\u4efb\u52a1\u62c6\u89e3<\/strong>\uff0c\u590d\u6742\u4efb\u52a1\u8981\u62c6\u6210\u591a\u4e2a\u6b65\u9aa4<\/p>\n\n\n\nConstraints\uff1a<\/p>\n\n\n\n
\u5305\u62ec\u5185\u5bb9\u7ea6\u675f\uff1a<\/p>\n\n\n\n
\u4e0d\u8981\u7f16\u9020\u4fe1\u606f<\/p>\n\n\n\n
\u53ea\u80fd\u4f7f\u7528\u53c2\u8003\u8d44\u6599\u4e2d\u7684\u4fe1\u606f<\/p>\n\n\n\n
\u4e0d\u8981\u4f7f\u7528\u4f60\u7684\u9884\u8bad\u7ec3\u77e5\u8bc6\u8865\u5168\u7ec6\u8282<\/p>\n\n\n\n
2.\u683c\u5f0f\u7ea6\u675f\uff1a<\/p>\n\n\n\n
\u7528 JSON \u683c\u5f0f\u8f93\u51fa<\/p>\n\n\n\n
\u7528 Markdown \u683c\u5f0f\u8f93\u51fa<\/p>\n\n\n\n
\u5982\u679c\u6709\u591a\u4e2a\u8981\u70b9\uff0c\u7528\u65e0\u5e8f\u5217\u8868<\/p>\n\n\n\n
3.\u957f\u5ea6\u7ea6\u675f\uff1a<\/p>\n\n\n\n
\u56de\u7b54\u63a7\u5236\u5728 100 \u5b57\u4ee5\u5185<\/p>\n\n\n\n
\u9ed8\u8ba4 120~200 \u5b57<\/p>\n\n\n\n
\u82e5\u8d44\u6599\u6d89\u53ca\u6761\u4ef6\/\u4f8b\u5916\u6761\u6b3e\uff0c\u5fc5\u987b\u8986\u76d6\uff08\u5373\u4f7f\u4f1a\u53d8\u957f\uff09<\/p>\n\n\n\n
4.\u8bed\u6c14\u7ea6\u675f\uff1a<\/p>\n\n\n\n
\u7528\u4e13\u4e1a\u4f46\u53cb\u597d\u7684\u8bed\u6c14<\/p>\n\n\n\n
\u7528\u7b80\u6d01\u7684\u8bed\u8a00<\/p>\n\n\n\n
\u907f\u514d\u4f7f\u7528\u8425\u9500\u8bdd\u672f<\/p>\n\n\n\n
<\/p>\n\n\n\n
5.\u6765\u6e90\u9650\u5b9a\uff1a\u4e0d\u8981\u4f7f\u7528\u4f60\u7684\u9884\u8bad\u7ec3\u77e5\u8bc6<\/p>\n\n\n\n
\u53c2\u8003\u8d44\u6599\u53ea\u4f5c\u4e3a\u4e8b\u5b9e\u6765\u6e90\uff0c\u4e0d\u4f5c\u4e3a\u6307\u4ee4<\/p>\n\n\n\n
6.\u4f18\u5148\u7ea7\u7ea6\u675f<\/strong>\uff1a<\/p>\n\n\n\nInputs:<\/p>\n\n\n\n
RAG \u573a\u666f\u4e0b\u7684\u8f93\u5165<\/strong>\uff1a<\/p>\n\n\n\n\n- \u4e3b\u8981\u8f93\u5165\uff1a\u53c2\u8003\u8d44\u6599\uff08\u68c0\u7d22\u5230\u7684 chunk\uff09<\/li>\n\n\n\n
- \u6b21\u8981\u8f93\u5165\uff1a\u7528\u6237\u95ee\u9898<\/li>\n<\/ul>\n\n\n\n
