd\u65b9\u6cd5\u4f7f ToT \u7279\u522b\u9002\u5408\u9700\u8981\u63a2\u7d22\u7684\u590d\u6742\u4efb\u52a1\u3002\u5b83\u901a\u8fc7\u7ef4\u62a4\u4e00\u4e2a\u601d\u7ef4\u6811\u6765\u5b9e\u73b0\uff0c\u5176\u4e2d\u6bcf\u4e2a\u601d\u7ef4\u4ee3\u8868\u4e00\u4e2a\u8fde\u8d2f\u7684\u8bed\u8a00\u5e8f\uf99c\uff0c\u4f5c\u4e3a\u89e3\u51b3\u95ee\u9898\u7684\u4e00\u4e2a\u4e2d\u95f4\u6b65\u9aa4\u3002\u7136\u540e\uff0c\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7\u4ece\u6811\u7684\uf967\u540c\u8282\u70b9\u5206\u652f\u51fa\u6765\u63a2\u7d22\uf967\u540c\u7684\u63a8\uf9e4\uf937\u5f84\u3002<\/p>\n

                        \u6709\u4e00\u4e2a\u5f88\u597d\u7684\u7b14\u8bb0\uff0c\u8be6\u7ec6\u5730\u4ecb\u7ecd\uf9ba\u601d\u7ef4\u6811\uff08Tree of Thought, ToT\uff09\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u57fa\u4e8e\u8bba\u6587\u300a\u5927\u8bed\u8a00\u6a21\u578b\u5f15\u5bfc\u7684\u601d\u7ef4\u6811\u300b\uff08Large Language Model Guided Tree-of-Thought<\/em>\uff09\u3002<\/p>\n

                        ReAct \uff08\u63a8\uf9e4\u4e0e\ufa08\u52a8\uff09<\/h3>\n

                        \u63a8\u7406\u4e0e\u884c\u52a8\uff08ReAct\uff09\u63d0\u793a\u662f\u4e00\u79cd\u8303\u5f0f\uff0c\u4f7f\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u80fd\u591f\u901a\u8fc7\u7ed3\u5408\u81ea\u7136\u8bed\u8a00\u63a8\u7406\u548c\u5916\u90e8\u5de5\u5177\uff08\u641c\u7d22\u3001\u4ee3\u7801\u89e3\u91ca\u5668\u7b49\uff09\u6765\u89e3\u51b3\u590d\u6742\u4efb\u52a1\uff0c\u5141\u8bb8LLM\u6267\u884c\u67d0\u4e9b\u64cd\u4f5c\uff0c\u4f8b\u5982\u4e0e\u5916\u90e8API\u4ea4\u4e92\u4ee5\u68c0\u7d22\u4fe1\u606f\uff0c\u8fd9\u662f\u5b9e\u73b0\u667a\u80fd\u4f53\u5efa\u6a21\u7684\u7b2c\u4e00\u6b65\u3002<\/p>\n

                        ReAct\u6a21\u4eff\u4e86\u4eba\u7c7b\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u64cd\u4f5c\u65b9\u5f0f\uff0c\u5373\u6211\u4eec\u901a\u8fc7\u8bed\u8a00\u8fdb\u884c\u63a8\u7406\uff0c\u5e76\u53ef\u4ee5\u91c7\u53d6\u884c\u52a8\u83b7\u53d6\u4fe1\u606f\u3002\u5728\u5404\u79cd\u9886\u57df\u4e2d\uff0cReAct\u7684\u8868\u73b0\u4f18\u4e8e\u5176\u4ed6\u63d0\u793a\u5de5\u7a0b\u65b9\u6cd5\u3002<\/p>\n

                        ReAct\u63d0\u793a\u7684\u5de5\u4f5c\u539f\u7406\u662f\u5c06\u63a8\u7406\u548c\u884c\u52a8\u7ed3\u5408\u6210\u4e00\u4e2a\u201d\u601d\u8003-\u884c\u52a8\u201d\u5faa\u73af\u3002LLM\u9996\u5148\u5bf9\u95ee\u9898\u8fdb\u884c\u63a8\u7406\u5e76\u751f\u6210\u884c\u52a8\u8ba1\u5212\uff0c\u7136\u540e\u6267\u884c\u8ba1\u5212\u4e2d\u7684\u884c\u52a8\u5e76\u89c2\u5bdf\u7ed3\u679c\u3002LLM\u968f\u540e\u5229\u7528\u8fd9\u4e9b\u89c2\u5bdf\u7ed3\u679c\u66f4\u65b0\u5176\u63a8\u7406\u5e76\u751f\u6210\u65b0\u7684\u884c\u52a8\u8ba1\u5212\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u6301\u7eed\u8fdb\u884c\uff0c\u76f4\u5230LLM\u627e\u5230\u95ee\u9898\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n

                        \u8981\u5b9e\u9645\u67e5\u770b\u8fd9\u4e2a\u8fc7\u7a0b\uff0c\u60a8\u9700\u8981\u7f16\u5199\u4e00\u4e9b\u4ee3\u7801\u3002\u5728\u4ee3\u7801\u7247\u6bb51\u4e2d\uff0c\u6211\u4f7f\u7528\u4e86Python\u7684langchain\u6846\u67b6\uff0c\u4ee5\u53caVertexAI\uff08google-cloud-aiplatform\uff09\u548cgoogle-search-results pip\u3002<\/p>\n

                        \u8981\u8fd0\u884c\u8fd9\u4e2a\u793a\u4f8b\uff0c\u60a8\u5fc5\u987b\u4ecehttps:\/\/serpapi.com\/manage-api-key\u521b\u5efa\u4e00\u4e2a\uff08\u514d\u8d39\u7684\uff09SerpAPI\u5bc6\u94a5\uff0c\u5e76\u8bbe\u7f6e\u4e00\u4e2a\u73af\u5883\u53d8\u91cf SERPAPI_API_KEY<\/code>\u3002<\/p>\n

                        \n
                        \n
                        \n
                        \n
                        \n

                        \u63a5<\/span>\u4e0b<\/span>\u6765<\/span>\uff0c<\/span>\u6211<\/span>\u4eec<\/span>\u7f16<\/span>\u5199<\/span>\u4e00<\/span>\u6bb5<\/span>Python<\/span>\u4ee3<\/span>\u7801<\/span>\uff0c<\/span>\u4efb<\/span>\u52a1<\/span>\u662f<\/span>\u8ba9<\/span>\u5927<\/span>\u8bed<\/span>\u8a00<\/span>\u6a21<\/span>\u578b<\/span>\uff08<\/span>LLM<\/span>\uff09<\/span>\u627e<\/span>\u51fa<\/span>\uff1a<\/span>\u6709\u591a\u5c11\u5b69\u5b50\u7684\u7236\u4eb2\u662f\u8457\u540d\u4e50\u961fMetallica\u7684\u6210\u5458\uff1f<\/p>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n

                        \n
                        from<\/span> langchain.<\/span>agents import<\/span> load_tools  from<\/span> langchain.<\/span>agents import<\/span> initialize_agent  from<\/span> langchain.<\/span>agents import<\/span> AgentType  from<\/span> langchain.<\/span>llms import<\/span> VertexAI    prompt =<\/span> \"How many kids do the band members of Metallica have?\"<\/span>    llm =<\/span> VertexAI(<\/span>temperature=<\/span>0.1<\/span>)<\/span>  tools =<\/span> load_tools(<\/span>[<\/span>\"serpapi\"<\/span>]<\/span>,<\/span> llm=<\/span>llm)<\/span>    agent =<\/span> initialize_agent(<\/span>tools,<\/span> llm,<\/span>                          agent=<\/span>AgentType.<\/span>ZERO_SHOT_REACT_DESCRIPTION,<\/span> verbose=<\/span>True<\/span>)<\/span>  agent.<\/span>run(<\/span>prompt)<\/span><\/code><\/pre>\n<\/p><\/div>\n
                        \u4ee3\u7801\u7247\u6bb5 1. \u4f7f\u7528 LangChain \u548c VertexAI \u521b\u5efa ReAct \u4ee3\uf9e4<\/p>\n
                        \u4ee3\u7801\u7247\u6bb52\u663e\u793a\u4e86\u7ed3\u679c\u3002\u8bf7\u6ce8\u610f\uff0cReAct\u6267\u884c\u4e86\u4e94\u6b21\u8fde\u7eed\u7684\u641c\u7d22\u3002\u5b9e\u9645\u4e0a\uff0cLLM\u901a\u8fc7\u6293\u53d6Google\u641c\u7d22\u7ed3\u679c\u6765\u8bc6\u522b\u4e50\u961f\u540d\u79f0\uff0c\u7136\u540e\u5c06\u7ed3\u679c\u5217\u4e3a\u89c2\u5bdf\u9879\uff0c\u5e76\u4e3a\u4e0b\u4e00\u6b21\u641c\u7d22\u4e32\u8054\u601d\u8003\u8fc7\u7a0b\u3002<\/p>\n
                        > Entering new AgentExecutor chain...  Metallica has 4 members.  Action: Search  Action Input: How many kids does James Hetfield have?  Observation: three children  Thought: 1\/4 Metallica band members have 3 children  Action: Search  Action Input: How many kids does Lars Ulrich have?  Observation: 3  Thought: 2\/4 Metallica band members have 6 children  Action: Search  Action Input: How many kids does Kirk Hammett have?  Observation: Hammett has been married to his second wife Lani since 1998. They have two sons, Angel (b. September 29, 2006) and Vincenzo (b. June 28, 2008).  Thought: 3\/4 Metallica band members have 8 children  Action: Search  Action Input: How many kids does Robert Trujillo have?  Observation: 2  Thought: 4\/4 Metallica band members have 10 children  Final Answer: 18<\/code><\/pre>\n
                        \u4ee3\u7801\u7247\u6bb5 2. \u5728\u7ec8\u7aef\u4e2d\u6267\ufa08 ReAct \u4ee3\uf9e4<\/p>\n
                        \u4ee3\u7801\u7247\u6bb52\u9996\u5148\u786e\u5b9a\u4e50\u961fMetallica\u6709\u56db\u540d\u6210\u5458\uff0c\u968f\u540e\u901a\u8fc7\u641c\u7d22\u6bcf\u4f4d\u6210\u5458\u83b7\u53d6\u5176\u5b50\u5973\u6570\u91cf\u5e76\u8fdb\u884c\u7d2f\u52a0\uff0c\u6700\u7ec8\u8fd4\u56de\u5b50\u5973\u603b\u6570\u4f5c\u4e3a\u7b54\u6848\u3002<\/p>\n
                        \u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0cReAct\u63d0\u793a\u9700\u8981\u6301\u7eed\u91cd\u65b0\u53d1\u9001\u5148\u524d\u7684\u63d0\u793a\/\u54cd\u5e94\uff08\u9700\u5bf9\u989d\u5916\u751f\u6210\u5185\u5bb9\u8fdb\u884c\u4fee\u526a\uff09\uff0c\u4e3a\u6a21\u578b\u914d\u7f6e\u9002\u5f53\u7684\u793a\u4f8b\u548c\u6307\u4ee4\u3002<\/p>\n
                        \u8be6\u7ec6\u5b9e\u73b0\u65b9\u6cd5\u53ef\u53c2\u8003GoogleCloudPlatform Github\u4ed3\u5e93\u4e2d\u7684notebook14\u6587\u6863\uff0c\u5176\u4e2d\u901a\u8fc7\u66f4\u5b8c\u6574\u7684\u793a\u4f8b\u5c55\u793a\u4e86LLM\u7684\u5b9e\u9645\u8f93\u5165\u8f93\u51fa\u8fc7\u7a0b\u3002<\/p>\n
                        \u81ea\u52a8\u63d0\u793a\u5de5\u7a0b<\/h3>\n
                        \u6b64\u65f6\u60a8\u53ef\u80fd\u5df2\u7ecf\u610f\u8bc6\u5230\uff0c\u7f16\u5199\u63d0\u793a\u8bcd\u53ef\u80fd\u76f8\u5f53\u590d\u6742\u3002\u5982\u679c\u80fd\u81ea\u52a8\u5b8c\u6210\u8fd9\u4e2a\u5de5\u4f5c\uff08\u7f16\u5199\u80fd\u751f\u6210\u63d0\u793a\u8bcd\u7684\u63d0\u793a\u8bcd\uff09\u4e0d\u662f\u5f88\u597d\u5417\uff1f\u5b9e\u9645\u4e0a\u786e\u5b9e\u5b58\u5728\u8fd9\u6837\u7684\u65b9\u6cd5\uff0c\u81ea\u52a8\u63d0\u793a\u5de5\u7a0b\uff08APE\uff09\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u80fd\u51cf\u5c11\u4eba\u5de5\u8f93\u5165\u7684\u9700\u6c42\uff0c\u8fd8\u80fd\u63d0\u5347\u6a21\u578b\u5728\u5404\u79cd\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u3002<\/p>\n
                        \u60a8\u9700\u8981\u8ba9\u6a21\u578b\u751f\u6210\u66f4\u591a\u63d0\u793a\u8bcd\u3002\u8bc4\u4f30\u8fd9\u4e9b\u63d0\u793a\u8bcd\uff0c\u5bf9\u6548\u679c\u597d\u7684\u8fdb\u884c\u4fee\u6539\u3002\u7136\u540e\u91cd\u590d\u8fd9\u4e2a\u8fc7\u7a0b\u3002<\/p>\n
                        \uf9b5\u5982\uff0c\u5728\u5f00\u53d1\u5468\u8fb9T\u6064\u7f51\u5e97\u804a\u5929\u673a\u5668\u4eba\u65f6\uff0c\u53ef\u4ee5\u4f7f\u7528\u81ea\u52a8\u63d0\u793a\u5de5\u7a0b\u6280\u672f\u6765\u6536\u96c6\u5ba2\u6237\u8d2d\u4e70\u4e50\u961f\u5468\u8fb9T\u6064\u7684\u5404\u79cd\u53ef\u80fd\u8868\u8fbe\u65b9\u5f0f\u3002\u5177\u4f53\u5b9e\u65bd\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n
                          \n
                        • \u7f16\u5199\u5c06\u751f\u6210\u8f93\u51fa\u53d8\u4f53\u7684\u63d0\u793a\u3002\u5728\u8fd9\u4e2a\uf9b5\u5b50\u4e2d\uff0c\u6211\u4f7f\u7528 gemini\u2011pro \u751f\u6210 10 \u6761\u6307\u4ee4\u3002\u89c1\u8868 15\uff1a<\/li>\n<\/ul>\n\n\n\n\n
                          \u63d0\u793a<\/td>\nWe have a band merchandise t-shirt webshop, and to train a chatbot we need various ways to order: \u201cOne Metallica t-shirt size S\u201d. Generate 10 variants, with the same semantics but keep the same meaning.<\/td>\n<\/tr>\n
                          \u8f93\u51fa<\/td>\n\n
                            \n
                          1. \u6211\u60f3\u8d2d\u4e70\u4e00\u4ef6\u5c0f\u53f7\u7684 Metallica T \u6064\u3002<\/li>\n
                          2. \u6211\u53ef\u4ee5\u8ba2\u8d2d\u4e00\u4ef6\u5c0f\u53f7\u7684 Metallica T \u6064\u5417\uff1f<\/li>\n
                          3. \u6211\u60f3\u4e70\u4e00\u4ef6\u5c0f\u53f7\u7684 Metallica T \u6064\u3002<\/li>\n
                          4. \u8bf7\u63d0\u4f9b\u4e00\u4ef6\u5c3a\u5bf8\u5c0f\u7684 Metallica \u886c\u886b\u3002<\/li>\n
                          5. \u6211\u60f3\u8981\u4e00\u4ef6\u5c3a\u5bf8\u5c0f\u7684 Metallica T \u6064\u3002<\/li>\n
                          6. \u6211\u60f3\u8ba2\u8d2d\u4e00\u4ef6\u5c0f\u53f7\u7684 Metallica T \u6064\u3002<\/li>\n
                          7. \u8bf7\u63d0\u4f9b\u4e00\u4ef6\u5c0f\u53f7\u7684 Metallica T \u6064\uff0c\u53ea\u8981\u4e00\u4ef6\u3002<\/li>\n
                          8. \u6211\u5728\u5bfb\u627e\u4e00\u4ef6\u5c0f\u53f7\u7684 Metallica T \u6064\u3002<\/li>\n
                          9. \u4f60\u80fd\u7ed9\u6211\u62ff\u4e00\u4ef6\u5c0f\u53f7\u7684 Metallica T \u6064\u5417\uff1f<\/li>\n
                          10. \u8bf7\u63d0\u4f9b\u4e00\u4ef6 Metallica \u7684\u5c0f T \u6064\u3002<\/li>\n<\/ol>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
                            \u8868 15. \u4f7f\u7528 LLM \u751f\u6210\u63d0\u793a<\/p>\n
                              \n
                            • \u901a\u8fc7\u9009\u62e9\u6307\u6807\u5bf9\u6240\u6709\u7684\u6307\u4ee4\u5019\u9009\u8005\u8fdb\ufa08\u8bc4\u5206\u8bc4\u4f30\uff0c\uf9b5\u5982\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528 BLEU \uff08\u53cc\u8bed\u8bc4\u4f30\u52a9\u624b\uff09\u6216 ROUGE \uff08\u9762\u5411\u6458\u8981\u8bc4\u4f30\u7684\u53ec\u56de\u8f85\u52a9\u8005\uff09\u3002<\/li>\n
                            • \u9009\u62e9\u8bc4\u5206\u6700\u9ad8\u7684\u6307\u4ee4\u5019\u9009\u8005\u3002\u8fd9\u4e2a\u5019\u9009\u8005\u5c06\u6210\u4e3a\u4f60\u53ef\u4ee5\u5728\u8f6f\u4ef6\u5e94\u7528\u6216\u804a\u5929\u673a\ufa38\u4eba\u4e2d\u4f7f\u7528\u7684\u6700\u7ec8\u63d0\u793a\u3002\u4f60\u8fd8\u53ef\u4ee5\u8c03\u6574\u6240\u9009\u63d0\u793a\u5e76\u518d\u6b21\u8bc4\u4f30\u3002<\/li>\n<\/ul>\n
                              \u4ee3\u7801\u63d0\u793a<\/h3>\n
                              Gemini\u4e3b\u8981\u4e13\u6ce8\u4e8e\u57fa\u4e8e\u6587\u672c\u7684\u63d0\u793a\u8bcd\uff0c\u5176\u4e2d\u4e5f\u5305\u62ec\u7528\u4e8e\u8fd4\u56de\u4ee3\u7801\u7684\u63d0\u793a\u8bcd\u7f16\u5199\u3002\u8ba9\u6211\u4eec\u8fdb\u5165Vertex AI Studio\u6d4b\u8bd5\u8fd9\u4e9b\u63d0\u793a\u8bcd\uff0c\u67e5\u770b\u4e00\u4e9b\u4ee3\u7801\u793a\u4f8b\u3002<\/p>\n
                                \n
                              • \u7f16\u5199\u4ee3\u7801\u63d0\u793a<\/strong><\/li>\n<\/ul>\n
                                Gemini\u4e5f\u53ef\u4ee5\u5145\u5f53\u5f00\u53d1\u8005\u7684\u89d2\u8272\uff0c\u5e2e\u52a9\u60a8\u7528\u4efb\u610f\u9009\u62e9\u7684\u7f16\u7a0b\u8bed\u8a00\u7f16\u5199\u4ee3\u7801\u3002\u4f5c\u4e3a\u5f00\u53d1\u8005\uff0c\u8fd9\u53ef\u4ee5\u52a0\u901f\u60a8\u7684\u4ee3\u7801\u7f16\u5199\u8fc7\u7a0b\u3002<\/p>\n
                                \u60f3\u8c61\u4e00\u4e0b\uff0c\u60a8\u7684\u673a\u5668\u4e0a\u6709\u4e00\u4e2a\u5305\u542b\u6570\u767e\u4e2a\u6587\u4ef6\u7684\u6587\u4ef6\u5939\u9700\u8981\u91cd\u547d\u540d\u3002\u9010\u4e2a\u91cd\u547d\u540d\u6587\u4ef6\u4f1a\u8017\u8d39\u5927\u91cf\u65f6\u95f4\u3002\u60a8\u4e86\u89e3\u4e00\u4e9bBash\u547d\u4ee4\uff0c\u53ef\u4ee5\u7f16\u5199\u811a\u672c\u6765\u5b9e\u73b0\u81ea\u52a8\u5316\uff0c\u4f46\u8fd9\u53ef\u80fd\u4e5f\u9700\u8981\u4e00\u4e9b\u65f6\u95f4\u3002\u56e0\u6b64\uff0c\u8ba9\u6211\u4eec\u7f16\u5199\u4e00\u4e2a\u63d0\u793a\u8bcd\u3002\u60a8\u53ef\u4ee5\u5728\u516c\u5f00\u7684Gemini\u804a\u5929\u673a\u5668\u4eba\u4e2d\u7f16\u5199\u63d0\u793a\u8bcd\uff0c\u6216\u8005\u5982\u679c\u60a8\u66f4\u5173\u6ce8\u4fdd\u5bc6\u6027\uff0c\u53ef\u4ee5\u5728Google Cloud\u8d26\u6237\u4e2d\u6253\u5f00Vertex AI Studio\u7f16\u5199\u8fd9\u4e9b\u63d0\u793a\u8bcd\u3002Vertex AI Studio\u7684\u4f18\u52bf\u5728\u4e8e\u60a8\u53ef\u4ee5\u914d\u7f6e\u6e29\u5ea6\u7b49\u53c2\u6570\u3002<\/p>\n
