{"id":1554,"date":"2024-05-21T23:42:10","date_gmt":"2024-05-21T23:42:10","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1554"},"modified":"2024-05-21T23:43:34","modified_gmt":"2024-05-21T23:43:34","slug":"lejietishigongchengprompt-engineeringjichuzhishi","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/lejietishigongchengprompt-engineeringjichuzhishi.html","title":{"rendered":"\u4e86\u89e3\u63d0\u793a\u5de5\u7a0b(Prompt Engineering)\u57fa\u7840\u77e5\u8bc6"},"content":{"rendered":"<p>LLM \u7684\u63d0\u793a\u5199\u6cd5\u5f88\u91cd\u8981\uff0c\u597d\u7684\u63d0\u793a\u53ef\u4ee5\u6bd4\u5dee\u7684\u63d0\u793a\u5f97\u5230\u66f4\u597d\u7684\u6548\u679c\u3002\u4f46\u662f\u63d0\u793a\u3001\u63d0\u793a\u5de5\u7a0b\u548c\u5982\u4f55\u6539\u5584\u6211\u7ed9 LLMs \u7684\u5185\u5bb9\u662f\u4ec0\u4e48\u610f\u601d\u5462\uff1f\u8fd9\u4e9b\u95ee\u9898\u662f\u672c\u7ae0\u548c\u4e0b\u4e00\u7ae0\u8981\u56de\u7b54\u7684\u3002<\/p>\n<p>\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u53ef\u4ee5\u6839\u636e\u7528\u6237\u7684\u9700\u6c42\u521b\u5efa\u65b0\u7684\u5185\u5bb9\uff08\u6bd4\u5982\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u3001\u4ee3\u7801\u7b49\uff09\u3002\u5b83\u5229\u7528 LLMs \u6765\u8fbe\u5230\u8fd9\u4e2a\u76ee\u7684\uff0c\u6bd4\u5982 OpenAI \u7684 GPT \u6a21\u578b\u7cfb\u5217\uff0c\u8fd9\u4e9b\u6a21\u578b\u662f\u7528\u81ea\u7136\u8bed\u8a00\u548c\u4ee3\u7801\u6765\u8bad\u7ec3\u7684\u3002<\/p>\n<p>\u7528\u6237\u73b0\u5728\u53ef\u4ee5\u7528\u4ed6\u4eec\u719f\u6089\u7684\u8bed\u8a00\uff08\u6bd4\u5982\u804a\u5929\uff09\u548c\u8fd9\u4e9b\u6a21\u578b\u4e92\u52a8\uff0c\u4e0d\u9700\u8981\u4efb\u4f55\u6280\u672f\u4e13\u4e1a\u77e5\u8bc6\u6216\u57f9\u8bad\u3002\u8fd9\u4e9b\u6a21\u578b\u662f\u57fa\u4e8e\u63d0\u793a\u7684\u2014\u2014\u7528\u6237\u53d1\u9001\u6587\u672c\u8f93\u5165\uff08\u63d0\u793a\uff09\u5e76\u5f97\u5230\u4eba\u5de5\u667a\u80fd\u7684\u56de\u5e94\uff08\u5b8c\u6210\uff09\u3002\u7136\u540e\uff0c\u4ed6\u4eec\u53ef\u4ee5\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u4e0d\u65ad\u5730\u201c\u548c\u4eba\u5de5\u667a\u80fd\u804a\u5929\u201d\uff0c\u6539\u8fdb\u4ed6\u4eec\u7684\u63d0\u793a\uff0c\u76f4\u5230\u56de\u5e94\u7b26\u5408\u4ed6\u4eec\u7684\u671f\u671b\u3002<\/p>\n<p>\u201c\u63d0\u793a\u201d\u73b0\u5728\u6210\u4e3a\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u7a0b\u5e8f\u7684\u4e3b\u8981\u7f16\u7a0b\u754c\u9762\uff0c\u544a\u8bc9\u6a21\u578b\u8981\u505a\u4ec0\u4e48\u5e76\u5f71\u54cd\u56de\u5e94\u7684\u8d28\u91cf\u3002\u201c\u63d0\u793a\u5de5\u7a0b\u201d\u662f\u4e00\u4e2a\u5feb\u901f\u53d1\u5c55\u7684\u7814\u7a76\u9886\u57df\uff0c\u4e13\u6ce8\u4e8e\u63d0\u793a\u7684\u201c\u8bbe\u8ba1\u548c\u4f18\u5316\u201d\uff0c\u4ee5\u63d0\u4f9b\u4e00\u81f4\u548c\u9ad8\u8d28\u91cf\u7684\u56de\u5e94\u3002<\/p>\n<h1 