{"id":1190,"date":"2024-04-25T01:36:18","date_gmt":"2024-04-25T01:36:18","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1190"},"modified":"2024-04-25T01:36:18","modified_gmt":"2024-04-25T01:36:18","slug":"wuendachatgptpromptengineeringfordevelopersyipianwenzhangxuewan","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/wuendachatgptpromptengineeringfordevelopersyipianwenzhangxuewan.html","title":{"rendered":"\u5434\u6069\u8fbe\u300aChatGPT Prompt Engineering for Developers\u300b\uff0c\u4e00\u7bc7\u6587\u7ae0\u5b66\u5b8c"},"content":{"rendered":"

\u524d\u7f6e<\/h1>\n

\u5982\u4f55\u8c03\u7528chatGPT\u7684API\u63a5\u53e3<\/p>\n

\u9996\u5148\u9700\u8981\u5b89\u88c5\u6240\u9700\u7b2c\u4e09\u65b9\u5e93\uff1a<\/p>\n

openai\uff1a pip install openai<\/code><\/p>\n

\u5c06\u81ea\u5df1\u7684 API-KEY \u5bfc\u5165\u7cfb\u7edf\u73af\u5883\u53d8\u91cf<\/p>\n

!export OPENAI_API_KEY='api-key'<\/code><\/p>\n

openai\u5e93\u57fa\u7840\u4f7f\u7528<\/p>\n

<\/div>
ini<\/span>
\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>import openai<\/span>\nimport os<\/span>\nfrom dotenv import load_dotenv, find_dotenv<\/span>\n# \u5bfc\u5165\u7b2c\u4e09\u65b9\u5e93<\/span><\/span>\n<\/span>\n_<\/span> = load_dotenv(find_dotenv())<\/span>\n# \u8bfb\u53d6\u7cfb\u7edf\u4e2d\u7684\u73af\u5883\u53d8\u91cf<\/span><\/span>\n<\/span>\nopenai.api_key<\/span>  = os.getenv('OPENAI_API_KEY'<\/span>)<\/span>\n# \u8bbe\u7f6e API_KEY<\/span><\/span>\n<\/span>\n# \u4e00\u4e2a\u5c01\u88c5 OpenAI \u63a5\u53e3\u7684\u51fd\u6570\uff0c\u53c2\u6570\u4e3a Prompt\uff0c\u8fd4\u56de\u5bf9\u5e94\u7ed3\u679c<\/span><\/span>\ndef get_completion(prompt, model<\/span>=\"gpt-3.5-turbo\"<\/span>):<\/span>\n    '''<\/span>\n    prompt: \u5bf9\u5e94\u7684\u63d0\u793a<\/span>\n    model: \u8c03\u7528\u7684\u6a21\u578b\uff0c\u9ed8\u8ba4\u4e3a gpt-3.5-turbo(ChatGPT)\uff0c\u6709\u5185\u6d4b\u8d44\u683c\u7684\u7528\u6237\u53ef\u4ee5\u9009\u62e9 gpt-4<\/span>\n    '''<\/span>\n    messages<\/span> = [{\"role\"<\/span>: \"user\"<\/span>, \"content\"<\/span>: prompt}]<\/span>\n    response<\/span> = openai.ChatCompletion.create(<\/span>\n        model<\/span>=model,<\/span>\n        messages<\/span>=messages,<\/span>\n        temperature<\/span>=0<\/span>, # \u6a21\u578b\u8f93\u51fa\u7684\u6e29\u5ea6\u7cfb\u6570\uff0c\u63a7\u5236\u8f93\u51fa\u7684\u968f\u673a\u7a0b\u5ea6<\/span><\/span>\n    )<\/span>\n    # \u8c03\u7528 OpenAI \u7684 ChatCompletion \u63a5\u53e3<\/span><\/span>\n    return response.choices[0]<\/span>.message[\"content\"]<\/span><\/span>\n<\/code><\/pre>\n
\u57fa\u672c\u539f\u5219<\/h2>\n
\u4e00 \u7f16\u5199\u6e05\u6670\u3001\u5177\u4f53\u7684\u6307\u4ee4<\/strong><\/h3>\n
    \n
  • \n
    \u7b56\u7565\u4e00\uff1a\u4f7f\u7528\u5206\u9694\u7b26\u6e05\u6670\u5730\u8868\u793a\u8f93\u5165\u7684\u4e0d\u540c\u90e8\u5206<\/strong>\uff0c\u5206\u9694\u7b26\u53ef\u4ee5\u662f\uff1a“`\uff0c””\uff0c<>\uff0c<tag>\uff0c<\\tag>\u7b49<\/p>\n
    \u4f8b\u5982\uff1a<\/p>\n
    <\/div>
    ini<\/span>
    \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>text<\/span> = f\"\"\"<\/span><\/span>\n\u4f60\u5e94\u8be5\u63d0\u4f9b\u5c3d\u53ef\u80fd\u6e05\u6670\u3001\u5177\u4f53\u7684\u6307\u793a\uff0c\u4ee5\u8868\u8fbe\u4f60\u5e0c\u671b\u6a21\u578b\u6267\u884c\u7684\u4efb\u52a1\u3002\\<\/span>\n\u8fd9\u5c06\u5f15\u5bfc\u6a21\u578b\u671d\u5411\u6240\u9700\u7684\u8f93\u51fa\uff0c\u5e76\u964d\u4f4e\u6536\u5230\u65e0\u5173\u6216\u4e0d\u6b63\u786e\u54cd\u5e94\u7684\u53ef\u80fd\u6027\u3002\\<\/span>\n\u4e0d\u8981\u5c06\u5199\u6e05\u6670\u7684\u63d0\u793a\u4e0e\u5199\u7b80\u77ed\u7684\u63d0\u793a\u6df7\u6dc6\u3002\\<\/span>\n\u5728\u8bb8\u591a\u60c5\u51b5\u4e0b\uff0c\u66f4\u957f\u7684\u63d0\u793a\u53ef\u4ee5\u4e3a\u6a21\u578b\u63d0\u4f9b\u66f4\u591a\u7684\u6e05\u6670\u5ea6\u548c\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u4ece\u800c\u5bfc\u81f4\u66f4\u8be6\u7ec6\u548c\u76f8\u5173\u7684\u8f93\u51fa\u3002<\/span>\n\"\"\"<\/span>\n# \u9700\u8981\u603b\u7ed3\u7684\u6587\u672c\u5185\u5bb9<\/span><\/span>\nprompt<\/span> = f\"\"\"<\/span><\/span>\n\u628a\u7528\u4e09\u4e2a\u53cd\u5f15\u53f7\u62ec\u8d77\u6765\u7684\u6587\u672c\u603b\u7ed3\u6210\u4e00\u53e5\u8bdd\u3002<\/span>\n```{text}```<\/span>\n\"\"\"<\/span>\n# \u6307\u4ee4\u5185\u5bb9\uff0c\u4f7f\u7528 ``` \u6765\u5206\u9694\u6307\u4ee4\u548c\u5f85\u603b\u7ed3\u7684\u5185\u5bb9<\/span><\/span>\nresponse<\/span> = get_completion(prompt)<\/span>\nprint(response)<\/span>\n<\/code><\/pre>\n<\/li>\n