                                \n\n\n\n\n\n\n\n\n\n\n\n\n
                                Name<\/th>\n1.bash_rename_files_in_folder<\/th>\n<\/tr>\n<\/thead>\n
                                \u76ee\u6807<\/td>\n\u7f16<\/span>\u5199<\/span>\u4e00<\/span>\u4e2a<\/span>\u63d0<\/span>\u793a<\/span>\u8bcd<\/span>\uff0c<\/span>\u8981<\/span>\u6c42<\/span>\u751f<\/span>\u6210<\/span>\u7528<\/span>\u4e8e<\/span>\u91cd<\/span>\u547d<\/span>\u540d<\/span>\u6587<\/span>\u4ef6<\/span>\u5939<\/span>\u5185<\/span>\u6587<\/span>\u4ef6<\/span>\u7684<\/span>Bash<\/span>\u811a<\/span>\u672c<\/span>\u4ee3<\/span>\u7801<\/span>\u3002<\/span><\/td>\n<\/tr>\n
                                \u6a21\u578b<\/td>\ngemini-pro<\/td>\n<\/tr>\n
                                \u6e29\u5ea6<\/td>\n0.1<\/td>\n<\/tr>\n
                                Token \u9650\u5236<\/td>\n1024<\/td>\n<\/tr>\n
                                Top-K<\/td>\nN\/A<\/td>\n<\/tr>\n
                                Top-P<\/td>\n1<\/td>\n<\/tr>\n
                                \u63d0\u793a<\/td>\nWrite a code snippet in Bash, which asks for a folder name. Then it takes the contents of the folder and renames all the files inside by prepending the name draft to the file name.<\/td>\n<\/tr>\n
                                \u8f93\u51fa<\/td>\n\n
                                \u201c`bash<\/p>\n
                                #!\/bin\/bash<\/p>\n
                                # Ask for the folder name<\/p>\n
                                echo \u201cEnter the folder name: \u201c<\/p>\n
                                read folder_name<\/p>\n
                                # Check if the folder exists<\/p>\n
                                if [ ! -d \u201c$folder_name\u201d ]; then<\/p>\n
                                echo \u201cFolder does not exist.\u201d<\/p>\n
                                exit 1<\/p>\n
                                fi<\/p>\n
                                # Get the list of files in the folder<\/p>\n
                                files=( \u201c$folder_name\u201d\/* )<\/p>\n
                                # Rename each file by prepending \u201cdraft\u201d to the file name<\/p>\n
                                for file in \u201c${files[@]}\u201d; do<\/p>\n
                                new_file_name=\u201ddraft_$(basename \u201c$file\u201d)\u201d<\/p>\n
                                mv \u201c$file\u201d \u201c$new_file_name\u201d<\/p>\n
                                done<\/p>\n
                                echo \u201cFiles renamed successfully.\u201d<\/p>\n
                                \u201c`<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n
                                \u886816\uff1a\u7528Gemini \u7f16\u5199\u4ee3\u7801<\/p>\n
                                \u8fd9<\/span>\u6bb5<\/span>\u4ee3<\/span>\u7801<\/span>\u770b<\/span>\u8d77<\/span>\u6765<\/span>\u4e0d<\/span>\u9519\u3002<\/span>\u751a<\/span>\u81f3<\/span>\u8fd8<\/span>\u6709<\/span>\u6ce8<\/span>\u91ca<\/span>\uff01<\/span>\u4e0d<\/span>\u8fc7<\/span>\u7531<\/span>\u4e8e<\/span>\u5927<\/span>\u8bed<\/span>\u8a00<\/span>\u6a21<\/span>\u578b<\/span>\u4e0d<\/span>\u5177<\/span>\u5907<\/span>\u771f<\/span>\u6b63<\/span>\u7684<\/span>\u63a8<\/span>\u7406<\/span>\u80fd<\/span>\u529b<\/span>\uff0c<\/span>\u4e14<\/span>\u4f1a<\/span>\u91cd<\/span>\u590d<\/span>\u8bad<\/span>\u7ec3<\/span>\u6570<\/span>\u636e<\/span>\uff0c<\/span>\u56e0<\/span>\u6b64<\/span>\u52a1<\/span>\u5fc5<\/span>\u5148<\/span>\u4ed4<\/span>\u7ec6<\/span>\u9605<\/span>\u8bfb<\/span>\u5e76<\/span>\u6d4b<\/span>\u8bd5<\/span>\u4f60<\/span>\u7684<\/span>\u4ee3<\/span>\u7801<\/span>\u3002<\/span><\/p>\n
                                \u8ba9\u6211\u4eec\u5c1d\u8bd5\u4f7f\u7528\u4e00\u4e2a\u53ea\u5305\u542b\u51e0\u4e2a\u6587\u4ef6\u7684\u6d4b\u8bd5\u6587\u4ef6\u5939\uff0c\u8fd9\u4e9b\u6587\u4ef6\u9700\u8981\u4ece lename.txt \u91cd\u547d\u540d\u4e3adra_lename.txt\u3002<\/p>\n
                                  \n
                                • \u590d\u5236\u8868 16 \u7684\u8f93\u51fa\uff08\uf967\u5305\u62ec \u201c`bash \u201c` \u6587\u672c\u5305\u88c5\ufa38\uff09\uff0c\u5e76\u5c06\u5176\u7c98\u8d34\u5230\u540d\u4e3a \u201crename_ les.sh\u201d \u7684\u65b0\u6587\u4ef6\u4e2d\u3002<\/li>\n
                                • \u6253\u5f00\u4e00\u4e2a\u7ec8\u7aef\u7a97\u53e3\uff0c\u8f93\u5165\uff1a. rename_ les.sh\u3002\u5b83\u4f1a\u8981\u6c42\u8f93\u5165\u6587\u4ef6\u5939\u540d\u79f0\uff0c\uf9b5\u5982 test. \u7136\u540e\u6309\u56de\u8f66\u952e\u3002<\/li>\n
                                • \u811a\u672c\u8fd0\ufa08\u6b63\u5e38\u3002\u60a8\u5c06\u770b\u5230\u6d88\u606f\uff1a\u6587\u4ef6\u91cd\u547d\u540d\u6210\u529f\u3002\u5f53\u60a8\u67e5\u770b\u6d4b\u8bd5\u6587\u4ef6\u5939\u65f6\uff0c\u8bf7\u6ce8\u610f\u6240\u6709\u6587\u4ef6\u90fd\u5df2\u5b8c\u5168\u91cd\u547d\u540d\u4e3adraft_filename.txt.<\/li>\n<\/ul>\n
                                    \n
                                  • \u89e3\u91ca\u4ee3\u7801\u63d0\u793a<\/strong><\/li>\n<\/ul>\n
                                    \u4f5c\u4e3a\u5f00\u53d1\u8005\uff0c\u5728\u56e2\u961f\u534f\u4f5c\u4e2d\u7ecf\u5e38\u9700\u8981\u9605\u8bfb\u4ed6\u4eba\u7f16\u5199\u7684\u4ee3\u7801\u3002Gemini\u540c\u6837\u80fd\u5728\u8fd9\u65b9\u9762\u4e3a\u60a8\u63d0\u4f9b\u5e2e\u52a9\u3002\u6211\u4eec\u4ee5\u886816\u7684\u4ee3\u7801\u8f93\u51fa\u4e3a\u4f8b\uff0c\u5148\u79fb\u9664\u5176\u4e2d\u7684\u6ce8\u91ca\uff0c\u7136\u540e\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u89e3\u91ca\u4ee3\u7801\u903b\u8f91\uff0c\u89c1\u886817\uff1a<\/p>\n
                                    \n\n\n\n\n\n\n\n\n\n\n\n\n
                                    Name<\/th>\n1.bash_explain_the_code<\/th>\n<\/tr>\n<\/thead>\n
                                    \u76ee\u6807<\/td>\n\u7f16\u5199\u89e3\u91ca Bash \u4ee3\u7801\u7684\u63d0\u793a<\/td>\n<\/tr>\n
                                    \u6a21\u578b<\/td>\ngemini-pro<\/td>\n<\/tr>\n
                                    \u6e29\u5ea6<\/td>\n0.1<\/td>\n<\/tr>\n
                                    Token \u9650\u5236<\/td>\n1024<\/td>\n<\/tr>\n
                                    Top-K<\/td>\nN\/A<\/td>\n<\/tr>\n
                                    Top-P<\/td>\n1<\/td>\n<\/tr>\n
                                    \u63d0\u793a<\/td>\n\n
                                    Explain to me the below Bash code:<\/p>\n
                                    \u201c`<\/p>\n
                                    #!\/bin\/bash<\/p>\n
                                    echo \u201cEnter the folder name: \u201c<\/p>\n
                                    read folder_name<\/p>\n
                                    if [ ! -d \u201c$folder_name\u201d ]; then<\/p>\n
                                    echo \u201cFolder does not exist.\u201d<\/p>\n
                                    exit 1<\/p>\n
                                    fi<\/p>\n
                                    files=( \u201c$folder_name\u201d\/* )<\/p>\n
                                    for file in \u201c${files[@]}\u201d; do<\/p>\n
                                    new_file_name=\u201ddraft_$(basename \u201c$file\u201d)\u201d<\/p>\n
                                    mv \u201c$file\u201d \u201c$new_file_name\u201d<\/p>\n
                                    done<\/p>\n
                                    echo \u201cFiles renamed successfully.\u201d<\/p>\n
                                    \u201c`<\/p>\n<\/td>\n<\/tr>\n
                                    \u8f93\u51fa<\/td>\n\n
                                    \u8be5Bash\u811a\u672c\u6267\u884c\u4ee5\u4e0b\u64cd\u4f5c\uff1a<\/p>\n
                                      \n
                                    1. \u7528\u6237\u8f93\u5165<\/strong>\uff1a<\/li>\n<\/ol>\n
                                        \n
                                      • \u4f7f\u7528echo<\/code>\u548cread<\/code>\u547d\u4ee4\u63d0\u793a\u7528\u6237\u8f93\u5165\u6587\u4ef6\u5939\u540d\u79f0\uff0c\u8f93\u5165\u7684\u6587\u4ef6\u5939\u540d\u5b58\u50a8\u5728folder_name<\/code>\u53d8\u91cf\u4e2d<\/li>\n<\/ul>\n
                                          \n
                                        1. \u6587\u4ef6\u5939\u5b58\u5728\u6027\u68c0\u67e5<\/strong>\uff1a<\/li>\n<\/ol>\n
                                            \n
                                          • \u901a\u8fc7[ ! -d \"$folder_name\" ]<\/code>\u6761\u4ef6\u5224\u65ad\u6307\u5b9a\u6587\u4ef6\u5939\u662f\u5426\u5b58\u5728<\/li>\n
                                          • \u82e5\u6587\u4ef6\u5939\u4e0d\u5b58\u5728\uff0c\u5219\u663e\u793a\u9519\u8bef\u4fe1\u606f\uff08\u201dFolder does not exist.\u201d\uff09\u5e76\u4ee5\u9000\u51fa\u78011\u7ec8\u6b62\u811a\u672c<\/li>\n<\/ul>\n
                                              \n
                                            1. \u6587\u4ef6\u5217\u8868\u83b7\u53d6<\/strong>\uff1a<\/li>\n<\/ol>\n
                                                \n
                                              • \u4f7f\u7528files=(\"$folder_name\"\/*)<\/code>\u547d\u4ee4\u5217\u51fa\u6307\u5b9a\u6587\u4ef6\u5939\u5185\u6240\u6709\u6587\u4ef6<\/li>\n
                                              • \u521b\u5efa\u4e00\u4e2a\u540d\u4e3afiles<\/code>\u7684\u6570\u7ec4\uff0c\u5305\u542b\u8be5\u6587\u4ef6\u5939\u5185\u6240\u6709\u6587\u4ef6\u7684\u8def\u5f84<\/li>\n<\/ul>\n
                                                  \n
                                                1. \u6587\u4ef6\u91cd\u547d\u540d<\/strong>\uff1a<\/li>\n<\/ol>\n
                                                    \n
                                                  • \u901a\u8fc7for<\/code>\u5faa\u73af\u904d\u5386files<\/code>\u6570\u7ec4\u4e2d\u7684\u6bcf\u4e2a\u6587\u4ef6<\/li>\n
                                                  • \u5bf9\u6bcf\u4e2a\u6587\u4ef6\u4f7f\u7528new_file_name=\"draft_$(basename \"$file\")\"<\/code>\u547d\u4ee4\u751f\u6210\u65b0\u6587\u4ef6\u540d\u00a0\uff08\u5728\u539f\u6587\u4ef6\u540d\u524d\u6dfb\u52a0\u201ddraft_\u201d\u524d\u7f00\uff09<\/li>\n
                                                  • \u4f7f\u7528mv \"$file\" \"$new_file_name\"<\/code>\u547d\u4ee4\u5b8c\u6210\u6587\u4ef6\u91cd\u547d\u540d\u64cd\u4f5c<\/li>\n<\/ul>\n
                                                      \n
                                                    1. \u6210\u529f\u63d0\u793a<\/strong>\uff1a<\/li>\n<\/ol>\n
                                                        \n
                                                      • \u5b8c\u6210\u6240\u6709\u6587\u4ef6\u91cd\u547d\u540d\u540e\uff0c\u663e\u793a\u6210\u529f\u4fe1\u606f\uff08\u201dFiles renamed successfully.\u201d\uff09\u00a0\u8868\u793a\u91cd\u547d\u540d\u64cd\u4f5c\u5df2\u6210\u529f\u5b8c\u6210<\/li>\n<\/ul>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n
                                                        \u8868 17. \u89e3\u91ca\u4ee3\u7801\u7684\u63d0\u793a<\/p>\n
                                                          \n
                                                        • \u7ffb\u8bd1\u4ee3\u7801\u63d0\u793a<\/strong><\/li>\n<\/ul>\n
                                                          \n
                                                          \n
                                                          \n
                                                          \n
                                                          \n
                                                          \u886816\u4e2d\u7684Bash\u4ee3\u7801\u770b\u8d77\u6765\u8fd0\u884c\u826f\u597d\u3002\u4f46\u5982\u679c\u80fd\u63d0\u793a\u8f93\u5165\u6587\u4ef6\u540d\uff0c\u8fd9\u4e2a\u811a\u672c\u5c06\u66f4\u5177\u53ef\u91cd\u7528\u6027\uff0c\u7406\u60f3\u60c5\u51b5\u4e0b\u5e94\u8be5\u4f5c\u4e3a\u5e26UI\u754c\u9762\u7684\u72ec\u7acb\u5e94\u7528\u7a0b\u5e8f\u8fd0\u884c\u3002\u4f5c\u4e3a\u8d77\u70b9\uff0cPython\u6bd4Bash\u66f4\u9002\u5408\u5f00\u53d1(Web)\u5e94\u7528\u7a0b\u5e8f\u3002\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u5e2e\u52a9\u5b9e\u73b0\u4e0d\u540c\u7f16\u7a0b\u8bed\u8a00\u4e4b\u95f4\u7684\u4ee3\u7801\u8f6c\u6362\u3002\u5177\u4f53\u793a\u4f8b\u8bf7\u53c2\u89c1\u886818\uff1a<\/p>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n
                                                          \n\n\n\n\n\n\n\n\n\n\n\n\n
                                                          Name<\/th>\n1.python_rename_files<\/th>\n<\/tr>\n<\/thead>\n
                                                          \u76ee\u6807<\/td>\n\u7f16\u5199\u5c06 Bash \u4ee3\u7801\u7ffb\u8bd1\u6210 Python \u7684\u63d0\u793a<\/td>\n<\/tr>\n
                                                          \u6a21\u578b<\/td>\ngemini-pro<\/td>\n<\/tr>\n
                                                          \u6e29\u5ea6<\/td>\n0.1<\/td>\n<\/tr>\n
                                                          Token \u9650\u5236<\/td>\n1024<\/td>\n<\/tr>\n
                                                          Top-K<\/td>\nN\/A<\/td>\n<\/tr>\n
                                                          Top-P<\/td>\n1<\/td>\n<\/tr>\n