data-id=\"heading-0\">\u63d0\u793a\u5de5\u7a0b\u662f\u4ec0\u4e48\uff1f<\/h1>\n<p>\u5728\u672c\u7ae0\u4e2d\uff0c\u6211\u4eec\u628a\u63d0\u793a\u5de5\u7a0b\u5b9a\u4e49\u4e3a\u8bbe\u8ba1\u548c\u4f18\u5316\u6587\u672c\u8f93\u5165\uff08\u63d0\u793a\uff09\u7684\u8fc7\u7a0b\uff0c\u4ee5\u4fbf\u4e3a\u6307\u5b9a\u7684\u5e94\u7528\u7a0b\u5e8f\u76ee\u6807\u548c\u6a21\u578b\u63d0\u4f9b\u4e00\u81f4\u548c\u9ad8\u8d28\u91cf\u7684\u56de\u5e94\uff08\u5b8c\u6210\uff09\u3002\u6211\u4eec\u53ef\u4ee5\u628a\u5b83\u770b\u4f5c\u4e00\u4e2a\u4e24\u6b65\u8fc7\u7a0b\uff1a<\/p>\n<ul>\n<li>\u8bbe\u8ba1\u9002\u5408\u6a21\u578b\u548c\u76ee\u6807\u7684\u521d\u59cb\u63d0\u793a<\/li>\n<li>\u901a\u8fc7\u53cd\u590d\u7684\u65b9\u5f0f\u7cbe\u7b80\u63d0\u793a\u8bed\u6765\u63d0\u9ad8\u56de\u5e94\u8d28\u91cf<\/li>\n<\/ul>\n<p>\u8fd9\u662f\u4e00\u4e2a\u9700\u8981\u7528\u6237\u7684\u76f4\u89c9\u548c\u52aa\u529b\u7684\u8bd5\u9a8c\u8fc7\u7a0b\uff0c\u624d\u80fd\u5f97\u5230\u6700\u597d\u7684\u7ed3\u679c\u3002\u90a3\u4e48\u4e3a\u4ec0\u4e48\u5b83\u5f88\u91cd\u8981\u5462\uff1f\u8981\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u9996\u5148\u9700\u8981\u4e86\u89e3\u4e09\u4e2a\u6982\u5ff5\uff1a<\/p>\n<ul>\n<li>Tokenization = \u6a21\u578b\u5982\u4f55\u201c\u770b\u5f85\u201d\u63d0\u793a<\/li>\n<li>Base LLMs = \u57fa\u7840\u6a21\u578b\u5982\u4f55\u201c\u5904\u7406\u201d\u63d0\u793a<\/li>\n<li>Instruction-Tuned LLM = \u6a21\u578b\u73b0\u5728\u5982\u4f55\u770b\u5f85\u201c\u4efb\u52a1\u201d<\/li>\n<\/ul>\n<p><strong>Tokenization<\/strong><\/p>\n<p>LLM \u628a\u63d0\u793a\u770b\u4f5c\u662f\u6807\u8bb0\u5e8f\u5217\uff0c\u4e0d\u540c\u7684\u6a21\u578b\uff08\u6216\u6a21\u578b\u7684\u7248\u672c\uff09\u53ef\u80fd\u4f1a\u7528\u4e0d\u540c\u7684\u65b9\u5f0f\u628a\u540c\u4e00\u4e2a\u63d0\u793a\u5206\u6210\u6807\u8bb0\u3002\u56e0\u4e3a LLM \u662f\u6839\u636e\u6807\u8bb0\uff08\u800c\u4e0d\u662f\u539f\u59cb\u6587\u672c\uff09\u6765\u8bad\u7ec3\u7684\uff0c\u6240\u4ee5\u63d0\u793a\u7684\u6807\u8bb0\u5316\u65b9\u5f0f\u4f1a\u76f4\u63a5\u5f71\u54cd\u751f\u6210\u7684\u56de\u5e94\u7684\u8d28\u91cf\u3002<\/p>\n<p>\u8981\u76f4\u89c2\u5730\u7406\u89e3\u6807\u8bb0\u5316\u662f\u600e\u4e48\u5de5\u4f5c\u7684\uff0c\u8bf7\u5c1d\u8bd5\u4f7f\u7528\u50cf OpenAI Tokenizer \u8fd9\u6837\u7684\u5de5\u5177\u3002\u590d\u5236\u4f60\u7684\u63d0\u793a &#8211; \u770b\u770b\u5b83\u662f\u5982\u4f55\u88ab\u8f6c\u6362\u6210\u6807\u8bb0\u7684\uff0c\u6ce8\u610f\u7a7a\u767d\u5b57\u7b26\u548c\u6807\u70b9\u7b26\u53f7\u662f\u5982\u4f55\u5904\u7406\u7684\u3002\u8bf7\u6ce8\u610f\uff0c\u8fd9\u4e2a\u4f8b\u5b50\u663e\u793a\u7684\u662f\u8f83\u65e7\u7684 LLM (GPT-3) &#8211; \u6240\u4ee5\u7528\u8f83\u65b0\u7684\u6a21\u578b\u8bd5\u8bd5\u8fd9\u4e2a\u64cd\u4f5c\u53ef\u80fd\u4f1a\u6709\u4e0d\u540c\u7684\u7ed3\u679c\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/1df0ebef8d7df4006e602452716f92cc.png\" alt=\"\u4e86\u89e3\u63d0\u793a\u5de5\u7a0b(Prompt