  • \n
    \u7b56\u7565\u4e8c\uff1a\u8981\u6c42\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u8f93\u51fa<\/strong>\uff0c\u53ef\u4ee5\u662f Json\u3001HTML \u7b49\u683c\u5f0f<\/p>\n
    \u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u8f93\u51fa\uff0c\u8fd9\u53ef\u4ee5\u4f7f\u6a21\u578b\u7684\u8f93\u51fa\u66f4\u5bb9\u6613\u88ab\u6211\u4eec\u89e3\u6790<\/p>\n
    <\/div>
    ini<\/span>
    \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>prompt<\/span> = f\"\"\"<\/span><\/span>\n\u8bf7\u751f\u6210\u5305\u62ec\u4e66\u540d\u3001\u4f5c\u8005\u548c\u7c7b\u522b\u7684\u4e09\u672c\u865a\u6784\u4e66\u7c4d\u6e05\u5355\uff0c\\<\/span>\n\u5e76\u4ee5 JSON \u683c\u5f0f\u63d0\u4f9b\uff0c\u5176\u4e2d\u5305\u542b\u4ee5\u4e0b\u952e:book_id\u3001title\u3001author\u3001genre\u3002<\/span>\n\"\"\"<\/span>\nresponse<\/span> = get_completion(prompt)<\/span>\nprint(response)<\/span>\n<\/code><\/pre>\n
    \u8f93\u51fa\uff1a<\/p>\n
    \n
    { “books”: [ { “book_id”: 1, “title”: “The Shadow of the Wind”, “author”: “Carlos Ruiz Zaf\u00f3n”, “genre”: “Mystery” },<\/p>\n
    { “book_id”: 2, “title”: “The Name of the Wind”, “author”: “Patrick Rothfuss”, “genre”: “Fantasy” },<\/p>\n
    { “book_id”: 3, “title”: “The Hitchhiker’s Guide to the Galaxy”, “author”: “Douglas Adams”, “genre”: “Science Fiction” } ] }<\/p>\n<\/blockquote>\n<\/li>\n
  • \n
    \u7b56\u7565\u4e09\uff1a\u8981\u6c42\u6a21\u578b\u68c0\u67e5\u662f\u5426\u6ee1\u8db3\u6761\u4ef6<\/strong><\/p>\n
    \u5982\u679c\u4efb\u52a1\u505a\u51fa\u7684\u5047\u8bbe\u4e0d\u4e00\u5b9a\u6ee1\u8db3\uff0c\u6211\u4eec\u53ef\u4ee5\u544a\u8bc9\u6a21\u578b\u5148\u68c0\u67e5\u8fd9\u4e9b\u5047\u8bbe\uff0c\u5982\u679c\u4e0d\u6ee1\u8db3\uff0c\u6307\u793a\u5e76\u505c\u6b62\u6267\u884c\u3002\u4f60\u8fd8\u53ef\u4ee5\u8003\u8651\u6f5c\u5728\u7684\u8fb9\u7f18\u60c5\u51b5\u4ee5\u53ca\u6a21\u578b\u5e94\u8be5\u5982\u4f55\u5904\u7406\u5b83\u4eec\uff0c\u4ee5\u907f\u514d\u610f\u5916\u7684\u9519\u8bef\u6216\u7ed3\u679c\u3002<\/p>\n
    <\/div>
    ini<\/span>
    \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>text_2<\/span> = f\"\"\"<\/span><\/span>\n\u4eca\u5929\u9633\u5149\u660e\u5a9a\uff0c\u9e1f\u513f\u5728\u6b4c\u5531\u3002\\<\/span>\n\u8fd9\u662f\u4e00\u4e2a\u53bb\u516c\u56ed\u6563\u6b65\u7684\u7f8e\u597d\u65e5\u5b50\u3002\\<\/span>\n\u9c9c\u82b1\u76db\u5f00\uff0c\u6811\u679d\u5728\u5fae\u98ce\u4e2d\u8f7b\u8f7b\u6447\u66f3\u3002\\<\/span>\n\u4eba\u4eec\u5916\u51fa\u4eab\u53d7\u7740\u8fd9\u7f8e\u597d\u7684\u5929\u6c14\uff0c\u6709\u4e9b\u4eba\u5728\u91ce\u9910\uff0c\u6709\u4e9b\u4eba\u5728\u73a9\u6e38\u620f\u6216\u8005\u5728\u8349\u5730\u4e0a\u653e\u677e\u3002\\<\/span>\n\u8fd9\u662f\u4e00\u4e2a\u5b8c\u7f8e\u7684\u65e5\u5b50\uff0c\u53ef\u4ee5\u5728\u6237\u5916\u5ea6\u8fc7\u5e76\u6b23\u8d4f\u5927\u81ea\u7136\u7684\u7f8e\u666f\u3002<\/span>\n\"\"\"<\/span>\nprompt<\/span> = f\"\"\"<\/span><\/span>\n\u60a8\u5c06\u83b7\u5f97\u7531\u4e09\u4e2a\u5f15\u53f7\u62ec\u8d77\u6765\u7684\u6587\u672c\u3002\\<\/span>\n\u5982\u679c\u5b83\u5305\u542b\u4e00\u7cfb\u5217\u7684\u6307\u4ee4\uff0c\u5219\u9700\u8981\u6309\u7167\u4ee5\u4e0b\u683c\u5f0f\u91cd\u65b0\u7f16\u5199\u8fd9\u4e9b\u6307\u4ee4\uff1a<\/span>\n<\/span>\n\u7b2c\u4e00\u6b65 - ...<\/span>\n\u7b2c\u4e8c\u6b65 - \u2026<\/span>\n\u2026<\/span>\n\u7b2cN\u6b65 - \u2026<\/span>\n<\/span>\n\u5982\u679c\u6587\u672c\u4e2d\u4e0d\u5305\u542b\u4e00\u7cfb\u5217\u7684\u6307\u4ee4\uff0c\u5219\u76f4\u63a5\u5199\u201c\u672a\u63d0\u4f9b\u6b65\u9aa4\u201d\u3002\"<\/span>\n\\\"\\\"\\\"{text_2}\\\"\\\"\\\"<\/span>\n\"\"\"<\/span>\nresponse<\/span> = get_completion(prompt)<\/span>\nprint(\"Text 2 \u7684\u603b\u7ed3:\")<\/span>\nprint(response)<\/span>\n<\/code><\/pre>\n