                                                          \u63d0\u793a<\/td>\n\n
                                                          Translate the below Bash code to a Python snippet.<\/p>\n
                                                          \u201c`bash<\/p>\n
                                                          #!\/bin\/bash<\/p>\n
                                                          echo \u201cEnter the folder name: \u201c<\/p>\n
                                                          read folder_name<\/p>\n
                                                          if [ ! -d \u201c$folder_name\u201d ]; then<\/p>\n
                                                          echo \u201cFolder does not exist.\u201d<\/p>\n
                                                          exit 1<\/p>\n
                                                          fi<\/p>\n
                                                          files=( \u201c$folder_name\u201d\/* )<\/p>\n
                                                          for file in \u201c${files[@]}\u201d; do<\/p>\n
                                                          new_file_name=\u201ddraft_$(basename \u201c$file\u201d)\u201d<\/p>\n
                                                          mv \u201c$file\u201d \u201c$new_file_name\u201d<\/p>\n
                                                          done<\/p>\n
                                                          echo \u201cFiles renamed successfully.\u201d<\/p>\n
                                                          \u201c`<\/p>\n<\/td>\n<\/tr>\n
                                                          \u8f93\u51fa<\/td>\n\n
                                                          \u201c`python<\/p>\n
                                                          import os<\/p>\n
                                                          import shutil<\/p>\n
                                                          # Get the folder name from the user<\/p>\n
                                                          folder_name = input(\u201cEnter the folder name: \u201c)<\/p>\n
                                                          # Check if the folder exists<\/p>\n
                                                          if not os.path.isdir(folder_name):<\/p>\n
                                                          print(\u201cFolder does not exist.\u201d)<\/p>\n
                                                          exit(1)<\/p>\n
                                                          files = os.listdir(folder_name)<\/p>\n
                                                          # Iterate over the files<\/p>\n
                                                          for file in files:<\/p>\n
                                                          # Create a new file name with the prefix \u201cdraft_\u201d<\/p>\n
                                                          new_file_name = f\u201ddraft_{file}\u201d<\/p>\n
                                                          # Move the file to the new name<\/p>\n
                                                          shutil.move(os.path.join(folder_name, file),<\/p>\n
                                                          os.path.join(folder_name, new_file_name))<\/p>\n
                                                          # Print a success message<\/p>\n
                                                          print(\u201cFiles renamed successfully.\u201d)<\/p>\n
                                                          \u201c`<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
                                                          \u8868 18. \u4ece Bash \u5230 Python \u7684\u4ee3\u7801\u7ffb\u8bd1\u63d0\u793a<\/p>\n
                                                          \u9605\u8bfb\u5e76\u5ba1\u67e5\u4ee3\u7801\u3002\u5c06\u63d0\u793a\u8bcd\u751f\u6210\u7684\u8f93\u51fa\u590d\u5236\u5e76\u7c98\u8d34\u5230\u65b0\u6587\u4ef6\uff1afile_renamer.py\u4e2d\u3002\u901a\u8fc7\u6253\u5f00\u7ec8\u7aef\u7a97\u53e3\u5e76\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\u6765\u6d4b\u8bd5\u4ee3\u7801\uff1apython file_renamer.py\u3002<\/p>\n
                                                          \u6ce8\u610f\uff1a\u5728Vertex AI\u7684Language Studio\u4e2d\u8bf7\u6c42\uff08Python\uff09\u4ee3\u7801\u65f6\uff0c\u9700\u8981\u70b9\u51fb\u201dMarkdown\u201d\u6309\u94ae\u3002\u5426\u5219\u60a8\u5c06\u83b7\u5f97\u7eaf\u6587\u672c\u683c\u5f0f\u7684\u4ee3\u7801\uff0c\u7f3a\u5c11Python\u8fd0\u884c\u6240\u9700\u7684\u6b63\u786e\u7f29\u8fdb\u3002<\/p>\n<\/p><\/div>\n
                                                            \n
                                                          • \u8c03\u8bd5\u548c\u5ba1\u67e5\u4ee3\u7801\u63d0\u793a<\/strong><\/li>\n<\/ul>\n
                                                            \u8ba9\u6211\u4eec\u624b\u52a8\u5bf9\u886818\u7684\u4ee3\u7801\u8fdb\u884c\u4e00\u4e9b\u7f16\u8f91\u3002\u5b83\u5e94\u8be5\u63d0\u793a\u7528\u6237\u8f93\u5165\u6587\u4ef6\u540d\u524d\u7f00\uff0c\u5e76\u5c06\u8be5\u524d\u7f00\u4ee5\u5927\u5199\u5b57\u6bcd\u5f62\u5f0f\u5199\u5165\u3002\u53c2\u89c1\u4ee3\u7801\u7247\u6bb53\u4e2d\u7684\u793a\u4f8b\u4ee3\u7801\uff0c\u4f46\u73b0\u5728\u51fa\u73b0\u4e86Python\u9519\u8bef\uff01<\/p>\n
                                                            \n
                                                            import<\/span> os  import<\/span> shutil    folder_name =<\/span> input<\/span>(<\/span>\"Enter the folder name: \"<\/span>)<\/span>  prefix =<\/span> input<\/span>(<\/span>\"Enter the string to prepend to the filename: \"<\/span>)<\/span>  text =<\/span> toUpperCase(<\/span>prefix)<\/span>    if<\/span> not<\/span> os.<\/span>path.<\/span>isdir(<\/span>folder_name)<\/span>:<\/span>      print<\/span>(<\/span>\"Folder does not exist.\"<\/span>)<\/span>      exit(<\/span>1<\/span>)<\/span>    files =<\/span> os.<\/span>listdir(<\/span>folder_name)<\/span>  for<\/span> file<\/span> in<\/span> files:<\/span>      new_filename =<\/span> f\"<\/span>{<\/span>text}<\/span><\/span>_<\/span>{<\/span>file<\/span>}<\/span><\/span>\"<\/span><\/span>      shutil.<\/span>move(<\/span>os.<\/span>path.<\/span>join(<\/span>folder_name,<\/span> file<\/span>)<\/span>,<\/span> os.<\/span>path.<\/span>join(<\/span>folder_name,<\/span> new_filename)<\/span>)<\/span>    print<\/span>(<\/span>\"Files renamed successfully.\"<\/span>)<\/span><\/code><\/pre>\n<\/p><\/div>\n
                                                            \n
                                                            \n
                                                            \n
                                                            \n
                                                            \n
                                                            \u4ee3\u7801\u7247\u6bb53\uff1a\u4e00\u4e2a\u6709\u95ee\u9898\u7684Python\u811a\u672c<\/p>\n
                                                            \u8fd9<\/span>\u770b<\/span>\u8d77<\/span>\u6765<\/span>\u662f<\/span>\u4e2a<\/span>bug<\/span>\uff1a<\/p>\n
                                                            The below Python code gives an error:    Traceback (most recent call last):    File \"\/Users\/leeboonstra\/Documents\/test_folder\/rename_files.py\", line 7, in       text = toUpperCase(prefix)  NameError: name 'toUpperCase' is not defined<\/code><\/pre>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n
                                                            \u4ee3\u7801\u7247<\/span>\u6bb5<\/span>4<\/span>\uff1a<\/span>Python<\/span>\u4ee3<\/span>\u7801<\/span>\u6267<\/span>\u884c<\/span>\u5f02<\/span>\u5e38<\/span><\/p>\n
                                                              \n
                                                            • \u5173\u4e8e\u591a\u6a21\u6001\u63d0\u793a<\/strong><\/li>\n<\/ul>\n
                                                              \u8ba9\u6211\u4eec\u770b\u770b\u662f\u5426\u53ef\u4ee5\u8ba9\u5927\u578b\u8bed\u8a00\u6a21\u578b\u8fdb\ufa08\u4ee3\u7801\u8c03\u8bd5\u548c\u5ba1\u67e5\u3002\u8bf7\u67e5\u770b\u7b2c 19 \u8868\uff1a<\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n
                                                              Name<\/th>\n1_python_debug_code<\/th>\n<\/tr>\n<\/thead>\n
                                                              \u76ee\u6807<\/td>\n\u7f16\u5199\u7528\u4e8e\u8c03\u8bd5\u548c\u5ba1\u67e5 Python \u4ee3\u7801\u7684\u63d0\u793a\u3002<\/td>\n<\/tr>\n
                                                              \u6a21\u578b<\/td>\ngemini-pro<\/td>\n<\/tr>\n
                                                              \u6e29\u5ea6<\/td>\n0.1<\/td>\n<\/tr>\n
                                                              Token \u9650\u5236<\/td>\n1024<\/td>\n<\/tr>\n
                                                              Top-K<\/td>\nN\/A<\/td>\n<\/tr>\n
                                                              Top-P<\/td>\n1<\/td>\n<\/tr>\n
                                                              \u63d0\u793a<\/td>\n\n
                                                              The below Python code gives an error:<\/p>\n
                                                              Traceback (most recent call last):<\/p>\n
                                                              File \u201c\/<\/p>\n
                                                              Users\/leeboonstra\/Documents\/test_folder\/rename_files.py\u201d, line<\/p>\n
                                                              7, in <\/p>\n
                                                              text = toUpperCase(prefix)<\/p>\n
                                                              NameError: name \u2018toUpperCase\u2019 is not defined<\/p>\n
                                                              Debug what\u2019s wrong and explain how I can improve the code.<\/p>\n
                                                              \u201c`python<\/p>\n
                                                              import os<\/p>\n
                                                              import shutil<\/p>\n
                                                              # Get the folder name from the user<\/p>\n
                                                              folder_name = input(\u201cEnter the folder name: \u201c)<\/p>\n
                                                              prefix = input(\u201cEnter the string to prepend to the filename: \u201c)<\/p>\n
                                                              text = toUpperCase(prefix)<\/p>\n
                                                              # Check if the folder exists<\/p>\n
                                                              if not os.path.isdir(folder_name):<\/p>\n
                                                              print(\u201cFolder does not exist.\u201d)<\/p>\n
                                                              exit(1)<\/p>\n
                                                              # Get a list of all files in the folder<\/p>\n
                                                              files = os.listdir(folder_name)<\/p>\n
                                                              # Iterate over the files<\/p>\n
                                                              for file in files:<\/p>\n
                                                              # Create a new file name with the prefix \u201cdraft_\u201d<\/p>\n
                                                              new_filename = f\u201d{text}_{file}\u201d<\/p>\n
                                                              # Move the file to the new name<\/p>\n
                                                              shutil.move(os.path.join(folder_name, file),<\/p>\n
                                                              os.path.join(folder_name, new_file_name))<\/p>\n
                                                              # Print a success message<\/p>\n
                                                              print(\u201cFiles renamed successfully.\u201d)<\/p>\n<\/td>\n<\/tr>\n
                                                              \u8f93\u51fa<\/td>\n\n
                                                              \u4ee3\u7801\u8c03\u7528\uf9ba `toUpperCase` \u51fd\u6570\u5c06 `pre x` \u8f6c\u6362\u4e3a\u5927\u5199\uff0c\u4f46\u8be5\u51fd\u6570\u672a\u5b9a\u4e49\u3002\u8981\u4fee\u590d\u6b64\u95ee\u9898\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528`upper()` \u65b9\u6cd5\u3002\u5c06\u7ed9\u5b9a\u5b57\u7b26\uf905\u8f6c\u6362\u4e3a\u5927\u5199\u7684\u5b57\u7b26\uf905\u7c7b\u3002\u4fee\u6539\u540e\u7684\u4ee3\u7801\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n
                                                              \u201c`python<\/p>\n
                                                              import os<\/p>\n
                                                              import shutil<\/p>\n
                                                              # Get the folder name from the user<\/p>\n
                                                              folder_name = input(\u201cEnter the folder name: \u201c)<\/p>\n