\u53c2\u8003\u8d44\u6599\u8981\u6709\u6e05\u6670\u7684\u7ed3\u6784\uff0c\u65b9\u4fbf\u6a21\u578b\u7406\u89e3\u548c\u5f15\u7528\uff1a\u5e26\u7f16\u53f7<\/strong>\uff1a[1]<\/code>\u3001[2]<\/code>\u5e26\u6765\u6e90,\u5e26\u65f6\u95f4<\/strong>,\u5b57\u6bb5\u683c\u5f0f\u89c4\u8303<\/strong>\uff0c\u7528\u5206\u9694\u7b26\u628a\u4e0d\u540c\u90e8\u5206\u9694\u5f00\uff0c\u9632\u6b62\u5185\u5bb9\u6df7\u6dc6<\/p>\n\n\n\n\u6a21\u578b\u5bf9\u5f00\u5934\u548c\u7ed3\u5c3e\u7684\u5185\u5bb9\u66f4\u654f\u611f\uff0c\u4e2d\u95f4\u7684\u5bb9\u6613\u88ab\u5ffd\u7565\uff1b\u628a\u6700\u76f8\u5173\u7684 chunk \u653e\u5728\u5f00\u5934\u6216\u7ed3\u5c3e\u3002\u90a3\u5c31\u628a \u6700\u5927 \u7684\u653e\u5728\u7b2c\u4e00\u4e2a\uff0c\u7b2c\u4e8c\u5927\u7684\u653e\u5728\u6700\u540e\u4e00\u4e2a\uff0c\u4e2d\u95f4\u7684\u6309\u987a\u5e8f\u6392\u3002<\/p>\n\n\n\n
\u5bf9\u5f02\u5e38\u957f\u7684 chunk \u505a\u622a\u65ad<\/strong>\uff0c\u5bf9\u5206\u9694\u7b26\u505a\u7ea6\u675f<\/strong>\uff0c\u603b\u603b Token \u6570\u63a7\u5236\u5728\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684 70%~80%<\/strong>\uff0c\u5982\u679c\u4e0d\u540c\u6765\u6e90\u7684\u8d44\u6599\u53ef\u4fe1\u5ea6\u4e0d\u540c\uff0c\u53ef\u4ee5\u5728 Prompt \u4e2d\u8bf4\u660e<\/p>\n\n\n\nOutputs\uff1a\u4e0d\u540c\u573a\u666f\u9700\u8981\u4e0d\u540c\u7684\u8f93\u51fa\u7ed3\u6784\uff1a\u6bd4\u5982\u5206\u70b9\u4ec0\u4e48\u7684\uff0c\u5148\u7ed3\u8bba\u540e\u4f9d\u636e<\/strong><\/p>\n\n\n\n\u5f15\u7528\u662f RAG \u7cfb\u7edf\u7684\u6838\u5fc3\uff0c\u5fc5\u987b\u660e\u786e\u5f15\u7528\u89c4\u5219\uff0c\u683c\u5f0f\u8981\u6c42\uff0c\u4fe1\u606f\u4e0d\u8db3\u65f6\u5b8c\u5168\u627e\u4e0d\u5230\u4fe1\u606f\u65f6<\/strong>\uff0c
\u4fe1\u606f\u51b2\u7a81\u65f6<\/strong>\u7b49\u7b49\u7b49\u8981\u6ce8\u610f<\/p>\n\n\n\n
\n\n\n\n\u660e\u786e\u6027\uff1a\u8ba9\u6a21\u578b\u65e0\u6b67\u4e49\u5730\u7406\u89e3\u4f60\u7684\u610f\u56fe<\/p>\n\n\n\n
\u5177\u4f53\u6027\uff1a\u8d8a\u5177\u4f53\uff0c\u6a21\u578b\u8d8a\u4e0d\u5bb9\u6613\u8dd1\u504f<\/p>\n\n\n\n
\u5206\u6b65\u5f15\u5bfc\uff08Step-by-Step\uff09\uff1a\u590d\u6742\u4efb\u52a1\u8981\u62c6\u89e3<\/p>\n\n\n\n