    \u8f93\u51fa\uff1a   \u672a\u63d0\u4f9b\u6b65\u9aa4<\/p>\n<\/li>\n
  • \n
    \u7b56\u7565\u56db\uff1a\u63d0\u4f9b\u5c11\u91cf\u793a\u4f8b<\/strong><\/p>\n
    \u5373\u5728\u8981\u6c42\u6a21\u578b\u6267\u884c\u5b9e\u9645\u4efb\u52a1\u4e4b\u524d\uff0c\u63d0\u4f9b\u7ed9\u5b83\u5c11\u91cf\u6210\u529f\u6267\u884c\u4efb\u52a1\u7684\u793a\u4f8b\u3002<\/p>\n
    <\/div>
    ini<\/span>
    \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>prompt<\/span> = f\"\"\"<\/span><\/span>\n\u4f60\u7684\u4efb\u52a1\u662f\u4ee5\u4e00\u81f4\u7684\u98ce\u683c\u56de\u7b54\u95ee\u9898\u3002<\/span>\n<\/span>\n<\u5b69\u5b50>: \u6559\u6211\u8010\u5fc3\u3002<\/span>\n<\/span>\n<\u7956\u7236\u6bcd>: \u6316\u51fa\u6700\u6df1\u5ce1\u8c37\u7684\u6cb3\u6d41\u6e90\u4e8e\u4e00\u5904\u4e0d\u8d77\u773c\u7684\u6cc9\u773c\uff1b\u6700\u5b8f\u4f1f\u7684\u4ea4\u54cd\u4e50\u4ece\u5355\u4e00\u7684\u97f3\u7b26\u5f00\u59cb\uff1b\u6700\u590d\u6742\u7684\u6302\u6bef\u4ee5\u4e00\u6839\u5b64\u72ec\u7684\u7ebf\u5f00\u59cb\u7f16\u7ec7\u3002<\/span>\n<\/span>\n<\u5b69\u5b50>: \u6559\u6211\u97e7\u6027\u3002<\/span>\n\"\"\"<\/span>\nresponse<\/span> = get_completion(prompt)<\/span>\nprint(response)<\/span>\n<\/code><\/pre>\n
    \u8f93\u51fa\uff1a<\/p>\n
    \n
    <\u7956\u7236\u6bcd>: \u97e7\u6027\u5c31\u50cf\u662f\u4e00\u68f5\u6811\uff0c\u5b83\u9700\u8981\u7ecf\u5386\u98ce\u5439\u96e8\u6253\u3001\u5bd2\u51ac\u9177\u6691\uff0c\u624d\u80fd\u6210\u957f\u5f97\u66f4\u52a0\u575a\u5f3a\u3002\u5728\u751f\u6d3b\u4e2d\uff0c\u6211\u4eec\u4e5f\u9700\u8981\u7ecf\u5386\u5404\u79cd\u632b\u6298\u548c\u56f0\u96be\uff0c\u624d\u80fd\u953b\u70bc\u51fa\u97e7\u6027\u3002\u8bb0\u4f4f\uff0c\u4e0d\u8981\u8f7b\u6613\u653e\u5f03\uff0c\u575a\u6301\u4e0b\u53bb\uff0c\u4f60\u4f1a\u53d1\u73b0\u81ea\u5df1\u53d8\u5f97\u66f4\u52a0\u575a\u5f3a\u3002<\/p>\n<\/blockquote>\n<\/li>\n<\/ul>\n
    \u539f\u5219\u4e8c\uff1a\u7ed9\u6a21\u578b\u65f6\u95f4\u53bb\u601d\u8003 \uff08\u590d\u6742\u95ee\u9898\u62c6\u5206\u6210\u591a\u4e2a\u5b50\u95ee\u9898\uff09<\/strong><\/h3>\n
      \n
    • \n
      \u7b56\u7565\u4e00\uff1a\u6307\u5b9a\u5b8c\u6210\u4efb\u52a1\u6240\u9700\u7684\u6b65\u9aa4<\/strong><\/p>\n
      \u590d\u6742\u4efb\u52a1\u62c6\u5206\u6210\u591a\u4e2a\u6b65\u9aa4\uff0c\u5206\u6b65\u9aa4\u8fdb\u884c\uff08\u63a8\u7406\u94fe\uff09<\/p>\n
      <\/div>
      ini<\/span>
      \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>text<\/span> = f\"\"\"<\/span><\/span>\n\u5728\u4e00\u4e2a\u8ff7\u4eba\u7684\u6751\u5e84\u91cc\uff0c\u5144\u59b9\u6770\u514b\u548c\u5409\u5c14\u51fa\u53d1\u53bb\u4e00\u4e2a\u5c71\u9876\u4e95\u91cc\u6253\u6c34\u3002\\<\/span>\n\u4ed6\u4eec\u4e00\u8fb9\u5531\u7740\u6b22\u4e50\u7684\u6b4c\uff0c\u4e00\u8fb9\u5f80\u4e0a\u722c\uff0c\\<\/span>\n\u7136\u800c\u4e0d\u5e78\u964d\u4e34\u2014\u2014\u6770\u514b\u7eca\u4e86\u4e00\u5757\u77f3\u5934\uff0c\u4ece\u5c71\u4e0a\u6eda\u4e86\u4e0b\u6765\uff0c\u5409\u5c14\u7d27\u968f\u5176\u540e\u3002\\<\/span>\n\u867d\u7136\u7565\u6709\u4e9b\u6454\u4f24\uff0c\u4f46\u4ed6\u4eec\u8fd8\u662f\u56de\u5230\u4e86\u6e29\u99a8\u7684\u5bb6\u4e2d\u3002\\<\/span>\n\u5c3d\u7ba1\u51fa\u4e86\u8fd9\u6837\u7684\u610f\u5916\uff0c\u4ed6\u4eec\u7684\u5192\u9669\u7cbe\u795e\u4f9d\u7136\u6ca1\u6709\u51cf\u5f31\uff0c\u7ee7\u7eed\u5145\u6ee1\u6109\u60a6\u5730\u63a2\u7d22\u3002<\/span>\n\"\"\"<\/span>\nprompt_2<\/span> = f\"\"\"<\/span><\/span>\n1-\u7528\u4e00\u53e5\u8bdd\u6982\u62ec\u4e0b\u9762\u7528<>\u62ec\u8d77\u6765\u7684\u6587\u672c\u3002<\/span>\n2-\u5c06\u6458\u8981\u7ffb\u8bd1\u6210\u82f1\u8bed\u3002<\/span>\n3-\u5728\u82f1\u8bed\u6458\u8981\u4e2d\u5217\u51fa\u6bcf\u4e2a\u540d\u79f0\u3002<\/span>\n4-\u8f93\u51fa\u4e00\u4e2a JSON \u5bf9\u8c61\uff0c\u5176\u4e2d\u5305\u542b\u4ee5\u4e0b\u952e\uff1aEnglish_summary\uff0cnum_names\u3002<\/span>\n<\/span>\n\u8bf7\u4f7f\u7528\u4ee5\u4e0b\u683c\u5f0f\uff1a<\/span>\n\u6587\u672c\uff1a<\u8981\u603b\u7ed3\u7684\u6587\u672c><\/span>\n\u6458\u8981\uff1a<\u6458\u8981><\/span>\n\u7ffb\u8bd1\uff1a<\u6458\u8981\u7684\u7ffb\u8bd1><\/span>\n\u540d\u79f0\uff1a<\u82f1\u8bed\u6458\u8981\u4e2d\u7684\u540d\u79f0\u5217\u8868><\/span>\n\u8f93\u51fa JSON\uff1a<\u5e26\u6709 English_summary \u548c num_names \u7684 JSON><\/span>\n<\/span>\nText: <{text}><\/span>\n\"\"\"<\/span>\nresponse<\/span> = get_completion(prompt_2)<\/span>\nprint(\"\\nprompt 2:\")<\/span>\nprint(response)<\/span>\n<\/code><\/pre>\n