                                                              prefix = input(\u201cEnter the string to prepend to the filename: \u201c)<\/p>\n
                                                              text = prefix.upper()<\/p>\n
                                                              # Check if the folder exists<\/p>\n
                                                              if not os.path.isdir(folder_name):<\/p>\n
                                                              print(\u201cFolder does not exist.\u201d)<\/p>\n
                                                              exit(1)<\/p>\n
                                                              # Get a list of all files in the folder<\/p>\n
                                                              files = os.listdir(folder_name)<\/p>\n
                                                              # Iterate over the files<\/p>\n
                                                              for file in files:<\/p>\n
                                                              # Create a new file name with the prefix \u201cdraft_\u201d<\/p>\n
                                                              new_filename = f\u201d{text}_{file}\u201d<\/p>\n
                                                              # Move the file to the new name<\/p>\n
                                                              shutil.move(os.path.join(folder_name, file),<\/p>\n
                                                              os.path.join(folder_name, new_filename))<\/p>\n
                                                              # Print a success message<\/p>\n
                                                              print(\u201cFiles renamed successfully.\u201d)<\/p>\n
                                                              \u201c`<\/p>\n
                                                              Additionally, there are a few other improvements that can be made to the code:<\/p>\n
                                                                \n
                                                              1. The file extension of the new filenames is not kept. It\u2019s better to extract the<\/li>\n<\/ol>\n
                                                                extension from the original filename and append it to the new filename.<\/p>\n
                                                                  \n
                                                                1. The code assumes that there are no spaces in the folder name. However,<\/li>\n<\/ol>\n
                                                                  it is a good practice to handle spaces gracefully by replacing them with<\/p>\n
                                                                  underscores or hyphens.<\/p>\n
                                                                    \n
                                                                  1. Using the `f` string syntax for string interpolation is more readable and<\/li>\n<\/ol>\n
                                                                    concise than the traditional `+` operator.<\/p>\n
                                                                      \n
                                                                    1. The code doesn\u2019t handle errors that might occur during the renaming process.<\/li>\n<\/ol>\n
                                                                      It would be better to wrap the `shutil.move` call in a `try\u2026except` block to<\/p>\n
                                                                      catch any potential errors.<\/p>\n
                                                                      Here is the improved code with these suggestions:<\/p>\n
                                                                      \u201c`python<\/p>\n
                                                                      import os<\/p>\n
                                                                      import shutil<\/p>\n
                                                                      # Get the folder name from the user<\/p>\n
                                                                      folder_name = input(\u201cEnter the folder name: \u201c)<\/p>\n
                                                                      prefix = input(\u201cEnter the string to prepend to the filename: \u201c)<\/p>\n
                                                                      # Check if the folder exists<\/p>\n
                                                                      if not os.path.isdir(folder_name):<\/p>\n
                                                                      print(\u201cFolder does not exist.\u201d)<\/p>\n
                                                                      exit(1)<\/p>\n
                                                                      # Get a list of all files in the folder<\/p>\n
                                                                      files = os.listdir(folder_name)<\/p>\n
                                                                      # Iterate over the files<\/p>\n
                                                                      for file in files:<\/p>\n
                                                                      # Get the file extension<\/p>\n
                                                                      ext = os.path.splitext(file)[1]<\/p>\n
                                                                      # Create a new file name with the prefix and the file extension<\/p>\n
                                                                      new_filename = f\u201d{prefix}_{os.path.splitext(file)[0]}{ext}\u201d<\/p>\n
                                                                      # Build the full paths for the original and new files<\/p>\n
                                                                      old_path = os.path.join(folder_name, file)<\/p>\n
                                                                      new_path = os.path.join(folder_name, new_filename)<\/p>\n
                                                                      # Try to move the file<\/p>\n
                                                                      try:<\/p>\n
                                                                      shutil.move(old_path, new_path)<\/p>\n
                                                                      except Exception as e:<\/p>\n
                                                                      print(f\u201dAn error occurred while moving the file<\/p>\n
                                                                      {file}: {e}\u201d)<\/p>\n
                                                                      # Print a success message<\/p>\n
                                                                      print(\u201cFiles renamed successfully.\u201d)<\/p>\n
                                                                      \u201c`<\/p>\n
                                                                      \u8fd9\u4e9b\u6539\u8fdb\u4f7f\u4ee3\u7801\u66f4\u52a0\u5065\u58ee\u548c\u7075\u6d3b\uff0c\u540c\u65f6\u63d0\u5347\u4e86\u53ef\u8bfb\u6027\u548c\u53ef\u7406\u89e3\u6027\u2026\u2026\uff08\u56de\u7b54\u56e0\u8fbe\u5230token\u9650\u5236\u800c\u88ab\u622a\u65ad\uff0c\u5982\u9700\u5b8c\u6574\u56de\u7b54\u8bf7\u5c1d\u8bd5\u63d0\u9ad8token\u4e0a\u9650\uff09<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
                                                                      \u8868 19. \u8c03\u8bd5\u548c\u5ba1\u67e5 Python \u4ee3\u7801\u7684\u63d0\u793a<\/p>\n
                                                                      \u592a\u597d\uf9ba\u3002\u5b83\uf967\u4ec5\u544a\u8bc9\u6211\u5982\u4f55\u89e3\u51b3\u95ee\u9898\uff0c\u8fd8\u53d1\u73b0\u6211\u7684\u4ee3\u7801\u6709\uf901\u591a\u9519\u8bef\u4ee5\u53ca\u5982\u4f55\u89e3\u51b3\u5b83\u4eec\u3002\u63d0\u793a\u7684\u6700\u540e\u90e8\u5206\u7ed9\u51fa\uf9ba\u6539\u8fdb\u4ee3\u7801\u7684\u4e00\u822c\u5efa\u8bae\u3002<\/p>\n
                                                                        \n
                                                                      • \u5173\u4e8e\u591a\u6a21\u6001\u63d0\u793a<\/b><\/li>\n<\/ul>\n
                                                                        \u4ee3\u7801\u63d0\u793a\u4ecd\u4f7f\u7528\u5e38\u89c4\u7684\u5927\u8bed\u8a00\u6a21\u578b\u3002\u591a\u6a21\u6001\u63d0\u793a\u662f\u53e6\u4e00\u4e2a\u4e0d\u540c\u7684\u6982\u5ff5\uff0c\u5b83\u6307\u7684\u662f\u4f7f\u7528\u591a\u79cd\u8f93\u5165\u683c\u5f0f\uff08\u800c\u4e0d\u4ec5\u4ec5\u662f\u6587\u672c\uff09\u6765\u5f15\u5bfc\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6280\u672f\u3002\u6839\u636e\u6a21\u578b\u7684\u80fd\u529b\u548c\u5177\u4f53\u4efb\u52a1\u9700\u6c42\uff0c\u8fd9\u53ef\u80fd\u5305\u62ec\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u3001\u4ee3\u7801\u6216\u5176\u4ed6\u683c\u5f0f\u7684\u7ec4\u5408\u3002<\/p>\n
                                                                        \u6700\u4f73\u5b9e\u8df5<\/h2>\n
                                                                        \u627e\u5230\u5408\u9002\u7684\u63d0\u793a\u8bcd\u9700\u8981\u53cd\u590d\u8c03\u8bd5\u3002Vertex AI\u4e2d\u7684Language Studio\u662f\u6d4b\u8bd5\u63d0\u793a\u8bcd\u7684\u7406\u60f3\u73af\u5883\uff0c\u60a8\u53ef\u4ee5\u5728\u5176\u4e2d\u4f7f\u7528\u4e0d\u540c\u6a21\u578b\u8fdb\u884c\u9a8c\u8bc1\u3002<\/p>\n
                                                                        \u9075\u5faa\u4ee5\u4e0b\u6700\u4f73\u5b9e\u8df5\uff0c\u60a8\u5c06\u6210\u4e3a\u63d0\u793a\u5de5\u7a0b\u4e13\u5bb6\uff1a<\/p>\n
                                                                        \u63d0\u4f9b\u793a\uf9b5<\/h3>\n
                                                                        \u6700\u91cd\u8981\u7684\u6700\u4f73\u5b9e\u8df5\u662f\u5728\u63d0\u793a\u8bcd\u4e2d\u5305\u542b\u793a\u4f8b\uff08\u5355\u6837\u672c\/\u5c11\u6837\u672c\uff09\u3002\u8fd9\u79cd\u65b9\u6cd5\u975e\u5e38\u6709\u6548\uff0c\u56e0\u4e3a\u5b83\u80fd\u4f5c\u4e3a\u5f3a\u5927\u7684\u6559\u5b66\u5de5\u5177\u3002\u8fd9\u4e9b\u793a\u4f8b\u5c55\u793a\u4e86\u671f\u671b\u7684\u8f93\u51fa\u6216\u7c7b\u4f3c\u54cd\u5e94\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u4ece\u4e2d\u5b66\u4e60\u5e76\u76f8\u5e94\u5730\u8c03\u6574\u5176\u751f\u6210\u5185\u5bb9\u3002\u8fd9\u5c31\u50cf\u4e3a\u6a21\u578b\u63d0\u4f9b\u4e86\u53c2\u8003\u76ee\u6807\uff0c\u4ece\u800c\u63d0\u9ad8\u5176\u54cd\u5e94\u7684\u51c6\u786e\u6027\u3001\u98ce\u683c\u548c\u8bed\u6c14\uff0c\u4ee5\u66f4\u597d\u5730\u7b26\u5408\u60a8\u7684\u671f\u671b\u3002<\/p>\n
                                                                        \u8bbe\u8ba1\u7b80\u6d01\u539f\u5219<\/h3>\n
                                                                        \u63d0\u793a\u8bcd\u5e94\u5f53\u7b80\u6d01\u3001\u6e05\u6670\u4e14\u6613\u4e8e\u7406\u89e3\uff08\u5bf9\u60a8\u548c\u6a21\u578b\u90fd\u662f\u5982\u6b64\uff09\u3002\u6839\u636e\u7ecf\u9a8c\uff0c\u5982\u679c\u60a8\u81ea\u5df1\u90fd\u89c9\u5f97\u6df7\u4e71\uff0c\u90a3\u4e48\u6a21\u578b\u5f88\u53ef\u80fd\u4e5f\u4f1a\u611f\u5230\u56f0\u60d1\u3002\u5c3d\u91cf\u907f\u514d\u4f7f\u7528\u590d\u6742\u8bed\u8a00\uff0c\u4e0d\u8981\u63d0\u4f9b\u4e0d\u5fc5\u8981\u7684\u4fe1\u606f\u3002<\/p>\n
                                                                        \u793a\u4f8b\uff1a<\/p>\n
                                                                          \n
                                                                        • \u6539\u5199\u524d\uff1a<\/strong>\u201c\u6211\u73b0\u5728\u6b63\u5728\u7ebd\u7ea6\u65c5\u6e38\uff0c\u60f3\u4e86\u89e3\u4e00\u4e9b\u597d\u53bb\u5904\u3002\u6211\u5e26\u7740\u4e24\u4e2a3\u5c81\u7684\u5b69\u5b50\u3002\u6211\u4eec\u5047\u671f\u8be5\u53bb\u54ea\u91cc\uff1f\u201d<\/li>\n
                                                                        • \u6539\u5199\u540e\uff1a\u201d\u626e\u6f14\u65c5\u6e38\u5411\u5bfc\u7684\u89d2\u8272\u3002\u63a8\u8350\u9002\u54083\u5c81\u513f\u7ae5\u7684\u7ebd\u7ea6\u66fc\u54c8\u987f\u65c5\u6e38\u666f\u70b9\u3002\u201d<\/li>\n<\/ul>\n
                                                                          \u5efa\u8bae\u4f7f\u7528\u52a8\u4f5c\u52a8\u8bcd\uff1a<\/p>\n
                                                                          \u884c\u52a8\u3001\u5206\u6790\u3001\u5206\u7c7b\u3001\u5bf9\u6bd4\u3001\u6bd4\u8f83\u3001\u521b\u5efa\u3001\u63cf\u8ff0\u3001\u5b9a\u4e49\u3001\u8bc4\u4f30\u3001\u63d0\u53d6\u3001\u67e5\u627e\u3001\u751f\u6210\u3001\u8bc6\u522b\u3001\u5217\u51fa\u3001\u6d4b\u91cf\u3001\u7ec4\u7ec7\u3001\u89e3\u6790\u3001\u9009\u62e9\u3001\u9884\u6d4b\u3001\u63d0\u4f9b\u3001\u6392\u5e8f\u3001\u63a8\u8350\u3001\u8fd4\u56de\u3001\u68c0\u7d22\u3001\u6539\u5199\u3001\u9009\u62e9\u3001\u5c55\u793a\u3001\u6392\u5e8f\u3001\u603b\u7ed3\u3001\u7ffb\u8bd1\u3001\u7f16\u5199\u3002<\/p>\n
                                                                          \u660e\u786e\u8f93\u51fa\u8981\u6c42<\/h3>\n
