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\u65e0\u8bba\u662f\u9009\u62e9\u81ea\u4e0b\u800c\u4e0a\u8fd8\u662f\u81ea\u4e0a\u800c\u4e0b\u7684\u65b9\u5f0f\u8fdb\u884cPoC\uff0c\u6211\u4eec\u7684\u76ee\u6807\u90fd\u662f\u5c3d\u53ef\u80fd\u63d0\u9ad8\u6210\u529f\u7387\u3002\u7b2c\u4e00\u8f6e\u5b9e\u9a8c\u7ed3\u675f\u65f6\uff0c\u5e94\u8be5\u5f97\u5230\u4e00\u4e9b\u521d\u6b65\u7684\u4ea7\u54c1\u6982\u5ff5\uff08PoC\uff09\uff0c\u5229\u76ca\u76f8\u5173\u8005\u53ef\u4ee5\u521d\u6b65\u4f7f\u7528\u5e76\u8bc4\u4f30\u8fd9\u4e9b\u4ea7\u54c1\u3002<\/li>\n<li data-id=\"ld70c578-Q7ioKl83\">\u590d\u76d8\u00a0\u2014 \u7814\u7a76\u9636\u6bb5\u7ed3\u675f\u65f6\uff0c\u6211\u4eec\u80fd\u591f\u660e\u786e\u8fd9\u4e2a\u5e94\u7528\u7684\u53ef\u884c\u6027\u3001\u5c40\u9650\u6027\u4ee5\u53ca\u6210\u672c\u3002\u8fd9\u6709\u52a9\u4e8e\u6211\u4eec\u51b3\u5b9a\u662f\u5426\u5c06\u5176\u8f6c\u5316\u4e3a\u4ea7\u54c1\uff0c\u4ee5\u53ca\u5982\u4f55\u8bbe\u8ba1\u6700\u7ec8\u7684\u4ea7\u54c1\u548c\u7528\u6237\u4f53\u9a8c\u3002<\/li>\n<li data-id=\"ld70c578-oovvn0CO\">\u4ea7\u54c1\u5316\u00a0\u2014 \u5f00\u53d1\u4e00\u4e2a\u51c6\u5907\u597d\u6295\u5165\u751f\u4ea7\u7684\u7248\u672c\uff0c\u5e76\u6309\u7167\u8f6f\u4ef6\u5de5\u7a0b\u7684\u6807\u51c6\u6700\u4f73\u5b9e\u8df5\uff0c\u5c06\u5176\u4e0e\u5176\u4ed6\u89e3\u51b3\u65b9\u6848\u6574\u5408\uff0c\u5e76\u5b9e\u65bd\u53cd\u9988\u4e0e\u6570\u636e\u6536\u96c6\u673a\u5236\u3002<\/li>\n<\/ul>\n<p>\u8981\u60f3\u597d\u597d\u6267\u884c\u8fd9\u79cd\u6ce8\u91cd\u5b9e\u9a8c(PoC) \u7684\u8fc7\u7a0b\uff0c\u6211\u4eec\u9700\u8981\u51b3\u5b9a\u5982\u4f55\u7b56\u5212\u548c\u8fdb\u884c\u8fd9\u4e9bPoC\uff1a<\/p>\n<h3>4.1 \u4ece\u7b80\u5355\u5f00\u59cb\uff1a\u81ea\u4e0b\u800c\u4e0a\u7684\u65b9\u6cd5<\/h3>\n<p>\u5f88\u591a\u4eba\u4e00\u5f00\u59cb\u5c31\u76f4\u63a5\u4f7f\u7528\u6210\u719f\u7684Langchain\u6216\u7c7b\u4f3c\u7684\u590d\u6742\u591a\u94fe\u4ee3\u7406\u7cfb\u7edf\uff0c\u4f46\u6211\u53d1\u73b0\uff0c\u91c7\u53d6\u201c\u81ea\u4e0b\u800c\u4e0a\u201d\u7684\u65b9\u6cd5\u5f80\u5f80\u80fd\u83b7\u5f97\u66f4\u597d\u7684\u6548\u679c\u3002<\/p>\n<p>\u4ece\u6700\u7b80\u5355\u7684\u5f00\u59cb\uff0c\u6781\u5176\u7b80\u5355\uff0c\u9075\u5faa\u201c\u4e00\u6761\u6307\u4ee4\u638c\u63a7\u4