      \u8f93\u51fa\uff1a<\/p>\n
      \n
      \u6458\u8981\uff1a\u5144\u59b9\u6770\u514b\u548c\u5409\u5c14\u5728\u8ff7\u4eba\u7684\u6751\u5e84\u91cc\u5192\u9669\uff0c\u4e0d\u5e78\u6454\u4f24\u540e\u56de\u5230\u5bb6\u4e2d\uff0c\u4f46\u4ecd\u7136\u5145\u6ee1\u5192\u9669\u7cbe\u795e\u3002<\/p>\n
      \u7ffb\u8bd1\uff1aIn a charming village, siblings Jack and Jill set out to fetch water from a mountaintop well. While climbing and singing, Jack trips on a stone and tumbles down the mountain, with Jill following closely behind. Despite some bruises, they make it back home safely. Their adventurous spirit remains undiminished as they continue to explore with joy.<\/p>\n
      \u540d\u79f0\uff1aJack\uff0cJill<\/p>\n
      \u8f93\u51faJSON\uff1a{“English_summary”: “In a charming village, siblings Jack and Jill set out to fetch water from a mountaintop well. While climbing and singing, Jack trips on a stone and tumbles down the mountain, with Jill following closely behind. Despite some bruises, they make it back home safely. Their adventurous spirit remains undiminished as they continue to explore with joy.”, “num_names”: 2}<\/p>\n<\/blockquote>\n<\/li>\n
    • \n
      \u7b56\u7565\u4e8c\uff1a\u6307\u5bfc\u6a21\u578b\u5728\u4e0b\u7ed3\u8bba\u4e4b\u524d\u627e\u51fa\u4e00\u4e2a\u81ea\u5df1\u7684\u89e3\u6cd5<\/strong><\/p>\n
      <\/div>
      ini<\/span>
      \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>prompt<\/span> = f\"\"\"<\/span><\/span>\n\u8bf7\u5224\u65ad\u5b66\u751f\u7684\u89e3\u51b3\u65b9\u6848\u662f\u5426\u6b63\u786e\uff0c\u8bf7\u901a\u8fc7\u5982\u4e0b\u6b65\u9aa4\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff1a<\/span>\n<\/span>\n\u6b65\u9aa4\uff1a<\/span>\n<\/span>\n    \u9996\u5148\uff0c\u81ea\u5df1\u89e3\u51b3\u95ee\u9898\u3002<\/span>\n    \u7136\u540e\u5c06\u4f60\u7684\u89e3\u51b3\u65b9\u6848\u4e0e\u5b66\u751f\u7684\u89e3\u51b3\u65b9\u6848\u8fdb\u884c\u6bd4\u8f83\uff0c\u5e76\u8bc4\u4f30\u5b66\u751f\u7684\u89e3\u51b3\u65b9\u6848\u662f\u5426\u6b63\u786e\u3002\u5728\u81ea\u5df1\u5b8c\u6210\u95ee\u9898\u4e4b\u524d\uff0c\u8bf7\u52ff\u51b3\u5b9a\u5b66\u751f\u7684\u89e3\u51b3\u65b9\u6848\u662f\u5426\u6b63\u786e\u3002<\/span>\n<\/span>\n\u4f7f\u7528\u4ee5\u4e0b\u683c\u5f0f\uff1a<\/span>\n<\/span>\n    \u95ee\u9898\uff1a\u95ee\u9898\u6587\u672c<\/span>\n    \u5b66\u751f\u7684\u89e3\u51b3\u65b9\u6848\uff1a\u5b66\u751f\u7684\u89e3\u51b3\u65b9\u6848\u6587\u672c<\/span>\n    \u5b9e\u9645\u89e3\u51b3\u65b9\u6848\u548c\u6b65\u9aa4\uff1a\u5b9e\u9645\u89e3\u51b3\u65b9\u6848\u548c\u6b65\u9aa4\u6587\u672c<\/span>\n    \u5b66\u751f\u7684\u89e3\u51b3\u65b9\u6848\u548c\u5b9e\u9645\u89e3\u51b3\u65b9\u6848\u662f\u5426\u76f8\u540c\uff1a\u662f\u6216\u5426<\/span>\n    \u5b66\u751f\u7684\u6210\u7ee9\uff1a\u6b63\u786e\u6216\u4e0d\u6b63\u786e<\/span>\n<\/span>\n\u95ee\u9898\uff1a<\/span>\n<\/span>\n    \u6211\u6b63\u5728\u5efa\u9020\u4e00\u4e2a\u592a\u9633\u80fd\u53d1\u7535\u7ad9\uff0c\u9700\u8981\u5e2e\u52a9\u8ba1\u7b97\u8d22\u52a1\u3002 <\/span>\n    - \u571f\u5730\u8d39\u7528\u4e3a\u6bcf\u5e73\u65b9\u82f1\u5c3a100\u7f8e\u5143<\/span>\n    - \u6211\u53ef\u4ee5\u4ee5\u6bcf\u5e73\u65b9\u82f1\u5c3a250\u7f8e\u5143\u7684\u4ef7\u683c\u8d2d\u4e70\u592a\u9633\u80fd\u7535\u6c60\u677f<\/span>\n    - \u6211\u5df2\u7ecf\u8c08\u5224\u597d\u4e86\u7ef4\u62a4\u5408\u540c\uff0c\u6bcf\u5e74\u9700\u8981\u652f\u4ed8\u56fa\u5b9a\u768410\u4e07\u7f8e\u5143\uff0c\u5e76\u989d\u5916\u652f\u4ed8\u6bcf\u5e73\u65b9\u82f1\u5c3a10\u7f8e\u5143<\/span>\n    \u4f5c\u4e3a\u5e73\u65b9\u82f1\u5c3a\u6570\u7684\u51fd\u6570\uff0c\u9996\u5e74\u8fd0\u8425\u7684\u603b\u8d39\u7528\u662f\u591a\u5c11\u3002<\/span>\n<\/span>\n\u5b66\u751f\u7684\u89e3\u51b3\u65b9\u6848\uff1a<\/span>\n<\/span>\n    \u8bbex\u4e3a\u53d1\u7535\u7ad9\u7684\u5927\u5c0f\uff0c\u5355\u4f4d\u4e3a\u5e73\u65b9\u82f1\u5c3a\u3002<\/span>\n    \u8d39\u7528\uff1a<\/span>\n    1. \u571f\u5730\u8d39\u7528\uff1a100x<\/span>\n    2. \u592a\u9633\u80fd\u7535\u6c60\u677f\u8d39\u7528\uff1a250x<\/span>\n    3. \u7ef4\u62a4\u8d39\u7528\uff1a100,000+100x<\/span>\n    \u603b\u8d39\u7528\uff1a100x+250x+100,000+100x=450x+100,000<\/span>\n<\/span>\n\u5b9e\u9645\u89e3\u51b3\u65b9\u6848\u548c\u6b65\u9aa4\uff1a<\/span>\n\"\"\"<\/span>\nresponse<\/span> = get_completion(prompt)<\/span>\nprint(response)<\/span>\n<\/code><\/pre>\n