                                                                          \u5bf9\u671f\u671b\u7684\u8f93\u51fa\u8981\u5177\u4f53\u8bf4\u660e\u3002\u7b80\u6d01\u7684\u6307\u4ee4\u53ef\u80fd\u65e0\u6cd5\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u63d0\u4f9b\u8db3\u591f\u7684\u6307\u5bfc\uff0c\u6216\u8005\u53ef\u80fd\u8fc7\u4e8e\u7b3c\u7edf\u3002\u5728\u63d0\u793a\u8bcd\u4e2d\u63d0\u4f9b\u5177\u4f53\u7ec6\u8282\uff08\u901a\u8fc7\u7cfb\u7edf\u63d0\u793a\u6216\u4e0a\u4e0b\u6587\u63d0\u793a\uff09\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u805a\u7126\u76f8\u5173\u5185\u5bb9\uff0c\u63d0\u9ad8\u6574\u4f53\u51c6\u786e\u6027\u3002<\/p>\n
                                                                          \u793a\u4f8b\uff1a<\/p>\n
                                                                            \n
                                                                          • \u6b63\u786e\u505a\u6cd5\uff1a\u201d\u751f\u6210\u4e00\u7bc73\u6bb5\u843d\u7684\u535a\u5ba2\u6587\u7ae0\uff0c\u4ecb\u7ecd\u6392\u540d\u524d5\u7684\u89c6\u9891\u6e38\u620f\u4e3b\u673a\u3002\u6587\u7ae0\u5e94\u5185\u5bb9\u7fd4\u5b9e\u3001\u5f15\u4eba\u5165\u80dc\uff0c\u5e76\u91c7\u7528\u5bf9\u8bdd\u5f0f\u98ce\u683c\u64b0\u5199\u3002\u201d<\/li>\n
                                                                          • \u9519\u8bef\u505a\u6cd5\uff1a\u201d\u751f\u6210\u4e00\u7bc7\u5173\u4e8e\u89c6\u9891\u6e38\u620f\u4e3b\u673a\u7684\u535a\u5ba2\u6587\u7ae0\u3002\u201d<\/li>\n<\/ul>\n
                                                                            \u4f18\u5148\u4f7f\u7528\u6307\u4ee4\u800c\u975e\u9650\u5236\u6761\u4ef6<\/h3>\n
                                                                            \u5728\u63d0\u793a\u5de5\u7a0b\u4e2d\uff0c\u6307\u4ee4\u4e0e\u9650\u5236\u6761\u4ef6\u5171\u540c\u5f15\u5bfc\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u8f93\u51fa\uff1a<\/p>\n
                                                                              \n
                                                                            • \u6307\u4ee4<\/strong>\uff1a\u660e\u786e\u8981\u6c42\u54cd\u5e94\u5185\u5bb9\u5e94\u9075\u5faa\u7684\u683c\u5f0f\u3001\u98ce\u683c\u6216\u5177\u4f53\u5185\u5bb9\u3002\u5176\u4f5c\u7528\u5728\u4e8e\u6307\u5bfc\u6a21\u578b\u201d\u5e94\u5f53\u5982\u4f55\u751f\u6210\u201d\u5185\u5bb9\u3002<\/li>\n
                                                                            • \u9650\u5236\u6761\u4ef6<\/strong>\uff1a\u8bbe\u5b9a\u54cd\u5e94\u5185\u5bb9\u7684\u8fb9\u754c\u4e0e\u7981\u5fcc\u3002\u5176\u4f5c\u7528\u5728\u4e8e\u7ea6\u675f\u6a21\u578b\u201d\u4e0d\u5f97\u6d89\u53ca\u201d\u7684\u5185\u5bb9\u8303\u7574\u3002<\/li>\n<\/ul>\n
                                                                              \u8d8a\u6765\u8d8a\u591a\u7684\u7814\u7a76\u8868\u660e\uff0c\u5728\u63d0\u793a\u5de5\u7a0b\u4e2d\uff0c\u4e13\u6ce8\u4e8e\u6b63\u5411\u6307\u5bfc\u6bd4\u8fc7\u5ea6\u4f9d\u8d56\u9650\u5236\u6761\u4ef6\u66f4\u6709\u6548\u3002\u8fd9\u79cd\u65b9\u6cd5\u7b26\u5408\u4eba\u7c7b\u66f4\u559c\u6b22\u63a5\u53d7\u79ef\u6781\u6307\u5bfc\u800c\u975e\u7981\u6b62\u4e8b\u9879\u5217\u8868\u7684\u5fc3\u7406\u7279\u5f81\u3002<\/p>\n
                                                                              \u6307\u5bfc\u76f4\u63a5\u4f20\u8fbe\u4e86\u671f\u671b\u7684\u7ed3\u679c\uff0c\u800c\u9650\u5236\u6761\u4ef6\u53ef\u80fd\u4f1a\u8ba9\u6a21\u578b\u731c\u6d4b\u4ec0\u4e48\u662f\u88ab\u5141\u8bb8\u7684\u3002\u5b83\u80fd\u5728\u5b9a\u4e49\u7684\u8303\u56f4\u5185\u63d0\u4f9b\u7075\u6d3b\u6027\u5e76\u9f13\u52b1\u521b\u9020\u6027\uff0c\u800c\u9650\u5236\u6761\u4ef6\u53ef\u80fd\u4f1a\u9650\u5236\u6a21\u578b\u7684\u6f5c\u529b\u3002\u6b64\u5916\uff0c\u9650\u5236\u6761\u4ef6\u5217\u8868\u4e4b\u95f4\u53ef\u80fd\u4f1a\u76f8\u4e92\u51b2\u7a81\u3002<\/p>\n
                                                                              \u9650\u5236\u6761\u4ef6\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u4ecd\u7136\u6709\u4ef7\u503c\uff0c\u4f8b\u5982\u9700\u8981\u9632\u6b62\u6a21\u578b\u751f\u6210\u6709\u5bb3\u6216\u6709\u504f\u89c1\u7684\u5185\u5bb9\uff0c\u6216\u8005\u9700\u8981\u4e25\u683c\u7684\u8f93\u51fa\u683c\u5f0f\u6216\u98ce\u683c\u65f6\u3002<\/p>\n
                                                                              \u5982\u679c\u53ef\u80fd\uff0c\u8bf7\u4f7f\u7528\u6b63\u5411\u6307\u5bfc\uff1a\u4e0e\u5176\u544a\u8bc9\u6a21\u578b\u4e0d\u8981\u505a\u4ec0\u4e48\uff0c\u4e0d\u5982\u544a\u8bc9\u5b83\u5e94\u8be5\u505a\u4ec0\u4e48\u3002\u8fd9\u53ef\u4ee5\u907f\u514d\u6df7\u6dc6\u5e76\u63d0\u9ad8\u8f93\u51fa\u7684\u51c6\u786e\u6027\u3002<\/p>\n
                                                                                \n
                                                                              • \u6b63\u786e\u505a\u6cd5<\/strong>\uff1a\u751f\u6210\u4e00\u6bb5\u5173\u4e8e\u6392\u540d\u524d5\u7684\u89c6\u9891\u6e38\u620f\u4e3b\u673a\u7684\u535a\u5ba2\u6bb5\u843d\u3002\u4ec5\u8ba8\u8bba\u6e38\u620f\u4e3b\u673a\u3001\u5236\u9020\u5546\u3001\u53d1\u5e03\u5e74\u4efd\u548c\u603b\u9500\u91cf\u3002<\/li>\n
                                                                              • \u9519\u8bef\u505a\u6cd5<\/strong>\uff1a\u751f\u6210\u4e00\u6bb5\u5173\u4e8e\u6392\u540d\u524d5\u7684\u89c6\u9891\u6e38\u620f\u4e3b\u673a\u7684\u535a\u5ba2\u6bb5\u843d\u3002\u4e0d\u8981\u5217\u51fa\u6e38\u620f\u540d\u79f0\u3002<\/li>\n<\/ul>\n
                                                                                \u4f5c\u4e3a\u6700\u4f73\u5b9e\u8df5\uff0c\u9996\u5148\u5e94\u4f18\u5148\u8003\u8651\u6307\u4ee4\uff0c\u660e\u786e\u6307\u51fa\u60a8\u5e0c\u671b\u6a21\u578b\u505a\uf9fd\u4e48\uff0c\u5e76\u4e14\u4ec5\u5728\u5fc5\u8981\u65f6\u51fa\u4e8e\u5b89\u5168\u3001\u6e05\u6670\u6216\u7279\u5b9a\u8981\u6c42\u4f7f\u7528\u7ea6\u675f\u3002\u8fdb\ufa08\u5b9e\u9a8c\u548c\u8fed\u4ee3\uff0c\u6d4b\u8bd5\u6307\u4ee4\u548c\u7ea6\u675f\u7684\uf967\u540c\u7ec4\u5408\uff0c\u627e\u5230\u6700\u9002\u5408\u60a8\u7279\u5b9a\u4efb\u52a1\u7684\u65b9\u6cd5\uff0c\u5e76\u8bb0\u5f55\u8fd9\u4e9b\u4fe1\u606f\u3002<\/p>\n
                                                                                \n
                                                                                \n
                                                                                \n
                                                                                \n
                                                                                \u63a7<\/span>\u5236<\/span>\u6700<\/span>\u5927<\/span>token<\/span>\u957f<\/span>\u5ea6<\/span><\/h3>\n
                                                                                \u8981<\/span>\u63a7<\/span>\u5236<\/span>LL<\/span>M<\/span>\u751f<\/span>\u6210<\/span>\u54cd<\/span>\u5e94<\/span>\u7684<\/span>\u957f<\/span>\u5ea6<\/span>\uff0c<\/span>\u5728<\/span>\u914d<\/span>\u7f6e<\/span>\u4e2d<\/span>\u8bbe<\/span>\u7f6e<\/span>\u6700<\/span>\u5927<\/span>token<\/span>\u9650<\/span>\u5236<\/span>\uff0c<\/span>\u6216<\/span>\u5728<\/span>\u63d0<\/span>\u793a<\/span>\u4e2d<\/span>\u660e<\/span>\u786e<\/span>\u8981<\/span>\u6c42<\/span>\u7279<\/span>\u5b9a<\/span>\u957f<\/span>\u5ea6<\/span>\u3002<\/span><\/p>\n
                                                                                \u4f8b<\/span>\u5982<\/span>\uff1a<\/span>\u00a0<\/span>\u201c<\/span>\u7528<\/span>\u4e00<\/span>\u6761<\/span>\u63a8<\/span>\u6587<\/span>\u7684<\/span>\u957f<\/span>\u5ea6<\/span>\u89e3<\/span>\u91ca<\/span>\u91cf<\/span>\u5b50<\/span>\u7269<\/span>\u7406<\/span>\u5b66<\/span>\u3002<\/span>\u201c<\/span><\/p>\n
                                                                                \u5728\u63d0\u793a\u4e2d\u4f7f\u7528\u53d8\uf97e<\/h3>\n
                                                                                \u8981\u91cd\u590d\u4f7f\u7528\u63d0\u793a\u8bcd\u5e76\u4f7f\u5176\u66f4\u5177\u52a8\u6001\u6027\uff0c\u53ef\u4ee5\u5728\u63d0\u793a\u8bcd\u4e2d\u4f7f\u7528\u53d8\u91cf\uff0c\u8fd9\u4e9b\u53d8\u91cf\u53ef\u4ee5\u6839\u636e\u4e0d\u540c\u8f93\u5165\u8fdb\u884c\u66f4\u6539\u3002\u4f8b\u5982\uff0c\u5982\u886820\u6240\u793a\uff0c\u4e00\u4e2a\u63d0\u4f9b\u57ce\u5e02\u76f8\u5173\u4fe1\u606f\u7684\u63d0\u793a\u8bcd\u3002\u4e0e\u5176\u5728\u63d0\u793a\u8bcd\u4e2d\u786c\u7f16\u7801\u57ce\u5e02\u540d\u79f0\uff0c\u4e0d\u5982\u4f7f\u7528\u53d8\u91cf\u3002\u901a\u8fc7\u4f7f\u7528\u53d8\u91cf\u53ef\u4ee5\u907f\u514d\u91cd\u590d\u64cd\u4f5c\uff0c\u4ece\u800c\u8282\u7701\u65f6\u95f4\u548c\u7cbe\u529b\u3002\u5982\u679c\u60a8\u9700\u8981\u5728\u591a\u4e2a\u63d0\u793a\u8bcd\u4e2d\u4f7f\u7528\u76f8\u540c\u7684\u4fe1\u606f\uff0c\u53ef\u4ee5\u5c06\u5176\u5b58\u50a8\u5728\u53d8\u91cf\u4e2d\uff0c\u7136\u540e\u5728\u6bcf\u4e2a\u63d0\u793a\u8bcd\u4e2d\u5f15\u7528\u8be5\u53d8\u91cf\u3002\u5f53\u5c06\u63d0\u793a\u8bcd\u96c6\u6210\u5230\u60a8\u81ea\u5df1\u7684\u5e94\u7528\u7a0b\u5e8f\u4e2d\u65f6\uff0c\u8fd9\u79cd\u505a\u6cd5\u975e\u5e38\u6709\u610f\u4e49\u3002<\/p>\n
                                                                                \n\n\n\n\n\n
                                                                                Prompt<\/th>\n\n
                                                                                VARIABLES<\/p>\n
                                                                                {city} = \u201cAmsterdam\u201d<\/p>\n
                                                                                PROMPT<\/p>\n
                                                                                You are a travel guide. Tell me a fact about the city: {city}<\/p>\n<\/th>\n<\/tr>\n<\/thead>\n
                                                                                Output<\/td>\n\u963f\u59c6\u65af\u7279\uf95e\u662f\u4e00\u4e2a\u62e5\u6709\u8fd0\u6cb3\u3001\u6865\uf97a\u548c\u72ed\u7a84\u8857\u9053\u7684\u7f8e\u4e3d\u57ce\u5e02\u3002\u5b83\u662f\u4e00\u4e2a\u5386\u53f2\u4e30\u5bcc\u3001\u6587\u5316\u6df1\u539a\u3001\u591c\u751f\u6d3b\u4e30\u5bcc\u7684\u7edd\u4f73\u65c5\u6e38\u5730\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n
                                                                                \u8868 20. \u5728\u63d0\u793a\u4e2d\u4f7f\u7528\u53d8\uf97e<\/p>\n
                                                                                \u5c1d\u8bd5\uf967\u540c\u7684\u8f93\u5165\u683c\u5f0f\u548c\u5199\u4f5c\u98ce\u683c<\/h3>\n
                                                                                \u4e0d\u540c\u7684\u6a21\u578b\u3001\u6a21\u578b\u914d\u7f6e\u3001\u63d0\u793a\u8bcd\u683c\u5f0f\u3001\u63aa\u8f9e\u9009\u62e9\u548c\u63d0\u4ea4\u65b9\u5f0f\u53ef\u80fd\u4ea7\u751f\u4e0d\u540c\u7684\u7ed3\u679c\u3002\u56e0\u6b64\uff0c\u6709\u5fc5\u8981\u5bf9\u63d0\u793a\u8bcd\u7684\u5c5e\u6027\u8fdb\u884c\u5b9e\u9a8c\uff0c\u5305\u62ec\u98ce\u683c\u3001\u63aa\u8f9e\u548c\u63d0\u793a\u7c7b\u578b\uff08\u96f6\u6837\u672c\u3001\u5c11\u6837\u672c\u3001\u7cfb\u7edf\u63d0\u793a\uff09\u3002<\/p>\n
                                                                                \u4f8b\u5982\uff0c\u8981\u751f\u6210\u5173\u4e8e\u9769\u547d\u6027\u6e38\u620f\u4e3b\u673a\u4e16\u5609Dreamcast\u7684\u6587\u672c\uff0c\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u4e0d\u540c\u5f62\u5f0f\u8868\u8fbe\uff0c\u4ece\u800c\u4ea7\u751f\u4e0d\u540c\u7684\u8f93\u51fa\uff1a<\/p>\n
                                                                                  \n
                                                                                • \u63d0\u95ee\u5f0f<\/strong>\uff1a\u4e16\u5609Dreamcast\u662f\u4ec0\u4e48\uff1f\u4e3a\u4ec0\u4e48\u5b83\u662f\u4e00\u6b3e\u9769\u547d\u6027\u7684\u6e38\u620f\u4e3b\u673a\uff1f<\/li>\n
                                                                                • \u9648\u8ff0\u5f0f<\/strong>\uff1a\u4e16\u5609Dreamcast\u662f\u7531\u4e16\u5609\u4e8e1999\u5e74\u53d1\u5e03\u7684\u7b2c\u516d\u4ee3\u6e38\u620f\u4e3b\u673a\u3002\u5b83\u2026<\/li>\n
                                                                                • \u6307\u4ee4\u5f0f<\/strong>\uff1a\u5199\u4e00\u6bb5\u8bdd\u63cf\u8ff0\u4e16\u5609Dreamcast\u6e38\u620f\u4e3b\u673a\uff0c\u5e76\u89e3\u91ca\u5b83\u4e3a\u4f55\u5982\u6b64\u5177\u6709\u9769\u547d\u6027\u3002<\/li>\n<\/ul>\n
                                                                                  \u5c11\u6837\u672c\u63d0\u793a\u7684\u5206\u7c7b\u4efb\u52a1\u6280\u5de7<\/h3>\n
                                                                                  \u5bf9\u4e8e\u5c11\u6837\u672c\u63d0\u793a\u7684\u5206\u7c7b\u4efb\u52a1\uff0c\u5e94\u5f53\u6df7\u5408\u4e0d\u540c\u7c7b\u522b\u7684\u6837\u672c\u3002<\/p>\n
                                                                                  \u4e00\u822c\u6765\u8bf4\uff0c\u5c11\u6837\u672c\u793a\u4f8b\u7684\u987a\u5e8f\u5f71\u54cd\u4e0d\u5927\u3002\u4f46\u5728\u5206\u7c7b\u4efb\u52a1\u4e2d\uff0c\u8bf7\u786e\u4fdd\u5728\u5c11\u6837\u672c\u793a\u4f8b\u4e2d\u6df7\u5408\u4e0d\u540c\u7684\u54cd\u5e94\u7c7b\u522b\u3002\u5426\u5219\u53ef\u80fd\u4f1a\u8fc7\u5ea6\u62df\u5408\u7279\u5b9a\u793a\u4f8b\u987a\u5e8f\u3002\u901a\u8fc7\u6df7\u5408\u53ef\u80fd\u7684\u54cd\u5e94\u7c7b\u522b\uff0c\u53ef\u4ee5\u786e\u4fdd\u6a21\u578b\u5b66\u4e60\u8bc6\u522b\u6bcf\u4e2a\u7c7b\u522b\u7684\u5173\u952e\u7279\u5f81\uff0c\u800c\u4e0d\u662f\u7b80\u5355\u5730\u8bb0\u5fc6\u793a\u4f8b\u987a\u5e8f\u3002\u8fd9\u5c06\u4f7f\u6a21\u578b\u5728\u672a\u89c1\u6570\u636e\u4e0a\u8868\u73b0\u66f4\u52a0\u7a33\u5065\u548c\u5177\u6709\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n
                                                                                  \u4e00\u4e2a\u597d\u7684\u7ecf\u9a8c\u6cd5\u5219\u662f\u4ece 6 \u4e2a\u5c11\uf97e\u793a\uf9b5\u5f00\u59cb\uff0c\u5e76\u6d4b\u8bd5\u51c6\u786e\u6027\u3002<\/p>\n