Engineering)\u57fa\u7840\u77e5\u8bc6\" \/><\/figure>\n<a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<p><strong>\u6982\u5ff5: \u57fa\u7840\u6a21\u578b<\/strong><\/p>\n<p>\u5f53\u63d0\u793a\u88ab\u6807\u8bb0\u5316\u540e\uff0c\u201cBase LLM\u201d\u7684\u4e3b\u8981\u529f\u80fd\uff08\u6216\u57fa\u7840\u6a21\u578b\uff09\u662f\u9884\u6d4b\u5e8f\u5217\u4e2d\u7684\u6807\u8bb0\u3002\u56e0\u4e3a LLMs \u63a5\u53d7\u8fc7\u5927\u91cf\u7684\u6587\u672c\u6570\u636e\u96c6\u7684\u8bad\u7ec3\uff0c\u6240\u4ee5\u5b83\u4eec\u5bf9\u6807\u8bb0\u4e4b\u95f4\u7684\u7edf\u8ba1\u5173\u7cfb\u6709\u5f88\u597d\u7684\u7406\u89e3\uff0c\u5e76\u4e14\u53ef\u4ee5\u81ea\u4fe1\u5730\u505a\u51fa\u9884\u6d4b\u3002\u5e76\u4e0d\u662f\u8bf4\u5b83\u4eec\u4e0d\u7406\u89e3\u63d0\u793a\u6216\u6807\u8bb0\u4e2d\u5355\u8bcd\u7684\u542b\u4e49\uff0c\u5b83\u4eec\u53ea\u662f\u770b\u5230\u4e86\u4e00\u4e2a\u53ef\u4ee5\u901a\u8fc7\u4e0b\u4e00\u4e2a\u9884\u6d4b\u201c\u5b8c\u6210\u201d\u7684\u6a21\u5f0f\u3002\u5b83\u4eec\u53ef\u4ee5\u7ee7\u7eed\u9884\u6d4b\u5e8f\u5217\uff0c\u76f4\u5230\u88ab\u7528\u6237\u5e72\u9884\u6216\u67d0\u4e9b\u9884\u8bbe\u7684\u6761\u4ef6\u505c\u6b62\u3002<\/p>\n<p>\u60f3\u77e5\u9053\u57fa\u4e8e\u63d0\u793a\u7684\u8865\u5168\u662f\u600e\u4e48\u5de5\u4f5c\u7684\u5417\uff1f\u7528\u9ed8\u8ba4\u8bbe\u7f6e\u628a\u4e0a\u9762\u7684\u63d0\u793a\u8f93\u5165\u5230 Azure OpenAI Studio Chat Playground\u3002\u7cfb\u7edf\u914d\u7f6e\u4f1a\u628a\u63d0\u793a\u5f53\u4f5c\u4fe1\u606f\u8bf7\u6c42 &#8211; \u6240\u4ee5\u4f60\u5e94\u8be5\u770b\u5230\u7b26\u5408\u8fd9\u4e2a\u4e0a\u4e0b\u6587\u7684\u8865\u5168\u3002<\/p>\n<p>\u4f46\u662f\uff0c\u5982\u679c\u7528\u6237\u60f3\u8981\u770b\u5230\u6ee1\u8db3\u4e00\u4e9b\u6807\u51c6\u6216\u4efb\u52a1\u76ee\u6807\u7684\u7279\u5b9a\u5185\u5bb9\u600e\u4e48\u529e\uff1f\u8fd9\u5c31\u662f LLMs \u4e2d\u7684\u6307\u4ee4\u8c03\u6574\u53d1\u6325\u4f5c\u7528\u7684\u5730\u65b9\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/313c23c65cde9ad24aad6aaf053d3154.png\" alt=\"\u4e86\u89e3\u63d0\u793a\u5de5\u7a0b(Prompt Engineering)\u57fa\u7840\u77e5\u8bc6\" \/><\/figure>\n<a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<p><strong>\u6982\u5ff5: LLMs \u4e2d\u7684\u6307\u4ee4\u8c03\u6574<\/strong><\/p>\n<p>LLMs \u4e2d\u7684\u6307\u4ee4\u8c03\u6574 \u4ece\u57fa\u7840\u6a21\u578b\u5f00\u59cb\uff0c\u5e76\u7528\u4ee5\u4e0b\u53c2\u6570\u5bf9\u5176\u8fdb\u884c\u5fae\u8c03 \u53ef\u4ee5\u5305\u542b\u660e\u786e\u6307\u4ee4\u7684\u4f8b\u5b50\u6216\u8f93\u5165\/\u8f93\u51fa\u5bf9\uff08\u6bd4\u5982\u591a\u8f6e\u201c\u6d88\u606f\u201d\uff09\uff0c\u4ee5\u53ca\u4eba\u5de5\u667a\u80fd\u8bd5\u56fe\u9075\u5faa\u8fd9\u4e2a\u6307\u4ee4\u7684\u56de\u5e94\u3002<\/p>\n<p>\u5b83\u4f7f\u7528\u50cf\u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60 (RLHF) \u8fd9\u6837\u7684\u6280\u672f\uff0c\u53ef\u4ee5\u8bad\u7ec3\u6a21\u578b\u201c\u9075\u5faa\u6307\u4ee4\u201d\u5e76\u201c\u4ece\u53cd\u9988\u4e2d\u5b66\u4e60\u201d\uff0c\u4ece\u800c\u4ea7\u751f\u66f4\u9002\u5408\u5b9e\u9645\u5e94\u7528\u548c\u4e0e\u7528\u6237\u76ee\u6807\u66f4\u76f8\u5173\u7684\u56de\u5e94\u3002<\/p>\n<p>\u8ba9\u6211\u4eec\u8bd5\u8bd5\u5427 &#8211; \u91cd\u65b0\u8bbf\u95ee\u4e0a\u9762\u7684\u63d0\u793a\uff0c\u4f46\u73b0\u5728\u6539\u53d8\u7cfb\u7edf\u6d88\u606f\uff0c\u63d0\u4f9b\u4ee5\u4e0b\u6307\u4ee4\u4f5c\u4e3a\u4e0a\u4e0b\u6587\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/61124d6a9a96881bc77f2c3b5da4bf56.png\" alt=\"\u4e86\u89e3\u63d0\u793a\u5de5\u7a0b(Prompt Engineering)\u57fa\u7840\u77e5\u8bc6\" \/><\/figure>\n<a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<p>\u770b\u770b\u73b0\u5728\u7ed3\u679c\u662f\u5982\u4f55\u8c03\u6574\u7684\uff0c\u4ee5\u53cd\u6620\u6240\u9700\u7684\u76ee\u6807\u548c\u683c\u5f0f\uff1f\u6559\u80b2\u5de5\u4f5c\u8005\u73b0\u5728\u53ef\u4ee5\u76f4\u63a5\u5728\u8fd9\u95e8\u8bfe\u7684 ppt \u4e2d\u4f7f\u7528\u8fd9\u4e2a\u7ed3\u679c\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/24de4eb223f3292595bdbf3805027a78.png\" alt=\"\u4e86\u89e3\u63d0\u793a\u5de5\u7a0b(Prompt Engineering)\u57fa\u7840\u77e5\u8bc6\" \/><\/figure>\n<a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<h1 data-id=\"heading-1\">\u4e3a\u4ec0\u4e48\u6211\u4eec\u9700\u8981\u63d0\u793a\u5de5\u7a0b<\/h1>\n<p>\u73b0\u5728\u6211\u4eec\u77e5\u9053\u4e86 LLMs \u662f\u5982\u4f55\u5904\u7406\u63d0\u793a\u7684\uff0c\u8ba9\u6211\u4eec\u8c08\u8c08\u4e3a\u4ec0\u4e48\u6211\u4eec\u9700\u8981\u63d0\u793a\u5de5\u7a0b\u3002\u7b54\u6848\u5728\u4e8e\uff0c\u73b0\u5728\u7684 LLMs \u7684\u7b97\u6cd5\u4e5f\u6709\u5f88\u591a\u6311\u6218\uff0c\u5982\u679c\u4e0d\u53ca\u65f6\u4f18\u5316\uff0c\u5c31\u5f88\u96be\u5b9e\u73b0\u201c\u53ef\u9760\u548c\u4e00\u81f4\u7684\u8865\u5168\u201d\u3002\u6bd4\u5982\uff1a<\/p>\n<p><strong>\u6a21\u578b\u7684\u56de\u5e94\u662f\u968f\u673a\u7684\u3002<\/strong> \u540c\u6837\u7684\u63d0\u793a\u53ef\u80fd\u4f1a\u5bf9\u4e0d\u540c\u7684\u6a21\u578b\u6216\u6a21\u578b\u7248\u672c\u4ea7\u751f\u4e0d\u540c\u7684\u56de\u5e94\u3002\u751a\u81f3\u53ef\u80fd\u5728\u4e0d\u540c\u7684\u65f6\u95f4\u7528\u540c\u6837\u7684\u6a21\u578b\u4ea7\u751f\u4e0d\u540c\u7684\u7ed3\u679c\u3002\u63d0\u793a\u5de5\u7a0b\u6280\u672f\u53ef\u4ee5\u901a\u8fc7\u63d0\u4f9b\u66f4\u597d\u7684\u63d0\u793a\u6765\u5e2e\u52a9\u6211\u4eec\u5c3d\u91cf\u51cf\u5c11\u8fd9\u4e9b\u53d8\u5316\u7684\u5f71\u54cd\u3002<\/p>\n<p><strong>\u6a21\u578b\u53ef\u80fd\u4f1a\u4ea7\u751f\u5e7b\u89c9\u7684\u56de\u5e94\u3002<\/strong> \u6a21\u578b\u662f\u7528\u5927\u578b\u4f46\u6709\u9650\u7684\u6570\u636e\u96c6\u6765\u9884\u8bad\u7ec3\u7684\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