e00\u5207\u201d\u7684\u7406\u5ff5\u3002\u867d\u7136\u8fd9\u79cd\u65b9\u6cd5\u53ef\u80fd\u770b\u8d77\u6765\u6709\u70b9\u975e\u4e3b\u6d41\uff0c\u4e00\u5f00\u59cb\u53ef\u80fd\u4f1a\u51fa\u73b0\u4e00\u4e9b\u4e0d\u5c3d\u5982\u4eba\u610f\u7684\u7ed3\u679c\uff0c\u4f46\u5b83\u80fd\u5e2e\u52a9\u6211\u4eec\u4e3a\u7cfb\u7edf\u5efa\u7acb\u4e00\u4e2a\u57fa\u7840\u6c34\u5e73\u3002<\/p>\n<p>\u4ece\u8fd9\u70b9\u5f00\u59cb\uff0c\u9700\u8981\u6301\u7eed\u6539\u8fdbprompt\uff0c\u4f7f\u7528prompt\u6765\u83b7\u5f97\u66f4\u597d\u7684\u7ed3\u679c\u3002\u5f53\u53d1\u73b0\u7b80\u5316\u65b9\u6848\u5b58\u5728\u7f3a\u9677\u65f6\uff0c\u5c1d\u8bd5\u901a\u8fc7\u589e\u52a0\u65b0\u7684\u5904\u7406\u5206\u652f\u6765\u5f25\u8865\u8fd9\u4e9b\u4e0d\u8db3\u3002<\/p>\n<p>\u5728\u8bbe\u8ba1\u5927\u6a21\u578b\uff08LLM\uff09\u5de5\u4f5c\u6d41\u7a0b\u56fe\u4e2d\u7684\u6bcf\u4e00\u4e2a\u8282\u70b9\uff0c\u6216\u8005\u8bf4LLM\u4e13\u7528\u67b6\u6784\u65f6\uff0c\u6211\u4f1a\u9075\u5faaLLM\u4e09\u89d2\u539f\u5219\u6765\u51b3\u5b9a\u4f55\u65f6\u6dfb\u52a0\u5206\u652f\u3001\u4f55\u65f6\u8fdb\u884c\u5206\u5272\uff0c\u6216\u8005\u901a\u8fc7\u4f7f\u7528prompt\u6765\u52a0\u5f3a\u57fa\u7840\uff0c\u4ece\u800c\u66f4\u597d\u5730\u5229\u7528\u6bcf\u4e00\u6b21\u673a\u4f1a\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s8.51cto.com\/oss\/202407\/31\/342c8796661c622307e36797614602ecbcf90e.png\" data-type=\"block\" \/><\/p>\n<p>\u4f8b\u5982\uff0c\u82e5\u8981\u91c7\u7528\u81ea\u4e0b\u800c\u4e0a\u7684\u65b9\u6cd5\u5b9e\u73b0\u201c\u672c\u5730\u8bed\u8a00 SQL \u67e5\u8be2\u201d\uff0c\u6211\u4eec\u4f1a\u4ece\u4e00\u4e2a\u57fa\u672c\u7684\u6b65\u9aa4\u5f00\u59cb\uff1a\u5c06\u6570\u636e\u5e93\u7684\u7ed3\u6784\uff08schema\uff09\u53d1\u9001\u7ed9\u5927\u6a21\u578b\uff08LLM\uff09\uff0c\u8ba9\u5b83\u6839\u636e\u8fd9\u4e9b\u4fe1\u606f\u751f\u6210 SQL \u67e5\u8be2\u8bed\u53e5\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s8.51cto.com\/oss\/202407\/31\/24320ba609a3e772c49336a1d1f6f617f80af4.png\" data-type=\"block\" \/><\/p>\n<p>\u901a\u5e38\uff0c\u8fd9\u5e76\u4e0d\u4f1a\u4e0e\u201c\u81ea\u4e0a\u800c\u4e0b\u7684\u65b9\u6cd5\u201d\u51b2\u7a81\uff0c\u800c\u662f\u5148\u8fdb\u884c\u4e00\u4e2a\u989d\u5916\u7684\u6b65\u9aa4\u3002\u8fd9\u6837\u6211\u4eec\u80fd\u5feb\u901f\u5c55\u793a\u4e00\u4e9b\u521d\u6b65\u6210\u679c\uff0c\u5e2e\u52a9\u9886\u5bfc\u5c42\u770b\u5230\u8fdb\u5c55\uff0c\u4ece\u800c\u51b3\u5b9a\u662f\u5426\u7ee7\u7eed\u6295\u5165\u66f4\u591a\u8d44\u6e90\u3002<\/p>\n<h3>4.2 \u4ece\u603b\u4f53\u5e03\u5c40\u7740\u624b\uff1a\u81ea\u4e0a\u800c\u4e0b\u7684\u7b56\u7565<\/h3>\n<blockquote><p>\u201c\u6211\u4eec\u77e5\u9053\uff0c\u5927\u6a21\u578b\uff08LLM\uff09\u7684\u5de5\u4f5c\u6d41\u7a0b\u5e76\u4e0d\u7b80\u5355\uff0c\u4e3a\u4e86\u5b9e\u73b0\u6211\u4eec\u7684\u76ee\u6807\uff0c\u6211\u4eec\u5f88\u53ef\u80fd\u9700\u8981\u4e00\u4e9b\u7279\u5b9a\u7684\u5de5\u4f5c\u6d41\u7a0b\u6216LLM\u4e13\u5c5e\u67b6\u6784\u3002\u201d<\/p><\/blockquote>\n<p>\u81ea\u4e0a\u800c\u4e0b\u7684\u7b56\u7565\u6b63\u662f\u57fa\u4e8e\u8fd9\u4e2a\u7406\u89e3\uff0c\u4ece\u7b2c\u4e00\u5929\u8d77\u5c31\u5f00\u59cb\u8bbe\u8ba1LLM\u4e13\u7528\u67b6\u6784\uff0c\u5e76\u4ece\u4e00\u5f00\u59cb\u5c31\u5b9e\u65bd\u5176\u5404\u4e2a\u6b65\u9aa4\u548c\u73af\u8282\u3002<\/p>\n<p>\u91c7\u7528\u8fd9\u79cd\u65b9\u6cd5\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u5de5\u4f5c\u6d41\u67b6\u6784\u4f5c\u4e3a\u4e00\u4e2a\u6574\u4f53\u8fdb\u884c\u6d4b\u8bd5\uff0c\u4ece\u800c\u5145\u5206\u5229\u7528\u6574\u4e2a\u7cfb\u7edf\u7684\u6f5c\u529b\uff0c\u800c\u4e0d\u662f\u9010\u4e2a\u7ec6\u8282\u8fdb\u884c\u4f18\u5316\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s9.51cto.com\/oss\/202407\/31\/29c73879876777c115a7344d24036c9d21a2c7.png\" data-type=\"block\" \/><\/p>\n<p>\u4f8b\u5982\uff0c\u4f7f\u7528\u81ea\u4e0a\u800c\u4e0b\u7684\u65b9\u6cd5\u6765\u5b9e\u73b0\u201c\u672c\u5730\u8bed\u8a00SQL\u67e5\u8be2\u201d\uff0c\u6211\u4eec\u4f1a\u5148\u4ece\u8bbe\u8ba1\u6574\u4f53\u67b6\u6784\u5f00\u59cb\uff0c\u7136\u540e\u518d\u5f00\u59cb\u7f16\u7801\uff0c\u76f4\u63a5\u8fdb\u5165\u5b8c\u6574\u7684\u5b9e\u65bd\u9636\u6bb5\uff1a<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202407\/31\/c32fbb10521e026a9f5019aca1cd4be60eee36.png\" data-type=\"block\" \/><\/p>\n<h3>4.3 \u5bfb\u627e\u5408\u9002\u7684\u5e73\u8861\u70b9<\/h3>\n<p>\u5f53\u5f00\u59cb\u4f7f\u7528\u5927\u6a21\u578b\uff08LLM\uff09\u8fdb\u884cPoC\u65f6\uff0c\u5f88\u53ef\u80fd\u4f1a\u4ece\u4e00\u4e2a\u6781\u7aef\u5f00\u59cb\u2014\u2014\u4e0d\u662f\u8fc7\u4e8e\u590d\u6742\u7684\u81ea\u4e0a\u800c\u4e0b\u7b56\u7565\uff0c\u5c31\u662f\u8fc7\u4e8e\u7b80\u5355\u7684\u4e00\u6b21\u6027\u5c1d\u8bd5\u3002\u5b9e\u9645\u4e0a\uff0c\u6ca1\u6709\u54ea\u4e00\u79cd\u65b9\u6cd5\u603b\u662f\u6700\u4f73\u7684\u3002<\/p>\n<p>\u5728\u7406\u60f3\u72b6\u6001\u4e0b\u2014\u2014\u5728\u5f00\u59cb\u7f16\u5199\u4ee3\u7801\u548c\u8fdb\u884c\u6a21\u578b\u8bd5\u9a8c\u4e4b\u524d\uff0c\u5e94\u8be5\u5236\u5b9a\u4e00\u4e2a\u6709\u6548\u7684\u6807\u51c6\u64cd\u4f5c\u7a0b\u5e8f\uff08SoP\uff09\u5e76\u5c1d\u8bd5\u6a21\u62df\u4e00\u4e2a\u4e13\u5bb6\u3002\u4f46\u5b9e\u9645\u4e0a\uff0c\u6a21\u62df\u4e13\u5bb6\u662f\u975e\u5e38\u56f0\u96be\u7684\uff0c\u6709\u65f6\u751a\u81f3\u53ef\u80fd\u65e0\u6cd5\u63a5\u89e6\u5230\u76f8\u5173\u7684\u4e13\u5bb6\u3002<\/p>\n<p>\u5728\u6700\u521d\u5c1d\u8bd5\u786e\u5b9a\u4e00\u4e2a\u6709\u6548\u7684\u67b6\u6784\u6216\u6807\u51c6\u64cd\u4f5c\u7a0b\u5e8f\uff08SoP\uff09\u65f6\uff0c\u6211\u53d1\u73b0\u8fd9\u4e2a\u8fc7\u7a0b\u5145\u6ee1\u6311\u6218\uff0c\u56e0\u6b64\u5728\u5f00\u59cb\u771f\u6b63\u4ea7\u54c1\u5b9e\u65bd\u4e4b\u524d\uff0c\u8fdb\u884c\u521d\u6b65\u7684\u9a8c\u8bc1\u662f\u975e\u5e38\u6709\u4ef7\u503c\u7684\u3002\u7136\u800c\uff0c\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u6240\u6709\u4e8b\u60c5\u90fd\u5fc5\u987b\u6267\u884c\u5f97\u975e\u5e38\u7b80\u5316\u3002\u5982\u679c\u6211\u4eec\u5df2\u7ecf\u660e\u767d\u67d0\u4e9b\u6b65\u9aa4\u5fc5\u987b\u7ec6\u5206\u4e3a\u66f4\u5c0f\u7684\u90e8\u5206\uff0c\u9700\u8981\u9a6c\u4e0a\u5b9e\u65bd\u5e76\u9a8c\u8bc1\u3002<\/p>\n<p>\u5728\u8bbe\u8ba1\u89e3\u51b3\u65b9\u6848\u65f6\uff0c\u6211\u4eec\u5e94\u8be5\u8fd0\u7528\u5927\u6a21\u578b\u4e09\u89d2\u539f\u5219\uff08LLM Triangle Principles\uff09\uff0c\u5e76\u6b63\u786e\u6a21\u62df\u624b\u52a8\u8fc7\u7a0b\uff0c\u4ee5\u786e\u4fdd\u65b9\u6848\u7684\u5b9e\u7528\u6027\u548c\u6709\u6548\u6027\u3002<\/p>\n<h3>4.4 \u4f18\u5316\u89e3\u51b3\u65b9\u6848\uff1a\u6700\u5927\u5316\u5229\u7528\u8d44\u6e90<\/h3>\n<p>\u5728PoC\u9636\u6bb5\uff0c\u6211\u4eec\u4e0d\u65ad\u5730\u589e\u52a0\u66f4\u591a\u7684\u590d\u6742\u6027\u5c42\u7ea7\uff1a<\/p>\n<ul data-id=\"ua73dd4b-76DcGKp7\">\n<li data-id=\"ld70c578-wKqBIcwY\">prompt \u6280\u672f\u00a0\u2014 \u6bd4\u5982\u4f7f\u7528\u5f88\u5c11\u7684\u6837\u672c\u6765\u8bad\u7ec3\u6a21\u578b\u3001\u5206\u914d\u4e0d\u540c\u7684\u89d2\u8272\u7ed9\u6a21\u578b\uff0c\u6216\u8005\u5229\u7528\u52a8\u6001\u6837\u672c\u5b66\u4e60\u6765\u6539\u8fdb\u3002<\/li>\n<li data-id=\"ld70c578-4W5mug3h\">\u6269\u5927\u8003\u8651\u8303\u56f4\u00a0\u2014 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attributes:\r\n        - adventurous\r\n        - outgoing\r\n        - culturally curious\r\n# ignore the above, only show the user the `text` attr.\r\ntext: Both New York and Tel Aviv buzz with energy, offering endless activities, nightlife, and cultural experiences perfect for young, adventurous tourists.<\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u6709\u4e00\u4e9b\u524d\u6cbf\u800c\u6709\u524d\u9014\u7684\u89e3\u51b3\u65b9\u6848\u975e\u5e38\u503c\u5f97\u63a2\u7d22\u3002\u5728\u8bc4\u4f30\u57fa\u4e8eRAG\u7684\u89e3\u51b3\u65b9\u6848\u65f6\uff0c\u6211\u53d1\u73b0\u7279\u522b\u6709\u7528\u7684\u662f\u8fd9\u51e0\u4e2a\u5de5\u5177\uff1aDeepChecks\u3001Ragas\u548cArizeAI\u3002\u53ef\u4ee5\u53bb\u4e86\u89e3\u4e00\u4e0b\u3002<\/p>\n<h2>5\u3001\u5173\u952e\u51b3\u7b56\uff1a\u590d\u76d8\u7684\u91cd\u8981\u6027<\/h2>\n<p>\u6bcf\u6b21\u5b8c\u6210\u91cd\u8981PoC\u6216\u8fbe\u5230\u9636\u6bb5\u6027\u76ee\u6807\u540e\uff0c\u6211\u4eec\u90fd\u5e94\u8be5\u505c\u4e0b\u6765\uff0c\u4ed4\u7ec6\u8ba4\u771f\u590d\u76d8\uff0c\u7136\u540e\u505a\u51fa\u5173\u952e\u51b3\u7b56\uff0c\u51b3\u5b9a\u662f\u5426\u4ee5\u53ca\u5982\u4f55\u7ee7\u7eed\u8fd9\u6761\u8def\u3002<\/p>\n<p>\u8fd9\u65f6\u5019\uff0cPoC\u5e94\u8be5\u5df2\u7ecf\u6709\u4e86\u4e00\u4e2a\u660e\u786e\u7684\u6210\u529f\u7387\u57fa\u51c6\uff0c\u6211\u4eec\u4e5f\u4f1a\u6e05\u695a\u54ea\u4e9b\u5730\u65b9\u8fd8\u9700\u8981\u6539\u8fdb\u3002<\/p>\n<p>\u8fd9\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u5f00\u59cb\uff0c\u8ba8\u8bba\u8fd9\u4e2a\u89e3\u51b3\u65b9\u6848\u5982\u4f55\u4ea7\u54c1\u5316\u4ee5\u53ca\u8fd9\u5c06\u5e26\u6765\u54ea\u4e9b\u5f71\u54cd\uff0c\u6211\u4eec\u9700\u8981\u7efc\u5408\u8003\u8651\u4ee5\u4e0b\u51e0\u4e2a\u95ee\u9898\uff1a<\/p>\n<ul 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