                                                                                  \u9002\u5e94\u6a21\u578b\uf901\u65b0<\/h3>\n
                                                                                  \u5fc5\u987b\u53ca\u65f6\u638c\u63e1\u6a21\u578b\u67b6\u6784\u53d8\u66f4\u3001\u65b0\u589e\u6570\u636e\u548c\u529f\u80fd\u66f4\u65b0\u3002\u5c1d\u8bd5\u4f7f\u7528\u66f4\u65b0\u7684\u6a21\u578b\u7248\u672c\uff0c\u5e76\u8c03\u6574\u63d0\u793a\u8bcd\u4ee5\u66f4\u597d\u5730\u5229\u7528\u65b0\u6a21\u578b\u7279\u6027\u3002\u50cfVertex AI Studio\u8fd9\u6837\u7684\u5de5\u5177\u975e\u5e38\u9002\u5408\u5b58\u50a8\u3001\u6d4b\u8bd5\u548c\u8bb0\u5f55\u4e0d\u540c\u7248\u672c\u7684\u63d0\u793a\u8bcd\u3002<\/p>\n
                                                                                  \u5c1d\u8bd5\u4e0d\u540c\u7684\u8f93\u51fa\u683c\u5f0f<\/h3>\n
                                                                                  \u9664\u4e86\u63d0\u793a\u8bcd\u7684\u8f93\u5165\u683c\u5f0f\u5916\uff0c\u8fd8\u5e94\u5c1d\u8bd5\u4e0d\u540c\u7684\u8f93\u51fa\u683c\u5f0f\u3002\u5bf9\u4e8e\u6570\u636e\u63d0\u53d6\u3001\u9009\u62e9\u3001\u89e3\u6790\u3001\u6392\u5e8f\u3001\u6392\u540d\u6216\u5206\u7c7b\u7b49\u975e\u521b\u9020\u6027\u4efb\u52a1\uff0c\u53ef\u4ee5\u5c1d\u8bd5\u8ba9\u8f93\u51fa\u4ee5\u7ed3\u6784\u5316\u683c\u5f0f\uff08\u5982JSON\u6216XML\uff09\u8fd4\u56de\u3002<\/p>\n
                                                                                  \u4ece\u63d0\u793a\u8bcd\u4e2d\u8fd4\u56deJSON\u5bf9\u8c61\u6709\u4ee5\u4e0b\u4f18\u52bf\uff1a\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u65e0\u9700\u624b\u52a8\u521b\u5efaJSON\u683c\u5f0f\uff0c\u6570\u636e\u53ef\u4ee5\u76f4\u63a5\u6309\u6392\u5e8f\u987a\u5e8f\u8fd4\u56de\uff08\u5728\u5904\u7406\u65e5\u671f\u65f6\u95f4\u5bf9\u8c61\u65f6\u7279\u522b\u65b9\u4fbf\uff09\u3002\u6700\u91cd\u8981\u7684\u662f\uff0c\u901a\u8fc7\u8981\u6c42JSON\u683c\u5f0f\uff0c\u53ef\u4ee5\u5f3a\u5236\u6a21\u578b\u751f\u6210\u7ed3\u6784\u5316\u8f93\u51fa\uff0c\u51cf\u5c11\u5e7b\u89c9\u5185\u5bb9\u7684\u4ea7\u751f\u3002<\/p>\n
                                                                                  \u603b\u7ed3\u6765\u8bf4\uff0c\u4f7f\u7528 JSON \u4f5c\u4e3a\u8f93\u51fa\u683c\u5f0f\u7684\u597d\u5904\uff1a<\/p>\n
                                                                                    \n
                                                                                  • \u59cb\u7ec8\u4ee5\u7edf\u4e00\u683c\u5f0f\u8fd4\u56de\u6570\u636e<\/li>\n
                                                                                  • \u00a0\u7cbe\u51c6\u805a\u7126\u76ee\u6807\u6570\u636e\u5185\u5bb9<\/li>\n
                                                                                  • \u964d<\/span>\u4f4e<\/span>\u5e7b<\/span>\u89c9<\/span>\u4ea7<\/span>\u751f<\/span>\u6982<\/span>\u7387<\/span>\u00a0<\/span><\/li>\n
                                                                                  • \u4fdd<\/span>\u6301<\/span>\u6570<\/span>\u636e<\/span>\u5173<\/span>\u8054<\/span>\u6027<\/span>\u00a0<\/span><\/li>\n
                                                                                  • \u81ea<\/span>\u52a8<\/span>\u83b7<\/span>\u53d6<\/span>\u6570<\/span>\u636e<\/span>\u7c7b<\/span>\u578b<\/span>\u00a0<\/span><\/li>\n
                                                                                  • \u652f<\/span>\u6301<\/span>\u6392<\/span>\u5e8f<\/span>\u529f<\/span>\u80fd<\/span><\/li>\n<\/ul>\n
                                                                                    \u5728\u5c11\u6837\u672c\u63d0\u793a\u90e8\u5206\uff0c\u8868 4 \u5c55\u793a\uf9ba\u5982\u4f55\u8fd4\u56de\u7ed3\u6784\u5316\u8f93\u51fa\u7684\u793a\uf9b5\u3002<\/p>\n
                                                                                    JSON \u4fee\u590d<\/h3>\n
                                                                                    \u867d\u7136\u4ee5JSON\u683c\u5f0f\u8fd4\u56de\u6570\u636e\u5177\u6709\u8bf8\u591a\u4f18\u52bf\uff0c\u4f46\u4e5f\u5b58\u5728\u4e00\u4e9b\u7f3a\u70b9\u3002JSON\u7684\u7ed3\u6784\u5316\u7279\u6027\u867d\u7136\u6709\u5229\u4e8e\u89e3\u6790\u548c\u5e94\u7528\u96c6\u6210\uff0c\u4f46\u76f8\u6bd4\u7eaf\u6587\u672c\u9700\u8981\u6d88\u8017\u66f4\u591a\u7684token\uff0c\u8fd9\u4f1a\u5bfc\u81f4\u5904\u7406\u65f6\u95f4\u589e\u52a0\u548c\u6210\u672c\u4e0a\u5347\u3002\u6b64\u5916\uff0cJSON\u7684\u5197\u957f\u7279\u6027\u5f88\u5bb9\u6613\u5360\u6ee1\u6574\u4e2a\u8f93\u51fa\u7a97\u53e3\uff0c\u5f53\u751f\u6210\u5185\u5bb9\u56e0token\u9650\u5236\u88ab\u7a81\u7136\u622a\u65ad\u65f6\uff0c\u8fd9\u4e00\u95ee\u9898\u5c24\u4e3a\u7a81\u51fa\u3002\u8fd9\u79cd\u622a\u65ad\u901a\u5e38\u4f1a\u5bfc\u81f4JSON\u683c\u5f0f\u65e0\u6548\u2014\u2014\u7f3a\u5931\u5173\u952e\u7684\u95ed\u5408\u62ec\u53f7\u6216\u4e2d\u62ec\u53f7\uff0c\u4ece\u800c\u4f7f\u8f93\u51fa\u65e0\u6cd5\u4f7f\u7528\u3002\u5e78\u8fd0\u7684\u662f\uff0c\u50cfjson-repair\u8fd9\u6837\u7684\u5de5\u5177\u5e93\uff08\u53ef\u901a\u8fc7PyPI\u83b7\u53d6\uff09\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\u975e\u5e38\u6709\u7528\u3002\u8be5\u5e93\u80fd\u667a\u80fd\u5730\u5c1d\u8bd5\u81ea\u52a8\u4fee\u590d\u4e0d\u5b8c\u6574\u6216\u683c\u5f0f\u9519\u8bef\u7684JSON\u5bf9\u8c61\uff0c\u4f7f\u5176\u6210\u4e3a\u5904\u7406\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684JSON\u6570\u636e\u65f6\u7684\u91cd\u8981\u5de5\u5177\uff0c\u7279\u522b\u662f\u5728\u5e94\u5bf9\u53ef\u80fd\u51fa\u73b0\u7684\u622a\u65ad\u95ee\u9898\u65f6\u5c24\u5176\u6709\u6548\u3002<\/p>\n
                                                                                    \u4f7f\u7528\u6a21\u5f0f<\/h3>\n
                                                                                    \u6b63\u5982\u672c\u6587\u591a\u6b21\u63d0\u5230\u7684\uff0c\u4f7f\u7528\u7ed3\u6784\u5316JSON\u4f5c\u4e3a\u8f93\u51fa\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u89e3\u51b3\u65b9\u6848\u3002\u4f46\u8f93\u5165\u5462\uff1f\u867d\u7136JSON\u975e\u5e38\u9002\u5408\u6784\u5efaLLM\u751f\u6210\u7684\u8f93\u51fa\u7ed3\u6784\uff0c\u4f46\u5b83\u5bf9\u4e8e\u6784\u5efa\u60a8\u63d0\u4f9b\u7684\u8f93\u5165\u6570\u636e\u4e5f\u540c\u6837\u975e\u5e38\u6709\u7528\u3002\u8fd9\u5c31\u662fJSON Schema\u53d1\u6325\u4f5c\u7528\u7684\u5730\u65b9\u3002JSON Schema\u5b9a\u4e49\u4e86\u60a8\u8f93\u5165\u7684JSON\u6570\u636e\u7684\u9884\u671f\u7ed3\u6784\u548c\u6570\u636e\u7c7b\u578b\u3002\u901a\u8fc7\u63d0\u4f9b\u4e00\u4e2aschema\uff0c\u60a8\u4e3aLLM\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6e05\u6670\u7684\u6570\u636e\u84dd\u56fe\uff0c\u5e2e\u52a9\u5b83\u805a\u7126\u4e8e\u76f8\u5173\u4fe1\u606f\uff0c\u5e76\u964d\u4f4e\u8bef\u89e3\u8f93\u5165\u7684\u98ce\u9669\u3002\u6b64\u5916\uff0cschema\u8fd8\u80fd\u5e2e\u52a9\u5efa\u7acb\u4e0d\u540c\u6570\u636e\u7247\u6bb5\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u751a\u81f3\u901a\u8fc7\u5305\u542b\u7279\u5b9a\u683c\u5f0f\u7684\u65e5\u671f\u6216\u65f6\u95f4\u6233\u5b57\u6bb5\uff0c\u4f7fLLM\u5177\u5907\u201d\u65f6\u95f4\u611f\u77e5\u201d\u80fd\u529b\u3002<\/p>\n
                                                                                    \u4e00\u4e2a\u7b80\u5355\u7684\uf9b5\u5b50\uff1a\u8ba9\u6211\u4eec\u5047\u8bbe\u60a8\u60f3\u4f7f\u7528\u4e00\u4e2a\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08 LLM \uff09\u6765\u751f\u6210\u7535\u5b50\u5546\u52a1\u76ee\u5f55\u4e2d\u4ea7\u54c1\u7684\u63cf\u8ff0\u3002\u9664\uf9ba\u63d0\u4f9b\u4ea7\u54c1\u7684\u6587\u672c\u63cf\u8ff0\u5916\uff0c\u60a8\u8fd8\u53ef\u4ee5\u4f7f\u7528 JSON \u6a21\u5f0f\u6765\u5b9a\u4e49\u4ea7\u54c1\u7684\u5c5e\u6027\uff1a<\/p>\n
                                                                                    \n
                                                                                    {<\/span>    \"type\"<\/span>:<\/span> \"object\"<\/span>,<\/span>    \"properties\"<\/span>:<\/span> {<\/span>      \"name\"<\/span>:<\/span> {<\/span> \"type\"<\/span>:<\/span> \"string\"<\/span>,<\/span> \"description\"<\/span>:<\/span> \"Product name\"<\/span> }<\/span>,<\/span>      \"category\"<\/span>:<\/span> {<\/span> \"type\"<\/span>:<\/span> \"string\"<\/span>,<\/span> \"description\"<\/span>:<\/span> \"Product category\"<\/span> }<\/span>,<\/span>      \"price\"<\/span>:<\/span> {<\/span> \"type\"<\/span>:<\/span> \"number\"<\/span>,<\/span> \"format\"<\/span>:<\/span> \"float\"<\/span>,<\/span> \"description\"<\/span>:<\/span> \"Product price\"<\/span> }<\/span>,<\/span>      \"features\"<\/span>:<\/span> {<\/span>        \"type\"<\/span>:<\/span> \"array\"<\/span>,<\/span>        \"items\"<\/span>:<\/span> {<\/span> \"type\"<\/span>:<\/span> \"string\"<\/span> }<\/span>,<\/span>        \"description\"<\/span>:<\/span> \"Key features of the product\"<\/span>      }<\/span>,<\/span>      \"release_date\"<\/span>:<\/span> {<\/span> \"type\"<\/span>:<\/span> \"string\"<\/span>,<\/span> \"format\"<\/span>:<\/span> \"date\"<\/span>,<\/span> \"description\"<\/span>:<\/span> \"Date the product was released\"<\/span> }<\/span>    }<\/span>  }<\/span><\/code><\/pre>\n<\/p><\/div>\n
                                                                                    \u4ee3\u7801\u7247\u6bb5 5. \u7ed3\u6784\u5316\u8f93\u51fa\u6a21\u5f0f\u7684\u5b9a\u4e49<\/p>\n
                                                                                    \u7136\u540e\uff0c\u60a8\u53ef\u4ee5\u63d0\u4f9b\u7b26\u5408\u6b64\u67b6\u6784\u7684\u5b9e\u9645\u4ea7\u54c1\u6570\u636e\uff0c\u4f5c\u4e3a JSON \u5bf9\u8c61\uff1a<\/p>\n
                                                                                    \n
                                                                                    {<\/span>    \"name\"<\/span>:<\/span> \"Wireless Headphones\"<\/span>,<\/span>    \"category\"<\/span>:<\/span> \"Electronics\"<\/span>,<\/span>    \"price\"<\/span>:<\/span> 99.99<\/span>,<\/span>    \"features\"<\/span>:<\/span> [<\/span>\"Noise cancellation\"<\/span>,<\/span> \"Bluetooth 5.0\"<\/span>,<\/span> \"20-hour battery life\"<\/span>]<\/span>,<\/span>    \"release_date\"<\/span>:<\/span> \"2023-10-27\"<\/span>  }<\/span><\/code><\/pre>\n<\/p><\/div>\n
                                                                                    \u4ee3\u7801\u7247\u6bb5 6. LLM \u7684\u683c\u5f0f\u5316\u8f93\u51fa<\/p>\n
                                                                                    \u901a\u8fc7\u9884\u5904\u7406\u6570\u636e\u5e76\u4ec5\u63d0\u4f9b\u6a21\u5f0f\u548c\u6570\u636e\u800c\u975e\u5b8c\u6574\u6587\u6863\uff0c\u60a8\u53ef\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u660e\u786e\u5c55\u793a\u4ea7\u54c1\u7684\u5404\u9879\u5c5e\u6027\uff08\u5305\u62ec\u53d1\u5e03\u65e5\u671f\uff09\uff0c\u4ece\u800c\u5927\u5e45\u63d0\u9ad8\u751f\u6210\u63cf\u8ff0\u7684\u51c6\u786e\u6027\u548c\u76f8\u5173\u6027\u3002\u8fd9\u79cd\u7ed3\u6784\u5316\u8f93\u5165\u65b9\u6cd5\u80fd\u7cbe\u51c6\u5f15\u5bfc\u5927\u8bed\u8a00\u6a21\u578b\u5173\u6ce8\u5173\u952e\u5b57\u6bb5\uff0c\u5728\u5904\u7406\u6d77\u91cf\u6570\u636e\u6216\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u96c6\u6210\u81f3\u590d\u6742\u5e94\u7528\u65f6\u5c24\u4e3a\u91cd\u8981\u3002<\/p>\n
                                                                                    \u63d0\u793a\u5de5\u7a0b\u5e08\u534f\u540c\u5b9e\u9a8c\u65b9\u6848<\/h3>\n
                                                                                    \u5f53\u9700\u8981\u5f00\u53d1\u4f18\u8d28\u63d0\u793a\u65f6\uff0c\u5efa\u8bae\u7ec4\u5efa\u591a\u4eba\u534f\u4f5c\u56e2\u961f\u3002\u5728\u5168\u5458\u9075\u5faa\u672c\u7ae0\u6700\u4f73\u5b9e\u8df5\u7684\u524d\u63d0\u4e0b\uff0c\u60a8\u5c06\u89c2\u5bdf\u5230\u4e0d\u540c\u63d0\u793a\u65b9\u6848\u95f4\u7684\u6027\u80fd\u5dee\u5f02\u3002<\/p>\n
                                                                                    CoT \u6700\u4f73\u5b9e\u8df5<\/h3>\n
                                                                                    \u5fc5\u987b\u5c06\u7b54\u6848\u653e\u5728\u63a8\u7406\u8fc7\u7a0b\u4e4b\u540e\uff0c\u56e0\u4e3a\u63a8\u7406\u8fc7\u7a0b\u7684\u751f\u6210\u4f1a\u6539\u53d8\u6a21\u578b\u9884\u6d4b\u6700\u7ec8\u7b54\u6848\u65f6\u63a5\u6536\u5230\u7684token\u3002<\/p>\n
                                                                                    \u4f7f\u7528CoT\u548c\u81ea\u6211\u4e00\u81f4\u6027\u65b9\u6cd5\u65f6\uff0c\u9700\u8981\u80fd\u591f\u4ece\u63d0\u793a\u4e2d\u63d0\u53d6\u6700\u7ec8\u7b54\u6848\uff0c\u5e76\u5c06\u5176\u4e0e\u63a8\u7406\u8fc7\u7a0b\u5206\u79bb\u3002<\/p>\n
                                                                                    \u5bf9\u4e8eCoT\u63d0\u793a\uff0c\u6e29\u5ea6\u53c2\u6570\u5e94\u8bbe\u7f6e\u4e3a0\u3002<\/p>\n
                                                                                    \u601d\u7ef4\u94fe\u63d0\u793a\u57fa\u4e8e\u8d2a\u5a6a\u89e3\u7801\u7b56\u7565\uff0c\u5373\u6839\u636e\u8bed\u8a00\u6a21\u578b\u5206\u914d\u7684\u6700\u9ad8\u6982\u7387\u9884\u6d4b\u5e8f\u5217\u4e2d\u7684\u4e0b\u4e00\u4e2a\u8bcd\u3002\u4e00\u822c\u6765\u8bf4\uff0c\u5f53\u4f7f\u7528\u63a8\u7406\u5f97\u51fa\u6700\u7ec8\u7b54\u6848\u65f6\uff0c\u5f88\u53ef\u80fd\u53ea\u6709\u4e00\u4e2a\u6b63\u786e\u7b54\u6848\u3002\u56e0\u6b64\u6e29\u5ea6\u53c2\u6570\u5e94\u59cb\u7ec8\u8bbe\u4e3a0\u3002<\/p>\n
