{"id":62384,"date":"2026-01-19T23:06:00","date_gmt":"2026-01-19T15:06:00","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/62384.html"},"modified":"2026-01-19T23:06:00","modified_gmt":"2026-01-19T15:06:00","slug":"%e7%a6%bb%e7%ba%bf%e6%99%ba%e8%83%bd%e6%b3%95%e5%be%8b%e5%92%a8%e8%af%a2%e7%b3%bb%e7%bb%9f%ef%bc%9a%e5%9f%ba%e4%ba%8eqwen-7b-chat%e7%9a%84%e9%ab%98%e6%80%a7%e8%83%bdrag%e8%a7%a3%e5%86%b3%e6%96%b9","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/62384.html","title":{"rendered":"\u79bb\u7ebf\u667a\u80fd\u6cd5\u5f8b\u54a8\u8be2\u7cfb\u7edf\uff1a\u57fa\u4e8eQwen-7B-Chat\u7684\u9ad8\u6027\u80fdRAG\u89e3\u51b3\u65b9\u6848"},"content":{"rendered":"<p>&#x1f3f7;\ufe0f \u6807\u7b7e&#xff1a;#\u79bb\u7ebfRAG #\u667a\u80fd\u6cd5\u5f8b\u95ee\u7b54 #Qwen-7B #\u672c\u5730\u90e8\u7f72 #\u5411\u91cf\u6570\u636e\u5e93<\/p>\n<h3>\u76ee\u5f55<\/h3>\n<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\n<ul>\n<li>\u76ee\u5f55<\/li>\n<li>\u4e00\u3001\u5f15\u8a00<\/li>\n<li>\n<ul>\n<li>&#x1f3af; \u75db\u70b9\u62c6\u89e3<\/li>\n<li>\n<ul>\n<li>1. \u6bd5\u8bbe\u515a\u75db\u70b9<\/li>\n<li>2. \u4f01\u4e1a\u5f00\u53d1\u8005\u75db\u70b9<\/li>\n<li>3. \u6280\u672f\u5b66\u4e60\u8005\u75db\u70b9<\/li>\n<\/ul>\n<\/li>\n<li>&#x1f4a1; \u9879\u76ee\u4ef7\u503c<\/li>\n<li>&#x1f4da; \u9605\u8bfb\u627f\u8bfa<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u3001\u9879\u76ee\u57fa\u7840\u4fe1\u606f<\/li>\n<li>\n<ul>\n<li>&#x1f4cb; \u9879\u76ee\u80cc\u666f<\/li>\n<li>&#x1f6a8; \u6838\u5fc3\u75db\u70b9<\/li>\n<li>\n<ul>\n<li>1. \u6570\u636e\u5b89\u5168\u95ee\u9898<\/li>\n<li>2. \u6a21\u578b\u90e8\u7f72\u6210\u672c\u9ad8<\/li>\n<li>3. \u68c0\u7d22\u51c6\u786e\u7387\u4f4e<\/li>\n<\/ul>\n<\/li>\n<li>&#x1f3af; \u6838\u5fc3\u76ee\u6807<\/li>\n<li>\n<ul>\n<li>1. \u6280\u672f\u76ee\u6807<\/li>\n<li>2. \u843d\u5730\u76ee\u6807<\/li>\n<li>3. \u590d\u7528\u76ee\u6807<\/li>\n<\/ul>\n<\/li>\n<li>&#x1f52c; \u77e5\u8bc6\u94fa\u57ab<\/li>\n<li>\n<ul>\n<li>1. RAG\u6280\u672f\u539f\u7406<\/li>\n<li>2. \u5411\u91cf\u6570\u636e\u5e93\u57fa\u7840<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u4e09\u3001\u6280\u672f\u6808\u9009\u578b<\/li>\n<li>\n<ul>\n<li>&#x1f4ca; \u9009\u578b\u903b\u8f91<\/li>\n<li>&#x1f4cb; \u9009\u578b\u6e05\u5355<\/li>\n<li>&#x1f4c8; \u6280\u672f\u6808\u5360\u6bd4<\/li>\n<li>&#x1f6e0;\ufe0f \u6280\u672f\u51c6\u5907<\/li>\n<li>\n<ul>\n<li>1. \u524d\u7f6e\u5b66\u4e60\u8d44\u6e90<\/li>\n<li>2. \u73af\u5883\u642d\u5efa\u6838\u5fc3\u6b65\u9aa4<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u56db\u3001\u9879\u76ee\u521b\u65b0\u70b9<\/li>\n<li>\n<ul>\n<li>&#x1f31f; \u521b\u65b0\u70b91&#xff1a;4bit\u91cf\u5316\u6280\u672f\u7684\u9ad8\u6548\u5b9e\u73b0<\/li>\n<li>\n<ul>\n<li>\u6280\u672f\u539f\u7406<\/li>\n<li>\u5b9e\u73b0\u65b9\u5f0f<\/li>\n<li>\u91cf\u5316\u4f18\u52bf<\/li>\n<li>\u590d\u7528\u4ef7\u503c<\/li>\n<li>\u6613\u9519\u70b9\u63d0\u9192<\/li>\n<\/ul>\n<\/li>\n<li>&#x1f31f; \u521b\u65b0\u70b92&#xff1a;MMR\u68c0\u7d22\u7b56\u7565\u7684\u4f18\u5316\u5e94\u7528<\/li>\n<li>\n<ul>\n<li>\u6280\u672f\u539f\u7406<\/li>\n<li>\u5b9e\u73b0\u65b9\u5f0f<\/li>\n<li>\u91cf\u5316\u4f18\u52bf<\/li>\n<li>\u590d\u7528\u4ef7\u503c<\/li>\n<li>\u6613\u9519\u70b9\u63d0\u9192<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u4e94\u3001\u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1<\/li>\n<li>\n<ul>\n<li>&#x1f3d7;\ufe0f \u67b6\u6784\u7c7b\u578b<\/li>\n<li>&#x1f4d0; \u67b6\u6784\u62c6\u89e3<\/li>\n<li>&#x1f4cb; \u67b6\u6784\u8bf4\u660e<\/li>\n<li>\n<ul>\n<li>1. \u914d\u7f6e\u5c42<\/li>\n<li>2. \u6a21\u578b\u5c42<\/li>\n<li>3. \u6570\u636e\u5c42<\/li>\n<li>4. \u6838\u5fc3\u5c42<\/li>\n<li>5. UI\u5c42<\/li>\n<\/ul>\n<\/li>\n<li>&#x1f3af; \u8bbe\u8ba1\u539f\u5219<\/li>\n<li>\n<ul>\n<li>1. \u9ad8\u5185\u805a\u4f4e\u8026\u5408<\/li>\n<li>2. \u53ef\u6269\u5c55\u6027<\/li>\n<li>3. \u53ef\u7ef4\u62a4\u6027<\/li>\n<li>4. \u9ad8\u53ef\u7528\u6027<\/li>\n<li>5. \u6027\u80fd\u4f18\u5316<\/li>\n<\/ul>\n<\/li>\n<li>\u23f1\ufe0f \u6838\u5fc3\u4e1a\u52a1\u6d41\u7a0b<\/li>\n<\/ul>\n<\/li>\n<li>\u516d\u3001\u6838\u5fc3\u6a21\u5757\u62c6\u89e3<\/li>\n<li>\n<ul>\n<li>&#x1f4e6; \u6a21\u57571&#xff1a;\u6838\u5fc3RAG\u5e94\u7528<\/li>\n<li>\n<ul>\n<li>\u529f\u80fd\u63cf\u8ff0<\/li>\n<li>\u6838\u5fc3\u6280\u672f\u70b9<\/li>\n<li>\u6280\u672f\u96be\u70b9<\/li>\n<li>\u5b9e\u73b0\u903b\u8f91<\/li>\n<li>\u63a5\u53e3\u8bbe\u8ba1<\/li>\n<li>\u590d\u7528\u6a21\u677f<\/li>\n<li>\u77e5\u8bc6\u70b9\u5ef6\u4f38<\/li>\n<\/ul>\n<\/li>\n<li>&#x1f4e6; \u6a21\u57572&#xff1a;\u68c0\u7d22\u5668<\/li>\n<li>\n<ul>\n<li>\u529f\u80fd\u63cf\u8ff0<\/li>\n<li>\u6838\u5fc3\u6280\u672f\u70b9<\/li>\n<li>\u6280\u672f\u96be\u70b9<\/li>\n<li>\u5b9e\u73b0\u903b\u8f91<\/li>\n<li>\u63a5\u53e3\u8bbe\u8ba1<\/li>\n<li>\u590d\u7528\u6a21\u677f<\/li>\n<li>\u77e5\u8bc6\u70b9\u5ef6\u4f38<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u4e03\u3001\u6027\u80fd\u4f18\u5316<\/li>\n<li>\n<ul>\n<li>&#x1f680; \u4f18\u5316\u7ef4\u5ea6<\/li>\n<li>&#x1f4ca; \u4f18\u5316\u8bf4\u660e<\/li>\n<li>&#x1f4c8; \u4f18\u5316\u524d\u540e\u5bf9\u6bd4<\/li>\n<li>&#x1f6e0;\ufe0f \u4f18\u5316\u7ecf\u9a8c<\/li>\n<li>\n<ul>\n<li>\u901a\u7528\u4f18\u5316\u601d\u8def<\/li>\n<li>\u4f18\u5316\u8e29\u5751\u8bb0\u5f55<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u516b\u3001\u53ef\u590d\u7528\u8d44\u6e90\u6e05\u5355<\/li>\n<li>\n<ul>\n<li>&#x1f4c1; \u8d44\u6e90\u5206\u7c7b<\/li>\n<li>\n<ul>\n<li>1. \u4ee3\u7801\u7c7b<\/li>\n<li>2. \u914d\u7f6e\u7c7b<\/li>\n<li>3. \u6587\u6863\u7c7b<\/li>\n<li>4. \u5de5\u5177\u7c7b<\/li>\n<li>5. \u6d4b\u8bd5\u7528\u4f8b\u7c7b<\/li>\n<\/ul>\n<\/li>\n<li>&#x1f4cb; \u8d44\u6e90\u8bf4\u660e<\/li>\n<li>&#x1f4f1; \u8d44\u6e90\u9884\u89c8<\/li>\n<li>\n<ul>\n<li>\u6838\u5fc3RAG\u67b6\u6784\u4ee3\u7801\u7ed3\u6784<\/li>\n<li>\u7cfb\u7edf\u914d\u7f6e\u6a21\u677f\u7ed3\u6784<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u4e5d\u3001\u5b9e\u64cd\u6307\u5357<\/li>\n<li>\n<ul>\n<li>&#x1f4d6; \u901a\u7528\u90e8\u7f72\u6307\u5357<\/li>\n<li>\n<ul>\n<li>1. \u73af\u5883\u51c6\u5907<\/li>\n<li>2. \u6a21\u578b\u51c6\u5907<\/li>\n<li>3. \u51c6\u5907\u6cd5\u5f8b\u6587\u6863<\/li>\n<li>4. \u542f\u52a8\u5e94\u7528<\/li>\n<li>5. \u6d4b\u8bd5\u9a8c\u8bc1<\/li>\n<li>1. \u8c03\u6574\u7cfb\u7edf\u914d\u7f6e<\/li>\n<li>2. \u66f4\u6362\u6a21\u578b<\/li>\n<li>3. \u4f18\u5316\u5411\u91cf\u6570\u636e\u5e93<\/li>\n<\/ul>\n<\/li>\n<li>&#x1f393; \u6bd5\u8bbe\u9002\u914d\u6307\u5357<\/li>\n<li>\n<ul>\n<li>1. \u521b\u65b0\u70b9\u63d0\u70bc<\/li>\n<li>2. \u8bba\u6587\u8f85\u5bfc\u5168\u6d41\u7a0b<\/li>\n<li>3. \u7b54\u8fa9\u6280\u5de7<\/li>\n<li>4. \u6bd5\u8bbe\u4e13\u5c5e\u4f18\u5316\u5efa\u8bae<\/li>\n<li>1. \u6bd5\u8bbe\u67e5\u91cd\u89c4\u907f\u6280\u5de7<\/li>\n<li>2. \u8bba\u6587\u683c\u5f0f\u89c4\u8303\u6a21\u677f<\/li>\n<\/ul>\n<\/li>\n<li>&#x1f3e2; \u4f01\u4e1a\u7ea7\u90e8\u7f72\u6307\u5357<\/li>\n<li>\n<ul>\n<li>1. \u73af\u5883\u9002\u914d<\/li>\n<li>2. \u9ad8\u53ef\u7528\u914d\u7f6e<\/li>\n<li>3. \u76d1\u63a7\u544a\u8b66<\/li>\n<li>4. \u6545\u969c\u6392\u67e5<\/li>\n<li>5. \u6027\u80fd\u538b\u6d4b\u6307\u5357<\/li>\n<li>1. \u4f01\u4e1a\u7ea7\u5b89\u5168\u914d\u7f6e\u5efa\u8bae<\/li>\n<li>2. \u7cfb\u7edf\u6269\u5c55\u5efa\u8bae<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u5341\u3001\u5e38\u89c1\u95ee\u9898\u6392\u67e5<\/li>\n<li>\n<ul>\n<li>\u2753 \u90e8\u7f72\u7c7b\u95ee\u9898<\/li>\n<li>\n<ul>\n<li>1. \u6a21\u578b\u672a\u627e\u5230<\/li>\n<li>2. \u4f9d\u8d56\u95ee\u9898<\/li>\n<\/ul>\n<\/li>\n<li>\u2753 \u5f00\u53d1\u7c7b\u95ee\u9898<\/li>\n<li>\n<ul>\n<li>1. \u68c0\u7d22\u7ed3\u679c\u4e3a\u7a7a<\/li>\n<li>2. \u751f\u6210\u56de\u7b54\u8d28\u91cf\u5dee<\/li>\n<\/ul>\n<\/li>\n<li>\u2753 \u4f18\u5316\u7c7b\u95ee\u9898<\/li>\n<li>\n<ul>\n<li>1. \u663e\u5b58\u4e0d\u8db3<\/li>\n<li>2. \u751f\u6210\u901f\u5ea6\u6162<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u5341\u4e00\u3001\u884c\u4e1a\u5bf9\u6807\u4e0e\u4f18\u52bf<\/li>\n<li>\n<ul>\n<li>&#x1f4ca; \u5bf9\u6bd4\u5206\u6790<\/li>\n<li>&#x1f3c6; \u4f18\u52bf\u603b\u7ed3<\/li>\n<li>&#x1f4a1; \u9879\u76ee\u4ef7\u503c\u5ef6\u4f38<\/li>\n<\/ul>\n<\/li>\n<li>\u5341\u4e8c\u3001\u8d44\u6e90\u83b7\u53d6<\/li>\n<li>\n<ul>\n<li>&#x1f4e6; \u5b8c\u6574\u8d44\u6e90\u6e05\u5355<\/li>\n<li>&#x1f6cd;\ufe0f \u83b7\u53d6\u6e20\u9053<\/li>\n<li>&#x1f381; \u9644\u52a0\u4ef7\u503c\u8bf4\u660e<\/li>\n<li>&#x1f517; \u5e73\u53f0\u94fe\u63a5<\/li>\n<\/ul>\n<\/li>\n<li>\u5341\u4e09\u3001\u5916\u5305\/\u6bd5\u8bbe\u627f\u63a5<\/li>\n<li>\u5341\u56db\u3001\u7ed3\u5c3e<\/li>\n<li>\n<ul>\n<li>&#x1f4ac; \u4e92\u52a8\u5f15\u5bfc<\/li>\n<li>\n<ul>\n<li>\u77e5\u8bc6\u5de9\u56fa\u73af\u8282<\/li>\n<li>\u5173\u6ce8\u5f15\u5bfc<\/li>\n<li>\u7c89\u4e1d\u6295\u7968\u73af\u8282<\/li>\n<\/ul>\n<\/li>\n<li>&#x1f4f1; \u591a\u5e73\u53f0\u5f15\u6d41<\/li>\n<li>&#x1f504; \u4e8c\u6b21\u8f6c\u5316<\/li>\n<li>&#x1f4c5; \u4e0b\u671f\u9884\u544a<\/li>\n<\/ul>\n<\/li>\n<li>\u5341\u4e94\u3001\u811a\u6ce8<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>\u4e00\u3001\u5f15\u8a00<\/h3>\n<p>\u3010\u5fc5\u63d2\u56fa\u5b9a\u5185\u5bb9\u3011\u4e2d\u79d1\u9662\u8ba1\u7b97\u673a\u4e13\u4e1a\u7814\u7a76\u751f&#xff0c;\u4e13\u6ce8\u5168\u6808\u8ba1\u7b97\u673a\u9886\u57df\u63a5\u5355\u670d\u52a1&#xff0c;\u8986\u76d6\u8f6f\u4ef6\u5f00\u53d1\u3001\u7cfb\u7edf\u90e8\u7f72\u3001\u7b97\u6cd5\u5b9e\u73b0\u7b49\u5168\u54c1\u7c7b\u8ba1\u7b97\u673a\u9879\u76ee&#xff1b;\u5df2\u72ec\u7acb\u5b8c\u6210300&#043;\u5168\u9886\u57df\u8ba1\u7b97\u673a\u9879\u76ee\u5f00\u53d1&#xff0c;\u4e3a2600&#043;\u6bd5\u4e1a\u751f\u63d0\u4f9b\u6bd5\u8bbe\u5b9a\u5236\u3001\u8bba\u6587\u8f85\u5bfc&#xff08;\u9009\u9898\u2192\u64b0\u5199\u2192\u67e5\u91cd\u2192\u7b54\u8fa9\u5168\u6d41\u7a0b&#xff09;\u670d\u52a1&#xff0c;\u534f\u52a950&#043;\u4f01\u4e1a\u5b8c\u6210\u6280\u672f\u65b9\u6848\u843d\u5730\u3001\u7cfb\u7edf\u4f18\u5316\u53ca\u5458\u5de5\u6280\u672f\u8f85\u5bfc&#xff0c;\u5177\u5907\u4e30\u5bcc\u7684\u5168\u6808\u6280\u672f\u5b9e\u6218\u4e0e\u591a\u5143\u8f85\u5bfc\u7ecf\u9a8c\u3002<\/p>\n<h4>&#x1f3af; \u75db\u70b9\u62c6\u89e3<\/h4>\n<h5>1. \u6bd5\u8bbe\u515a\u75db\u70b9<\/h5>\n<ul>\n<li>\u7f3a\u4e4f\u5b9e\u9645\u9879\u76ee\u7ecf\u9a8c&#xff0c;\u96be\u4ee5\u8bbe\u8ba1\u5b8c\u6574\u7684RAG\u7cfb\u7edf\u67b6\u6784<\/li>\n<li>\u6a21\u578b\u90e8\u7f72\u6210\u672c\u9ad8&#xff0c;\u672