      \u8f93\u51fa\uff1a<\/p>\n
      \n
      \u6b63\u786e\u7684\u89e3\u51b3\u65b9\u6848\u548c\u6b65\u9aa4\uff1a<\/p>\n
        \n
      1. \u8ba1\u7b97\u571f\u5730\u8d39\u7528\uff1a100\u7f8e\u5143\/\u5e73\u65b9\u82f1\u5c3a * x\u5e73\u65b9\u82f1\u5c3a = 100x\u7f8e\u5143<\/li>\n
      2. \u8ba1\u7b97\u592a\u9633\u80fd\u7535\u6c60\u677f\u8d39\u7528\uff1a250\u7f8e\u5143\/\u5e73\u65b9\u82f1\u5c3a * x\u5e73\u65b9\u82f1\u5c3a = 250x\u7f8e\u5143<\/li>\n
      3. \u8ba1\u7b97\u7ef4\u62a4\u8d39\u7528\uff1a10\u4e07\u7f8e\u5143 + 10\u7f8e\u5143\/\u5e73\u65b9\u82f1\u5c3a * x\u5e73\u65b9\u82f1\u5c3a = 10\u4e07\u7f8e\u5143 + 10x\u7f8e\u5143<\/li>\n
      4. \u8ba1\u7b97\u603b\u8d39\u7528\uff1a100x\u7f8e\u5143 + 250x\u7f8e\u5143 + 10\u4e07\u7f8e\u5143 + 10x\u7f8e\u5143 = 360x + 10\u4e07\u7f8e\u5143<\/li>\n<\/ol>\n
        \u5b66\u751f\u7684\u89e3\u51b3\u65b9\u6848\u548c\u5b9e\u9645\u89e3\u51b3\u65b9\u6848\u662f\u5426\u76f8\u540c\uff1a\u5426<\/p>\n
        \u5b66\u751f\u7684\u6210\u7ee9\uff1a\u4e0d\u6b63\u786e<\/p>\n<\/blockquote>\n<\/li>\n<\/ul>\n
        \u5982\u4f55\u83b7\u5f97\u4e00\u4e2a\u597d\u7684prompt<\/h2>\n
        \u4f60\u9700\u8981\u7684\u662f\u4e0d\u65ad\u7684\u8fed\u4ee3\u4f18\u5316\u8fd9\u4e2aprompt\u3002<\/p>\n
        \u60a8\u6709\u4e00\u4e2a\u5173\u4e8e\u8981\u5b8c\u6210\u7684\u4efb\u52a1\u7684\u60f3\u6cd5\uff0c\u53ef\u4ee5\u5c1d\u8bd5\u7f16\u5199\u7b2c\u4e00\u4e2a Prompt\uff0c\u6ee1\u8db3\u4e0a\u4e00\u7ae0\u8bf4\u8fc7\u7684\u4e24\u4e2a\u539f\u5219\uff1a\u6e05\u6670\u660e\u786e\uff0c\u5e76\u4e14\u7ed9\u7cfb\u7edf\u8db3\u591f\u7684\u65f6\u95f4\u601d\u8003\u3002\u7136\u540e\u60a8\u53ef\u4ee5\u8fd0\u884c\u5b83\u5e76\u67e5\u770b\u7ed3\u679c\u3002\u5982\u679c\u7b2c\u4e00\u6b21\u6548\u679c\u4e0d\u597d\uff0c\u90a3\u5c31\u627e\u51fa\u4e3a\u4ec0\u4e48\u6307\u4ee4\u4e0d\u591f\u6e05\u6670\u6216\u4e3a\u4ec0\u4e48\u6ca1\u6709\u7ed9\u7b97\u6cd5\u8db3\u591f\u7684\u65f6\u95f4\u601d\u8003\uff0c\u636e\u6b64\u4fee\u6539\u539f\u59cb\u7684prompt\uff0c\u91cd\u65b0\u8f93\u5165\u7ed9chatGPT\uff0c\u5faa\u73af\u591a\u6b21\uff0c\u76f4\u5230\u627e\u5230\u9002\u5408\u60a8\u7684\u5e94\u7528\u7a0b\u5e8f\u7684 Prompt\u3002\u8fd9\u5c31\u8fed\u4ee3\u4f18\u5316\u7684\u8fc7\u7a0b\u3002<\/p>\n
        \u4e00\u4e9b\u793a\u4f8b<\/h2>\n
        \u6587\u672c\u6982\u62ec<\/h3>\n
        \u4f60\u53ef\u4ee5\u9650\u5236\u6587\u672c\u8f93\u51fa\u957f\u5ea6\uff0c\u9650\u5236\u4fa7\u91cd\u7684\u89d2\u5ea6<\/p>\n
        <\/div>
        ini<\/span>
        \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>prompt<\/span> = f\"\"\"<\/span><\/span>\n\u4f60\u7684\u4efb\u52a1\u662f\u4ece\u7535\u5b50\u5546\u52a1\u7f51\u7ad9\u4e0a\u751f\u6210\u4e00\u4e2a\u4ea7\u54c1\u8bc4\u8bba\u7684\u7b80\u77ed\u6458\u8981\u3002<\/span>\n<\/span>\n\u8bf7\u5bf9\u4e09\u4e2a\u53cd\u5f15\u53f7\u4e4b\u95f4\u7684\u8bc4\u8bba\u6587\u672c\u8fdb\u884c\u6982\u62ec\uff0c\u6700\u591a30\u4e2a\u8bcd\u6c47\uff0c\u5e76\u4e14\u805a\u7126\u5728\u4ea7\u54c1\u8fd0\u8f93\u4e0a\u3002<\/span>\n<\/span>\n\u8bc4\u8bba: ```{prod_review_zh}```<\/span>\n\"\"\"<\/span>\n<\/code><\/pre>\n
        \u8f93\u51fa\uff1a<\/p>\n
        \n
        \u5feb\u9012\u63d0\u524d\u5230\u8d27\uff0c\u718a\u732b\u516c\u4ed4\u8f6f\u53ef\u7231\uff0c\u4f46\u6709\u70b9\u5c0f\uff0c\u4ef7\u94b1\u4e0d\u592a\u5212\u7b97\u3002<\/p>\n<\/blockquote>\n
        \u4f60\u4e5f\u53ef\u4ee5\u4ece\u6587\u672c\u4e2d\u63a8\u65ad\u60c5\u611f\u548c\u4e3b\u9898<\/p>\n
        <\/div>
        ini<\/span>