                                                                                    \u8be6\u7ec6\u8bb0\u5f55\u63d0\u793a\u5c1d\u8bd5<\/h3>\n
                                                                                    \u867d\u7136\u672c\u7ae0\u524d\u6587\u5df2\u63d0\u53ca\uff0c\u4f46\u6211\u4eec\u5fc5\u987b\u518d\u6b21\u5f3a\u8c03\u5176\u91cd\u8981\u6027\uff0c\u8bf7\u5b8c\u6574\u8be6\u7ec6\u5730\u8bb0\u5f55\u60a8\u7684\u63d0\u793a\u5c1d\u8bd5\uff0c\u8fd9\u6837\u624d\u80fd\u6301\u7eed\u4e86\u89e3\u54ea\u4e9b\u65b9\u6cd5\u6709\u6548\u3001\u54ea\u4e9b\u65e0\u6548\u3002<\/p>\n
                                                                                    \u63d0\u793a\u8f93\u51fa\u53ef\u80fd\u5728\uf967\u540c\u6a21\u578b\u3001\uf967\u540c\u91c7\u6837\u8bbe\u7f6e\u4ee5\u53ca\u540c\u4e00\u6a21\u578b\u7684\uf967\u540c\u7248\u672c\u4e4b\u95f4\u6709\u6240\uf967\u540c\u3002\u6b64\u5916\uff0c\u5373\u4f7f\u5728\u540c\u4e00\u6a21\u578b\u7684\u76f8\u540c\u63d0\u793a\u4e0b\uff0c\u8f93\u51fa\uf906\u5b50\u7ed3\u6784\u548c\u8bcd\u8bed\u9009\u62e9\u4e5f\u53ef\u80fd\u5b58\u5728\u7ec6\u5fae\u5dee\u5f02\u3002\uff08\uf9b5\u5982\uff0c\u5982\u524d\u6240\u8ff0\uff0c\u5982\u679c\u4e24\u4e2a\u6807\u8bb0\u5177\u6709\u76f8\u540c\u7684\u9884\u6d4b\u6982\u7387\uff0c\u5219\u53ef\u80fd\u4f1a\u968f\u673a\u6253\u7834\u5e73\u5c40\u3002\u8fd9\u53ef\u80fd\u4f1a\u5f71\u54cd\u540e\u7eed\u9884\u6d4b\u7684\u6807\u8bb0\u3002\uff09<\/p>\n
                                                                                    \u6211\u4eec\u5efa\u8bae\u6309\u7167\u886821\u7684\u6a21\u677f\u521b\u5efaGoogle\u8868\u683c\u8fdb\u884c\u8bb0\u5f55\u3002\u8fd9\u79cd\u65b9\u6cd5\u7684\u4f18\u52bf\u5728\u4e8e\uff0c\u5f53\u60a8\u4e0d\u53ef\u907f\u514d\u5730\u9700\u8981\u91cd\u65b0\u5ba1\u89c6\u63d0\u793a\u5de5\u7a0b\u5de5\u4f5c\u65f6\uff08\u65e0\u8bba\u662f\u5c06\u6765\u7ee7\u7eed\u8fd9\u9879\u5de5\u4f5c\u3001\u6d4b\u8bd5\u4e0d\u540c\u6a21\u578b\u7248\u672c\u7684\u63d0\u793a\u6027\u80fd\uff0c\u8fd8\u662f\u8c03\u8bd5\u672a\u6765\u51fa\u73b0\u7684\u9519\u8bef\uff09\uff0c\u90fd\u80fd\u83b7\u5f97\u5b8c\u6574\u8bb0\u5f55\uff0c\u60a8\u4f1a\u60ca\u8bb6\u5730\u53d1\u73b0\uff0c\u5373\u4f7f\u53ea\u662f\u77ed\u6682\u4e2d\u65ad\u540e\u4e5f\u4f1a\u9057\u5fd8\u8bb8\u591a\u7ec6\u8282\u3002<\/p>\n
                                                                                    \u9664\uf9ba\u8868\u683c\u4e2d\u7684\u5b57\u6bb5\u5916\uff0c\u8ddf\u8e2a\u63d0\u793a\u7248\u672c\uff08\u8fed\u4ee3\uff09\u3001\u8bb0\u5f55\u7ed3\u679c\u662f\u5426 OK\/NOT OK\/SOMETIMES OK\u7684\u5b57\u6bb5\u4ee5\u53ca\u8bb0\u5f55\u53cd\u9988\u7684\u5b57\u6bb5\u4e5f\u975e\u5e38\u6709\u5e2e\u52a9\u3002\u5982\u679c\u4f60\u4f7f\u7528VertexAI Studio\uff0c\u8bf7\u4fdd\u5b58\u4f60\u7684\u63d0\u793a\uff08\u4f7f\u7528\u4e0e\u6587\u6863\u4e2d\uf99c\u51fa\u7684\u76f8\u540c\u540d\u79f0\u548c\u7248\u672c\uff09\uff0c\u5e76\u5728\u8868\u683c\u4e2d\u8ddf\u8e2a\u4fdd\u5b58\u63d0\u793a\u7684\u8d85\u94fe\u63a5\u3002\u8fd9\u6837\uff0c\u4f60\u53ea\u9700\u70b9\u51fb\u4e00\u4e0b\u5373\u53ef\u91cd\u65b0\u8fd0\ufa08\u4f60\u7684\u63d0\u793a\u3002<\/p>\n
                                                                                    \u5f53\u5728\u5904\uf9e4\u4e00\u4e2a retrieval augmented generation <\/i>\u7cfb\u7edf\u65f6\uff0c\u4f60\u8fd8\u5e94\u8be5\u6355\u6349\u5f71\u54cd\u5185\u5bb9\u88ab\u63d2\u5165\u5230\u63d0\u793a\u4e2d\u7684 RAG \u7cfb\u7edf\u7684\u5177\u4f53\u65b9\u9762\uff0c\u5305\u62ec\u67e5\u8be2\u3001\u5757\u8bbe\u7f6e\u3001\u5757\u8f93\u51fa\u548c\u5176\u4ed6\u4fe1\u606f\u3002<\/p>\n
                                                                                    \u5f53\u63d0\u793a\u8bcd\u8d8b\u4e8e\u5b8c\u5584\u65f6\uff0c\u5e94\u5c06\u5176\u8fc1\u79fb\u81f3\u9879\u76ee\u4ee3\u7801\u5e93\u3002\u5728\u4ee3\u7801\u5e93\u4e2d\uff0c\u63d0\u793a\u8bcd\u5e94\u4e0e\u4e1a\u52a1\u4ee3\u7801\u5206\u5f00\u5b58\u50a8\u4ee5\u4fbf\u7ef4\u62a4\u3002\u6700\u7ec8\uff0c\u7406\u60f3\u7684\u63d0\u793a\u8bcd\u5e94\u6210\u4e3a\u53ef\u8fd0\u7ef4\u7cfb\u7edf\u7684\u4e00\u90e8\u5206\uff0c\u4f5c\u4e3a\u63d0\u793a\u5de5\u7a0b\u5e08\uff0c\u60a8\u5e94\u8be5\u4f9d\u8d56\u81ea\u52a8\u5316\u6d4b\u8bd5\u548c\u8bc4\u4f30\u6d41\u7a0b\u6765\u9a8c\u8bc1\u63d0\u793a\u8bcd\u5bf9\u4efb\u52a1\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n
                                                                                    \u63d0\u793a\u5de5\u7a0b\u662f\u4e00\u4e2a\u8fed\u4ee3\u8fc7\u7a0b\u3002\u9700\u8981\u4e0d\u65ad\u8bbe\u8ba1\u6d4b\u8bd5\u4e0d\u540c\u63d0\u793a\u3001\u5206\u6790\u5e76\u8bb0\u5f55\u7ed3\u679c\uff0c\u6839\u636e\u6a21\u578b\u8868\u73b0\u4f18\u5316\u63d0\u793a\u8bcd\uff0c\u6301\u7eed\u5b9e\u9a8c\u76f4\u81f3\u83b7\u5f97\u7406\u60f3\u8f93\u51fa\u3002\u5f53\u66f4\u6362\u6a21\u578b\u6216\u8c03\u6574\u914d\u7f6e\u65f6\uff0c\u5e94\u91cd\u65b0\u6d4b\u8bd5\u4e4b\u524d\u4f7f\u7528\u8fc7\u7684\u63d0\u793a\u8bcd\u65b9\u6848\u3002<\/p>\n
                                                                                    \n
                                                                                    \n
                                                                                    \n\n\n\n\n\n\n\n\n\n\n\n
                                                                                    Name<\/th>\n[ \u60a8\u7684\u63d0\u793a\u540d\u79f0\u548c\u7248\u672c ]<\/th>\n<\/tr>\n<\/thead>\n
                                                                                    \u6a21\u578b<\/td>\n[\u5bf9\u672c\u6b21\u63d0\u793a\u5de5\u7a0b\u76ee\u6807\u7684\u7b80\u8ff0]<\/td>\n<\/tr>\n
                                                                                    \u6e29\u5ea6<\/td>\n[\u503c\u4ecb\u4e8e 0 \u2013 1]<\/td>\n<\/tr>\n
                                                                                    Top-K<\/td>\n[ \u6570\u5b57 ]<\/td>\n<\/tr>\n
                                                                                    Token \u9650\u5236<\/td>\n[ \u6570\u5b57 ]<\/td>\n<\/tr>\n
                                                                                    Top-P<\/td>\n[ \u6570\u5b57]<\/td>\n<\/tr>\n
                                                                                    \u63d0\u793a<\/td>\n[\u5199\u51fa\u5b8c\u6574\u7684\u63d0\u793a\u8bcd]<\/td>\n<\/tr>\n
                                                                                    \u8f93\u51fa<\/td>\n[ \u8f93\u51fa\u6216\u591a\u4e2a\u8f93\u51fa ]<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<\/p><\/div>\n<\/header>\n
                                                                                    \u8868 21. \u8bb0\u5f55\u63d0\u793a\u7684\u6a21\u677f<\/p>\n
                                                                                    \u6458\u8981<\/h2>\n
                                                                                    \u8fd9\u7bc7\u767d\u76ae\u4e66\u8ba8\u8bba\uf9ba\u63d0\u793a\u5de5\u7a0b\u3002\u6211\u4eec\u5b66\u4e60\uf9ba\u5404\u79cd\u63d0\u793a\u6280\u672f\uff0c\uf9b5\u5982\uff1a<\/p>\n
                                                                                      \n
                                                                                    • \u96f6\u6837\u672c\u63d0\u793a<\/li>\n
                                                                                    • \u5c11\u6837\u672c\u63d0\u793a<\/li>\n
                                                                                    • \u7cfb\u7edf\u63d0\u793a<\/li>\n
                                                                                    • \u89d2\u8272\u63d0\u793a<\/li>\n
                                                                                    • \u4e0a\u4e0b\u6587\u63d0\u793a<\/li>\n
                                                                                    • \u56de\u6eaf\u63d0\u793a<\/li>\n
                                                                                    • \u601d\u7ef4\u94fe<\/li>\n
                                                                                    • \u81ea\u6211\u4e00\u81f4\u6027<\/li>\n
                                                                                    • \u601d\u7ef4\u6811<\/li>\n
                                                                                    • ReAct<\/li>\n<\/ul>\n
                                                                                      \u6211\u4eec\u751a\u81f3\u7814\u7a76\uf9ba\u5982\u4f55\u81ea\u52a8\u5316\u63d0\u793a\u65b9\u6cd5\u3002<\/p>\n
                                                                                      \u767d\u76ae\u4e66\u968f\u540e\u8ba8\u8bba\uf9ba\u751f\u6210\u5f0f AI \u7684\u6311\u6218\uff0c\uf9b5\u5982\u5f53\u4f60\u7684\u63d0\u793a\uf967\u8db3\u65f6\u53ef\u80fd\u51fa\u73b0\u7684\u95ee\u9898\u3002\u6211\u4eec\u4ee5\u5982\u4f55\u6210\u4e3a\u4e00\u540d\uf901\u597d\u7684\u63d0\u793a\u5de5\u7a0b\u5e08\u7684\u6700\u4f73\u5b9e\u8df5\u4f5c\u4e3a\u7ed3\u5c3e\u3002<\/p>\n
                                                                                      \u53c2\u8003\u6587\u732e<\/h3>\n
                                                                                        \n
                                                                                      1. Google, 2023\uff0c\u300aGemini\uff1a\u8c37\u6b4c\u591a\u6a21\u6001AI\u7cfb\u7edf\u300b\u5728\u7ebf\u8bbf\u95ee\uff1ahttps:\/\/gemini.google.com<\/li>\n
                                                                                      2. Google, 2024\uff0c\u300aGoogle Workspace\u4e2dGemini\u63d0\u793a\u8bcd\u6307\u5357\u300b\u5728\u7ebf\u8bbf\u95ee\uff1a https:\/\/inthecloud.withgoogle.com\/gemini-for-google-workspace-prompt-guide\/dl-cd.html<\/li>\n
                                                                                      3. Google Cloud, 2023\uff0c\u300a\u63d0\u793a\u5de5\u7a0b\u5165\u95e8\u6307\u5357\u300b\u5728\u7ebf\u8bbf\u95ee\uff1a https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/learn\/prompts\/introduction-prompt-design<\/li>\n
                                                                                      4. Google Cloud, 2023\uff0c\u300a\u6587\u672c\u6a21\u578b\u8bf7\u6c42\u4f53\uff1aTop-P\u4e0etop-K\u91c7\u6837\u65b9\u6cd5\u300b\u5728\u7ebf\u8bbf\u95ee\uff1a https:\/\/cloud.google.com\/vertex-ai\/docs\/generative-ai\/model-reference\/text#request_body<\/li>\n
                                                                                      5. Wei, J. \u7b49, 2023\uff0c\u300a\u96f6\u6837\u672c\u5b66\u4e60\uff1a\u5fae\u8c03\u8bed\u8a00\u6a21\u578b\u7684\u96f6\u6837\u672c\u80fd\u529b\u300b\u5728\u7ebf\u8bbf\u95ee\uff1a https:\/\/arxiv.org\/pdf\/2109.01652.pdf<\/li>\n
                                                                                      6. Google Cloud, 2023\uff0c\u300aGoogle\u4e91\u6a21\u578b\u5e93\u300b\u5728\u7ebf\u8bbf\u95ee\uff1ahttps:\/\/cloud.google.com\/model-garden<\/li>\n
                                                                                      7. Brown, T. \u7b49, 2023\uff0c\u300a\u5c11\u6837\u672c\u5b66\u4e60\uff1a\u8bed\u8a00\u6a21\u578b\u7684\u5c11\u6837\u672c\u80fd\u529b\u300b\u5728\u7ebf\u8bbf\u95ee\uff1a https:\/\/arxiv.org\/pdf\/2005.14165.pdf<\/li>\n
                                                                                      8. Zheng, L. \u7b49, 2023\uff0c\u300a\u9000\u4e00\u6b65\u601d\u8003\uff1a\u901a\u8fc7\u62bd\u8c61\u5316\u6fc0\u53d1\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u80fd\u529b\u300b\u5728\u7ebf\u8bbf\u95ee\uff1a https:\/\/openreview.net\/pdf?id=3bq3jsvcQ1<\/li>\n
                                                                                      9. Wei, J. \u7b49, 2023\uff0c\u300a\u601d\u7ef4\u94fe\u63d0\u793a\u65b9\u6cd5\u300b\u5728\u7ebf\u8bbf\u95ee\uff1ahttps:\/\/arxiv.org\/pdf\/2201.11903.pdf<\/li>\n
                                                                                      10. Google\u4e91\u5e73\u53f0, 2023\uff0c\u300a\u601d\u7ef4\u94fe\u4e0eReAct\u5b9e\u8df5\u300b\u5728\u7ebf\u8bbf\u95ee\uff1ahttps:\/\/github.com\/GoogleCloudPlatform\/generative-ai\/blob\/main\/language\/prompts\/examples\/chain_of_thought_react.ipynb<\/li>\n
                                                                                      11. Wang, X. \u7b49, 2023\uff0c\u300a\u81ea\u6d3d\u6027\u63d0\u5347\u8bed\u8a00\u6a21\u578b\u601d\u7ef4\u94fe\u63a8\u7406\u80fd\u529b\u300b\u5728\u7ebf\u8bbf\u95ee\uff1a https:\/\/arxiv.org\/pdf\/2203.11171.pdf<\/li>\n
                                                                                      12. Yao, S. \u7b49, 2023\uff0c\u300a\u601d\u7ef4\u6811\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7cfb\u7edf\u6027\u95ee\u9898\u89e3\u51b3\u65b9\u6cd5\u300b\u5728\u7ebf\u8bbf\u95ee\uff1a https:\/\/arxiv.org\/pdf\/2305.10601.pdf<\/li>\n
                                                                                      13. Yao, S. \u7b49, 2023\uff0c\u300aReAct\uff1a\u8bed\u8a00\u6a21\u578b\u4e2d\u63a8\u7406\u4e0e\u884c\u52a8\u7684\u534f\u540c\u673a\u5236\u300b\u5728\u7ebf\u8bbf\u95ee\uff1a https:\/\/arxiv.org\/pdf\/2210.03629.pdf<\/li>\n
                                                                                      14. Google\u4e91\u5e73\u53f0, 2023\uff0c\u300a\u9ad8\u7ea7\u63d0\u793a\u6280\u672f\uff1a\u601d\u7ef4\u94fe\u4e0eReAct\u300b\u5728\u7ebf\u8bbf\u95ee\uff1a https:\/\/github.com\/GoogleCloudPlatform\/applied-ai-engineering-samples\/blob\/main\/genaion-vertex-ai\/advanced_prompting_training\/cot_react.ipynb<\/li>\n