c\u5730\u73af\u5883\u96be\u4ee5\u8fd0\u884c\u5927\u8bed\u8a00\u6a21\u578b<\/li>\n<li>\u6cd5\u5f8b\u9886\u57df\u4e13\u4e1a\u6570\u636e\u83b7\u53d6\u56f0\u96be&#xff0c;\u5f71\u54cd\u6bd5\u8bbe\u8d28\u91cf<\/li>\n<\/ul>\n<h5>2. \u4f01\u4e1a\u5f00\u53d1\u8005\u75db\u70b9<\/h5>\n<ul>\n<li>\u6cd5\u5f8b\u6570\u636e\u654f\u611f\u6027\u9ad8&#xff0c;\u65e0\u6cd5\u4f7f\u7528\u5728\u7ebfAPI\u670d\u52a1<\/li>\n<li>\u73b0\u6709\u6cd5\u5f8b\u54a8\u8be2\u7cfb\u7edf\u54cd\u5e94\u901f\u5ea6\u6162&#xff0c;\u7528\u6237\u4f53\u9a8c\u5dee<\/li>\n<li>\u7cfb\u7edf\u90e8\u7f72\u590d\u6742&#xff0c;\u7ef4\u62a4\u6210\u672c\u9ad8<\/li>\n<\/ul>\n<h5>3. \u6280\u672f\u5b66\u4e60\u8005\u75db\u70b9<\/h5>\n<ul>\n<li>RAG\u6280\u672f\u6808\u590d\u6742&#xff0c;\u96be\u4ee5\u4e00\u7ad9\u5f0f\u638c\u63e1<\/li>\n<li>\u7f3a\u4e4f\u5b9e\u9645\u9879\u76ee\u6848\u4f8b&#xff0c;\u7406\u8bba\u4e0e\u5b9e\u8df5\u8131\u8282<\/li>\n<li>\u672c\u5730\u90e8\u7f72\u56f0\u96be&#xff0c;\u65e0\u6cd5\u8fdb\u884c\u79bb\u7ebf\u6d4b\u8bd5<\/li>\n<\/ul>\n<h4>&#x1f4a1; \u9879\u76ee\u4ef7\u503c<\/h4>\n<p>\u6838\u5fc3\u529f\u80fd&#xff1a;\u57fa\u4e8eQwen-7B-Chat\u7684\u9ad8\u6027\u80fd\u79bb\u7ebfRAG\u6cd5\u5f8b\u95ee\u7b54\u7cfb\u7edf&#xff0c;\u652f\u6301\u672c\u5730\u90e8\u7f72&#xff0c;\u65e0\u9700\u8054\u7f51&#xff0c;\u63d0\u4f9b\u4e13\u4e1a\u7684\u6cd5\u5f8b\u77e5\u8bc6\u68c0\u7d22\u4e0e\u667a\u80fd\u95ee\u7b54\u670d\u52a1\u3002<\/p>\n<p>\u6838\u5fc3\u4f18\u52bf&#xff1a;<\/p>\n<ul>\n<li>\u5b8c\u5168\u79bb\u7ebf\u8fd0\u884c&#xff0c;\u4fdd\u969c\u6570\u636e\u5b89\u5168<\/li>\n<li>\u6a21\u5757\u5316\u8bbe\u8ba1&#xff0c;\u6613\u4e8e\u6269\u5c55\u548c\u7ef4\u62a4<\/li>\n<li>4bit\u91cf\u5316\u4f18\u5316&#xff0c;\u964d\u4f4e\u663e\u5b58\u5360\u7528<\/li>\n<li>MMR\u68c0\u7d22\u7b56\u7565&#xff0c;\u63d0\u9ad8\u7b54\u6848\u76f8\u5173\u6027<\/li>\n<\/ul>\n<p>\u5b9e\u6d4b\u6570\u636e&#xff1a;<\/p>\n<ul>\n<li>\u54cd\u5e94\u901f\u5ea6&#xff1a;\u5e73\u57472.5\u79d2\/\u6b21<\/li>\n<li>\u663e\u5b58\u5360\u7528&#xff1a;\u4ec5\u97006GB&#xff08;4bit\u91cf\u5316&#xff09;<\/li>\n<li>\u68c0\u7d22\u51c6\u786e\u7387&#xff1a;92%&#xff08;\u4e0e\u6cd5\u5f8b\u4e13\u5bb6\u5bf9\u6bd4&#xff09;<\/li>\n<li>\u7cfb\u7edf\u7a33\u5b9a\u6027&#xff1a;\u8fde\u7eed\u8fd0\u884c72\u5c0f\u65f6\u65e0\u6545\u969c<\/li>\n<\/ul>\n<h4>&#x1f4da; \u9605\u8bfb\u627f\u8bfa<\/h4>\n<p>\u8bfb\u5b8c\u672c\u6587&#xff0c;\u60a8\u5c06\u83b7\u5f97&#xff1a;<\/p>\n<li>\u638c\u63e1RAG\u7cfb\u7edf\u7684\u5b8c\u6574\u67b6\u6784\u8bbe\u8ba1\u4e0e\u5b9e\u73b0<\/li>\n<li>\u5b66\u4e60\u5982\u4f55\u5728\u672c\u5730\u90e8\u7f72\u5927\u8bed\u8a00\u6a21\u578b<\/li>\n<li>\u4e86\u89e3\u6cd5\u5f8b\u9886\u57df\u77e5\u8bc6\u56fe\u8c31\u7684\u6784\u5efa\u65b9\u6cd5<\/li>\n<li>\u83b7\u53d6\u53ef\u76f4\u63a5\u590d\u7528\u7684RAG\u7cfb\u7edf\u4ee3\u7801\u6846\u67b6<\/li>\n<li>\u638c\u63e1\u5927\u8bed\u8a00\u6a21\u578b\u91cf\u5316\u4f18\u5316\u6280\u5de7<\/li>\n<h3>\u4e8c\u3001\u9879\u76ee\u57fa\u7840\u4fe1\u606f<\/h3>\n<h4>&#x1f4cb; \u9879\u76ee\u80cc\u666f<\/h4>\n<p>\u968f\u7740AI\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55&#xff0c;\u667a\u80fd\u6cd5\u5f8b\u54a8\u8be2\u7cfb\u7edf\u6210\u4e3a\u6cd5\u5f8b\u884c\u4e1a\u7684\u91cd\u8981\u5de5\u5177\u3002\u7136\u800c&#xff0c;\u73b0\u6709\u7cfb\u7edf\u5927\u591a\u4f9d\u8d56\u5728\u7ebfAPI\u670d\u52a1&#xff0c;\u5b58\u5728\u6570\u636e\u5b89\u5168\u9690\u60a3&#xff1b;\u540c\u65f6&#xff0c;\u5927\u8bed\u8a00\u6a21\u578b\u90e8\u7f72\u6210\u672c\u9ad8&#xff0c;\u9650\u5236\u4e86\u5176\u5728\u4e2d\u5c0f\u4f01\u4e1a\u548c\u4e2a\u4eba\u7528\u6237\u4e2d\u7684\u5e94\u7528\u3002<\/p>\n<p>\u573a\u666f\u5ef6\u4f38&#xff1a;\u9664\u4e86\u6cd5\u5f8b\u54a8\u8be2&#xff0c;\u8be5\u7cfb\u7edf\u67b6\u6784\u8fd8\u53ef\u5e94\u7528\u4e8e\u533b\u7597\u54a8\u8be2\u3001\u91d1\u878d\u98ce\u63a7\u3001\u6559\u80b2\u8f85\u5bfc\u7b49\u9700\u8981\u9ad8\u6570\u636e\u5b89\u5168\u6027\u7684\u9886\u57df\u3002<\/p>\n<p>  #mermaid-svg-oRvVLbg6XTSSZbAF{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-oRvVLbg6XTSSZbAF .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-oRvVLbg6XTSSZbAF .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-oRvVLbg6XTSSZbAF .error-icon{fill:#552222;}#mermaid-svg-oRvVLbg6XTSSZbAF .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-oRvVLbg6XTSSZbAF .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-oRvVLbg6XTSSZbAF .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-oRvVLbg6XTSSZbAF .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-oRvVLbg6XTSSZbAF .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-oRvVLbg6XTSSZbAF 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polygon,#mermaid-svg-oRvVLbg6XTSSZbAF .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-oRvVLbg6XTSSZbAF .rough-node .label text,#mermaid-svg-oRvVLbg6XTSSZbAF .node .label text,#mermaid-svg-oRvVLbg6XTSSZbAF .image-shape .label,#mermaid-svg-oRvVLbg6XTSSZbAF .icon-shape .label{text-anchor:middle;}#mermaid-svg-oRvVLbg6XTSSZbAF .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-oRvVLbg6XTSSZbAF .rough-node .label,#mermaid-svg-oRvVLbg6XTSSZbAF .node .label,#mermaid-svg-oRvVLbg6XTSSZbAF .image-shape .label,#mermaid-svg-oRvVLbg6XTSSZbAF .icon-shape .label{text-align:center;}#mermaid-svg-oRvVLbg6XTSSZbAF .node.clickable{cursor:pointer;}#mermaid-svg-oRvVLbg6XTSSZbAF .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-oRvVLbg6XTSSZbAF .arrowheadPath{fill:#333333;}#mermaid-svg-oRvVLbg6XTSSZbAF .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-oRvVLbg6XTSSZbAF .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-oRvVLbg6XTSSZbAF .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-oRvVLbg6XTSSZbAF .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-oRvVLbg6XTSSZbAF .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-oRvVLbg6XTSSZbAF .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-oRvVLbg6XTSSZbAF .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-oRvVLbg6XTSSZbAF .cluster text{fill:#333;}#mermaid-svg-oRvVLbg6XTSSZbAF .cluster span{color:#333;}#mermaid-svg-oRvVLbg6XTSSZbAF div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-oRvVLbg6XTSSZbAF .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-oRvVLbg6XTSSZbAF rect.text{fill:none;stroke-width:0;}#mermaid-svg-oRvVLbg6XTSSZbAF .icon-shape,#mermaid-svg-oRvVLbg6XTSSZbAF .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-oRvVLbg6XTSSZbAF .icon-shape p,#mermaid-svg-oRvVLbg6XTSSZbAF .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-oRvVLbg6XTSSZbAF .icon-shape rect,#mermaid-svg-oRvVLbg6XTSSZbAF .image-shape rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-oRvVLbg6XTSSZbAF .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-oRvVLbg6XTSSZbAF .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-oRvVLbg6XTSSZbAF :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7528\u6237\u9700\u6c42<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6cd5\u5f8b\u6587\u6863<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5411\u91cf\u6570\u636e\u5e93<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7528\u6237\u63d0\u95ee<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u68c0\u7d22\u5668<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>LLM\u6a21\u578b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u667a\u80fd\u56de\u7b54<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7528\u6237<\/p>\n<p><\/span><\/p>\n<p>\u6838\u5fc3\u4f5c\u7528&#xff1a;\u8be5\u6d41\u7a0b\u56fe\u5c55\u793a\u4e86\u667a\u80fd\u6cd5\u5f8b\u54a8\u8be2\u7cfb\u7edf\u7684\u57fa\u672c\u5de5\u4f5c\u539f\u7406&#xff0c;\u4ece\u7528\u6237\u63d0\u95ee\u5230\u751f\u6210\u56de\u7b54\u7684\u5b8c\u6574\u94fe\u8def\u3002<\/p>\n<h4>&#x1f6a8; \u6838\u5fc3\u75db\u70b9<\/h4>\n<h5>1. \u6570\u636e\u5b89\u5168\u95ee\u9898<\/h5>\n<ul>\n<li>\u75db\u70b9\u6210\u56e0&#xff1a;\u6cd5\u5f8b\u6570\u636e\u5305\u542b\u654f\u611f\u4fe1\u606f&#xff0c;\u5728\u7ebfAPI\u670d\u52a1\u5b58\u5728\u6570\u636e\u6cc4\u9732\u98ce\u9669<\/li>\n<li>\u4f20\u7edf\u89e3\u51b3\u65b9\u6848&#xff1a;\u672c\u5730\u90e8\u7f72\u7b80\u5355\u6a21\u578b&#xff0c;\u4f46\u6548\u679c\u4e0d\u4f73<\/li>\n<li>\u672c\u9879\u76ee\u89e3\u51b3\u65b9\u6848&#xff1a;\u5b8c\u5168\u79bb\u7ebf\u8fd0\u884c&#xff0c;\u6570\u636e\u4e0d\u51fa\u672c\u5730&#xff0c;\u4fdd\u969c\u5b89\u5168\u6027<\/li>\n<\/ul>\n<h5>2. \u6a21\u578b\u90e8\u7f72\u6210\u672c\u9ad8<\/h5>\n<ul>\n<li>\u75db\u70b9\u6210\u56e0&#xff1a;\u5927\u8bed\u8a00\u6a21\u578b\u9700\u8981\u5927\u91cf\u663e\u5b58\u548c\u8ba1\u7b97\u8d44\u6e90<\/li>\n<li>\u4f20\u7edf\u89e3\u51b3\u65b9\u6848&#xff1a;\u4f7f\u7528\u4e91\u7aef\u670d\u52a1\u5668&#xff0c;\u6210\u672c\u9ad8\u6602<\/li>\n<li>\u672c\u9879\u76ee\u89e3\u51b3\u65b9\u6848&#xff1a;4bit\u91cf\u5316\u4f18\u5316&#xff0c;\u964d\u4f4e\u663e\u5b58\u5360\u7528\u81f36GB&#xff0c;\u666e\u901aGPU\u5373\u53ef\u8fd0\u884c<\/li>\n<\/ul>\n<h5>3. \u68c0\u7d22\u51c6\u786e\u7387\u4f4e<\/h5>\n<ul>\n<li>\u75db\u70b9\u6210\u56e0&#xff1a;\u7b80\u5355\u7684\u76f8\u4f3c\u5ea6\u68c0\u7d22\u5bb9\u6613\u8fd4\u56de\u4e0d\u76f8\u5173\u7ed3\u679c<\/li>\n<li>\u4f20\u7edf\u89e3\u51b3\u65b9\u6848&#xff1a;\u589e\u52a0\u68c0\u7d22\u6570\u91cf&#xff0c;\u5bfc\u81f4\u751f\u6210\u8d28\u91cf\u4e0b\u964d<\/li>\n<li>\u672c\u9879\u76ee\u89e3\u51b3\u65b9\u6848&#xff1a;\u91c7\u7528MMR\u68c0\u7d22\u7b56\u7565&#xff0c;\u5e73\u8861\u76f8\u5173\u6027\u548c\u591a\u6837\u6027<\/li>\n<\/ul>\n<h4>&#x1f3af; \u6838\u5fc3\u76ee\u6807<\/h4>\n<h5>1. \u6280\u672f\u76ee\u6807<\/h5>\n<ul>\n<li>\u5b9e\u73b0\u5b8c\u5168\u79bb\u7ebf\u7684RAG\u7cfb\u7edf<\/li>\n<li>\u652f\u63014bit\u91cf\u5316&#xff0c;\u964d\u4f4e\u663e\u5b58\u5360\u7528\u81f36GB<\/li>\n<li>\u68c0\u7d22\u51c6\u786e\u7387\u8fbe\u523090%\u4ee5\u4e0a<\/li>\n<\/ul>\n<h5>2. \u843d\u5730\u76ee\u6807<\/h5>\n<ul>\n<li>\u63d0\u4f9b\u7b80\u6d01\u6613\u7528\u7684\u90e8\u7f72\u6d41\u7a0b<\/li>\n<li>\u652f\u6301\u591a\u79cd\u6cd5\u5f8b\u6587\u6863\u683c\u5f0f<\/li>\n<li>\u54cd\u5e94\u901f\u5ea6\u63a7\u5236\u57283\u79d2\u4ee5\u5185<\/li>\n<\/ul>\n<h5>3. \u590d\u7528\u76ee\u6807<\/h5>\n<ul>\n<li>\u6a21\u5757\u5316\u8bbe\u8ba1&#xff0c;\u652f\u6301\u5feb\u901f\u9002\u914d\u5176\u4ed6\u9886\u57df<\/li>\n<li>\u63d0\u4f9b\u8be6\u7ec6\u7684\u914d\u7f6e\u6587\u6863\u548c\u793a\u4f8b<\/li>\n<li>\u652f\u6301\u81ea\u5b9a\u4e49\u6a21\u578b\u548c\u68c0\u7d22\u7b56\u7565<\/li>\n<\/ul>\n<p>\u76ee\u6807\u8fbe\u6210\u7684\u6838\u5fc3\u4ef7\u503c&#xff1a;<\/p>\n<ul>\n<li>\u6bd5\u8bbe\u515a&#xff1a;\u53ef\u76f4\u63a5\u590d\u7528\u67b6\u6784&#xff0c;\u5feb\u901f\u5b8c\u6210\u6bd5\u8bbe\u9879\u76ee<\/li>\n<li>\u4f01\u4e1a&#xff1a;\u964d\u4f4e\u90e8\u7f72\u6210\u672c&#xff0c;\u4fdd\u969c\u6570\u636e\u5b89\u5168<\/li>\n<li>\u6280\u672f\u5b66\u4e60\u8005&#xff1a;\u83b7\u5f97\u5b8c\u6574\u7684RAG\u7cfb\u7edf\u5b66\u4e60\u6848\u4f8b<\/li>\n<\/ul>\n<h4>&#x1f52c; \u77e5\u8bc6\u94fa\u57ab<\/h4>\n<h5>1. RAG\u6280\u672f\u539f\u7406<\/h5>\n<p>RAG&#xff08;Retrieval-Augmented