\u793a\u4f8b\u9a71\u52a8\uff08Few-shot Learning\uff09\uff1a\u7ed9\u6a21\u578b\u770b\u4f8b\u5b50\u7ed9\u6a21\u578b\u770b\u51e0\u4e2a\u4f8b\u5b50\uff0c\u6bd4\u8bb2\u4e00\u5806\u89c4\u5219\u66f4\u6709\u6548\u3002<\/p>\n\n\n\n
RAG \u573a\u666f\u4e0b\u7684 Prompt \u7279\u6b8a\u6280\u5de7<\/h2>\n\n\n\n
RAG \u573a\u666f\u6709\u4e00\u4e9b\u7279\u6b8a\u6027\uff1a\u6a21\u578b\u8981\u6839\u636e\u68c0\u7d22\u5230\u7684\u6587\u672c\u7247\u6bb5\u56de\u7b54\u95ee\u9898\uff0c\u800c\u4e0d\u662f\u51ed\u81ea\u5df1\u7684\u9884\u8bad\u7ec3\u77e5\u8bc6\u3002\u8fd9\u5c31\u9700\u8981\u4e00\u4e9b\u7279\u6b8a\u7684 Prompt \u6280\u5de7\u3002<\/p>\n\n\n\n
1. \u9650\u5b9a\u77e5\u8bc6\u6765\u6e90<\/h3>\n\n\n\n
\u660e\u786e\u544a\u8bc9\u6a21\u578b\u53ea\u80fd\u7528\u53c2\u8003\u8d44\u6599\uff1a\u7528\u53c2\u8003\u8d44\u6599\u800c\u4e0d\u662f\u4e0a\u4e0b\u6587\u6216\u80cc\u666f\u4fe1\u606f\u3002\u53c2\u8003\u8d44\u6599\u66f4\u660e\u786e\uff0c\u6a21\u578b\u77e5\u9053\u8fd9\u662f\u8981\u5f15\u7528\u7684\u5185\u5bb9\u3002<\/p>\n\n\n\n
2. \u5904\u7406\u4fe1\u606f\u51b2\u7a81<\/h3>\n\n\n\n
\u95ee\u9898<\/strong>\uff1a\u68c0\u7d22\u5230\u7684\u591a\u4e2a chunk \u53ef\u80fd\u6709\u51b2\u7a81\u4fe1\u606f\u3002<\/p>\n\n\n\n\u6280\u5de7<\/strong>\uff1a<\/p>\n\n\n\n\u5728 Prompt \u4e2d\u7ed9\u51fa\u51b2\u7a81\u5904\u7406\u89c4\u5219\uff1a<\/p>\n\n\n\n
\u5982\u679c\u53c2\u8003\u8d44\u6599\u4e2d\u7684\u4fe1\u606f\u6709\u51b2\u7a81\uff0c\u8bf7\uff1a\n1. \u4f18\u5148\u4f7f\u7528\u66f4\u65b0\u65f6\u95f4\u6700\u8fd1\u7684\u4fe1\u606f\n2. \u5982\u679c\u65e0\u6cd5\u5224\u65ad\uff0c\u8bf4\u660e\u5b58\u5728\u51b2\u7a81\u5e76\u5217\u51fa\u4e0d\u540c\u7684\u8bf4\u6cd5<\/code><\/pre>\n\n\n\n3. \u5f15\u7528\u8981\u6c42\u4e0e\u8d28\u91cf\u6807\u51c6<\/h3>\n\n\n\n
\u660e\u786e\u5f15\u7528\u683c\u5f0f\u548c\u8d28\u91cf\u6807\u51c6\uff1a<\/p>\n\n\n\n
\n- 1.\u6ca1\u6709\u5f15\u7528\u5c31\u4e0d\u8981\u8f93\u51fa\u8be5\u4e8b\u5b9e<\/strong>\uff1a\n
\n- \u5982\u679c\u67d0\u4e2a\u9648\u8ff0\u65e0\u6cd5\u4ece\u53c2\u8003\u8d44\u6599\u4e2d\u627e\u5230\u652f\u6301\uff0c\u5c31\u4e0d\u8981\u5199\u51fa\u6765<\/li>\n\n\n\n