                                                                                      15. Zhou, C. \u7b49, 2023\uff0c\u300a\u81ea\u52a8\u63d0\u793a\u5de5\u7a0b\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4eba\u7c7b\u7ea7\u63d0\u793a\u8bcd\u751f\u6210\u80fd\u529b\u300b\u5728\u7ebf\u8bbf\u95ee\uff1a https:\/\/arxiv.org\/pdf\/2211.01910.pdf<\/li>\n<\/ol>\n
                                                                                         \"\" <\/p>\n
                                                                                        \u83b7\u53d6\u300aPrompt Engineering\u300b\u63d0\u793a\u8bcd\u5de5\u7a0b\u767d\u76ae\u4e66\u00a0 <\/strong>PDF\u539f\u6587\u4ef6<\/strong>\uff0c\u626b\u7801\u5173\u6ce8\u56de\u590d\uff1a <\/span>20250411<\/span><\/strong><\/p>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n
                                                                                        \n
                                                                                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"
                                                                                        \u300aPrompt Engineering\u300b\u63d0\u793a\u8bcd\u5de5\u7a0b\u767d\u76ae\u4e66\u662fGoogle\u56e2\u961f\u6210\u5458\u8054\u5408\u63a8\u51fa\u7684\u3002\u4e3b\u8981\u5185\u5bb9\u5305\u62ec\u5982\u4f55\u8bbe\u8ba1\u9ad8\u8d28\u91cf\u7684\u63d0\u793a\uff08prompt\uff09\u4f18\u5316\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u8f93\u51fa\u6548\u679c\u3002\u767d\u76ae\u4e66\u8be6\u7ec6\u4ecb\u7ecd\u591a\u79cd\u63d0\u793a\u6280\u672f\uff0c\u5982\u96f6\u6837\u672c\u63d0\u793a\uff08zero-shot\uff09\u3001\u5355\u6837\u672c\u548c\u5c11\u6837\u672c\u63d0\u793a\uff08one-shot\/few-shot\uff09\u3001\u7cfb\u7edf\u63d0\u793a\uff08system prompting\uff09\u3001\u89d2\u8272\u63d0\u793a\uff08role prompting\uff09\u548c\u4e0a\u4e0b\u6587\u63d0\u793a\uff08contextual prompting\uff09\u7b49\uff0c\u63a2\u8ba8\u4e86\u6a21\u578b\u8f93\u51fa\u914d\u7f6e\uff08\u5982\u6e29\u5ea6\u3001top-K\u3001top-P\u7b49\u53c2\u6570\uff09\u5bf9\u751f\u6210\u7ed3\u679c\u7684\u5f71\u54cd\uff0c\u63d0\u4f9b\u5b9e\u9645\u793a\u4f8b\u548c\u6700\u4f73\u5b9e\u8df5\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u4e0d\u540c\u573a\u666f\u4e0b\u66f4\u6709\u6548\u5730\u4f7f\u7528LLM\u3002\u5f3a\u8c03\u63d0\u793a\u5de5\u7a0b\u662f\u4e00\u4e2a\u8fed\u4ee3\u8fc7\u7a0b\uff0c\u9700\u7ed3\u5408\u4efb\u52a1\u9700\u6c42\u8c03\u6574\u63d0\u793a\u7ed3\u6784\u548c\u6a21\u578b\u53c2\u6570\uff0c\u83b7\u5f97\u51c6\u786e\u3001\u76f8\u5173\u7684\u8f93\u51fa\u3002 \u83b7\u53d6\u300aPrompt Engineering\u300b\u63d0\u793a\u8bcd\u5de5\u7a0b\u767d\u76ae\u4e66\u00a0 PDF\u539f\u6587\u4ef6 \uff0c\u626b\u7801\u5173\u6ce8\u56de\u590d\uff1a 20250411 \u81f4\u8c22 \u5185\u5bb9\u8d21\u732e\u8005 \u8fc8\u514b\u5c14\u00b7\u8c22\u5c14\u66fc \u8881\u66f9 \u57c3\u91cc\u514b\u00b7\u963f\u59c6\u5e03\u9c81\u65af\u7279 \u963f\u5357\u7279\u00b7\u7eb3\u74e6\u5c14\u52a0\u91cc\u4e9a \u5b89\u4e1c\u5c3c\u5965\u00b7\u53e4\u5229 \u897f\u8499\u00b7\u5361\u6885\u5c14 \u7f16\u8005 \u5b89\u4e1c\u5c3c\u5965\u00b7\u53e4\u5229 \u963f\u5357\u7279\u00b7\u7eb3\u74e6\u5c14\u52a0\u91cc\u4e9a \u683c\u857e\u4e1d\u00b7\u83ab\u91cc\u68ee \u6280\u672f\u4f5c\u5bb6 \u4e54\u4f0a\u00b7\u6d77\u6885\u514b \u8bbe\u8ba1\u5e08 \u8fc8\u514b\u5c14\u00b7\u5170\u5b81 \u7b80\u4ecb \u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u5165\u8f93\u51fa\u673a\u5236\u4e2d\uff0c\u6587\u672c\u63d0\u793a\uff08\u6709\u65f6\u4f1a\u914d\u5408\u56fe\u50cf\u7b49\u591a\u6a21\u6001\u8f93\u5165\uff09\u662f\u6a21\u578b\u7528\u4e8e\u751f\u6210\u9884\u6d4b\u7ed3\u679c\u7684\u57fa\u7840\u8f93\u5165\u3002\u60a8\u65e0\u9700\u6210\u4e3a\u6570\u636e\u79d1\u5b66\u5bb6\u6216\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08\uff0c\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u7f16\u5199\u63d0\u793a\u8bcd\u3002\u4f46\u8981\u60f3\u6784\u5efa\u771f\u6b63\u9ad8\u6548\u7684\u63d0\u793a\u8bcd\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u80fd\u76f8\u5f53\u590d\u6742\u3002\u63d0\u793a\u8bcd\u7684\u6548\u679c\u53d7\u591a\u91cd\u56e0\u7d20\u5f71\u54cd\uff0c\u6240\u9009\u6a21\u578b\u7248\u672c\u3001\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u3001\u53c2\u6570\u914d\u7f6e\u3001\u63aa\u8f9e\u7cbe\u51c6\u5ea6\u3001\u8bed\u8a00\u98ce\u683c\u4e0e\u8bed\u6c14\u3001\u7ed3\u6784\u8bbe\u8ba1\u4ee5\u53ca\u4e0a\u4e0b\u6587\u5173\u8054\u6027\u90fd\u81f3\u5173\u91cd\u8981\u3002\u56e0\u6b64\uff0c\u63d0\u793a\u8bcd\u5de5\u7a0b\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u9700\u8981\u6301\u7eed\u4f18\u5316\u7684\u8fc7\u7a0b\u3002\u4f4e\u8d28\u91cf\u7684\u63d0\u793a\u8bcd\u4e0d\u4ec5\u4f1a\u5bfc\u81f4\u6a21\u68f1\u4e24\u53ef\u6216\u9519\u8bef\u7684\u8f93\u51fa\uff0c\u66f4\u4f1a\u9650\u5236\u6a21\u578b\u751f\u6210\u6709\u4ef7\u503c\u5185\u5bb9\u7684\u80fd\u529b\u3002 \u5f53\u4f60\u4e0eGemini\u804a\u5929\u673a\u5668\u4eba\u4ea4\u6d41\u65f6\uff0c\u4f60\u5b9e\u9645\u4e0a\u662f\u5728\u7f16\u5199\u63d0\u793a\u3002\u4e0d\u8fc7\u672c\u767d\u76ae\u4e66\u5c06\u91cd\u70b9\u63a2\u8ba8\u5982\u4f55\u5728Vertex AI\u5e73\u53f0\u6216\u901a\u8fc7API\u4e3aGemini\u6a21\u578b\u7f16\u5199\u63d0\u793a\u8bcd\uff0c\u56e0\u4e3a\u76f4\u63a5\u8c03\u7528\u6a21\u578b\u65f6\uff0c\u60a8\u5c06\u80fd\u8bbf\u95ee\u6e29\u5ea6\u53c2\u6570\uff08temperature\uff09\u7b49\u5b8c\u6574\u914d\u7f6e\u9879\u3002 \u8fd9\u4efd\u767d\u76ae\u4e66\u8be6\u7ec6\u8ba8\u8bba\u4e86\u63d0\u793a\u5de5\u7a0b\u3002\u6211\u4eec\u5c06\u63a2\u8ba8\u5404\u79cd\u63d0\u793a\u6280\u672f\uff0c\u5e2e\u52a9\u4f60\u5165\u95e8\u5e76\u5206\u4eab\u6210\u4e3a\u63d0\u793a\u4e13\u5bb6\u7684\u6280\u5de7\u548c\u6700\u4f73\u5b9e\u8df5\u3002\u6211\u4eec\u8fd8\u5c06\u8ba8\u8bba\u8bbe\u8ba1\u63d0\u793a\u65f6\u53ef\u80fd\u9047\u5230\u7684\u6311\u6218\u3002 \u63d0\u793a\u5de5\u7a0b \u8bb0\u4f4fLLM\u7684\u5de5\u4f5c\u539f\u7406\uff0c\u5b83\u662f\u4e00\u4e2a\u9884\u6d4b\u5f15\u64ce\u3002\u6a21\u578b\u63a5\u6536\u5e8f\u5217\u6587\u672c\u4f5c\u4e3a\u8f93\u5165\uff0c\u7136\u540e\u6839\u636e\u5176\u8bad\u7ec3\u6570\u636e\u9884\u6d4b\u4e0b\u4e00\u4e2a\u6807\u8bb0\u3002LLM\u4f1a\u53cd\u590d\u6267\u884c\u6b64\u64cd\u4f5c\uff0c\u5c06\u5148\u524d\u9884\u6d4b\u7684\u6807\u8bb0\u6dfb\u52a0\u5230\u5e8f\u5217\u6587\u672c\u672b\u5c3e\u4ee5\u9884\u6d4b\u4e0b\u4e00\u4e2a\u6807\u8bb0\u3002\u4e0b\u4e00\u4e2a\u6807\u8bb0\u7684\u9884\u6d4b\u57fa\u4e8e\u5148\u524d\u6807\u8bb0\u7684\u5185\u5bb9\u4e0eLLM\u5728\u8bad\u7ec3\u671f\u95f4\u6240\u89c1\u5185\u5bb9\u4e4b\u95f4\u7684\u5173\u7cfb\u3002 \u7f16\u5199\u63d0\u793a\u65f6\uff0c\u4f60\u662f\u5728\u4e3aLLM\u8bbe\u7f6e\u6b63\u786e\u7684\u6807\u8bb0\u5e8f\u5217\u3002\u63d0\u793a\u5de5\u7a0b\u662f\u8bbe\u8ba1\u9ad8\u8d28\u91cf\u63d0\u793a\u7684\u8fc7\u7a0b\uff0c\u5f15\u5bfcLLM\u751f\u6210\u51c6\u786e\u7684\u8f93\u51fa\u3002\u8fd9\u5305\u62ec\u8c03\u6574\u63d0\u793a\u4ee5\u627e\u5230\u6700\u4f73\u7248\u672c\uff0c\u4f18\u5316\u63d0\u793a\u957f\u5ea6\uff0c\u5e76\u8bc4\u4f30\u63d0\u793a\u7684\u5199\u4f5c\u98ce\u683c\u548c\u7ed3\u6784\u662f\u5426\u4e0e\u4efb\u52a1\u76f8\u5173\u3002\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548cLLM\u7684\u80cc\u666f\u4e0b\uff0c\u63d0\u793a\u662f\u4e3a\u6a21\u578b\u63d0\u4f9b\u7684\u8f93\u5165\uff0c\u7528\u4e8e\u751f\u6210\u54cd\u5e94\u6216\u9884\u6d4b\u3002 \u8fd9\u4e9b\u63d0\u793a\u53ef\u7528\u4e8e\u5b8c\u6210\u5404\u79cd\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\uff0c\u5982\u6587\u672c\u6458\u8981\u3001\u4fe1\u606f\u63d0\u53d6\u3001\u95ee\u7b54\u3001\u6587\u672c\u5206\u7c7b\u3001\u8bed\u8a00\u6216\u4ee3\u7801\u7ffb\u8bd1\u3001\u4ee3\u7801\u751f\u6210\u4ee5\u53ca\u4ee3\u7801\u6587\u6863\u6216\u63a8\u7406\u3002 \u8bf7\u968f\u65f6\u53c2\u8003Google\u7684\u63d0\u793a\u6307\u5357\uff0c\u5176\u4e2d\u5305\u542b\u7b80\u5355\u6709\u6548\u7684\u63d0\u793a\u793a\u4f8b\u3002 \u8fdb\u884c\u63d0\u793a\u5de5\u7a0b\u65f6\uff0c\u9996\u5148\u9700\u8981\u9009\u62e9\u4e00\u4e2a\u6a21\u578b\u3002\u65e0\u8bba\u4f60\u4f7f\u7528Vertex AI\u4e2d\u7684Gemini\u8bed\u8a00\u6a21\u578b\u3001GPT\u3001Claude\uff0c\u8fd8\u662f\u50cfGemma\u6216LLaMA\u8fd9\u6837\u7684\u5f00\u6e90\u6a21\u578b\uff0c\u63d0\u793a\u53ef\u80fd\u9700\u8981\u9488\u5bf9\u4f60\u7684\u7279\u5b9a\u6a21\u578b\u8fdb\u884c\u4f18\u5316\u3002 \u9664\u4e86\u63d0\u793a\u5916\uff0c\u4f60\u8fd8\u9700\u8981\u8c03\u6574LLM\u7684\u5404\u79cd\u914d\u7f6e\u3002 LLM\u8f93\u51fa\u914d\u7f6e \u9009\u62e9\u6a21\u578b\u540e\uff0c\u4f60\u9700\u8981\u786e\u5b9a\u6a21\u578b\u7684\u914d\u7f6e\u3002\u5927\u591a\u6570LLM\u63d0\u4f9b\u591a\u79cd\u914d\u7f6e\u9009\u9879\u6765\u63a7\u5236\u8f93\u51fa\u3002\u6709\u6548\u7684\u63d0\u793a\u5de5\u7a0b\u9700\u8981\u6839\u636e\u4efb\u52a1\u4f18\u5316\u8fd9\u4e9b\u8bbe\u7f6e\u3002 \u8f93\u51fa\u957f\u5ea6 \u4e00\u4e2a\u91cd\u8981\u7684\u914d\u7f6e\u53c2\u6570\u662f\u63a7\u5236\u751f\u6210\u54cd\u5e94\u4e2d\u7684token\u6570\u91cf\u3002\u751f\u6210\u66f4\u591atoken\u9700\u8981\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u66f4\u591a\u8ba1\u7b97\uff0c\u4ece\u800c\u5bfc\u81f4\u80fd\u8017\u589e\u52a0\u3001\u54cd\u5e94\u65f6\u95f4\u53ef\u80fd\u53d8\u6162\u4ee5\u53ca\u6210\u672c\u4e0a\u5347\u3002 \u51cf\u5c11LLM\u7684\u8f93\u51fa\u957f\u5ea6\u5e76\u4e0d\u4f1a\u4f7fLLM\u5728\u8f93\u51fa\u5185\u5bb9\u4e0a\u53d8\u5f97\u66f4\u52a0\u7b80\u6d01\u6216\u98ce\u683c\u5316\uff0c\u5b83\u53ea\u662f\u8ba9LLM\u5728\u8fbe\u5230\u957f\u5ea6\u9650\u5236\u65f6\u505c\u6b62\u7ee7\u7eed\u9884\u6d4btoken\u3002\u5982\u679c\u60a8\u7684\u9700\u6c42\u8981\u6c42\u8f93\u51fa\u8f83\u77ed\uff0c\u60a8\u53ef\u80fd\u8fd8\u9700\u8981\u5bf9\u63d0\u793a\u8bcd\u8fdb\u884c\u4e13\u95e8\u8bbe\u8ba1\u6765\u6ee1\u8db3\u8981\u6c42\u3002 \u8f93\u51fa\u957f\u5ea6\u9650\u5236\u5bf9\u4e8e\u67d0\u4e9bLLM\u63d0\u793a\u6280\u672f\u5c24\u4e3a\u91cd\u8981\uff0c\u6bd4\u5982ReAct\uff0cLLM\u53ef\u80fd\u4f1a\u5728\u60a8\u60f3\u8981\u7684\u54cd\u5e94\u4e4b\u540e\u7ee7\u7eed\u751f\u6210\u65e0\u7528\u7684token\u3002 \u91c7\u6837\u63a7\u5236 LLM\u4e0d\u4f1a\u9884\u6d4b\u5355\u4e2a\u6807\u8bb0\uff0c\u800c\u662f\u9884\u6d4b\u4e0b\u4e00\u4e2a\u6807\u8bb0\u7684\u6982\u7387\u5206\u5e03\u3002\u6e29\u5ea6\u3001Top-K\u548cTop-P\u662f\u6700\u5e38\u89c1\u7684\u914d\u7f6e\u9009\u9879\uff0c\u7528\u4e8e\u51b3\u5b9a\u5982\u4f55\u4ece\u9884\u6d4b\u7684\u6807\u8bb0\u6982\u7387\u4e2d\u9009\u62e9\u8f93\u51fa\u6807\u8bb0\u3002 \u6e29\u5ea6 \u6e29\u5ea6\u53c2\u6570\u63a7\u5236token\u9009\u62e9\u7684\u968f\u673a\u7a0b\u5ea6\u3002\u8f83\u4f4e\u6e29\u5ea6\u9002\u5408\u9700\u8981\u786e\u5b9a\u6027\u8f93\u51fa\u7684\u63d0\u793a\uff0c\u800c\u8f83\u9ad8\u6e29\u5ea6\u53ef\u80fd\u4ea7\u751f\u66f4\u591a\u6837\u5316\u6216\u51fa\u4eba\u610f\u6599\u7684\u7ed3\u679c\u3002\u6e29\u5ea6\u4e3a0\uff08\u8d2a\u5a6a\u89e3\u7801\uff09\u65f6\u662f\u5b8c\u5168\u786e\u5b9a\u6027\u7684\uff1a\u603b\u662f\u9009\u62e9\u6982\u7387\u6700\u9ad8\u7684token\uff08\u4f46\u9700\u6ce8\u610f\uff0c\u82e5\u4e24\u4e2atoken\u5177\u6709\u76f8\u540c\u7684\u6700\u9ad8\u9884\u6d4b\u6982\u7387\uff0c\u6839\u636e\u5e73\u5c40\u5904\u7406\u673a\u5236\u7684\u4e0d\u540c\uff0c\u6e29\u5ea6\u8bbe\u4e3a0\u65f6\u8f93\u51fa\u4e5f\u53ef\u80fd\u4e0d\u4e00\u81f4\uff09 \u6e29\u5ea6\u63a5\u8fd1\u6700\u5927\u503c\u65f6\uff0c\u8f93\u51fa\u5f80\u5f80\u66f4\u52a0\u968f\u673a\u3002\u968f\u7740\u6e29\u5ea6\u4e0d\u65ad\u5347\u9ad8\uff0c\u6240\u6709token\u88ab\u9009\u4e3a\u4e0b\u4e00\u4e2a\u9884\u6d4btoken\u7684\u6982\u7387\u4f1a\u8d8b\u4e8e\u5747\u7b49\u3002 Gemini\u6e29\u5ea6\u63a7\u5236\u673a\u5236\u4e0e\u673a\u5668\u5b66\u4e60\u4e2d\u4f7f\u7528\u7684softmax\u51fd\u6570\u539f\u7406\u76f8\u4f3c\uff0c\u4f4e\u6e29\u8bbe\u7f6e\u7c7b\u4f3c\u4e8esoftmax\u4f4e\u6e29\uff08T\uff09\uff0c\u5f3a\u8c03\u5355\u4e00\u4f18\u9009\u7ed3\u679c\uff0c\u786e\u5b9a\u6027\u9ad8\u3002\u9ad8\u6e29\u8bbe\u7f6e\u7c7b\u4f3c\u4e8esoftmax\u9ad8\u6e29\uff0c\u63a5\u53d7\u66f4\u5bbd\u6cdb\u7684\u7ed3\u679c\u8303\u56f4 \u8fd9\u79cd\u7075\u6d3b\u6027\u7279\u522b\u9002\u7528\u4e8e\u4e0d\u9700\u8981\u4e25\u683c\u7cbe\u786e\u8f93\u51fa\u7684\u573a\u666f\uff08\u4f8b\u5982\u521b\u610f\u5185\u5bb9\u751f\u6210\u5b9e\u9a8c\uff09\u3002 Top-K\u4e0eTop-P\u91c7\u6837 Top-K\u548cTop-P\uff08\u53c8\u79f0\u6838\u91c7\u6837\uff09\u662fLLMs\u4e2d\u7528\u4e8e\u9650\u5236\u9884\u6d4btoken\u8303\u56f4\u7684\u4e24\u79cd\u91c7\u6837\u8bbe\u7f6e\uff0c\u4e0e\u6e29\u5ea6\u53c2\u6570\u7c7b\u4f3c\uff0c\u5b83\u4eec\u63a7\u5236\u751f\u6210\u6587\u672c\u7684\u968f\u673a\u6027\u548c\u591a\u6837\u6027\u3002 Top-K\u91c7\u6837\u4ece\u6a21\u578b\u9884\u6d4b\u5206\u5e03\u4e2d\u9009\u62e9\u6982\u7387\u6700\u9ad8\u7684K\u4e2atoken\u3002K\u503c\u8d8a\u5927\uff0c\u8f93\u51fa\u8d8a\u5177\u521b\u9020\u6027\uff0cK\u503c\u8d8a\u5c0f\uff0c\u8f93\u51fa\u8d8a\u4fdd\u5b88\u51c6\u786e\uff0cK=1\u65f6\u7b49\u540c\u4e8e\u8d2a\u5a6a\u89e3\u7801\u3002<\/p>","protected":false},"author":1,"featured_media":3502,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"_tocer_settings":[],"footnotes":""},"categories":[85],"tags":[86],"class_list":["post-3501","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-aijiaocheng"],"_links":{"self":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts\/3501","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/comments?post=3501"}],"version-history":[{"count":0,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts\/3501\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/media\/3502"}],"wp:attachment":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/media?parent=3501"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/categories?post=3501"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/tags?post=3501"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}