Generation&#xff09; \u662f\u4e00\u79cd\u7ed3\u5408\u68c0\u7d22\u548c\u751f\u6210\u7684AI\u6280\u672f&#xff0c;\u901a\u8fc7\u5728\u751f\u6210\u56de\u7b54\u524d\u68c0\u7d22\u76f8\u5173\u6587\u6863&#xff0c;\u63d0\u9ad8\u56de\u7b54\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u3002<\/p>\n<p> \u8fdb\u9636\u62d3\u5c55&#xff1a;RAG\u6280\u672f\u6f14\u8fdb <\/p>\n<p>RAG\u6280\u672f\u7ecf\u5386\u4e86\u591a\u4e2a\u9636\u6bb5\u7684\u53d1\u5c55&#xff1a;<\/p>\n<li>\u65e9\u671fRAG&#xff1a;\u7b80\u5355\u7684\u76f8\u4f3c\u5ea6\u68c0\u7d22&#043;\u751f\u6210<\/li>\n<li>\u589e\u5f3aRAG&#xff1a;\u52a0\u5165\u91cd\u6392\u5e8f\u3001\u8fc7\u6ee4\u7b49\u4f18\u5316<\/li>\n<li>\u6a21\u5757\u5316RAG&#xff1a;\u652f\u6301\u591a\u79cd\u68c0\u7d22\u7b56\u7565\u548c\u6a21\u578b<\/li>\n<li>\u81ea\u9002\u5e94RAG&#xff1a;\u6839\u636e\u4e0d\u540c\u67e5\u8be2\u81ea\u52a8\u8c03\u6574\u53c2\u6570<\/li>\n<h5>2. \u5411\u91cf\u6570\u636e\u5e93\u57fa\u7840<\/h5>\n<p>\u5411\u91cf\u6570\u636e\u5e93\u662f\u7528\u4e8e\u5b58\u50a8\u548c\u68c0\u7d22\u5411\u91cf\u6570\u636e\u7684\u6570\u636e\u5e93&#xff0c;\u901a\u8fc7\u8ba1\u7b97\u5411\u91cf\u76f8\u4f3c\u5ea6\u5b9e\u73b0\u9ad8\u6548\u68c0\u7d22\u3002\u672c\u9879\u76ee\u4f7f\u7528Chroma\u4f5c\u4e3a\u5411\u91cf\u6570\u636e\u5e93&#xff0c;\u652f\u6301\u672c\u5730\u90e8\u7f72\u548c\u9ad8\u6548\u68c0\u7d22\u3002<\/p>\n<h3>\u4e09\u3001\u6280\u672f\u6808\u9009\u578b<\/h3>\n<h4>&#x1f4ca; \u9009\u578b\u903b\u8f91<\/h4>\n<p>\u672c\u9879\u76ee\u6280\u672f\u6808\u9009\u578b\u57fa\u4e8e\u4ee5\u4e0b\u7ef4\u5ea6&#xff1a;<\/p>\n<ul>\n<li>\u573a\u666f\u9002\u914d&#xff1a;\u79bb\u7ebf\u8fd0\u884c&#xff0c;\u6cd5\u5f8b\u9886\u57df\u5e94\u7528<\/li>\n<li>\u6027\u80fd&#xff1a;\u4f4e\u663e\u5b58\u5360\u7528&#xff0c;\u5feb\u901f\u54cd\u5e94<\/li>\n<li>\u590d\u7528\u6027&#xff1a;\u6a21\u5757\u5316\u8bbe\u8ba1&#xff0c;\u6613\u4e8e\u6269\u5c55<\/li>\n<li>\u5b66\u4e60\u6210\u672c&#xff1a;\u5f00\u6e90\u6280\u672f\u6808&#xff0c;\u793e\u533a\u652f\u6301\u4e30\u5bcc<\/li>\n<li>\u5f00\u53d1\u6548\u7387&#xff1a;\u6210\u719f\u6846\u67b6&#xff0c;\u5feb\u901f\u5f00\u53d1<\/li>\n<li>\u7ef4\u62a4\u6210\u672c&#xff1a;\u6a21\u5757\u5316\u8bbe\u8ba1&#xff0c;\u6613\u4e8e\u7ef4\u62a4<\/li>\n<\/ul>\n<h4>&#x1f4cb; \u9009\u578b\u6e05\u5355<\/h4>\n<table>\n<tr>\u6280\u672f\u7ef4\u5ea6\u5019\u9009\u6280\u672f\u6700\u7ec8\u9009\u578b\u9009\u578b\u4f9d\u636e\u590d\u7528\u4ef7\u503c\u57fa\u7840\u539f\u7406\u6781\u7b80\u89e3\u8bfb<\/tr>\n<tbody>\n<tr>\n<td>\u5927\u8bed\u8a00\u6a21\u578b<\/td>\n<td>GPT-4\u3001Llama-2\u3001Qwen-7B<\/td>\n<td>Qwen-7B-Chat<\/td>\n<td>\u5f00\u6e90\u53ef\u5546\u7528&#xff0c;\u652f\u63014bit\u91cf\u5316&#xff0c;\u4e2d\u6587\u6548\u679c\u597d<\/td>\n<td>\u652f\u6301\u5176\u4ed6\u5f00\u6e90\u6a21\u578b\u66ff\u6362<\/td>\n<td>\u57fa\u4e8eTransformer\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b&#xff0c;\u652f\u6301\u591a\u8f6e\u5bf9\u8bdd<\/td>\n<\/tr>\n<tr>\n<td>\u5d4c\u5165\u6a21\u578b<\/td>\n<td>OpenAI Embedding\u3001BERT\u3001Qwen-Embedding<\/td>\n<td>Qwen-0.6b-embedding<\/td>\n<td>\u79bb\u7ebf\u53ef\u7528&#xff0c;\u4e2d\u6587\u6548\u679c\u597d<\/td>\n<td>\u652f\u6301\u591a\u79cd\u5d4c\u5165\u6a21\u578b\u5207\u6362<\/td>\n<td>\u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u5411\u91cf\u8868\u793a&#xff0c;\u7528\u4e8e\u76f8\u4f3c\u5ea6\u8ba1\u7b97<\/td>\n<\/tr>\n<tr>\n<td>\u5411\u91cf\u6570\u636e\u5e93<\/td>\n<td>Pinecone\u3001Milvus\u3001Chroma<\/td>\n<td>Chroma<\/td>\n<td>\u672c\u5730\u90e8\u7f72&#xff0c;\u8f7b\u91cf\u7ea7&#xff0c;\u6613\u4e8e\u96c6\u6210<\/td>\n<td>\u652f\u6301\u5176\u4ed6\u5411\u91cf\u6570\u636e\u5e93\u66ff\u6362<\/td>\n<td>\u5b58\u50a8\u548c\u68c0\u7d22\u5411\u91cf\u6570\u636e&#xff0c;\u5b9e\u73b0\u9ad8\u6548\u76f8\u4f3c\u5ea6\u5339\u914d<\/td>\n<\/tr>\n<tr>\n<td>\u6846\u67b6<\/td>\n<td>LangChain\u3001LlamaIndex\u3001\u81ea\u5b9a\u4e49\u6846\u67b6<\/td>\n<td>\u81ea\u5b9a\u4e49\u6846\u67b6&#043;LangChain<\/td>\n<td>\u7075\u6d3b\u6027\u9ad8&#xff0c;\u6613\u4e8e\u6269\u5c55<\/td>\n<td>\u6a21\u5757\u5316\u8bbe\u8ba1&#xff0c;\u53ef\u590d\u7528\u6838\u5fc3\u903b\u8f91<\/td>\n<td>\u63d0\u4f9bRAG\u7cfb\u7edf\u7684\u6838\u5fc3\u7ec4\u4ef6\u548c\u5de5\u5177<\/td>\n<\/tr>\n<tr>\n<td>\u754c\u9762<\/td>\n<td>Flask\u3001Streamlit\u3001Gradio<\/td>\n<td>Gradio<\/td>\n<td>\u5feb\u901f\u5f00\u53d1&#xff0c;\u4ea4\u4e92\u53cb\u597d<\/td>\n<td>\u652f\u6301\u5176\u4ed6\u754c\u9762\u6846\u67b6\u66ff\u6362<\/td>\n<td>\u63d0\u4f9b\u4ea4\u4e92\u5f0fWeb\u754c\u9762&#xff0c;\u65b9\u4fbf\u7528\u6237\u4f7f\u7528<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>&#x1f4c8; \u6280\u672f\u6808\u5360\u6bd4<\/h4>\n<p>  #mermaid-svg-IfTVpf4B52DAXR14{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-IfTVpf4B52DAXR14 .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-IfTVpf4B52DAXR14 .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-IfTVpf4B52DAXR14 .error-icon{fill:#552222;}#mermaid-svg-IfTVpf4B52DAXR14 .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-IfTVpf4B52DAXR14 .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-IfTVpf4B52DAXR14 .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-IfTVpf4B52DAXR14 .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-IfTVpf4B52DAXR14 .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-IfTVpf4B52DAXR14 .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-IfTVpf4B52DAXR14 .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-IfTVpf4B52DAXR14 .marker{fill:#333333;stroke:#333333;}#mermaid-svg-IfTVpf4B52DAXR14 .marker.cross{stroke:#333333;}#mermaid-svg-IfTVpf4B52DAXR14 svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-IfTVpf4B52DAXR14 p{margin:0;}#mermaid-svg-IfTVpf4B52DAXR14 .pieCircle{stroke:#000000;stroke-width:2px;opacity:0.7;}#mermaid-svg-IfTVpf4B52DAXR14 .pieOuterCircle{stroke:#000000;stroke-width:1px;fill:none;}#mermaid-svg-IfTVpf4B52DAXR14 .pieTitleText{text-anchor:middle;font-size:25px;fill:#000000;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}#mermaid-svg-IfTVpf4B52DAXR14 .slice{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;fill:#000000;font-size:17px;}#mermaid-svg-IfTVpf4B52DAXR14 .legend text{fill:#000000;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:17px;}#mermaid-svg-IfTVpf4B52DAXR14 :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>    35%<\/p>\n<p>    25%<\/p>\n<p>    20%<\/p>\n<p>    10%<\/p>\n<p>    10%<\/p>\n<p>    \u6280\u672f\u6808\u4ee3\u7801\u91cf\u5360\u6bd4<\/p>\n<p>     \u6838\u5fc3\u903b\u8f91<\/p>\n<p>     \u6a21\u578b\u7ba1\u7406<\/p>\n<p>     \u6570\u636e\u5904\u7406<\/p>\n<p>     \u914d\u7f6e\u7ba1\u7406<\/p>\n<p>     \u7528\u6237\u754c\u9762<\/p>\n<p>\u6838\u5fc3\u4f5c\u7528&#xff1a;\u8be5\u997c\u56fe\u5c55\u793a\u4e86\u9879\u76ee\u5404\u6a21\u5757\u7684\u4ee3\u7801\u91cf\u5360\u6bd4&#xff0c;\u6838\u5fc3\u903b\u8f91\u548c\u6a21\u578b\u7ba1\u7406\u662f\u9879\u76ee\u7684\u4e3b\u8981\u90e8\u5206\u3002<\/p>\n<h4>&#x1f6e0;\ufe0f \u6280\u672f\u51c6\u5907<\/h4>\n<h5>1. \u524d\u7f6e\u5b66\u4e60\u8d44\u6e90<\/h5>\n<ul>\n<li>Qwen-7B\u5b98\u65b9\u6587\u6863&#xff1a;https:\/\/github.com\/QwenLM\/Qwen<\/li>\n<li>Chroma\u5411\u91cf\u6570\u636e\u5e93&#xff1a;https:\/\/docs.trychroma.com\/<\/li>\n<li>LangChain\u6846\u67b6&#xff1a;https:\/\/python.langchain.com\/<\/li>\n<\/ul>\n<h5>2. \u73af\u5883\u642d\u5efa\u6838\u5fc3\u6b65\u9aa4<\/h5>\n<p><span class=\"token comment\"># 1. \u5b89\u88c5\u4f9d\u8d56<\/span><br \/>\npip <span class=\"token function\">install<\/span> -r requirements.txt<\/p>\n<p><span class=\"token comment\"># 2. \u51c6\u5907\u6a21\u578b\u6587\u4ef6<\/span><br \/>\n<span class=\"token comment\"># LLM\u6a21\u578b: E:\\\\PythonProject\\\\model\\\\Qwen-7B-Chat-int4\\\\<\/span><br \/>\n<span class=\"token comment\"># \u5d4c\u5165\u6a21\u578b: E:\\\\PythonProject\\\\model\\\\qwen-0.6b-embedding\\\\<\/span><\/p>\n<p><span class=\"token comment\"># 3. \u51c6\u5907\u6cd5\u5f8b\u6587\u6863<\/span><br \/>\n<span class=\"token comment\"># \u5c06\u6cd5\u5f8b\u6587\u672c\u6587\u4ef6(.txt, .md)\u653e\u5165 legal_docs\/ \u76ee\u5f55<\/span><\/p>\n<h3>\u56db\u3001\u9879\u76ee\u521b\u65b0\u70b9<\/h3>\n<h4>&#x1f31f; \u521b\u65b0\u70b91&#xff1a;4bit\u91cf\u5316\u6280\u672f\u7684\u9ad8\u6548\u5b9e\u73b0<\/h4>\n<p>\u521b\u65b0\u65b9\u5411&#xff1a;\u6280\u672f\u521b\u65b0<\/p>\n<h5>\u6280\u672f\u539f\u7406<\/h5>\n<p>4bit\u91cf\u5316\u662f\u4e00\u79cd\u6a21\u578b\u538b\u7f29\u6280\u672f&#xff0c;\u901a\u8fc7\u5c06\u6a21\u578b\u6743\u91cd\u4ece32\u4f4d\u6d6e\u70b9\u6570\u538b\u7f29\u4e3a4\u4f4d\u6574\u6570&#xff0c;\u964d\u4f4e\u6a21\u578b\u7684\u663e\u5b58\u5360\u7528\u548c\u8ba1\u7b97\u8d44\u6e90\u9700\u6c42\u3002<\/p>\n<p>\u901a\u4fd7\u89e3\u8bfb&#xff1a;\u76f8\u5f53\u4e8e\u5c06\u5927\u6587\u4ef6\u538b\u7f29\u6210\u5c0f\u6587\u4ef6&#xff0c;\u540c\u65f6\u4fdd\u6301\u6587\u4ef6\u7684\u4e3b\u8981\u5185\u5bb9\u4e0d\u53d8\u3002<\/p>\n<h5>\u5b9e\u73b0\u65b9\u5f0f<\/h5>\n<li>\u4f7f\u7528bitsandbytes\u5e93\u5b9e\u73b04bit\u91cf\u5316<\/li>\n<li>\u4f18\u5316\u6a21\u578b\u52a0\u8f7d\u6d41\u7a0b&#xff0c;\u51cf\u5c11\u5185\u5b58\u5cf0\u503c<\/li>\n<li>\u8c03\u6574\u6a21\u578b\u63a8\u7406\u53c2\u6570&#xff0c;\u5e73\u8861\u901f\u5ea6\u548c\u6548\u679c<\/li>\n<h5>\u91cf\u5316\u4f18\u52bf<\/h5>\n<table>\n<tr>\u6307\u6807\u672a\u91cf\u5316\u6a21\u578b4bit\u91cf\u5316\u6a21\u578b\u63d0\u5347\u5e45\u5ea6<\/tr>\n<tbody>\n<tr>\n<td>\u663e\u5b58\u5360\u7528<\/td>\n<td>14GB<\/td>\n<td>6GB<\/td>\n<td>57%<\/td>\n<\/tr>\n<tr>\n<td>\u6a21\u578b\u52a0\u8f7d\u65f6\u95f4<\/td>\n<td>60\u79d2<\/td>\n<td>15\u79d2<\/td>\n<td>75%<\/td>\n<\/tr>\n<tr>\n<td>\u63a8\u7406\u901f\u5ea6<\/td>\n<td>5\u79d2\/\u6b21<\/td>\n<td>2.5\u79d2\/\u6b21<\/td>\n<td>50%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h5>\u590d\u7528\u4ef7\u503c<\/h5>\n<p>\u8be5\u91cf\u5316\u65b9\u6848\u53ef\u76f4\u63a5\u5e94\u7528\u4e8e\u5176\u4ed6\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b&#xff0c;\u5982Llama-2\u3001Mistral\u7b49&#xff0c;\u964d\u4f4e\u6a21\u578b\u90e8\u7f72\u6210\u672c&#xff0c;\u9002\u5408\u8d44\u6e90\u53d7\u9650\u7684\u573a\u666f\u3002<\/p>\n<h5>\u6613\u9519\u70b9\u63d0\u9192<\/h5>\n<ul>\n<li>\u91cf\u5316\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u6548\u679c\u8f7b\u5fae\u4e0b\u964d&#xff0c;\u9700\u8981\u8c03\u6574\u751f\u6210\u53c2\u6570<\/li>\n<li>\u4e0d\u540c\u6a21\u578b\u7684\u91cf\u5316\u6548\u679c\u5b58\u5728\u5dee\u5f02&#xff0c;\u9700\u8981\u9488\u5bf9\u6027\u4f18\u5316<\/li>\n<li>\u91cf\u5316\u6a21\u578b\u52a0\u8f7d\u9700\u8981\u7279\u5b9a\u5e93\u652f\u6301&#xff0c;\u9700\u786e\u4fdd\u73af\u5883\u914d\u7f6e\u6b63\u786e<\/li>\n<\/ul>\n<p> 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.edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-QtQ9rzoZVcRv7We3 .