        \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>prompt<\/span> = f\"\"\"<\/span><\/span>\n\u4ece\u8bc4\u8bba\u6587\u672c\u4e2d\u8bc6\u522b\u4ee5\u4e0b\u9879\u76ee\uff1a<\/span>\n- \u60c5\u7eea\uff08\u6b63\u9762\u6216\u8d1f\u9762\uff09<\/span>\n- \u5ba1\u7a3f\u4eba\u662f\u5426\u8868\u8fbe\u4e86\u6124\u6012\uff1f\uff08\u662f\u6216\u5426\uff09<\/span>\n- \u8bc4\u8bba\u8005\u8d2d\u4e70\u7684\u7269\u54c1<\/span>\n- \u5236\u9020\u8be5\u7269\u54c1\u7684\u516c\u53f8<\/span>\n<\/span>\n\u8bc4\u8bba\u7528\u4e09\u4e2a\u53cd\u5f15\u53f7\u5206\u9694\u3002\u5c06\u60a8\u7684\u54cd\u5e94\u683c\u5f0f\u5316\u4e3a JSON \u5bf9\u8c61\uff0c\u4ee5 \u201cSentiment\u201d\u3001\u201cAnger\u201d\u3001\u201cItem\u201d \u548c \u201cBrand\u201d \u4f5c\u4e3a\u952e\u3002<\/span>\n\u5982\u679c\u4fe1\u606f\u4e0d\u5b58\u5728\uff0c\u8bf7\u4f7f\u7528 \u201c\u672a\u77e5\u201d \u4f5c\u4e3a\u503c\u3002<\/span>\n\u8ba9\u4f60\u7684\u56de\u5e94\u5c3d\u53ef\u80fd\u7b80\u77ed\u3002<\/span>\n\u5c06 Anger \u503c\u683c\u5f0f\u5316\u4e3a\u5e03\u5c14\u503c\u3002<\/span>\n<\/span>\n\u8bc4\u8bba\u6587\u672c: ```{lamp_review_zh}```<\/span>\n\"\"\"<\/span>\n<\/code><\/pre>\n
        \u8f93\u51fa\uff1a<\/p>\n
        \n
        { “Sentiment”: “\u6b63\u9762”,<\/p>\n
        “Anger”: false,<\/p>\n
        “Item”: “\u5367\u5ba4\u706f”,<\/p>\n
        “Brand”: “Lumina” }<\/p>\n<\/blockquote>\n
        \u6587\u672c\u8f6c\u6362<\/h3>\n
        \u591a\u8bed\u79cd\u6587\u672c\u7ffb\u8bd1\u3001\u62fc\u5199\u53ca\u8bed\u6cd5\u7ea0\u6b63\u3001\u8bed\u6c14\u8c03\u6574\u3001\u683c\u5f0f\u8f6c\u6362<\/p>\n
        <\/div>
        ini<\/span>
        \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>prompt<\/span> = f\"\"\"<\/span><\/span>\n\u9488\u5bf9\u4ee5\u4e0b\u4e09\u4e2a\u53cd\u5f15\u53f7\u4e4b\u95f4\u7684\u82f1\u6587\u8bc4\u8bba\u6587\u672c\uff0c<\/span>\n\u9996\u5148\u8fdb\u884c\u62fc\u5199\u53ca\u8bed\u6cd5\u7ea0\u9519\uff0c<\/span>\n\u7136\u540e\u5c06\u5176\u8f6c\u5316\u6210\u4e2d\u6587\uff0c<\/span>\n\u518d\u5c06\u5176\u8f6c\u5316\u6210\u4f18\u8d28\u6dd8\u5b9d\u8bc4\u8bba\u7684\u98ce\u683c\uff0c\u4ece\u5404\u79cd\u89d2\u5ea6\u51fa\u53d1\uff0c\u5206\u522b\u8bf4\u660e\u4ea7\u54c1\u7684\u4f18\u70b9\u4e0e\u7f3a\u70b9\uff0c\u5e76\u8fdb\u884c\u603b\u7ed3\u3002<\/span>\n\u6da6\u8272\u4e00\u4e0b\u63cf\u8ff0\uff0c\u4f7f\u8bc4\u8bba\u66f4\u5177\u6709\u5438\u5f15\u529b\u3002<\/span>\n\u8f93\u51fa\u7ed3\u679c\u683c\u5f0f\u4e3a\uff1a<\/span>\n\u3010\u4f18\u70b9\u3011xxx<\/span>\n\u3010\u7f3a\u70b9\u3011xxx<\/span>\n\u3010\u603b\u7ed3\u3011xxx<\/span>\n\u6ce8\u610f\uff0c\u53ea\u9700\u586b\u5199xxx\u90e8\u5206\uff0c\u5e76\u5206\u6bb5\u8f93\u51fa\u3002<\/span>\n\u5c06\u7ed3\u679c\u8f93\u51fa\u6210Markdown\u683c\u5f0f\u3002<\/span>\n```{text}```<\/span>\n\"\"\"<\/span>\n<\/code><\/pre>\n
        \u8f93\u51fa\uff1a<\/p>\n
        \n
        \u3010\u4f18\u70b9\u3011<\/p>\n
          \n
        • \u8d85\u7ea7\u67d4\u8f6f\u53ef\u7231\uff0c\u5973\u513f\u751f\u65e5\u793c\u7269\u975e\u5e38\u53d7\u6b22\u8fce\u3002<\/li>\n
        • \u6210\u4eba\u4e5f\u559c\u6b22\u718a\u732b\uff0c\u6211\u4e5f\u5f88\u559c\u6b22\u5b83\u3002<\/li>\n
        • \u63d0\u524d\u4e00\u5929\u5230\u8d27\uff0c\u8ba9\u6211\u6709\u65f6\u95f4\u73a9\u4e00\u4e0b\u3002<\/li>\n<\/ul>\n
          \u3010\u7f3a\u70b9\u3011<\/p>\n
            \n
          • \u4e00\u53ea\u8033\u6735\u6bd4\u53e6\u4e00\u53ea\u4f4e\uff0c\u4e0d\u5bf9\u79f0\u3002<\/li>\n
          • \u4ef7\u683c\u6709\u70b9\u8d35\uff0c\u4f46\u5c3a\u5bf8\u6709\u70b9\u5c0f\uff0c\u53ef\u80fd\u6709\u66f4\u5927\u7684\u540c\u4ef7\u4f4d\u9009\u62e9\u3002<\/li>\n<\/ul>\n
            \u3010\u603b\u7ed3\u3011 \u8fd9\u53ea\u718a\u732b\u73a9\u5177\u975e\u5e38\u9002\u5408\u4f5c\u4e3a\u751f\u65e5\u793c\u7269\uff0c\u67d4\u8f6f\u53ef\u7231\uff0c\u6df1\u53d7\u5b69\u5b50\u559c\u6b22\u3002\u867d\u7136\u4ef7\u683c\u6709\u70b9\u8d35\uff0c\u4f46\u5c3a\u5bf8\u6709\u70b9\u5c0f\uff0c\u4e0d\u5bf9\u79f0\u7684\u8bbe\u8ba1\u4e5f\u6709\u70b9\u8ba9\u4eba\u5931\u671b\u3002\u5982\u679c\u4f60\u60f3\u8981\u66f4\u5927\u7684\u540c\u4ef7\u4f4d\u9009\u62e9\uff0c\u53ef\u80fd\u9700\u8981\u8003\u8651\u5176\u4ed6\u9009\u9879\u3002\u603b\u7684\u6765\u8bf4\uff0c\u8fd9\u662f\u4e00\u6b3e\u4e0d\u9519\u7684\u718a\u732b\u73a9\u5177\uff0c\u503c\u5f97\u8d2d\u4e70\u3002<\/p>\n<\/blockquote>\n