u4eec\u7f3a\u4e4f\u5bf9\u8bad\u7ec3\u8303\u56f4\u4e4b\u5916\u7684\u6982\u5ff5\u7684\u77e5\u8bc6\u3002\u56e0\u6b64\uff0c\u5b83\u4eec\u53ef\u80fd\u4f1a\u4ea7\u751f\u4e0d\u6b63\u786e\u3001\u865a\u6784\u6216\u4e0e\u5df2\u77e5\u4e8b\u5b9e\u76f4\u63a5\u51b2\u7a81\u7684\u5b8c\u6210\u7ed3\u679c\u3002\u63d0\u793a\u5de5\u7a0b\u6280\u672f\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u8bc6\u522b\u548c\u51cf\u8f7b\u5e7b\u89c9\uff0c\u6bd4\u5982\u901a\u8fc7\u5411\u4eba\u5de5\u667a\u80fd\u8be2\u95ee\u6765\u6e90\u6216\u63a8\u7406\u8fc7\u7a0b\u3002<\/p>\n<p><strong>\u6a21\u578b\u7684\u529f\u80fd\u4e0d\u5c3d\u76f8\u540c\u3002<\/strong> \u66f4\u65b0\u7684\u6a21\u578b\u6216\u6a21\u578b\u7248\u672c\u4f1a\u6709\u66f4\u591a\u7684\u529f\u80fd\uff0c\u4f46\u4e5f\u4f1a\u6709\u4e00\u4e9b\u7279\u6b8a\u7684\u95ee\u9898\uff0c\u4ee5\u53ca\u6210\u672c\u548c\u590d\u6742\u6027\u65b9\u9762\u7684\u6743\u8861\u3002\u63d0\u793a\u5de5\u7a0b\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u5236\u5b9a\u6700\u4f73\u5b9e\u8df5\u548c\u6d41\u7a0b\uff0c\u4ee5\u4fbf\u4ee5\u53ef\u6269\u5c55\u548c\u65e0\u7f1d\u7684\u65b9\u5f0f\u6d88\u9664\u5dee\u5f02\u5e76\u9002\u5e94\u6a21\u578b\u7279\u5b9a\u7684\u9700\u6c42\u3002<\/p>\n<p>\u8ba9\u6211\u4eec\u770b\u770b OpenAI \u6216 Azure OpenAI Playground \u4e2d\u7684\u5b9e\u9645\u60c5\u51b5\uff1a<\/p>\n<ul>\n<li>\u7528\u76f8\u540c\u7684\u63d0\u793a\u5bf9\u4e0d\u540c\u7684 LLM \u90e8\u7f72\uff08\u4f8b\u5982 OpenAI\u3001Azure OpenAI\u3001Hugging Face\uff09\u8fdb\u884c\u6d4b\u8bd5 &#8211; \u4f60\u770b\u5230\u4e86\u4ec0\u4e48\u5dee\u5f02\uff1f<\/li>\n<li>\u7528\u76f8\u540c\u7684\u63d0\u793a\u5bf9\u76f8\u540c\u7684 LLM \u90e8\u7f72\uff08\u4f8b\u5982 Azure OpenAI Playground\uff09\u8fdb\u884c\u591a\u6b21\u6d4b\u8bd5 &#8211; \u751f\u6210\u7684\u7ed3\u679c\u6709\u4ec0\u4e48\u4e0d\u540c\uff1f<\/li>\n<\/ul>\n<h1 data-id=\"heading-2\">\u6784\u5efa\u63d0\u793a\u7684\u65b9\u6cd5<\/h1>\n<p>\u6211\u4eec\u5df2\u7ecf\u4e86\u89e3\u4e86\u63d0\u793a\u5de5\u7a0b\u7684\u91cd\u8981\u6027 &#8211; \u73b0\u5728\u8ba9\u6211\u4eec\u4e86\u89e3\u63d0\u793a\u662f\u5982\u4f55\u6784\u5efa\u7684\uff0c\u4ee5\u4fbf\u6211\u4eec\u53ef\u4ee5\u8bc4\u4f30\u4e0d\u540c\u7684\u6280\u672f\u6765\u5b9e\u73b0\u66f4\u6709\u6548\u7684\u63d0\u793a\u8bbe\u8ba1\u3002<\/p>\n<p><strong>\u57fa\u7840\u63d0\u793a<\/strong><\/p>\n<p>\u8ba9\u6211\u4eec\u4ece\u57fa\u7840\u63d0\u793a\u5f00\u59cb\uff1a\u53d1\u9001\u5230\u6a21\u578b\u7684\u6587\u672c\u8f93\u5165\uff0c\u6ca1\u6709\u5176\u4ed6\u7684\u4e0a\u4e0b\u6587\u3002\u8fd9\u662f\u4e00\u4e2a\u4f8b\u5b50 &#8211; \u5f53\u6211\u4eec\u628a\u7f8e\u56fd\u56fd\u6b4c\u7684\u524d\u51e0\u4e2a\u5355\u8bcd\u53d1\u9001\u5230 OpenAI Completion API \u65f6\uff0c\u5b83\u4f1a\u7acb\u5373\u751f\u6210\u4e0b\u4e00\u4e2a\u5355\u8bcd\u7684\u56de\u5e94 \u51e0\u884c\uff0c\u8bf4\u660e\u4e86\u57fa\u672c\u7684\u9884\u6d4b\u884c\u4e3a\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/6afe0b7ddbefa4afa65e6f5cae240ccb.png\" alt=\"\u4e86\u89e3\u63d0\u793a\u5de5\u7a0b(Prompt Engineering)\u57fa\u7840\u77e5\u8bc6\" \/><\/figure>\n<a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<p><strong>\u590d\u6742\u7684\u63d0\u793a<\/strong><\/p>\n<p>\u73b0\u5728\u8ba9\u6211\u4eec\u7ed9\u57fa\u7840\u63d0\u793a\u6dfb\u52a0\u4e00\u4e9b\u4e0a\u4e0b\u6587\u548c\u8bf4\u660e\u3002Chat Completion API \u8ba9\u6211\u4eec\u53ef\u4ee5\u628a\u590d\u6742\u7684\u63d0\u793a\u6784\u5efa\u6210\u4e00\u7ec4 messages \u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u53cd\u6620\u7528\u6237\u8f93\u5165\u548c\u52a9\u7406\u56de\u5e94\u7684\u8f93\u5165\/\u8f93\u51fa\u5bf9\u3002<\/li>\n<li>\u7cfb\u7edf\u6d88\u606f\u8bbe\u7f6e\u52a9\u7406\u7684\u884c\u4e3a\u6216\u4e2a\u6027\u5316\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e2a\u8bf7\u6c42\u73b0\u5728\u91c7\u7528\u4ee5\u4e0b\u7684\u5f62\u5f0f\uff0c\u5176\u4e2d\u6807\u8bb0\u5316\u6709\u6548\u5730\u4ece\u4e0a\u4e0b\u6587\u548c\u5bf9\u8bdd\u4e2d\u6355\u83b7\u76f8\u5173\u7684\u4fe1\u606f\u3002\u73b0\u5728\uff0c\u6539\u53d8\u7cfb\u7edf\u7684\u4e0a\u4e0b\u6587\u5bf9\u8865\u5168\u8d28\u91cf\u7684\u5f71\u54cd\u548c\u63d0\u4f9b\u7684\u7528\u6237\u8f93\u5165\u4e00\u6837\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/f6296b28f3b7587bda3f5bd29a10531e.png\" alt=\"\u4e86\u89e3\u63d0\u793a\u5de5\u7a0b(Prompt Engineering)\u57fa\u7840\u77e5\u8bc6\" \/><\/figure>\n<a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<p><strong>\u6307\u4ee4\u5f0f\u7684\u63d0\u793a<\/strong><\/p>\n<p>\u5728\u4e0a\u9762\u7684\u793a\u4f8b\u4e2d\uff0c\u7528\u6237\u7684\u63d0\u793a\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u6587\u672c\u67e5\u8be2\uff0c\u53ef\u4ee5\u89e3\u91ca\u4e3a\u4fe1\u606f\u8bf7\u6c42\u3002\u901a\u8fc7\u6307\u4ee4\u5f0f\u7684\u63d0\u793a\uff0c\u6211\u4eec\u53ef\u4ee5\u7528\u8fd9\u4e2a\u6587\u672c\u66f4\u8be6\u7ec6\u5730\u6307\u5b9a\u4efb\u52a1\uff0c\u4ece\u800c\u7ed9\u4eba\u5de5\u667a\u80fd\u63d0\u4f9b\u66f4\u597d\u7684\u6307\u5bfc\u3002\u8fd9\u662f\u4e00\u4e2a\u4f8b\u5b50\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/01b3ccc48c2986d8477238a16fb69080.png\" alt=\"\u4e86\u89e3\u63d0\u793a\u5de5\u7a0b(Prompt Engineering)\u57fa\u7840\u77e5\u8bc6\" \/><\/figure>\n<a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<p><strong>\u4e3b\u8981\u5185\u5bb9<\/strong><\/p>\n<p>\u5728\u4e0a\u9762\u7684\u793a\u4f8b\u4e2d\uff0c\u63d0\u793a\u8fd8\u662f\u6bd4\u8f83\u5f00\u653e\u7684\uff0c\u8ba9 LLMs \u51b3\u5b9a\u5b83\u4eec\u7684\u9884\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u54ea\u4e00\u90e8\u5206\u662f\u76f8\u5173\u7684\u3002\u4f7f\u7528\u4e3b\u8981\u5185\u5bb9\u7684\u8bbe\u8ba1\u6a21\u5f0f\uff0c\u8f93\u5165\u6587\u672c\u5206\u6210\u4e24\u90e8\u5206\uff1a<\/p>\n<ul>\n<li>\u6307\u4ee4\uff08\u52a8\u4f5c\uff09<\/li>\n<li>\u76f8\u5173\u5185\u5bb9\uff08\u5f71\u54cd\u56de\u5e94\uff09<\/li>\n<\/ul>\n<p>\u4e0b\u9762\u662f\u4e00\u4e2a\u793a\u4f8b\uff0c\u5176\u4e2d\u7684\u6307\u4ee4\u662f\u201c\u7528 2 \u53e5\u8bdd\u603b\u7ed3\u8fd9\u4e00\u70b9\u201d\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/b699b09f4dd9629c94217e818175ca41.png\" alt=\"\u4e86\u89e3\u63d0\u793a\u5de5\u7a0b(Prompt Engineering)\u57fa\u7840\u77e5\u8bc6\" \/><\/figure>\n<a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<p>\u4e3b\u8981\u5185\u5bb9\u7247\u6bb5\u53ef\u4ee5\u7528\u591a\u79cd\u65b9\u5f0f\u6765\u9a71\u52a8\u66f4\u6709\u6548\u7684\u6307\u4ee4\uff1a<\/p>\n<ul>\n<li>\u793a\u4f8b &#8211; \u4e0d\u8981\u7528\u660e\u786e\u7684\u6307\u4ee4\u544a\u8bc9\u6a21\u578b\u8981\u505a\u4ec0\u4e48\uff0c\u800c\u662f\u7ed9\u5b83\u63d0\u4f9b\u4e00\u4e9b\u505a\u4ec0\u4e48\u7684\u793a\u4f8b\uff0c\u5e76\u8ba9\u5b83\u8fdb\u884c\u63a8\u65ad\u3002<\/li>\n<li>\u6697\u793a &#8211; \u9075\u5faa\u5e26\u6709\u201c\u6697\u793a\u201d\u7684\u8bf4\u660e\uff0c\u5f15\u5bfc\u8865\u5168\uff0c\u5f15\u5bfc\u6a21\u578b\u505a\u51fa\u66f4\u76f8\u5173\u7684\u56de\u5e94\u3002<\/li>\n<li>\u6a21\u677f &#8211; \u8fd9\u4e9b\u662f\u5e26\u6709\u5360\u4f4d\u7b26\uff08\u53d8\u91cf\uff09\u7684\u63d0\u793a\u7684\u53ef\u91cd\u590d\u7684\u201c\u914d\u65b9\u201d\uff0c\u53ef\u4ee5\u7528\u7279\u5b9a\u7528\u4f8b\u7684\u6570\u636e\u6765\u5b9a\u5236\u3002<\/li>\n<\/ul>\n<p><strong>\u7528\u4f8b\u65b9\u5f0f<\/strong><\/p>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u4e2d\uff0c\u4f60\u7528\u4e3b\u8981\u5185\u5bb9\u6765\u201c\u7ed9\u6a21\u578b\u63d0\u4f9b\u201d\u4e00\u4e9b\u7ed9\u5b9a\u6307\u4ee4\u6240\u9700\u8f93\u51fa\u7684\u793a\u4f8b\uff0c\u5e76\u8ba9\u5b83\u63a8\u65ad\u6240\u9700\u8f93\u51fa\u7684\u6a21\u5f0f\u3002\u6839\u636e\u63d0\u4f9b\u7684\u793a\u4f8b\u7684\u6570\u91cf\uff0c\u6211\u4eec\u53ef\u4ee5\u6709\u96f6\u6837\u672c\u63d0\u793a\u3001\u5355\u6837\u672c\u63d0\u793a\u3001\u5c11\u6837\u672c\u63d0\u793a\u7b49\u3002<\/p>\n<p>\u63d0\u793a\u73b0\u5728\u7531\u4e09\u4e2a\u90e8\u5206\u7ec4\u6210\uff1a<\/p>\n<ul>\n<li>\u4efb\u52a1\u63cf\u8ff0<\/li>\n<li>\u4e00\u4e9b\u6240\u9700\u8f93\u51fa\u7684\u793a\u4f8b<\/li>\n<li>\u65b0\u793a\u4f8b\u7684\u5f00\u59cb\uff08\u6210\u4e3a\u9690\u5f0f\u4efb\u52a1\u63cf\u8ff0\uff09<\/li>\n<\/ul>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/cdc0948d4c8dfbdb542dccf87996b498.png\" alt=\"\u4e86\u89e3\u63d0\u793a\u5de5\u7a0b(Prompt