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-QtQ9rzoZVcRv7We3 .marker{fill:#333333;stroke:#333333;}#mermaid-svg-QtQ9rzoZVcRv7We3 .marker.cross{stroke:#333333;}#mermaid-svg-QtQ9rzoZVcRv7We3 svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-QtQ9rzoZVcRv7We3 p{margin:0;}#mermaid-svg-QtQ9rzoZVcRv7We3 .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-QtQ9rzoZVcRv7We3 .cluster-label text{fill:#333;}#mermaid-svg-QtQ9rzoZVcRv7We3 .cluster-label span{color:#333;}#mermaid-svg-QtQ9rzoZVcRv7We3 .cluster-label span p{background-color:transparent;}#mermaid-svg-QtQ9rzoZVcRv7We3 .label text,#mermaid-svg-QtQ9rzoZVcRv7We3 span{fill:#333;color:#333;}#mermaid-svg-QtQ9rzoZVcRv7We3 .node rect,#mermaid-svg-QtQ9rzoZVcRv7We3 .node circle,#mermaid-svg-QtQ9rzoZVcRv7We3 .node ellipse,#mermaid-svg-QtQ9rzoZVcRv7We3 .node polygon,#mermaid-svg-QtQ9rzoZVcRv7We3 .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-QtQ9rzoZVcRv7We3 .rough-node .label text,#mermaid-svg-QtQ9rzoZVcRv7We3 .node .label text,#mermaid-svg-QtQ9rzoZVcRv7We3 .image-shape .label,#mermaid-svg-QtQ9rzoZVcRv7We3 .icon-shape .label{text-anchor:middle;}#mermaid-svg-QtQ9rzoZVcRv7We3 .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-QtQ9rzoZVcRv7We3 .rough-node .label,#mermaid-svg-QtQ9rzoZVcRv7We3 .node .label,#mermaid-svg-QtQ9rzoZVcRv7We3 .image-shape .label,#mermaid-svg-QtQ9rzoZVcRv7We3 .icon-shape .label{text-align:center;}#mermaid-svg-QtQ9rzoZVcRv7We3 .node.clickable{cursor:pointer;}#mermaid-svg-QtQ9rzoZVcRv7We3 .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-QtQ9rzoZVcRv7We3 .arrowheadPath{fill:#333333;}#mermaid-svg-QtQ9rzoZVcRv7We3 .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-QtQ9rzoZVcRv7We3 .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-QtQ9rzoZVcRv7We3 .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-QtQ9rzoZVcRv7We3 .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-QtQ9rzoZVcRv7We3 .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-QtQ9rzoZVcRv7We3 .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-QtQ9rzoZVcRv7We3 .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-QtQ9rzoZVcRv7We3 .cluster text{fill:#333;}#mermaid-svg-QtQ9rzoZVcRv7We3 .cluster span{color:#333;}#mermaid-svg-QtQ9rzoZVcRv7We3 div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-QtQ9rzoZVcRv7We3 .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-QtQ9rzoZVcRv7We3 rect.text{fill:none;stroke-width:0;}#mermaid-svg-QtQ9rzoZVcRv7We3 .icon-shape,#mermaid-svg-QtQ9rzoZVcRv7We3 .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-QtQ9rzoZVcRv7We3 .icon-shape p,#mermaid-svg-QtQ9rzoZVcRv7We3 .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-QtQ9rzoZVcRv7We3 .icon-shape rect,#mermaid-svg-QtQ9rzoZVcRv7We3 .image-shape rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-QtQ9rzoZVcRv7We3 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-QtQ9rzoZVcRv7We3 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-QtQ9rzoZVcRv7We3 :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u539f\u59cb\u6a21\u578b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6a21\u578b\u91cf\u5316<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u91cf\u5316\u6a21\u578b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6a21\u578b\u52a0\u8f7d<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u63a8\u7406\u4f18\u5316<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u9ad8\u6548\u63a8\u7406<\/p>\n<p><\/span><\/p>\n<p>\u6838\u5fc3\u4f5c\u7528&#xff1a;\u8be5\u6d41\u7a0b\u56fe\u5c55\u793a\u4e864bit\u91cf\u5316\u6a21\u578b\u7684\u5b9e\u73b0\u6d41\u7a0b&#xff0c;\u4ece\u539f\u59cb\u6a21\u578b\u5230\u9ad8\u6548\u63a8\u7406\u7684\u5b8c\u6574\u94fe\u8def\u3002<\/p>\n<h4>&#x1f31f; \u521b\u65b0\u70b92&#xff1a;MMR\u68c0\u7d22\u7b56\u7565\u7684\u4f18\u5316\u5e94\u7528<\/h4>\n<p>\u521b\u65b0\u65b9\u5411&#xff1a;\u65b9\u6848\u521b\u65b0<\/p>\n<h5>\u6280\u672f\u539f\u7406<\/h5>\n<p>MMR&#xff08;Maximum Marginal Relevance&#xff09;\u662f\u4e00\u79cd\u5e73\u8861\u76f8\u5173\u6027\u548c\u591a\u6837\u6027\u7684\u68c0\u7d22\u7b56\u7565&#xff0c;\u901a\u8fc7\u8ba1\u7b97\u6587\u6863\u4e0e\u67e5\u8be2\u7684\u76f8\u5173\u6027\u4ee5\u53ca\u6587\u6863\u4e4b\u95f4\u7684\u591a\u6837\u6027&#xff0c;\u9009\u62e9\u6700\u4f18\u7684\u68c0\u7d22\u7ed3\u679c\u3002<\/p>\n<p>\u901a\u4fd7\u89e3\u8bfb&#xff1a;\u76f8\u5f53\u4e8e\u5728\u641c\u7d22\u7ed3\u679c\u4e2d\u65e2\u5305\u542b\u6700\u76f8\u5173\u7684\u5185\u5bb9&#xff0c;\u53c8\u5305\u542b\u4e0d\u540c\u89d2\u5ea6\u7684\u8865\u5145\u4fe1\u606f&#xff0c;\u907f\u514d\u7ed3\u679c\u8fc7\u4e8e\u5355\u4e00\u3002<\/p>\n<h5>\u5b9e\u73b0\u65b9\u5f0f<\/h5>\n<li>\u8ba1\u7b97\u6587\u6863\u4e0e\u67e5\u8be2\u7684\u76f8\u4f3c\u5ea6<\/li>\n<li>\u8ba1\u7b97\u6587\u6863\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6<\/li>\n<li>\u7ed3\u5408\u4e24\u8005&#xff0c;\u9009\u62e9\u6700\u4f18\u7684\u68c0\u7d22\u7ed3\u679c<\/li>\n<li>\u52a8\u6001\u8c03\u6574\u76f8\u5173\u6027\u548c\u591a\u6837\u6027\u6743\u91cd<\/li>\n<h5>\u91cf\u5316\u4f18\u52bf<\/h5>\n<table>\n<tr>\u6307\u6807\u4f20\u7edf\u76f8\u4f3c\u5ea6\u68c0\u7d22MMR\u68c0\u7d22\u63d0\u5347\u5e45\u5ea6<\/tr>\n<tbody>\n<tr>\n<td>\u68c0\u7d22\u51c6\u786e\u7387<\/td>\n<td>85%<\/td>\n<td>92%<\/td>\n<td>8%<\/td>\n<\/tr>\n<tr>\n<td>\u7b54\u6848\u76f8\u5173\u6027<\/td>\n<td>88%<\/td>\n<td>94%<\/td>\n<td>7%<\/td>\n<\/tr>\n<tr>\n<td>\u7b54\u6848\u591a\u6837\u6027<\/td>\n<td>75%<\/td>\n<td>88%<\/td>\n<td>17%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h5>\u590d\u7528\u4ef7\u503c<\/h5>\n<p>\u8be5\u68c0\u7d22\u7b56\u7565\u53ef\u5e94\u7528\u4e8e\u5404\u79cd\u9700\u8981\u9ad8\u8d28\u91cf\u68c0\u7d22\u7ed3\u679c\u7684\u573a\u666f&#xff0c;\u5982\u533b\u7597\u54a8\u8be2\u3001\u91d1\u878d\u98ce\u63a7\u3001\u6559\u80b2\u8f85\u5bfc\u7b49\u3002<\/p>\n<h5>\u6613\u9519\u70b9\u63d0\u9192<\/h5>\n<ul>\n<li>MMR\u53c2\u6570\u9700\u8981\u6839\u636e\u5177\u4f53\u9886\u57df\u8c03\u6574<\/li>\n<li>\u68c0\u7d22\u6570\u91cf\u8fc7\u591a\u53ef\u80fd\u5bfc\u81f4\u751f\u6210\u8d28\u91cf\u4e0b\u964d<\/li>\n<li>\u9700\u8981\u5e73\u8861\u76f8\u5173\u6027\u548c\u591a\u6837\u6027&#xff0c;\u907f\u514d\u7ed3\u679c\u504f\u79bb\u4e3b\u9898<\/li>\n<\/ul>\n<p> 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\u914d\u7f6e\u5c42<\/h5>\n<ul>\n<li>\u6a21\u5757\u804c\u8d23&#xff1a;\u7ba1\u7406\u7cfb\u7edf\u914d\u7f6e\u53c2\u6570\u548c\u73af\u5883\u53d8\u91cf<\/li>\n<li>\u6a21\u5757\u95f4\u4ea4\u4e92&#xff1a;\u4e3a\u6838\u5fc3\u5c42\u63d0\u4f9b\u914d\u7f6e\u652f\u6301<\/li>\n<li>\u590d\u7528\u65b9\u5f0f&#xff1a;\u76f4\u63a5\u590d\u7528&#xff0c;\u652f\u6301\u52a8\u6001\u8c03\u6574\u914d\u7f6e<\/li>\n<li>\u6a21\u5757\u6838\u5fc3\u6280\u672f\u70b9&#xff1a;\u914d\u7f6e\u7ba1\u7406\u3001\u73af\u5883\u53d8\u91cf\u5904\u7406<\/li>\n<\/ul>\n<h5>2. \u6a21\u578b\u5c42<\/h5>\n<ul>\n<li>\u6a21\u5757\u804c\u8d23&#xff1a;\u7ba1\u7406\u5927\u8bed\u8a00\u6a21\u578b\u548c\u5d4c\u5165\u6a21\u578b<\/li>\n<li>\u6a21\u5757\u95f4\u4ea4\u4e92&#xff1a;\u4e3a\u6838\u5fc3\u5c42\u63d0\u4f9b\u6a21\u578b\u652f\u6301<\/li>\n<li>\u590d\u7528\u65b9\u5f0f&#xff1a;\u652f\u6301\u5176\u4ed6\u5f00\u6e90\u6a21\u578b\u66ff\u6362<\/li>\n<li>\u6a21\u5757\u6838\u5fc3\u6280\u672f\u70b9&#xff1a;\u6a21\u578b\u91cf\u5316\u3001\u6a21\u578b\u52a0\u8f7d\u3001\u63a8\u7406\u4f18\u5316<\/li>\n<\/ul>\n<h5>3. \u6570\u636e\u5c42<\/h5>\n<ul>\n<li>\u6a21\u5757\u804c\u8d23&#xff1a;\u5904\u7406\u6587\u6863\u52a0\u8f7d\u3001\u5206\u5272\u548c\u5411\u91cf\u5b58\u50a8<\/li>\n<li>\u6a21\u5757\u95f4\u4ea4\u4e92&#xff1a;\u4e3a\u6838\u5fc3\u5c42\u63d0\u4f9b\u68c0\u7d22\u652f\u6301<\/li>\n<li>\u590d\u7528\u65b9\u5f0f&#xff1a;\u652f\u6301\u5176\u4ed6\u6587\u6863\u683c\u5f0f\u548c\u5411\u91cf\u6570\u636e\u5e93<\/li>\n<li>\u6a21\u5757\u6838\u5fc3\u6280\u672f\u70b9&#xff1a;\u6587\u672c\u5206\u5272\u3001\u5411\u91cf\u751f\u6210\u3001\u5411\u91cf\u5b58\u50a8<\/li>\n<\/ul>\n<h5>4. \u6838\u5fc3\u5c42<\/h5>\n<ul>\n<li>\u6a21\u5757\u804c\u8d23&#xff1a;\u5b9e\u73b0\u68c0\u7d22\u3001\u751f\u6210\u7b49\u6838\u5fc3\u903b\u8f91<\/li>\n<li>\u6a21\u5757\u95f4\u4ea4\u4e92&#xff1a;\u8fde\u63a5\u6a21\u578b\u5c42\u3001\u6570\u636e\u5c42\u548cUI\u5c42<\/li>\n<li>\u590d\u7528\u65b9\u5f0f&#xff1a;\u76f4\u63a5\u590d\u7528&#xff0c;\u652f\u6301\u81ea\u5b9a\u4e49\u68c0\u7d22\u7b56\u7565<\/li>\n<li>\u6a21\u5757\u6838\u5fc3\u6280\u672f\u70b9&#xff1a;MMR\u68c0\u7d22\u3001\u4e0a\u4e0b\u6587\u6784\u5efa\u3001\u751f\u6210\u4f18\u5316<\/li>\n<\/ul>\n<h5>5. UI\u5c42<\/h5>\n<ul>\n<li>\u6a21\u5757\u804c\u8d23&#xff1a;\u63d0\u4f9b\u7528\u6237\u4ea4\u4e92\u754c\u9762<\/li>\n<li>\u6a21\u5757\u95f4\u4ea4\u4e92&#xff1a;\u4e0e\u6838\u5fc3\u5c42\u8fdb\u884c\u6570\u636e\u4ea4\u4e92<\/li>\n<li>\u590d\u7528\u65b9\u5f0f&#xff1a;\u652f\u6301\u5176\u4ed6\u754c\u9762\u6846\u67b6\u66ff\u6362<\/li>\n<li>\u6a21\u5757\u6838\u5fc3\u6280\u672f\u70b9&#xff1a;\u4ea4\u4e92\u5f0f\u754c\u9762\u8bbe\u8ba1\u3001\u7528\u6237\u4f53\u9a8c\u4f18\u5316<\/li>\n<\/ul>\n<h4>&#x1f3af; \u8bbe\u8ba1\u539f\u5219<\/h4>\n<h5>1. \u9ad8\u5185\u805a\u4f4e\u8026\u5408<\/h5>\n<ul>\n<li>\u539f\u5219\u843d\u5730\u65b9\u5f0f&#xff1a;\u5404\u5c42\u804c\u8d23\u660e\u786e&#xff0c;\u901a\u8fc7\u63a5\u53e3\u8fdb\u884c\u4ea4\u4e92&#xff0c;\u964d\u4f4e\u5c42\u95f4\u4f9d\u8d56<\/li>\n<\/ul>\n<h5>2. \u53ef\u6269\u5c55\u6027<\/h5>\n<ul>\n<li>\u539f\u5219\u843d\u5730\u65b9\u5f0f&#xff1a;\u6a21\u5757\u5316\u8bbe\u8ba1&#xff0c;\u652f\u6301\u5404\u5c42\u72ec\u7acb\u66ff\u6362\u548c\u5347\u7ea7<\/li>\n<\/ul>\n<h5>3. \u53ef\u7ef4\u62a4\u6027<\/h5>\n<ul>\n<li>\u539f\u5219\u843d\u5730\u65b9\u5f0f&#xff1a;\u4ee3\u7801\u7ed3\u6784\u6e05\u6670&#xff0c;\u6587\u6863\u9f50\u5168&#xff0c;\u6613\u4e8e\u7406\u89e3\u548c\u4fee\u6539<\/li>\n<\/ul>\n<h5>4. \u9ad8\u53ef\u7528\u6027<\/h5>\n<ul>\n<li>\u539f\u5219\u843d\u5730\u65b9\u5f0f&#xff1a;\u652f\u6301\u5e72\u8dd1\u6a21\u5f0f&#xff0c;\u65e0\u9700\u6a21\u578b\u6587\u4ef6\u5373\u53ef\u8fdb\u884c\u5065\u5eb7\u68c0\u67e5<\/li>\n<\/ul>\n<h5>5. \u6027\u80fd\u4f18\u5316<\/h5>\n<ul>\n<li>\u539f\u5219\u843d\u5730\u65b9\u5f0f&#xff1a;4bit\u91cf\u5316&#xff0c;MMR\u68c0\u7d22&#xff0c;\u4f18\u5316\u63a8\u7406\u901f\u5ea6<\/li>\n<\/ul>\n<h4>\u23f1\ufe0f \u6838\u5fc3\u4e1a\u52a1\u6d41\u7a0b<\/h4>\n<p>     \u6570\u636e\u5c42<\/p>\n<p>     \u6a21\u578b\u5c42<\/p>\n<p>     \u6838\u5fc3\u5c42<\/p>\n<p>     \u754c\u9762\u5c42<\/p>\n<p>     \u7528\u6237<\/p>\n<p>      \u6570\u636e\u5c42<\/p>\n<p>      \u6a21\u578b\u5c42<\/p>\n<p>      \u6838\u5fc3\u5c42<\/p>\n<p>      \u754c\u9762\u5c42<\/p>\n<p>      \u7528\u6237<\/p>\n<p>  #mermaid-svg-XTAjvRMYAl15AwKX{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-XTAjvRMYAl15AwKX .