            \u4f60\u4e5f\u53ef\u4ee5\u6269\u5c55\u6587\u672c\uff0c\u7528\u4e8e\u751f\u6210\u81ea\u52a8\u56de\u590d\u7684\u90ae\u4ef6<\/p>\n
            <\/div>
            ini<\/span>
            \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>prompt<\/span> = f\"\"\"<\/span><\/span>\n\u4f60\u662f\u4e00\u540d\u5ba2\u6237\u670d\u52a1\u7684AI\u52a9\u624b\u3002<\/span>\n\u4f60\u7684\u4efb\u52a1\u662f\u7ed9\u4e00\u4f4d\u91cd\u8981\u7684\u5ba2\u6237\u53d1\u9001\u90ae\u4ef6\u56de\u590d\u3002<\/span>\n\u6839\u636e\u901a\u8fc7\u201c```\u201d\u5206\u9694\u7684\u5ba2\u6237\u7535\u5b50\u90ae\u4ef6\u751f\u6210\u56de\u590d\uff0c\u4ee5\u611f\u8c22\u5ba2\u6237\u7684\u8bc4\u4ef7\u3002<\/span>\n\u5982\u679c\u60c5\u611f\u662f\u79ef\u6781\u7684\u6216\u4e2d\u6027\u7684\uff0c\u611f\u8c22\u4ed6\u4eec\u7684\u8bc4\u4ef7\u3002<\/span>\n\u5982\u679c\u60c5\u611f\u662f\u6d88\u6781\u7684\uff0c\u9053\u6b49\u5e76\u5efa\u8bae\u4ed6\u4eec\u8054\u7cfb\u5ba2\u6237\u670d\u52a1\u3002<\/span>\n\u8bf7\u786e\u4fdd\u4f7f\u7528\u8bc4\u8bba\u4e2d\u7684\u5177\u4f53\u7ec6\u8282\u3002<\/span>\n\u4ee5\u7b80\u660e\u548c\u4e13\u4e1a\u7684\u8bed\u6c14\u5199\u4fe1\u3002<\/span>\n\u4ee5\u201cAI\u5ba2\u6237\u4ee3\u7406\u201d\u7684\u540d\u4e49\u7b7e\u7f72\u7535\u5b50\u90ae\u4ef6\u3002<\/span>\n\u5ba2\u6237\u8bc4\u4ef7\uff1a```{review}```<\/span>\n\u8bc4\u8bba\u60c5\u611f\uff1a{sentiment}<\/span>\n\"\"\"<\/span>\n<\/code><\/pre>\n
            \u8f93\u51fa\uff1a<\/p>\n
            \n
            \u5c0a\u656c\u7684\u5ba2\u6237\uff0c<\/p>\n
            \u975e\u5e38\u611f\u8c22\u60a8\u5bf9\u6211\u4eec\u4ea7\u54c1\u7684\u8bc4\u4ef7\u3002\u6211\u4eec\u7531\u8877\u5730\u4e3a\u60a8\u5728\u8d2d\u4e70\u8fc7\u7a0b\u4e2d\u9047\u5230\u7684\u95ee\u9898\u8868\u793a\u62b1\u6b49\u3002\u6211\u4eec\u786e\u5b9e\u572812\u6708\u4efd\u7684\u7b2c\u4e8c\u5468\u8c03\u6574\u4e86\u4ef7\u683c\uff0c\u4f46\u8fd9\u662f\u7531\u4e8e\u5e02\u573a\u56e0\u7d20\u6240\u81f4\uff0c\u5e76\u975e\u4ef7\u683c\u6b3a\u8bc8\u3002\u6211\u4eec\u6df1\u523b\u610f\u8bc6\u5230\u60a8\u5bf9\u4ea7\u54c1\u8d28\u91cf\u7684\u62c5\u5fe7\uff0c\u6211\u4eec\u5c06\u5c3d\u4e00\u5207\u52aa\u529b\u6539\u8fdb\u4ea7\u54c1\uff0c\u4ee5\u63d0\u4f9b\u66f4\u597d\u7684\u4f53\u9a8c\u3002<\/p>\n
            \u6211\u4eec\u975e\u5e38\u611f\u6fc0\u60a8\u5bf9\u6211\u4eec\u4ea7\u54c1\u7684\u4f7f\u7528\u7ecf\u9a8c\u548c\u5236\u4f5c\u6280\u5de7\u7684\u5206\u4eab\u3002\u60a8\u7684\u5efa\u8bae\u548c\u53cd\u9988\u5bf9\u6211\u4eec\u975e\u5e38\u91cd\u8981\uff0c\u6211\u4eec\u5c06\u4ee5\u6b64\u4e3a\u57fa\u7840\uff0c\u8fdb\u4e00\u6b65\u6539\u8fdb\u6211\u4eec\u7684\u4ea7\u54c1\u3002 \u5982\u679c\u60a8\u6709\u4efb\u4f55\u7591\u95ee\u6216\u9700\u8981\u8fdb\u4e00\u6b65\u5e2e\u52a9\uff0c\u8bf7\u968f\u65f6\u8054\u7cfb\u6211\u4eec\u7684\u5ba2\u6237\u670d\u52a1\u90e8\u95e8\u3002\u6211\u4eec\u5c06\u5c3d\u5feb\u56de\u590d\u60a8\u5e76\u63d0\u4f9b\u5e2e\u52a9\u3002<\/p>\n
            \u6700\u540e\uff0c\u8bf7\u518d\u6b21\u611f\u8c22\u60a8\u5bf9\u6211\u4eec\u4ea7\u54c1\u7684\u8bc4\u4ef7\u548c\u9009\u62e9\u3002\u6211\u4eec\u671f\u5f85\u7740\u672a\u6765\u4e0e\u60a8\u7684\u5408\u4f5c\u3002<\/p>\n
            \u6b64\u81f4 \u656c\u793c<\/p>\n
            AI\u5ba2\u6237\u4ee3\u7406<\/p>\n<\/blockquote>\n
            \u804a\u5929\u673a\u5668\u4eba<\/h3>\n
            \u53ef\u4ee5\u6784\u5efa\u4e00\u4e2a \u201c\u8ba2\u9910\u673a\u5668\u4eba\u201d\uff0c\u6211\u4eec\u9700\u8981\u5b83\u81ea\u52a8\u6536\u96c6\u7528\u6237\u4fe1\u606f\uff0c\u63a5\u53d7\u6bd4\u8428\u997c\u5e97\u7684\u8ba2\u5355\u3002<\/p>\n
            <\/div>
            ini<\/span>