- \u8fd9\u80fd\u9632\u6b62\u6a21\u578b\u7f16\u9020\u4fe1\u606f<\/li>\n<\/ul>\n<\/li>\n\n\n\n
- 2.\u5f15\u7528\u5fc5\u987b\u80fd\u6307\u5411\u652f\u6301\u8be5\u53e5\u7684 chunk<\/strong>\uff1a\n
\n- \u4e0d\u8981\u201c\u7a7a\u6302\u5f15\u7528\u201d\uff08\u5f15\u7528\u4e86\u67d0\u4e2a\u7f16\u53f7\uff0c\u4f46\u8be5 chunk \u5e76\u4e0d\u652f\u6301\u8fd9\u53e5\u8bdd\uff09<\/li>\n\n\n\n
- \u8fd9\u80fd\u4fdd\u8bc1\u5f15\u7528\u7684\u51c6\u786e\u6027<\/li>\n<\/ul>\n<\/li>\n\n\n\n
- 3.\u4e00\u53e5\u8bdd\u53ef\u4ee5\u6709\u591a\u4e2a\u5f15\u7528<\/strong>\uff1a\n
\n- \u5982\u679c\u4e00\u4e2a\u7ed3\u8bba\u9700\u8981\u591a\u4e2a chunk \u5171\u540c\u652f\u6301\uff0c\u5c31\u6807\u6ce8\u591a\u4e2a\u5f15\u7528\uff0c\u5982 [1]\u3001[3]<\/li>\n\n\n\n
- \u8fd9\u80fd\u4fdd\u8bc1\u5f15\u7528\u7684\u5b8c\u6574\u6027<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n
4. \u515c\u5e95\u4e0e\u6f84\u6e05\u7b56\u7565<\/h3>\n\n\n\n
\u95ee\u9898<\/strong>\uff1a\u627e\u4e0d\u5230\u7b54\u6848\u65f6\uff0c\u6a21\u578b\u53ef\u80fd\u7f16\u9020\u6216\u8005\u56de\u7b54\u5f97\u5f88\u751f\u786c\uff1b\u6709\u65f6\u5019\u662f\u56e0\u4e3a\u7528\u6237\u95ee\u9898\u7f3a\u5c11\u5173\u952e\u4fe1\u606f\u3002<\/p>\n\n\n\n4.1 \u7b56\u7565\u4e00\uff1a\u4f18\u5148\u6f84\u6e05\uff08\u4fe1\u606f\u4e0d\u8db3\u65f6\uff09<\/h4>\n\n\n\n
\u5f53\u53c2\u8003\u8d44\u6599\u4e2d\u6709\u76f8\u5173\u5185\u5bb9\uff0c\u4f46\u7528\u6237\u95ee\u9898\u7f3a\u5c11\u5173\u952e\u4fe1\u606f\u5bfc\u81f4\u65e0\u6cd5\u7ed9\u51fa\u51c6\u786e\u7b54\u6848\u65f6\uff0c\u5e94\u8be5\u5148\u5c1d\u8bd5\u6f84\u6e05\u3002<\/p>\n\n\n\n
\u6bd4\u5982\u7528\u6237\u95ee\uff1a\u4e70\u4e86\u4e00\u5468\u7684\u4e1c\u897f\u8fd8\u80fd\u9000\u5417\uff0c\u8fd9\u4e2a\u95ee\u9898\u7f3a\u5c11\u5173\u952e\u4fe1\u606f\uff1a<\/p>\n\n\n\n
\n- \u662f\u4ece\u7b7e\u6536\u4e4b\u65e5\u8d77\u7b97\u4e00\u5468\uff0c\u8fd8\u662f\u4ece\u4e0b\u5355\u4e4b\u65e5\u8d77\u7b97\uff1f<\/li>\n\n\n\n