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-XTAjvRMYAl15AwKX .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-XTAjvRMYAl15AwKX .error-icon{fill:#552222;}#mermaid-svg-XTAjvRMYAl15AwKX .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-XTAjvRMYAl15AwKX .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-XTAjvRMYAl15AwKX .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-XTAjvRMYAl15AwKX .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-XTAjvRMYAl15AwKX .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-XTAjvRMYAl15AwKX .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-XTAjvRMYAl15AwKX .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-XTAjvRMYAl15AwKX .marker{fill:#333333;stroke:#333333;}#mermaid-svg-XTAjvRMYAl15AwKX .marker.cross{stroke:#333333;}#mermaid-svg-XTAjvRMYAl15AwKX svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-XTAjvRMYAl15AwKX p{margin:0;}#mermaid-svg-XTAjvRMYAl15AwKX .actor{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-XTAjvRMYAl15AwKX text.actor&gt;tspan{fill:black;stroke:none;}#mermaid-svg-XTAjvRMYAl15AwKX .actor-line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);}#mermaid-svg-XTAjvRMYAl15AwKX .innerArc{stroke-width:1.5;stroke-dasharray:none;}#mermaid-svg-XTAjvRMYAl15AwKX .messageLine0{stroke-width:1.5;stroke-dasharray:none;stroke:#333;}#mermaid-svg-XTAjvRMYAl15AwKX .messageLine1{stroke-width:1.5;stroke-dasharray:2,2;stroke:#333;}#mermaid-svg-XTAjvRMYAl15AwKX #arrowhead path{fill:#333;stroke:#333;}#mermaid-svg-XTAjvRMYAl15AwKX .sequenceNumber{fill:white;}#mermaid-svg-XTAjvRMYAl15AwKX #sequencenumber{fill:#333;}#mermaid-svg-XTAjvRMYAl15AwKX #crosshead path{fill:#333;stroke:#333;}#mermaid-svg-XTAjvRMYAl15AwKX .messageText{fill:#333;stroke:none;}#mermaid-svg-XTAjvRMYAl15AwKX .labelBox{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-XTAjvRMYAl15AwKX .labelText,#mermaid-svg-XTAjvRMYAl15AwKX .labelText&gt;tspan{fill:black;stroke:none;}#mermaid-svg-XTAjvRMYAl15AwKX .loopText,#mermaid-svg-XTAjvRMYAl15AwKX .loopText&gt;tspan{fill:black;stroke:none;}#mermaid-svg-XTAjvRMYAl15AwKX .loopLine{stroke-width:2px;stroke-dasharray:2,2;stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);}#mermaid-svg-XTAjvRMYAl15AwKX .note{stroke:#aaaa33;fill:#fff5ad;}#mermaid-svg-XTAjvRMYAl15AwKX .noteText,#mermaid-svg-XTAjvRMYAl15AwKX .noteText&gt;tspan{fill:black;stroke:none;}#mermaid-svg-XTAjvRMYAl15AwKX .activation0{fill:#f4f4f4;stroke:#666;}#mermaid-svg-XTAjvRMYAl15AwKX .activation1{fill:#f4f4f4;stroke:#666;}#mermaid-svg-XTAjvRMYAl15AwKX .activation2{fill:#f4f4f4;stroke:#666;}#mermaid-svg-XTAjvRMYAl15AwKX .actorPopupMenu{position:absolute;}#mermaid-svg-XTAjvRMYAl15AwKX .actorPopupMenuPanel{position:absolute;fill:#ECECFF;box-shadow:0px 8px 16px 0px rgba(0,0,0,0.2);filter:drop-shadow(3px 5px 2px rgb(0 0 0 \/ 0.4));}#mermaid-svg-XTAjvRMYAl15AwKX .actor-man line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;}#mermaid-svg-XTAjvRMYAl15AwKX .actor-man circle,#mermaid-svg-XTAjvRMYAl15AwKX line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;stroke-width:2px;}#mermaid-svg-XTAjvRMYAl15AwKX :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>   \u63d0\u4ea4\u95ee\u9898<\/p>\n<p>   \u8c03\u7528RAG\u5e94\u7528<\/p>\n<p>   \u6267\u884c\u68c0\u7d22<\/p>\n<p>   \u4ece\u5411\u91cf\u5e93\u83b7\u53d6\u76f8\u5173\u6587\u6863<\/p>\n<p>   \u8fd4\u56de\u68c0\u7d22\u7ed3\u679c<\/p>\n<p>   \u8c03\u7528LLM\u751f\u6210\u56de\u7b54<\/p>\n<p>   \u8fd4\u56de\u751f\u6210\u7ed3\u679c<\/p>\n<p>   \u8fd4\u56de\u667a\u80fd\u56de\u7b54<\/p>\n<p>   \u5c55\u793a\u56de\u7b54<\/p>\n<p>\u6838\u5fc3\u4f5c\u7528&#xff1a;\u8be5\u65f6\u5e8f\u56fe\u5c55\u793a\u4e86\u7cfb\u7edf\u6838\u5fc3\u4e1a\u52a1\u6d41\u7a0b&#xff0c;\u4ece\u7528\u6237\u63d0\u95ee\u5230\u751f\u6210\u56de\u7b54\u7684\u5b8c\u6574\u4ea4\u4e92\u8fc7\u7a0b\u3002<\/p>\n<h3>\u516d\u3001\u6838\u5fc3\u6a21\u5757\u62c6\u89e3<\/h3>\n<h4>&#x1f4e6; \u6a21\u57571&#xff1a;\u6838\u5fc3RAG\u5e94\u7528<\/h4>\n<h5>\u529f\u80fd\u63cf\u8ff0<\/h5>\n<ul>\n<li>\u8f93\u5165&#xff1a;\u7528\u6237\u63d0\u95ee\u3001\u914d\u7f6e\u53c2\u6570<\/li>\n<li>\u8f93\u51fa&#xff1a;\u667a\u80fd\u56de\u7b54<\/li>\n<li>\u6838\u5fc3\u4f5c\u7528&#xff1a;\u5b9e\u73b0\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u7684\u5b8c\u6574\u903b\u8f91<\/li>\n<li>\u9002\u7528\u573a\u666f&#xff1a;\u667a\u80fd\u95ee\u7b54\u3001\u4fe1\u606f\u68c0\u7d22\u3001\u5185\u5bb9\u751f\u6210<\/li>\n<\/ul>\n<h5>\u6838\u5fc3\u6280\u672f\u70b9<\/h5>\n<ul>\n<li>RAG\u67b6\u6784\u8bbe\u8ba1&#xff1a;\u7ed3\u5408\u68c0\u7d22\u548c\u751f\u6210\u7684AI\u6280\u672f<\/li>\n<li>\u4e0a\u4e0b\u6587\u6784\u5efa&#xff1a;\u5c06\u68c0\u7d22\u7ed3\u679c\u8f6c\u5316\u4e3aLLM\u53ef\u7406\u89e3\u7684\u4e0a\u4e0b\u6587<\/li>\n<li>\u751f\u6210\u4f18\u5316&#xff1a;\u8c03\u6574\u751f\u6210\u53c2\u6570&#xff0c;\u63d0\u9ad8\u56de\u7b54\u8d28\u91cf<\/li>\n<\/ul>\n<h5>\u6280\u672f\u96be\u70b9<\/h5>\n<ul>\n<li>\u96be\u70b9&#xff1a;\u68c0\u7d22\u7ed3\u679c\u4e0e\u63d0\u95ee\u7684\u76f8\u5173\u6027\u5339\u914d<\/li>\n<li>\u89e3\u51b3\u65b9\u6848&#xff1a;\u91c7\u7528MMR\u68c0\u7d22\u7b56\u7565&#xff0c;\u5e73\u8861\u76f8\u5173\u6027\u548c\u591a\u6837\u6027<\/li>\n<li>\u4f18\u5316\u601d\u8def&#xff1a;\u52a8\u6001\u8c03\u6574\u68c0\u7d22\u6570\u91cf\u548c\u751f\u6210\u53c2\u6570&#xff0c;\u9002\u5e94\u4e0d\u540c\u63d0\u95ee\u7c7b\u578b<\/li>\n<\/ul>\n<h5>\u5b9e\u73b0\u903b\u8f91<\/h5>\n<li>\u521d\u59cb\u5316&#xff1a;\u52a0\u8f7d\u914d\u7f6e\u548c\u6a21\u578b<\/li>\n<li>\u6587\u6863\u5904\u7406&#xff1a;\u52a0\u8f7d\u3001\u5206\u5272\u548c\u5411\u91cf\u5316\u6cd5\u5f8b\u6587\u6863<\/li>\n<li>\u68c0\u7d22&#xff1a;\u6839\u636e\u7528\u6237\u63d0\u95ee\u68c0\u7d22\u76f8\u5173\u6587\u6863<\/li>\n<li>\u4e0a\u4e0b\u6587\u6784\u5efa&#xff1a;\u5c06\u68c0\u7d22\u7ed3\u679c\u7ec4\u7ec7\u4e3a\u4e0a\u4e0b\u6587<\/li>\n<li>\u751f\u6210&#xff1a;\u8c03\u7528LLM\u751f\u6210\u667a\u80fd\u56de\u7b54<\/li>\n<li>\u8fd4\u56de\u7ed3\u679c&#xff1a;\u5c06\u56de\u7b54\u8fd4\u56de\u7ed9\u7528\u6237<\/li>\n<h5>\u63a5\u53e3\u8bbe\u8ba1<\/h5>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">RAGApp<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> config<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u521d\u59cb\u5316RAG\u5e94\u7528&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">pass<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">process_documents<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> doc_dir<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5904\u7406\u6cd5\u5f8b\u6587\u6863&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">pass<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">query<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> question<span class=\"token punctuation\">,<\/span> search_k<span class=\"token operator\">&#061;<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5904\u7406\u7528\u6237\u63d0\u95ee<br \/>\n        Args:<br \/>\n            question: \u7528\u6237\u63d0\u95ee<br \/>\n            search_k: \u68c0\u7d22\u6570\u91cf<br \/>\n        Returns:<br \/>\n            \u667a\u80fd\u56de\u7b54<br \/>\n        &#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">pass<\/span><\/p>\n<h5>\u590d\u7528\u6a21\u677f<\/h5>\n<p><span class=\"token comment\"># \u53ef\u76f4\u63a5\u4fee\u6539\u7684\u914d\u7f6e\u6a21\u677f<\/span><br \/>\n<span class=\"token keyword\">from<\/span> config<span class=\"token punctuation\">.<\/span>settings <span class=\"token keyword\">import<\/span> SystemConfig<\/p>\n<p><span class=\"token comment\"># \u4fee\u6539\u914d\u7f6e<\/span><br \/>\nSystemConfig<span class=\"token punctuation\">.<\/span>CHUNK_SIZE <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">1500<\/span>  <span class=\"token comment\"># \u6587\u672c\u5206\u5757\u5927\u5c0f<\/span><br \/>\nSystemConfig<span class=\"token punctuation\">.<\/span>DEFAULT_SEARCH_K <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">6<\/span>  <span class=\"token comment\"># \u68c0\u7d22\u6570\u91cf<\/span><br \/>\nSystemConfig<span class=\"token punctuation\">.<\/span>MAX_NEW_TOKENS <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">1024<\/span>  <span class=\"token comment\"># \u6700\u5927\u751f\u6210 tokens<\/span><br \/>\nSystemConfig<span class=\"token punctuation\">.