            \u590d\u5236\u4ee3\u7801<\/div><\/div><\/div>context<\/span> = [{'role'<\/span>:'system'<\/span>, 'content'<\/span>:\"\"\"<\/span><\/span>\n\u4f60\u662f\u8ba2\u9910\u673a\u5668\u4eba\uff0c\u4e3a\u62ab\u8428\u9910\u5385\u81ea\u52a8\u6536\u96c6\u8ba2\u5355\u4fe1\u606f\u3002<\/span>\n\u4f60\u8981\u9996\u5148\u95ee\u5019\u987e\u5ba2\u3002\u7136\u540e\u7b49\u5f85\u7528\u6237\u56de\u590d\u6536\u96c6\u8ba2\u5355\u4fe1\u606f\u3002\u6536\u96c6\u5b8c\u4fe1\u606f\u9700\u786e\u8ba4\u987e\u5ba2\u662f\u5426\u8fd8\u9700\u8981\u6dfb\u52a0\u5176\u4ed6\u5185\u5bb9\u3002<\/span>\n\u6700\u540e\u9700\u8981\u8be2\u95ee\u662f\u5426\u81ea\u53d6\u6216\u5916\u9001\uff0c\u5982\u679c\u662f\u5916\u9001\uff0c\u4f60\u8981\u8be2\u95ee\u5730\u5740\u3002<\/span>\n\u6700\u540e\u544a\u8bc9\u987e\u5ba2\u8ba2\u5355\u603b\u91d1\u989d\uff0c\u5e76\u9001\u4e0a\u795d\u798f\u3002<\/span>\n<\/span>\n\u8bf7\u786e\u4fdd\u660e\u786e\u6240\u6709\u9009\u9879\u3001\u9644\u52a0\u9879\u548c\u5c3a\u5bf8\uff0c\u4ee5\u4fbf\u4ece\u83dc\u5355\u4e2d\u8bc6\u522b\u51fa\u8be5\u9879\u552f\u4e00\u7684\u5185\u5bb9\u3002<\/span>\n\u4f60\u7684\u56de\u5e94\u5e94\u8be5\u4ee5\u7b80\u77ed\u3001\u975e\u5e38\u968f\u610f\u548c\u53cb\u597d\u7684\u98ce\u683c\u5448\u73b0\u3002<\/span>\n<\/span>\n\u83dc\u5355\u5305\u62ec\uff1a<\/span>\n<\/span>\n\u83dc\u54c1\uff1a<\/span>\n\u610f\u5f0f\u8fa3\u9999\u80a0\u62ab\u8428\uff08\u5927\u3001\u4e2d\u3001\u5c0f\uff09 12.95\u300110.00\u30017.00<\/span>\n\u829d\u58eb\u62ab\u8428\uff08\u5927\u3001\u4e2d\u3001\u5c0f\uff09 10.95\u30019.25\u30016.50<\/span>\n\u8304\u5b50\u62ab\u8428\uff08\u5927\u3001\u4e2d\u3001\u5c0f\uff09 11.95\u30019.75\u30016.75<\/span>\n\u85af\u6761\uff08\u5927\u3001\u5c0f\uff09 4.50\u30013.50<\/span>\n\u5e0c\u814a\u6c99\u62c9 7.25<\/span>\n<\/span>\n\u914d\u6599\uff1a<\/span>\n\u5976\u916a 2.00<\/span>\n\u8611\u83c7 1.50<\/span>\n\u9999\u80a0 3.00<\/span>\n\u52a0\u62ff\u5927\u718f\u8089 3.50<\/span>\nAI\u9171 1.50<\/span>\n\u8fa3\u6912 1.00<\/span>\n<\/span>\n\u996e\u6599\uff1a<\/span>\n\u53ef\u4e50\uff08\u5927\u3001\u4e2d\u3001\u5c0f\uff09 3.00\u30012.00\u30011.00<\/span>\n\u96ea\u78a7\uff08\u5927\u3001\u4e2d\u3001\u5c0f\uff09 3.00\u30012.00\u30011.00<\/span>\n\u74f6\u88c5\u6c34 5.00<\/span>\n\"\"\"} ]  # accumulate messages<\/span><\/span>\n<\/code><\/pre>\n
            \u6a21\u578b\u5c40\u9650\u6027<\/h1>\n
            \u865a\u5047\u77e5\u8bc6<\/strong><\/p>\n
            \u6a21\u578b\u5076\u5c14\u4f1a\u751f\u6210\u4e00\u4e9b\u770b\u4f3c\u771f\u5b9e\u5b9e\u5219\u7f16\u9020\u7684\u77e5\u8bc6<\/p>\n
            \u5c24\u5176\u5bf9\u4e00\u4e9b\u6666\u6da9\u6216\u8005\u5c0f\u4f17\u7684\u95ee\u9898\uff0c\u5176\u53ef\u80fd\u7f16\u9020\u7b54\u6848<\/p>\n","protected":false},"excerpt":{"rendered":"
            \u5434\u6069\u8fbe\u300aChatGPT Prompt Engineering for Developers\u300b\u8bfe\u7a0b\u901f\u89c8\uff0c\u4e3b\u8981\u6307\u5bfc\u5f00\u53d1\u8005\u5982\u4f55\u6784\u5efa Prompt \u5e76\u57fa\u4e8e OpenAI API \u6784\u5efa\u65b0\u7684\u3001\u57fa\u4e8e LLM \u7684\u5e94\u7528<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_title":"ChatGPT API\u63a5\u53e3\u8c03\u7528\u6307\u5357\uff1a\u4ee3\u7801\u793a\u4f8b\u4e0e\u6280\u5de7 - \u5948\u65af\u79d1\u6280\u793e\u533a","rank_math_description":"\u8fd9\u7bc7\u6587\u7ae0\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u5982\u4f55\u4f7f\u7528ChatGPT\u7684API\u63a5\u53e3\uff0c\u5305\u62ec\u5b89\u88c5\u7b2c\u4e09\u65b9\u5e93\u3001\u8bbe\u7f6eAPIKEY\u3001\u7f16\u5199Prompt\u7b49\u6b65\u9aa4\uff0c\u5e76\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u4ee3\u7801\u793a\u4f8b\u548c\u4f7f\u7528\u6280\u5de7\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u4e0a\u624b\u5e76\u6784\u5efa\u5f3a\u5927\u7684AI\u5e94\u7528\u3002","rank_math_focus_keyword":"ChatGPT, API\u63a5\u53e3, \u4ee3\u7801\u793a\u4f8b, AI\u6a21\u578b, \u6587\u672c\u751f\u6210","views":"31","footnotes":""},"categories":[3],"tags":[128,129,136,126,127],"collection":[],"class_list":["post-1190","post","type-post","status-publish","format-standard","hentry","category-fenlei2","tag-128","tag-129","tag-136","tag-gpt","tag-ai"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1190","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/comments?post=1190"}],"version-history":[{"count":0,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1190\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media?parent=1190"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/categories?post=1190"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/tags?post=1190"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/collection?post=1190"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}