Engineering)\u57fa\u7840\u77e5\u8bc6\" \/><\/figure>\n<a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<p>\u8bf7\u6ce8\u610f\uff0c\u6211\u4eec\u5982\u4f55\u5fc5\u987b\u5728\u96f6\u6837\u672c\u63d0\u793a\u4e2d\u63d0\u4f9b\u660e\u786e\u7684\u6307\u4ee4\uff08\u201c\u7ffb\u8bd1\u6210\u897f\u73ed\u7259\u8bed\u201d\uff09\uff0c\u4f46\u5b83\u662f\u5728\u5355\u6837\u672c\u63d0\u793a\u793a\u4f8b\u4e2d\u63a8\u65ad\u51fa\u6765\u7684\u3002\u8fd9\u4e2a\u5c11\u6837\u672c\u793a\u4f8b\u5c55\u793a\u4e86\u5982\u4f55\u6dfb\u52a0\u66f4\u591a\u7684\u793a\u4f8b\u6765\u8ba9\u6a21\u578b\u5728\u4e0d\u6dfb\u52a0\u6307\u4ee4\u7684\u60c5\u51b5\u4e0b\u505a\u51fa\u66f4\u51c6\u786e\u7684\u63a8\u65ad\u3002<\/p>\n<p><strong>\u6697\u793a\u63d0\u793a<\/strong><\/p>\n<p>\u4f7f\u7528\u4e3b\u8981\u5185\u5bb9\u7684\u53e6\u4e00\u79cd\u6280\u672f\u662f\u63d0\u4f9b\u6697\u793a\u800c\u4e0d\u662f\u793a\u4f8b\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u901a\u8fc7\u4f7f\u7528\u53cd\u6620\u6240\u9700\u56de\u5e94\u683c\u5f0f\u7684\u7247\u6bb5\u5f00\u59cb\u6765\u8ba9\u6a21\u578b\u671d\u7740\u6b63\u786e\u7684\u65b9\u5411\u8fdb\u884c\u63a8\u7406\u3002\u7136\u540e\uff0c\u6a21\u578b\u201c\u63a5\u53d7\u63d0\u793a\u201d\uff0c\u7ee7\u7eed\u6309\u7167\u8fd9\u79cd\u601d\u8def\u8fdb\u884c\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/76ba90c6d0f8aab77361f89a8868770a.png\" alt=\"\u4e86\u89e3\u63d0\u793a\u5de5\u7a0b(Prompt Engineering)\u57fa\u7840\u77e5\u8bc6\" \/><\/figure>\n<a href=\"https:\/\/link.juejin.cn?target=\" title=\"\" ref=\"nofollow noopener noreferrer\" target=\"_blank\" rel=\"noopener\"><\/a><\/p>\n<p><strong>\u63d0\u793a\u6a21\u677f<\/strong><\/p>\n<p>\u63d0\u793a\u6a21\u677f\u662f\u9884\u5b9a\u4e49\u7684\u63d0\u793a\u914d\u65b9\uff0c\u53ef\u4ee5\u6839\u636e\u9700\u8981\u8fdb\u884c\u5b58\u50a8\u548c\u91cd\u7528\uff0c\u4ee5\u5927\u89c4\u6a21\u63a8\u52a8\u66f4\u4e00\u81f4\u7684\u7528\u6237\u4f53\u9a8c\u3002\u6700\u7b80\u5355\u7684\u5f62\u5f0f\u662f\uff0c\u5b83\u53ea\u662f\u4e00\u7ec4\u63d0\u793a\u793a\u4f8b\u7684\u96c6\u5408\uff0c\u6bd4\u5982 OpenAI \u4e2d\u7684\u8fd9\u4e2a\u4f8b\u5b50\uff0c\u5b83\u63d0\u4f9b\u4e86\u4ea4\u4e92\u5f0f\u63d0\u793a\u7ec4\u4ef6\uff08\u7528\u6237\u548c\u7cfb\u7edf\u6d88\u606f\uff09\u548c AP \u9a71\u52a8\u8bf7\u6c42\u683c\u5f0f\u6765\u652f\u6301\u91cd\u7528\u3002<\/p>\n<p>\u5728\u5b83\u66f4\u590d\u6742\u7684\u5f62\u5f0f\u4e2d\uff0c\u6bd4\u5982 LangChain \u7684\u8fd9\u4e2a\u4f8b\u5b50\uff0c\u5b83\u5305\u542b\u5360\u4f4d\u7b26\uff0c\u53ef\u4ee5\u66ff\u6362\u4e3a\u6765\u81ea\u5404\u79cd\u6765\u6e90\u7684\u6570\u636e\uff08\u7528\u6237\u8f93\u5165\u3001\u7cfb\u7edf\u4e0a\u4e0b\u6587\u3001\u5916\u90e8\u6570\u636e\u6e90\u7b49\uff09\u6765\u52a8\u6001\u751f\u6210\u63d0\u793a\u3002\u8fd9\u4f7f\u6211\u4eec\u80fd\u591f\u521b\u5efa\u4e00\u4e2a\u53ef\u91cd\u7528\u7684\u63d0\u793a\u5e93\uff0c\u53ef\u7528\u4e8e\u5927\u89c4\u6a21\u5730\u4ee5\u7f16\u7a0b\u65b9\u5f0f\u9a71\u52a8\u4e00\u81f4\u7684\u7528\u6237\u4f53\u9a8c\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>LLM 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