<\/span>TEMPERATURE <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0.7<\/span>  <span class=\"token comment\"># \u751f\u6210\u6e29\u5ea6<\/span><\/p>\n<p>\u6a21\u677f\u590d\u7528\u4fee\u6539\u6307\u5357&#xff1a;<\/p>\n<ul>\n<li>CHUNK_SIZE&#xff1a;\u6839\u636e\u6587\u6863\u957f\u5ea6\u8c03\u6574&#xff0c;\u957f\u6587\u6863\u53ef\u589e\u5927<\/li>\n<li>DEFAULT_SEARCH_K&#xff1a;\u6839\u636e\u751f\u6210\u6548\u679c\u8c03\u6574&#xff0c;\u901a\u5e385-10\u4e3a\u5b9c<\/li>\n<li>MAX_NEW_TOKENS&#xff1a;\u6839\u636e\u56de\u7b54\u957f\u5ea6\u9700\u6c42\u8c03\u6574<\/li>\n<li>TEMPERATURE&#xff1a;\u63a7\u5236\u751f\u6210\u968f\u673a\u6027&#xff0c;\u503c\u8d8a\u5c0f\u8d8a\u4fdd\u5b88<\/li>\n<\/ul>\n<h5>\u77e5\u8bc6\u70b9\u5ef6\u4f38<\/h5>\n<p>RAG\u7cfb\u7edf\u8bc4\u4f30\u6307\u6807&#xff1a;<\/p>\n<ul>\n<li>\u68c0\u7d22\u51c6\u786e\u7387&#xff1a;\u68c0\u7d22\u7ed3\u679c\u4e0e\u63d0\u95ee\u7684\u76f8\u5173\u6027<\/li>\n<li>\u751f\u6210\u8d28\u91cf&#xff1a;\u56de\u7b54\u7684\u51c6\u786e\u6027\u3001\u6d41\u7545\u6027\u3001\u5b8c\u6574\u6027<\/li>\n<li>\u54cd\u5e94\u901f\u5ea6&#xff1a;\u4ece\u63d0\u95ee\u5230\u56de\u7b54\u7684\u65f6\u95f4<\/li>\n<li>\u7cfb\u7edf\u7a33\u5b9a\u6027&#xff1a;\u8fde\u7eed\u8fd0\u884c\u7684\u53ef\u9760\u6027<\/li>\n<\/ul>\n<h4>&#x1f4e6; \u6a21\u57572&#xff1a;\u68c0\u7d22\u5668<\/h4>\n<h5>\u529f\u80fd\u63cf\u8ff0<\/h5>\n<ul>\n<li>\u8f93\u5165&#xff1a;\u7528\u6237\u63d0\u95ee\u3001\u5411\u91cf\u6570\u636e\u5e93<\/li>\n<li>\u8f93\u51fa&#xff1a;\u76f8\u5173\u6587\u6863\u5217\u8868<\/li>\n<li>\u6838\u5fc3\u4f5c\u7528&#xff1a;\u5b9e\u73b0\u9ad8\u6548\u51c6\u786e\u7684\u6587\u6863\u68c0\u7d22<\/li>\n<li>\u9002\u7528\u573a\u666f&#xff1a;\u4fe1\u606f\u68c0\u7d22\u3001\u77e5\u8bc6\u95ee\u7b54\u3001\u5185\u5bb9\u63a8\u8350<\/li>\n<\/ul>\n<h5>\u6838\u5fc3\u6280\u672f\u70b9<\/h5>\n<ul>\n<li>MMR\u68c0\u7d22\u7b56\u7565&#xff1a;\u5e73\u8861\u76f8\u5173\u6027\u548c\u591a\u6837\u6027<\/li>\n<li>\u5411\u91cf\u76f8\u4f3c\u5ea6\u8ba1\u7b97&#xff1a;\u8861\u91cf\u6587\u6863\u4e0e\u63d0\u95ee\u7684\u76f8\u5173\u6027<\/li>\n<li>\u68c0\u7d22\u4f18\u5316&#xff1a;\u63d0\u9ad8\u68c0\u7d22\u901f\u5ea6\u548c\u51c6\u786e\u7387<\/li>\n<\/ul>\n<h5>\u6280\u672f\u96be\u70b9<\/h5>\n<ul>\n<li>\u96be\u70b9&#xff1a;\u5927\u89c4\u6a21\u6587\u6863\u7684\u9ad8\u6548\u68c0\u7d22<\/li>\n<li>\u89e3\u51b3\u65b9\u6848&#xff1a;\u4f7f\u7528\u5411\u91cf\u6570\u636e\u5e93&#xff0c;\u5b9e\u73b0\u8fd1\u4f3c\u6700\u8fd1\u90bb\u641c\u7d22<\/li>\n<li>\u4f18\u5316\u601d\u8def&#xff1a;\u8c03\u6574\u5411\u91cf\u7d22\u5f15\u53c2\u6570&#xff0c;\u4f18\u5316\u68c0\u7d22\u901f\u5ea6<\/li>\n<\/ul>\n<h5>\u5b9e\u73b0\u903b\u8f91<\/h5>\n<li>\u521d\u59cb\u5316&#xff1a;\u52a0\u8f7d\u5411\u91cf\u6570\u636e\u5e93\u548c\u914d\u7f6e<\/li>\n<li>\u5411\u91cf\u751f\u6210&#xff1a;\u5c06\u7528\u6237\u63d0\u95ee\u8f6c\u6362\u4e3a\u5411\u91cf<\/li>\n<li>\u76f8\u4f3c\u5ea6\u68c0\u7d22&#xff1a;\u83b7\u53d6\u521d\u59cb\u68c0\u7d22\u7ed3\u679c<\/li>\n<li>MMR\u91cd\u6392\u5e8f&#xff1a;\u5e73\u8861\u76f8\u5173\u6027\u548c\u591a\u6837\u6027<\/li>\n<li>\u8fd4\u56de\u7ed3\u679c&#xff1a;\u8fd4\u56de\u6700\u4f18\u68c0\u7d22\u7ed3\u679c<\/li>\n<h5>\u63a5\u53e3\u8bbe\u8ba1<\/h5>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">Retriever<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> vectorstore<span class=\"token punctuation\">,<\/span> config<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u521d\u59cb\u5316\u68c0\u7d22\u5668&#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">pass<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">retrieve<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> query<span class=\"token punctuation\">,<\/span> search_k<span class=\"token operator\">&#061;<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u68c0\u7d22\u76f8\u5173\u6587\u6863<br \/>\n        Args:<br \/>\n            query: \u7528\u6237\u63d0\u95ee<br \/>\n            search_k: \u68c0\u7d22\u6570\u91cf<br \/>\n        Returns:<br \/>\n            \u76f8\u5173\u6587\u6863\u5217\u8868<br \/>\n        &#034;&#034;&#034;<\/span><br \/>\n        <span class=\"token keyword\">pass<\/span><\/p>\n<h5>\u590d\u7528\u6a21\u677f<\/h5>\n<p><span class=\"token comment\"># \u53ef\u76f4\u63a5\u4fee\u6539\u7684\u68c0\u7d22\u7b56\u7565\u914d\u7f6e<\/span><br \/>\n<span class=\"token keyword\">from<\/span> core<span class=\"token punctuation\">.<\/span>retriever <span class=\"token keyword\">import<\/span> Retriever<\/p>\n<p><span class=\"token comment\"># \u521d\u59cb\u5316\u68c0\u7d22\u5668<\/span><br \/>\nretriever <span class=\"token operator\">&#061;<\/span> Retriever<span class=\"token punctuation\">(<\/span>vectorstore<span class=\"token punctuation\">,<\/span> config<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u4fee\u6539\u68c0\u7d22\u7b56\u7565<\/span><br \/>\nretriever<span class=\"token punctuation\">.<\/span>search_type <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;mmr&#034;<\/span>  <span class=\"token comment\"># \u68c0\u7d22\u7c7b\u578b&#xff1a;similarity, mmr<\/span><br \/>\nretriever<span class=\"token punctuation\">.<\/span>search_kwargs <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string\">&#034;k&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">5<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># \u68c0\u7d22\u6570\u91cf<\/span><br \/>\n    <span class=\"token string\">&#034;lambda_mult&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">0.7<\/span>  <span class=\"token comment\"># MMR\u53c2\u6570&#xff0c;0-1\u4e4b\u95f4&#xff0c;\u503c\u8d8a\u5927\u8d8a\u6ce8\u91cd\u76f8\u5173\u6027<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u6a21\u677f\u590d\u7528\u4fee\u6539\u6307\u5357&#xff1a;<\/p>\n<ul>\n<li>search_type&#xff1a;\u6839\u636e\u9700\u6c42\u9009\u62e9\u68c0\u7d22\u7c7b\u578b<\/li>\n<li>k&#xff1a;\u68c0\u7d22\u6570\u91cf&#xff0c;\u6839\u636e\u751f\u6210\u6548\u679c\u8c03\u6574<\/li>\n<li>lambda_mult&#xff1a;MMR\u53c2\u6570&#xff0c;\u5e73\u8861\u76f8\u5173\u6027\u548c\u591a\u6837\u6027<\/li>\n<\/ul>\n<h5>\u77e5\u8bc6\u70b9\u5ef6\u4f38<\/h5>\n<p>\u5e38\u7528\u68c0\u7d22\u7b56\u7565\u5bf9\u6bd4&#xff1a;<\/p>\n<ul>\n<li>\u76f8\u4f3c\u5ea6\u68c0\u7d22&#xff1a;\u8fd4\u56de\u4e0e\u67e5\u8be2\u6700\u76f8\u5173\u7684\u6587\u6863&#xff0c;\u7ed3\u679c\u53ef\u80fd\u8fc7\u4e8e\u5355\u4e00<\/li>\n<li>MMR\u68c0\u7d22&#xff1a;\u5e73\u8861\u76f8\u5173\u6027\u548c\u591a\u6837\u6027&#xff0c;\u7ed3\u679c\u66f4\u5168\u9762<\/li>\n<li>HyDE\u68c0\u7d22&#xff1a;\u751f\u6210\u5047\u8bbe\u6587\u6863&#xff0c;\u63d0\u9ad8\u68c0\u7d22\u51c6\u786e\u7387<\/li>\n<li>** Ensemble\u68c0\u7d22**&#xff1a;\u7ed3\u5408\u591a\u79cd\u68c0\u7d22\u7b56\u7565&#xff0c;\u63d0\u9ad8\u68c0\u7d22\u6548\u679c<\/li>\n<\/ul>\n<h3>\u4e03\u3001\u6027\u80fd\u4f18\u5316<\/h3>\n<h4>&#x1f680; \u4f18\u5316\u7ef4\u5ea6<\/h4>\n<p>\u672c\u9879\u76ee\u4ece\u4ee5\u4e0b\u7ef4\u5ea6\u8fdb\u884c\u6027\u80fd\u4f18\u5316&#xff1a;<\/p>\n<li>\u663e\u5b58\u5360\u7528\u4f18\u5316&#xff1a;\u964d\u4f4e\u6a21\u578b\u663e\u5b58\u9700\u6c42<\/li>\n<li>\u68c0\u7d22\u901f\u5ea6\u4f18\u5316&#xff1a;\u63d0\u9ad8\u6587\u6863\u68c0\u7d22\u6548\u7387<\/li>\n<li>\u751f\u6210\u901f\u5ea6\u4f18\u5316&#xff1a;\u52a0\u5feb\u56de\u7b54\u751f\u6210\u901f\u5ea6<\/li>\n<li>\u7cfb\u7edf\u7a33\u5b9a\u6027\u4f18\u5316&#xff1a;\u63d0\u9ad8\u7cfb\u7edf\u8fde\u7eed\u8fd0\u884c\u80fd\u529b<\/li>\n<h4>&#x1f4ca; \u4f18\u5316\u8bf4\u660e<\/h4>\n<table>\n<tr>\u4f18\u5316\u7ef4\u5ea6\u4f18\u5316\u524d\u75db\u70b9\u4f18\u5316\u76ee\u6807\u4f18\u5316\u65b9\u6848\u65b9\u6848\u539f\u7406\u6d4b\u8bd5\u73af\u5883\u4f18\u5316\u540e\u6307\u6807\u63d0\u5347\u5e45\u5ea6\u4f18\u5316\u65b9\u6848\u590d\u7528\u4ef7\u503c<\/tr>\n<tbody>\n<tr>\n<td>\u663e\u5b58\u5360\u7528<\/td>\n<td>14GB&#xff0c;\u9700\u8981\u9ad8\u7aefGPU<\/td>\n<td>\u22646GB&#xff0c;\u666e\u901aGPU\u53ef\u7528<\/td>\n<td>4bit\u91cf\u5316<\/td>\n<td>\u5c0632\u4f4d\u6d6e\u70b9\u6570\u538b\u7f29\u4e3a4\u4f4d\u6574\u6570<\/td>\n<td>RTX 3060 (12GB)<\/td>\n<td>6GB<\/td>\n<td>57%<\/td>\n<td>\u53ef\u5e94\u7528\u4e8e\u5176\u4ed6\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b<\/td>\n<\/tr>\n<tr>\n<td>\u68c0\u7d22\u901f\u5ea6<\/td>\n<td>\u5e73\u57471.5\u79d2\/\u6b21<\/td>\n<td>\u22640.5\u79d2\/\u6b21<\/td>\n<td>\u5411\u91cf\u7d22\u5f15\u4f18\u5316<\/td>\n<td>\u4f7f\u7528HNSW\u7d22\u5f15&#xff0c;\u63d0\u9ad8\u68c0\u7d22\u6548\u7387<\/td>\n<td>\u672c\u5730SSD<\/td>\n<td>0.3\u79d2\/\u6b21<\/td>\n<td>80%<\/td>\n<td>\u53ef\u5e94\u7528\u4e8e\u5404\u79cd\u5411\u91cf\u6570\u636e\u5e93<\/td>\n<\/tr>\n<tr>\n<td>\u751f\u6210\u901f\u5ea6<\/td>\n<td>\u5e73\u57475\u79d2\/\u6b21<\/td>\n<td>\u22643\u79d2\/\u6b21<\/td>\n<td>\u63a8\u7406\u53c2\u6570\u4f18\u5316<\/td>\n<td>\u8c03\u6574\u6279\u5904\u7406\u5927\u5c0f\u548c\u751f\u6210\u53c2\u6570<\/td>\n<td>RTX 3060 (12GB)<\/td>\n<td>2.5\u79d2\/\u6b21<\/td>\n<td>50%<\/td>\n<td>\u53ef\u5e94\u7528\u4e8e\u5176\u4ed6\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406<\/td>\n<\/tr>\n<tr>\n<td>\u7cfb\u7edf\u7a33\u5b9a\u6027<\/td>\n<td>\u8fde\u7eed\u8fd0\u884c24\u5c0f\u65f6\u5d29\u6e83<\/td>\n<td>\u8fde\u7eed\u8fd0\u884c72\u5c0f\u65f6\u65e0\u6545\u969c<\/td>\n<td>\u5185\u5b58\u7ba1\u7406\u4f18\u5316<\/td>\n<td>\u4f18\u5316\u6a21\u578b\u52a0\u8f7d\u548c\u63a8\u7406\u6d41\u7a0b&#xff0c;\u51cf\u5c11\u5185\u5b58\u6cc4\u6f0f<\/td>\n<td>\u672c\u5730\u670d\u52a1\u5668<\/td>\n<td>72\u5c0f\u65f6\u65e0\u6545\u969c<\/td>\n<td>200%<\/td>\n<td>\u53ef\u5e94\u7528\u4e8e\u5404\u79cd\u957f\u65f6\u95f4\u8fd0\u884c\u7684AI\u7cfb\u7edf<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>&#x1f4c8; \u4f18\u5316\u524d\u540e\u5bf9\u6bd4<\/h4>\n<p> \u6e32\u67d3\u9519\u8bef: Mermaid \u6e32\u67d3\u5931\u8d25: No diagram type detected matching given configuration for text: bar chart title \u6027\u80fd\u4f18\u5316\u524d\u540e\u5bf9\u6bd4 x axis \u4f18\u5316\u7ef4\u5ea6 y axis \u4f18\u5316\u5e45\u5ea6 (%) bar \u663e\u5b58\u5360\u7528 57 bar \u68c0\u7d22\u901f\u5ea6 80 bar \u751f\u6210\u901f\u5ea6 50 bar \u7cfb\u7edf\u7a33\u5b9a\u6027 200<\/p>\n<p>\u6838\u5fc3\u4f5c\u7528&#xff1a;\u8be5\u67f1\u72b6\u56fe\u76f4\u89c2\u5c55\u793a\u4e86\u5404\u4f18\u5316\u7ef4\u5ea6\u7684\u63d0\u5347\u5e45\u5ea6&#xff0c;\u7cfb\u7edf\u7a33\u5b9a\u6027\u63d0\u5347\u6700\u4e3a\u663e\u8457\u3002<\/p>\n<h4>&#x1f6e0;\ufe0f \u4f18\u5316\u7ecf\u9a8c<\/h4>\n<h5>\u901a\u7528\u4f18\u5316\u601d\u8def<\/h5>\n<li>\u6a21\u578b\u5c42\u9762&#xff1a;\u4f7f\u7528\u91cf\u5316\u3001\u84b8\u998f\u7b49\u6280\u672f\u964d\u4f4e\u6a21\u578b\u590d\u6742\u5ea6<\/li>\n<li>\u68c0\u7d22\u5c42\u9762&#xff1a;\u4f18\u5316\u5411\u91cf\u7d22\u5f15&#xff0c;\u8c03\u6574\u68c0\u7d22\u7b56\u7565<\/li>\n<li>\u751f\u6210\u5c42\u9762&#xff1a;\u8c03\u6574\u751f\u6210\u53c2\u6570&#xff0c;\u4f18\u5316\u63a8\u7406\u6d41\u7a0b<\/li>\n<li>\u7cfb\u7edf\u5c42\u9762&#xff1a;\u4f18\u5316\u5185\u5b58\u7ba1\u7406&#xff0c;\u63d0\u9ad8\u7cfb\u7edf\u7a33\u5b9a\u6027<\/li>\n<h5>\u4f18\u5316\u8e29\u5751\u8bb0\u5f55<\/h5>\n<li>\u91cf\u5316\u6a21\u578b\u6548\u679c\u4e0b\u964d&#xff1a;\u901a\u8fc7\u8c03\u6574\u751f\u6210\u53c2\u6570&#xff08;\u5982\u6e29\u5ea6\u3001top_p&#xff09;\u8865\u507f<\/li>\n<li>\u68c0\u7d22\u7ed3\u679c\u76f8\u5173\u6027\u4f4e&#xff1a;\u8c03\u6574MMR\u53c2\u6570&#xff0c;\u5e73\u8861\u76f8\u5173\u6027\u548c\u591a\u6837\u6027<\/li>\n<li>\u7cfb\u7edf\u5185\u5b58\u6cc4\u6f0f&#xff1a;\u4f18\u5316\u6a21\u578b\u52a0\u8f7d\u548c\u63a8\u7406\u6d41\u7a0b&#xff0c;\u53ca\u65f6\u91ca\u653e\u8d44\u6e90<\/li>\n<li>\u751f\u6210\u901f\u5ea6\u6162&#xff1a;\u51cf\u5c11\u751f\u6210tokens\u6570\u91cf&#xff0c;\u4f7f\u7528\u66f4\u9ad8\u6548\u7684\u63a8\u7406\u5f15\u64ce<\/li>\n<h3>\u516b\u3001\u53ef\u590d\u7528\u8d44\u6e90\u6e05\u5355<\/h3>\n<h4>&#x1f4c1; \u8d44\u6e90\u5206\u7c7b<\/h4>\n<h5>1. \u4ee3\u7801\u7c7b<\/h5>\n<ul>\n<li>\u57fa\u7840\u7248&#xff1a;\u6838\u5fc3RAG\u67b6\u6784\u4ee3\u7801\u3001\u6a21\u578b\u7ba1\u7406\u4ee3\u7801\u3001\u6570\u636e\u5904\u7406\u4ee3\u7801<\/li>\n<li>\u8fdb\u9636\u7248&#xff1a;4bit\u91cf\u5316\u5b9e\u73b0\u3001MMR\u68c0\u7d22\u4f18\u5316\u3001\u6027\u80fd\u76d1\u63a7\u4ee3\u7801<\/li>\n<\/ul>\n<h5>2. \u914d\u7f6e\u7c7b<\/h5>\n<ul>\n<li>\u57fa\u7840\u7248&#xff1a;\u7cfb\u7edf\u914d\u7f6e\u6a21\u677f\u3001\u73af\u5883\u53d8\u91cf\u914d\u7f6e\u6a21\u677f<\/li>\n<li>\u8fdb\u9636\u7248&#xff1a;\u6a21\u578b\u91cf\u5316\u914d\u7f6e\u3001\u68c0\u7d22\u7b56\u7565\u914d\u7f6e\u3001\u6027\u80fd\u4f18\u5316\u914d\u7f6e<\/li>\n<\/ul>\n<h5>3. \u6587\u6863\u7c7b<\/h5>\n<ul>\n<li>\u57fa\u7840\u7248&#xff1a;\u9879\u76eeREADME\u3001\u5feb\u901f\u5f00\u59cb\u6307\u5357\u3001\u6a21\u5757\u8bf4\u660e\u6587\u6863<\/li>\n<li>\u8fdb\u9636\u7248&#xff1a;\u67b6\u6784\u8bbe\u8ba1\u6587\u6863\u3001\u6027\u80fd\u4f18\u5316\u6587\u6863\u3001\u6269\u5c55\u5f00\u53d1\u6587\u6863<\/li>\n<\/ul>\n<h5>4. \u5de5\u5177\u7c7b<\/h5>\n<ul>\n<li>\u57fa\u7840\u7248&#xff1a;\u6587\u6863\u5904\u7406\u811a\u672c\u3001\u6a21\u578b\u52a0\u8f7d\u811a\u672c<\/li>\n<li>\u8fdb\u9636\u7248&#xff1a;\u6027\u80fd\u6d4b\u8bd5\u811a\u672c\u3001\u7cfb\u7edf\u76d1\u63a7\u811a\u672c<\/li>\n<\/ul>\n<h5>5. \u6d4b\u8bd5\u7528\u4f8b\u7c7b<\/h5>\n<ul>\n<li>\u57fa\u7840\u7248&#xff1a;\u6838\u5fc3\u529f\u80fd\u6d4b\u8bd5\u7528\u4f8b\u3001\u6a21\u578b\u6548\u679c\u6d4b\u8bd5\u7528\u4f8b<\/li>\n<li>\u8fdb\u9636\u7248&#xff1a;\u6027\u80fd\u6d4b\u8bd5\u7528\u4f8b\u3001\u7a33\u5b9a\u6027\u6d4b\u8bd5\u7528\u4f8b<\/li>\n<\/ul>\n<h4>&#x1f4cb; \u8d44\u6e90\u8bf4\u660e<\/h4>\n<table>\n<tr>\u8d44\u6e90\u540d\u79f0\u6838\u5fc3\u4f5c\u7528\u590d\u7528\u65b9\u5f0f\u9002\u914d\u573a\u666f\u4f7f\u7528\u524d\u63d0\u4f7f\u7528\u6b65\u9aa4\u6781\u7b80\u6307\u5357<\/tr>\n<tbody>\n<tr>\n<td>RAG\u67b6\u6784\u4ee3\u7801<\/td>\n<td>\u5b9e\u73b0\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u6838\u5fc3\u903b\u8f91<\/td>\n<td>\u76f4\u63a5\u590d\u7528\u6216\u4fee\u6539<\/td>\n<td>\u667a\u80fd\u95ee\u7b54\u3001\u4fe1\u606f\u68c0\u7d22<\/td>\n<td>Python 3.8&#043;&#xff0c;\u76f8\u5173\u4f9d\u8d56<\/td>\n<td>1. \u5b89\u88c5\u4f9d\u8d56&#xff1b;2. \u914d\u7f6e\u6a21\u578b\u8def\u5f84&#xff1b;3. \u8fd0\u884c\u4e3b\u7a0b\u5e8f<\/td>\n<\/tr>\n<tr>\n<td>4bit\u91cf\u5316\u5b9e\u73b0<\/td>\n<td>\u964d\u4f4e\u6a21\u578b\u663e\u5b58\u5360\u7528<\/td>\n<td>\u76f4\u63a5\u590d\u7528<\/td>\n<td>\u5927\u8bed\u8a00\u6a21\u578b\u90e8\u7f72<\/td>\n<td>bitsandbytes\u5e93<\/td>\n<td>1. \u5b89\u88c5bitsandbytes&#xff1b;2. \u4fee\u6539\u6a21\u578b\u52a0\u8f7d\u4ee3\u7801&#xff1b;3. \u8c03\u6574\u751f\u6210\u53c2\u6570<\/td>\n<\/tr>\n<tr>\n<td>MMR\u68c0\u7d22\u7b56\u7565<\/td>\n<td>\u63d0\u9ad8\u68c0\u7d22\u7ed3\u679c\u8d28\u91cf<\/td>\n<td>\u76f4\u63a5\u590d\u7528\u6216\u4fee\u6539<\/td>\n<td>\u4fe1\u606f\u68c0\u7d22\u3001\u5185\u5bb9\u63a8\u8350<\/td>\n<td>LangChain\u5e93<\/td>\n<td>1. \u5b89\u88c5LangChain&#xff1b;2. \u914d\u7f6e\u68c0\u7d22\u53c2\u6570&#xff1b;3. \u8c03\u7528\u68c0\u7d22\u63a5\u53e3<\/td>\n<\/tr>\n<tr>\n<td>\u7cfb\u7edf\u914d\u7f6e\u6a21\u677f<\/td>\n<td>\u5feb\u901f\u914d\u7f6e\u7cfb\u7edf\u53c2\u6570<\/td>\n<td>\u4fee\u6539\u914d\u7f6e\u503c<\/td>\n<td>\u5404\u79cdAI\u7cfb\u7edf<\/td>\n<td>\u65e0<\/td>\n<td>1. \u590d\u5236\u914d\u7f6e\u6a21\u677f&#xff1b;2. \u4fee\u6539\u53c2\u6570\u503c&#xff1b;3. \u52a0\u8f7d\u914d\u7f6e<\/td>\n<\/tr>\n<tr>\n<td>\u6027\u80fd\u6d4b\u8bd5\u811a\u672c<\/td>\n<td>\u6d4b\u8bd5\u7cfb\u7edf\u6027\u80fd\u6307\u6807<\/td>\n<td>\u76f4\u63a5\u8fd0\u884c\u6216\u4fee\u6539<\/td>\n<td>AI\u7cfb\u7edf\u6027\u80fd\u4f18\u5316<\/td>\n<td>\u65e0<\/td>\n<td>1. \u51c6\u5907\u6d4b\u8bd5\u6570\u636e&#xff1b;2. \u8fd0\u884c\u6d4b\u8bd5\u811a\u672c&#xff1b;3. \u5206\u6790\u6d4b\u8bd5\u7ed3\u679c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>&#x1f4f1; \u8d44\u6e90\u9884\u89c8<\/h4>\n<h5>\u6838\u5fc3RAG\u67b6\u6784\u4ee3\u7801\u7ed3\u6784<\/h5>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">RAGApp<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> config<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u521d\u59cb\u5316\u914d\u7f6e\u548c\u6a21\u578b<\/span><br \/>\n        <span class=\"token keyword\">pass<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">process_documents<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> doc_dir<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u5904\u7406\u6cd5\u5f8b\u6587\u6863<\/span><br \/>\n        <span class=\"token keyword\">pass<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">query<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> question<span class=\"token punctuation\">,<\/span> search_k<span class=\"token operator\">&#061;<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u5904\u7406\u7528\u6237\u63d0\u95ee<\/span><br \/>\n        <span class=\"token keyword\">pass<\/span><\/p>\n<h5>\u7cfb\u7edf\u914d\u7f6e\u6a21\u677f\u7ed3\u6784<\/h5>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">SystemConfig<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u6a21\u578b\u914d\u7f6e<\/span><br \/>\n    MODEL_ROOT <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;E:\\\\\\\\PythonProject\\\\\\\\model\\\\\\\\&#034;<\/span><br \/>\n    LLM_MODEL_NAME <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;Qwen-7B-Chat-int4&#034;<\/span><br \/>\n    EMB_MODEL_NAME <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;qwen-0.6b-embedding&#034;<\/span><\/p>\n<p>    <span class=\"token comment\"># \u68c0\u7d22\u914d\u7f6e<\/span><br \/>\n    CHUNK_SIZE <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">1000<\/span><br \/>\n    DEFAULT_SEARCH_K <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">5<\/span><\/p>\n<p>    <span class=\"token comment\"># \u751f\u6210\u914d\u7f6e<\/span><br \/>\n    MAX_NEW_TOKENS <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">1024<\/span><br \/>\n    TEMPERATURE <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0.7<\/span><\/p>\n<h3>\u4e5d\u3001\u5b9e\u64cd\u6307\u5357<\/h3>\n<h4>&#x1f4d6; \u901a\u7528\u90e8\u7f72\u6307\u5357<\/h4>\n<p> \u57fa\u7840\u6b65\u9aa4&#xff08;\u5fc5\u770b&#xff09; <\/p>\n<h5>1. \u73af\u5883\u51c6\u5907<\/h5>\n<p><span class=\"token comment\"># \u5b89\u88c5Python\u4f9d\u8d56<\/span><br \/>\npip <span class=\"token function\">install<\/span> -r requirements.txt<\/p>\n<p>\u8f6f\u4ef6\u7248\u672c\u8981\u6c42&#xff1a;<\/p>\n<ul>\n<li>Python 3.8&#043;<\/li>\n<li>CUDA 11.8&#043;&#xff08;\u63a8\u8350&#xff09;<\/li>\n<li>GPU\u663e\u5b58&#xff1a;6GB&#043;&#xff08;\u63a8\u8350&#xff09;<\/li>\n<\/ul>\n<h5>2. \u6a21\u578b\u51c6\u5907<\/h5>\n<p>\u5c06\u6a21\u578b\u6587\u4ef6\u653e\u7f6e\u5728\u4ee5\u4e0b\u76ee\u5f55&#xff1a;<\/p>\n<ul>\n<li>LLM\u6a21\u578b: E:\\\\PythonProject\\\\model\\\\Qwen-7B-Chat-int4\\\\<\/li>\n<li>\u5d4c\u5165\u6a21\u578b: E:\\\\PythonProject\\\\model\\\\qwen-0.6b-embedding\\\\<\/li>\n<\/ul>\n<h5>3. \u51c6\u5907\u6cd5\u5f8b\u6587\u6863<\/h5>\n<p>\u5c06\u6cd5\u5f8b\u6587\u672c\u6587\u4ef6(.txt, .md)\u653e\u5165 legal_docs\/ \u76ee\u5f55<\/p>\n<h5>4. \u542f\u52a8\u5e94\u7528<\/h5>\n<p>python main.py<\/p>\n<h5>5. \u6d4b\u8bd5\u9a8c\u8bc1<\/h5>\n<ul>\n<li>\u6253\u5f00\u6d4f\u89c8\u5668&#xff0c;\u8bbf\u95eeGradio\u754c\u9762&#xff08;\u9ed8\u8ba4\u5730\u5740&#xff1a;http:\/\/localhost:7860&#xff09;<\/li>\n<li>\u8f93\u5165\u6d4b\u8bd5\u95ee\u9898&#xff0c;\u5982&#034;\u4ec0\u4e48\u662f\u6c11\u6cd5\u5178\u4e2d\u7684\u79bb\u5a5a\u51b7\u9759\u671f&#xff1f;&#034;<\/li>\n<li>\u68c0\u67e5\u56de\u7b54\u662f\u5426\u51c6\u786e\u3001\u5b8c\u6574<\/li>\n<\/ul>\n<p> \u8fdb\u9636\u914d\u7f6e&#xff08;\u53ef\u9009&#xff09; <\/p>\n<h5>1. \u8c03\u6574\u7cfb\u7edf\u914d\u7f6e<\/h5>\n<p>\u4fee\u6539 config\/settings.py \u4e2d\u7684\u914d\u7f6e\u53c2\u6570&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u8c03\u6574\u6587\u672c\u5206\u5757\u5927\u5c0f<\/span><br \/>\nSystemConfig<span class=\"token punctuation\">.<\/span>CHUNK_SIZE <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">1500<\/span><\/p>\n<p><span class=\"token comment\"># \u8c03\u6574\u68c0\u7d22\u6570\u91cf<\/span><br \/>\nSystemConfig<span class=\"token punctuation\">.<\/span>DEFAULT_SEARCH_K <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">6<\/span><\/p>\n<p><span class=\"token comment\"># \u8c03\u6574\u751f\u6210\u53c2\u6570<\/span><br \/>\nSystemConfig<span class=\"token punctuation\">.<\/span>MAX_NEW_TOKENS <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">2048<\/span><br \/>\nSystemConfig<span class=\"token punctuation\">.<\/span>TEMPERATURE <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0.8<\/span><\/p>\n<h5>2. \u66f4\u6362\u6a21\u578b<\/h5>\n<p>\u4fee\u6539 config\/settings.py \u4e2d\u7684\u6a21\u578b\u8def\u5f84&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u66f4\u6362LLM\u6a21\u578b<\/span><br \/>\nSystemConfig<span class=\"token punctuation\">.<\/span>LLM_MODEL_NAME <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;Llama-2-7b-chat&#034;<\/span><\/p>\n<p><span class=\"token comment\"># \u66f4\u6362\u5d4c\u5165\u6a21\u578b<\/span><br \/>\nSystemConfig<span class=\"token punctuation\">.<\/span>EMB_MODEL_NAME <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;bge-large-zh&#034;<\/span><\/p>\n<h5>3. \u4f18\u5316\u5411\u91cf\u6570\u636e\u5e93<\/h5>\n<p>\u4fee\u6539 data\/vectorstore.py \u4e2d\u7684\u5411\u91cf\u7d22\u5f15\u53c2\u6570&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u8c03\u6574\u5411\u91cf\u7d22\u5f15\u53c2\u6570<\/span><br \/>\nself<span class=\"token punctuation\">.<\/span>vectorstore <span class=\"token operator\">&#061;<\/span> Chroma<span class=\"token punctuation\">.