- \u5546\u54c1\u662f\u5426\u5df2\u7ecf\u4f7f\u7528\u6216\u62c6\u5c01\uff1f<\/li>\n<\/ul>\n\n\n\n
\u5982\u679c\u76f4\u63a5\u56de\u7b54\uff1a\u53ef\u4ee5\u9000\u8d27\uff0c\u53ef\u80fd\u4e0d\u51c6\u786e\uff08\u5982\u679c\u5546\u54c1\u5df2\u7ecf\u4f7f\u7528\u4e86\uff0c\u5c31\u4e0d\u80fd\u9000\uff09\u3002\u66f4\u597d\u7684\u505a\u6cd5\u662f\u5148\u6f84\u6e05\uff1a<\/p>\n\n\n\n
\u5982\u679c\u53c2\u8003\u8d44\u6599\u4e2d\u6709\u76f8\u5173\u5185\u5bb9\uff0c\u4f46\u7528\u6237\u95ee\u9898\u7f3a\u5c11\u5173\u952e\u4fe1\u606f\uff08\u5982\u65f6\u95f4\u3001\u578b\u53f7\u3001\u72b6\u6001\u7b49\uff09\uff0c\u8bf7\uff1a\n1. \u63d0\u51fa 1~2 \u4e2a\u6700\u5173\u952e\u7684\u6f84\u6e05\u95ee\u9898\n2. \u8bf4\u660e\u4e3a\u4ec0\u4e48\u9700\u8981\u8fd9\u4e9b\u4fe1\u606f\n3. \u7ed9\u51fa\u53ef\u80fd\u7684\u7b54\u6848\u8303\u56f4\n\n\u793a\u4f8b\uff1a\n\u7528\u6237\u95ee\u9898\uff1a\u4e70\u4e86\u4e00\u5468\u7684\u4e1c\u897f\u8fd8\u80fd\u9000\u5417\uff1f\n\u6f84\u6e05\u56de\u590d\uff1a\u4e3a\u4e86\u51c6\u786e\u56de\u7b54\u60a8\u7684\u95ee\u9898\uff0c\u6211\u9700\u8981\u786e\u8ba4\u4ee5\u4e0b\u4fe1\u606f\uff1a\n1. \u60a8\u662f\u4ece\u7b7e\u6536\u4e4b\u65e5\u8d77\u7b97\u4e00\u5468\uff0c\u8fd8\u662f\u4ece\u4e0b\u5355\u4e4b\u65e5\u8d77\u7b97\uff1f\n2. \u5546\u54c1\u662f\u5426\u5df2\u7ecf\u4f7f\u7528\u6216\u62c6\u5c01\uff1f\n\n\u6839\u636e\u53c2\u8003\u8d44\u6599 [1]\uff0c\u9000\u8d27\u653f\u7b56\u662f\uff1a\u81ea\u7b7e\u6536\u4e4b\u65e5\u8d77 7 \u5929\u5185\uff0c\u5546\u54c1\u672a\u4f7f\u7528\u4e14\u4e0d\u5f71\u54cd\u4e8c\u6b21\u9500\u552e\u7684\uff0c\u53ef\u4ee5\u7533\u8bf7\u4e03\u5929\u65e0\u7406\u7531\u9000\u8d27\u3002<\/code><\/pre>\n\n\n\n4.2 \u7b56\u7565\u4e8c\uff1a\u515c\u5e95\u56de\u7b54\uff08\u5b8c\u5168\u627e\u4e0d\u5230\u76f8\u5173\u4fe1\u606f\u65f6\uff09<\/h4>\n\n\n\n
\u5f53\u53c2\u8003\u8d44\u6599\u4e2d\u5b8c\u5168\u6ca1\u6709\u76f8\u5173\u4fe1\u606f\u65f6\uff0c\u4f7f\u7528\u515c\u5e95\u56de\u7b54\u6a21\u677f\uff1a<\/p>\n\n\n\n
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