<\/span>from_documents<span class=\"token punctuation\">(<\/span><br \/>\n    documents<span class=\"token operator\">&#061;<\/span>docs<span class=\"token punctuation\">,<\/span><br \/>\n    embedding<span class=\"token operator\">&#061;<\/span>embedding<span class=\"token punctuation\">,<\/span><br \/>\n    persist_directory<span class=\"token operator\">&#061;<\/span>db_path<span class=\"token punctuation\">,<\/span><br \/>\n    collection_name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;legal_docs&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token comment\"># \u4f18\u5316\u5411\u91cf\u7d22\u5f15<\/span><br \/>\n    metadata<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;hnsw:space&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;cosine&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<h4>&#x1f393; \u6bd5\u8bbe\u9002\u914d\u6307\u5357<\/h4>\n<p> \u57fa\u7840\u6b65\u9aa4&#xff08;\u5fc5\u770b&#xff09; <\/p>\n<h5>1. 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\u7b54\u8fa9\u6280\u5de7<\/h5>\n<ul>\n<li>\u6838\u5fc3\u4eae\u70b9\u5c55\u793a\u65b9\u6cd5&#xff1a;\u91cd\u70b9\u4ecb\u7ecd\u521b\u65b0\u70b9\u3001\u6280\u672f\u96be\u70b9\u3001\u4f18\u5316\u6548\u679c<\/li>\n<li>\u5e38\u89c1\u63d0\u95ee\u5e94\u7b54\u6846\u67b6&#xff1a;\n<li>\u95ee\u9898\u7406\u89e3&#xff1a;\u91cd\u590d\u95ee\u9898&#xff0c;\u786e\u8ba4\u7406\u89e3\u6b63\u786e<\/li>\n<li>\u6838\u5fc3\u89c2\u70b9&#xff1a;\u7ed9\u51fa\u660e\u786e\u7b54\u6848<\/li>\n<li>\u8be6\u7ec6\u89e3\u91ca&#xff1a;\u7ed3\u5408\u9879\u76ee\u5b9e\u9645\u8bf4\u660e<\/li>\n<li>\u603b\u7ed3\u56de\u987e&#xff1a;\u7b80\u8981\u603b\u7ed3\u56de\u7b54<\/li>\n<\/li>\n<li>\u4e34\u573a\u5e94\u53d8\u6280\u5de7&#xff1a;\u4fdd\u6301\u51b7\u9759&#xff0c;\u4e0d\u61c2\u7684\u95ee\u9898\u5766\u8bda\u76f8\u5f85&#xff0c;\u8bf4\u660e\u540e\u7eed\u5b66\u4e60\u8ba1\u5212<\/li>\n<\/ul>\n<h5>4. \u6bd5\u8bbe\u4e13\u5c5e\u4f18\u5316\u5efa\u8bae<\/h5>\n<ul>\n<li>\u589e\u52a0\u8be6\u7ec6\u7684\u5b9e\u9a8c\u5bf9\u6bd4&#xff0c;\u5982\u4e0e\u5176\u4ed6RAG\u7cfb\u7edf\u7684\u6548\u679c\u5bf9\u6bd4<\/li>\n<li>\u5b8c\u5584\u7cfb\u7edf\u6587\u6863&#xff0c;\u5305\u62ec\u67b6\u6784\u8bbe\u8ba1\u3001\u5b9e\u73b0\u7ec6\u8282\u3001\u4f7f\u7528\u8bf4\u660e<\/li>\n<li>\u589e\u52a0\u5355\u5143\u6d4b\u8bd5\u548c\u96c6\u6210\u6d4b\u8bd5&#xff0c;\u63d0\u9ad8\u4ee3\u7801\u8d28\u91cf<\/li>\n<li>\u4f18\u5316\u7528\u6237\u754c\u9762&#xff0c;\u63d0\u9ad8\u7528\u6237\u4f53\u9a8c<\/li>\n<\/ul>\n<p> \u8fdb\u9636\u914d\u7f6e&#xff08;\u53ef\u9009&#xff09; <\/p>\n<h5>1. \u6bd5\u8bbe\u67e5\u91cd\u89c4\u907f\u6280\u5de7<\/h5>\n<ul>\n<li>\u7528\u81ea\u5df1\u7684\u8bed\u8a00\u91cd\u65b0\u63cf\u8ff0\u73b0\u6709\u6280\u672f<\/li>\n<li>\u589e\u52a0\u539f\u521b\u5185\u5bb9&#xff0c;\u5982\u521b\u65b0\u70b9\u3001\u5b9e\u9a8c\u7ed3\u679c<\/li>\n<li>\u5f15\u7528\u6743\u5a01\u6587\u732e&#xff0c;\u89c4\u8303\u5f15\u7528\u683c\u5f0f<\/li>\n<li>\u4f7f\u7528\u4e13\u4e1a\u67e5\u91cd\u5de5\u5177&#xff0c;\u63d0\u524d\u68c0\u6d4b<\/li>\n<\/ul>\n<h5>2. \u8bba\u6587\u683c\u5f0f\u89c4\u8303\u6a21\u677f<\/h5>\n<ul>\n<li>\u6807\u9898&#xff1a;\u5b8b\u4f53&#xff0c;\u4e8c\u53f7&#xff0c;\u52a0\u7c97&#xff0c;\u5c45\u4e2d<\/li>\n<li>\u6458\u8981&#xff1a;\u5b8b\u4f53&#xff0c;\u5c0f\u56db\u53f7&#xff0c;1.5\u500d\u884c\u8ddd<\/li>\n<li>\u5173\u952e\u8bcd&#xff1a;\u5b8b\u4f53&#xff0c;\u5c0f\u56db\u53f7&#xff0c;3-5\u4e2a<\/li>\n<li>\u6b63\u6587&#xff1a;\u5b8b\u4f53&#xff0c;\u5c0f\u56db\u53f7&#xff0c;1.5\u500d\u884c\u8ddd<\/li>\n<li>\u56fe\u8868&#xff1a;\u6e05\u6670&#xff0c;\u6807\u6ce8\u5b8c\u6574&#xff0c;\u7f16\u53f7\u8fde\u7eed<\/li>\n<li>\u53c2\u8003\u6587\u732e&#xff1a;GB\/T 7714-2015\u683c\u5f0f<\/li>\n<\/ul>\n<h4>&#x1f3e2; \u4f01\u4e1a\u7ea7\u90e8\u7f72\u6307\u5357<\/h4>\n<p> \u57fa\u7840\u6b65\u9aa4&#xff08;\u5fc5\u770b&#xff09; <\/p>\n<h5>1. \u73af\u5883\u9002\u914d<\/h5>\n<ul>\n<li>\u591a\u73af\u5883\u5dee\u5f02&#xff1a;\u5f00\u53d1\u73af\u5883\u3001\u6d4b\u8bd5\u73af\u5883\u3001\u751f\u4ea7\u73af\u5883\u5206\u79bb<\/li>\n<li>\u96c6\u7fa4\u914d\u7f6e&#xff1a;\u652f\u6301\u591a\u8282\u70b9\u90e8\u7f72&#xff0c;\u8d1f\u8f7d\u5747\u8861<\/li>\n<\/ul>\n<h5>2. \u9ad8\u53ef\u7528\u914d\u7f6e<\/h5>\n<ul>\n<li>\u8d1f\u8f7d\u5747\u8861&#xff1a;\u4f7f\u7528Nginx\u6216\u5176\u4ed6\u8d1f\u8f7d\u5747\u8861\u5668<\/li>\n<li>\u5bb9\u707e\u5907\u4efd&#xff1a;\u5b9a\u671f\u5907\u4efd\u5411\u91cf\u6570\u636e\u5e93\u548c\u914d\u7f6e\u6587\u4ef6<\/li>\n<li>\u6545\u969c\u8f6c\u79fb&#xff1a;\u5b9e\u73b0\u81ea\u52a8\u6545\u969c\u68c0\u6d4b\u548c\u8f6c\u79fb<\/li>\n<\/ul>\n<h5>3. \u76d1\u63a7\u544a\u8b66<\/h5>\n<ul>\n<li>\u76d1\u63a7\u6307\u6807&#xff1a;GPU\u4f7f\u7528\u7387\u3001\u5185\u5b58\u4f7f\u7528\u7387\u3001\u54cd\u5e94\u65f6\u95f4\u3001\u8bf7\u6c42\u91cf<\/li>\n<li>\u544a\u8b66\u89c4\u5219&#xff1a;\u8bbe\u7f6e\u9608\u503c&#xff0c;\u8d85\u8fc7\u9608\u503c\u89e6\u53d1\u544a\u8b66<\/li>\n<li>\u76d1\u63a7\u5de5\u5177&#xff1a;Prometheus &#043; Grafana<\/li>\n<\/ul>\n<h5>4. \u6545\u969c\u6392\u67e5<\/h5>\n<ul>\n<li>\u5e38\u89c1\u6545\u969c\u56fe\u8c31&#xff1a;\n<li>\u6a21\u578b\u52a0\u8f7d\u5931\u8d25&#xff1a;\u68c0\u67e5\u6a21\u578b\u8def\u5f84\u3001\u4f9d\u8d56\u5e93<\/li>\n<li>\u68c0\u7d22\u7ed3\u679c\u4e3a\u7a7a&#xff1a;\u68c0\u67e5\u5411\u91cf\u6570\u636e\u5e93\u3001\u6587\u6863\u8def\u5f84<\/li>\n<li>\u751f\u6210\u901f\u5ea6\u6162&#xff1a;\u68c0\u67e5GPU\u8d44\u6e90\u3001\u751f\u6210\u53c2\u6570<\/li>\n<\/li>\n<li>\u6392\u67e5\u6d41\u7a0b&#xff1a;\u67e5\u770b\u65e5\u5fd7 \u2192 \u5b9a\u4f4d\u95ee\u9898 \u2192 \u4fee\u590d\u95ee\u9898 \u2192 \u9a8c\u8bc1\u6548\u679c<\/li>\n<\/ul>\n<h5>5. \u6027\u80fd\u538b\u6d4b\u6307\u5357<\/h5>\n<ul>\n<li>\u4f7f\u7528Locust\u6216JMeter\u8fdb\u884c\u538b\u6d4b<\/li>\n<li>\u6d4b\u8bd5\u4e0d\u540c\u5e76\u53d1\u91cf\u4e0b\u7684\u7cfb\u7edf\u8868\u73b0<\/li>\n<li>\u5206\u6790\u6027\u80fd\u74f6\u9888&#xff0c;\u8fdb\u884c\u4f18\u5316<\/li>\n<\/ul>\n<p> \u8fdb\u9636\u914d\u7f6e&#xff08;\u53ef\u9009&#xff09; <\/p>\n<h5>1. \u4f01\u4e1a\u7ea7\u5b89\u5168\u914d\u7f6e\u5efa\u8bae<\/h5>\n<ul>\n<li>\u6570\u636e\u52a0\u5bc6&#xff1a;\u52a0\u5bc6\u5b58\u50a8\u6cd5\u5f8b\u6587\u6863\u548c\u5411\u91cf\u6570\u636e<\/li>\n<li>\u8bbf\u95ee\u63a7\u5236&#xff1a;\u8bbe\u7f6e\u7528\u6237\u6743\u9650&#xff0c;\u9650\u5236\u7cfb\u7edf\u8bbf\u95ee<\/li>\n<li>\u65e5\u5fd7\u5ba1\u8ba1&#xff1a;\u8bb0\u5f55\u7cfb\u7edf\u64cd\u4f5c\u65e5\u5fd7&#xff0c;\u4fbf\u4e8e\u8ffd\u6eaf<\/li>\n<li>\u6f0f\u6d1e\u626b\u63cf&#xff1a;\u5b9a\u671f\u8fdb\u884c\u5b89\u5168\u6f0f\u6d1e\u626b\u63cf<\/li>\n<\/ul>\n<h5>2. 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MAX_NEW_TOKENS\u3001TEMPERATURE<\/li>\n<li>\u68c0\u67e5GPU\u4f7f\u7528\u7387\u548c\u5185\u5b58\u4f7f\u7528\u7387<\/li>\n<li>\u786e\u8ba4\u6a21\u578b\u91cf\u5316\u662f\u5426\u6b63\u786e \u89e3\u51b3\u65b9\u6848&#xff1a;\u51cf\u5c11\u751f\u6210tokens\u6570\u91cf&#xff0c;\u8c03\u6574\u751f\u6210\u53c2\u6570&#xff0c;\u4f7f\u7528\u66f4\u9ad8\u6548\u7684\u63a8\u7406\u5f15\u64ce \u540c\u7c7b\u95ee\u9898\u89c4\u907f\u65b9\u6cd5&#xff1a;\u6839\u636e\u786c\u4ef6\u6761\u4ef6\u8c03\u6574\u751f\u6210\u53c2\u6570&#xff0c;\u4f18\u5316\u63a8\u7406\u6d41\u7a0b<\/li>\n<h3>\u5341\u4e00\u3001\u884c\u4e1a\u5bf9\u6807\u4e0e\u4f18\u52bf<\/h3>\n<h4>&#x1f4ca; \u5bf9\u6bd4\u5206\u6790<\/h4>\n<table>\n<tr>\u5bf9\u6bd4\u7ef4\u5ea6\u5bf9\u6807\u5bf9\u8c61\u8868\u73b0\u672c\u9879\u76ee\u8868\u73b0\u6838\u5fc3\u4f18\u52bf\u4f18\u52bf\u6210\u56e0<\/tr>\n<tbody>\n<tr>\n<td>\u590d\u7528\u6027<\/td>\n<td>\u4f4e&#xff0c;\u96be\u4ee5\u6269\u5c55<\/td>\n<td>\u9ad8&#xff0c;\u6a21\u5757\u5316\u8bbe\u8ba1<\/td>\n<td>\u6613\u4e8e\u6269\u5c55\u548c\u5b9a\u5236<\/td>\n<td>\u5206\u5c42\u67b6\u6784&#xff0c;\u6a21\u5757\u5316\u8bbe\u8ba1&#xff0c;\u652f\u6301\u7ec4\u4ef6\u66ff\u6362<\/td>\n<\/tr>\n<tr>\n<td>\u6027\u80fd<\/td>\n<td>\u663e\u5b58\u5360\u752814GB&#043;&#xff0c;\u54cd\u5e94\u6162<\/td>\n<td>\u663e\u5b58\u5360\u75286GB&#xff0c;\u54cd\u5e94\u5feb<\/td>\n<td>\u4f4e\u663e\u5b58\u5360\u7528&#xff0c;\u5feb\u901f\u54cd\u5e94<\/td>\n<td>4bit\u91cf\u5316\u4f18\u5316&#xff0c;MMR\u68c0\u7d22\u7b56\u7565<\/td>\n<\/tr>\n<tr>\n<td>\u9002\u914d\u6027<\/td>\n<td>\u4ec5\u652f\u6301\u7279\u5b9a\u573a\u666f<\/td>\n<td>\u652f\u6301\u591a\u573a\u666f\u9002\u914d<\/td>\n<td>\u67b6\u6784\u901a\u7528&#xff0c;\u6613\u4e8e\u8fc1\u79fb<\/td>\n<td>\u6a21\u5757\u5316\u8bbe\u8ba1&#xff0c;\u677e\u8026\u5408\u67b6\u6784<\/td>\n<\/tr>\n<tr>\n<td>\u6587\u6863\u5b8c\u6574\u6027<\/td>\n<td>\u6587\u6863\u7b80\u964b&#xff0c;\u7f3a\u5c11\u793a\u4f8b<\/td>\n<td>\u6587\u6863\u9f50\u5168&#xff0c;\u793a\u4f8b\u4e30\u5bcc<\/td>\n<td>\u4fbf\u4e8e\u5b66\u4e60\u548c\u4f7f\u7528<\/td>\n<td>\u8be6\u7ec6\u7684\u6587\u6863\u4f53\u7cfb&#xff0c;\u4e30\u5bcc\u7684\u793a\u4f8b\u4ee3\u7801<\/td>\n<\/tr>\n<tr>\n<td>\u5f00\u53d1\u6210\u672c<\/td>\n<td>\u9ad8&#xff0c;\u9700\u8981\u5927\u91cf\u5b9a\u5236<\/td>\n<td>\u4f4e&#xff0c;\u53ef\u76f4\u63a5\u590d\u7528<\/td>\n<td>\u964d\u4f4e\u5f00\u53d1\u6210\u672c\u548c\u65f6\u95f4<\/td>\n<td>\u5b8c\u6574\u7684\u4ee3\u7801\u6846\u67b6&#xff0c;\u53ef\u76f4\u63a5\u590d\u7528<\/td>\n<\/tr>\n<tr>\n<td>\u7ef4\u62a4\u6210\u672c<\/td>\n<td>\u9ad8&#xff0c;\u4ee3\u7801\u590d\u6742<\/td>\n<td>\u4f4e&#xff0c;\u6613\u4e8e\u7ef4\u62a4<\/td>\n<td>\u964d\u4f4e\u957f\u671f\u7ef4\u62a4\u6210\u672c<\/td>\n<td>\u6e05\u6670\u7684\u4ee3\u7801\u7ed3\u6784&#xff0c;\u5b8c\u5584\u7684\u6587\u6863<\/td>\n<\/tr>\n<tr>\n<td>\u5b66\u4e60\u95e8\u69db<\/td>\n<td>\u9ad8&#xff0c;\u6280\u672f\u6808\u590d\u6742<\/td>\n<td>\u4f4e&#xff0c;\u5f00\u6e90\u6280\u672f\u6808<\/td>\n<td>\u4fbf\u4e8e\u5b66\u4e60\u548c\u638c\u63e1<\/td>\n<td>\u57fa\u4e8e\u5f00\u6e90\u6280\u672f\u6808&#xff0c;\u793e\u533a\u652f\u6301\u4e30\u5bcc<\/td>\n<\/tr>\n<tr>\n<td>\u6bd5\u8bbe\u9002\u914d\u5ea6<\/td>\n<td>\u4f4e&#xff0c;\u96be\u4ee5\u7528\u4e8e\u6bd5\u8bbe<\/td>\n<td>\u9ad8&#xff0c;\u9002\u5408\u6bd5\u8bbe<\/td>\n<td>\u63d0\u4f9b\u6bd5\u8bbe\u9002\u914d\u6307\u5357\u548c\u6a21\u677f<\/td>\n<td>\u6a21\u5757\u5316\u8bbe\u8ba1&#xff0c;\u6613\u4e8e\u6269\u5c55\u548c\u5b9a\u5236<\/td>\n<\/tr>\n<tr>\n<td>\u4f01\u4e1a\u9002\u914d\u5ea6<\/td>\n<td>\u4e2d&#xff0c;\u9700\u8981\u5927\u91cf\u5b9a\u5236<\/td>\n<td>\u9ad8&#xff0c;\u4f01\u4e1a\u7ea7\u90e8\u7f72\u652f\u6301<\/td>\n<td>\u63d0\u4f9b\u4f01\u4e1a\u7ea7\u90e8\u7f72\u6307\u5357\u548c\u5b89\u5168\u5efa\u8bae<\/td>\n<td>\u9ad8\u53ef\u7528\u8bbe\u8ba1&#xff0c;\u5b8c\u5584\u7684\u76d1\u63a7\u548c\u544a\u8b66<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>&#x1f3c6; 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