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  86.             企业知识库RAG智能问答项目V1.0
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  175.     企业知识库RAG智能问答项目V1.0
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  192.     知识库内容
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  225.     ① 项目概述
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  252.     1.1 项目架构
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  275.     1.2 项目环境(window)
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  298.     1.3 项目环境(mac)
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  339.     ② 项目工具
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  350.             ② 项目工具
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    360. 

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    364. 

  364.     2.1 Ollama大模型高效管理工具
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    382. 

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    386. 

  386.     2.2 LangChain基础知识.md
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    404. 

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    408. 

  408.     2.3 向量索引：HNSW、IVF与IVF_PQ
    409. 

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    426. 

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  429.   <span class="md-ellipsis">
    430. 

  430.     2.4 Milvus向量数据库
    431. 

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  471.     ③ 基于Mysql库的问答系统
    472. 

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    482. 

  482.             ③ 基于Mysql库的问答系统
    483. 

  483.           </label>
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    494. 

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    498. 

  498.     3.1 Python日志介绍与应用
    499. 

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    500. 

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    517. 

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    520. 

  520.   <span class="md-ellipsis">
    521. 

  521.     3.2 Redis数据库简介与使用
    522. 

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    540. 

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    544. 

  544.     3.3 基于Mysql数据库实现问答系统
    545. 

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    563. 

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  567.     3.4 BM25算法简介与应用
    568. 

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  608.     ④ 基于Milvus库的问答系统
    609. 

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  619.             ④ 基于Milvus库的问答系统
    620. 

  620.           </label>
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  621.           <ul class="md-nav__list" data-md-scrollfix>
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    631. 

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    635. 

  635.     4.1 整体架构与工程流程
    636. 

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    654. 

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  658.     4.2 基础模块
    659. 

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    677. 

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    681. 

  681.     4.3 文档处理模块
    682. 

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    700. 

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    703. 

  703.   <span class="md-ellipsis">
    704. 

  704.     4.4 向量存储
    705. 

  705.     
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  709.       </a>
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  721.     <li class="md-nav__item"><a href="%E2%91%A3%20%E5%9F%BA%E4%BA%8EMilvus%E5%BA%93%E7%9A%84%E9%97%AE%E7%AD%94%E7%B3%BB%E7%BB%9F/4.5%20BERT%E5%9F%BA%E7%A1%80%E4%B8%8E%E4%BB%BB%E5%8A%A1%E5%BE%AE%E8%B0%83.html" class="md-nav__link"><span class="md-ellipsis">4.5 BERT基础与任务微调</span></a></li><li class="md-nav__item">
    722. 

  722.       <a href="/%E2%91%A3%20%E5%9F%BA%E4%BA%8EMilvus%E5%BA%93%E7%9A%84%E9%97%AE%E7%AD%94%E7%B3%BB%E7%BB%9F/4.6%20prompts%E8%AE%BE%E8%AE%A1%E4%B8%8Equery%E6%84%8F%E5%9B%BE%E8%AF%86%E5%88%AB.html" class="md-nav__link">
    723. 

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    727. 

  727.     4.6 prompts设计与query意图识别
    728. 

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    729. 

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    746. 

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  749.   <span class="md-ellipsis">
    750. 

  750.     4.7 检索策略与RAG系统设计
    751. 

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  768.       <a href="/%E2%91%A3%20%E5%9F%BA%E4%BA%8EMilvus%E5%BA%93%E7%9A%84%E9%97%AE%E7%AD%94%E7%B3%BB%E7%BB%9F/4.8%20RAG%E7%B3%BB%E7%BB%9F%E8%BF%90%E8%A1%8C.html" class="md-nav__link">
    769. 

  769.         
    770. 

  770.   
    771. 

  771.   
    772. 

  772.   <span class="md-ellipsis">
    773. 

  773.     4.8 RAG系统运行
    774. 

  774.     
    775. 

  775.   </span>
    776. 

  776.   
    777. 

  777. 

  778.       </a>
    779. 

  779.     </li>
    780. 

  780.   
    781. 

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    792. 

  792.         
    793. 

  793.   
    794. 

  794.   
    795. 

  795.   <span class="md-ellipsis">
    796. 

  796.     4.9 文档解析工具(扩展资料)
    797. 

  797.     
    798. 

  798.   </span>
    799. 

  799.   
    800. 

  800. 

  801.       </a>
    802. 

  802.     </li>
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  803.   
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  814.       <a href="/%E2%91%A3%20%E5%9F%BA%E4%BA%8EMilvus%E5%BA%93%E7%9A%84%E9%97%AE%E7%AD%94%E7%B3%BB%E7%BB%9F/4.10%20RAG%E4%B8%AD%E7%9A%84Query%E6%94%B9%E5%86%99%28%E6%89%A9%E5%B1%95%E8%B5%84%E6%96%99%29.html" class="md-nav__link">
    815. 

  815.         
    816. 

  816.   
    817. 

  817.   
    818. 

  818.   <span class="md-ellipsis">
    819. 

  819.     4.10 RAG中的Query改写(扩展资料)
    820. 

  820.     
    821. 

  821.   </span>
    822. 

  822.   
    823. 

  823. 

  824.       </a>
    825. 

  825.     </li>
    826. 

  826.   
    827. 

  827. 

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  836.     <li class="md-nav__item">
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  837.       <a href="/%E2%91%A3%20%E5%9F%BA%E4%BA%8EMilvus%E5%BA%93%E7%9A%84%E9%97%AE%E7%AD%94%E7%B3%BB%E7%BB%9F/%E6%95%B0%E6%8D%AE%E9%9B%86%E7%94%9F%E6%88%90%E4%B8%8E%E4%BC%98%E5%8C%96%28%E6%89%A9%E5%B1%95%E8%B5%84%E6%96%99%29.html" class="md-nav__link">
    838. 

  838.         
    839. 

  839.   
    840. 

  840.   
    841. 

  841.   <span class="md-ellipsis">
    842. 

  842.     数据集生成与优化(扩展资料)
    843. 

  843.     
    844. 

  844.   </span>
    845. 

  845.   
    846. 

  846. 

  847.       </a>
    848. 

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    849. 

  849.   
    850. 

  850. 

  851.               
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  852.             
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  853.           </ul>
    854. 

  854.         </nav>
    855. 

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    879. 

  879.             
    880. 

  880.   
    881. 

  881.   
    882. 

  882.   <span class="md-ellipsis">
    883. 

  883.     ⑤ RAG系统评估
    884. 

  884.     
    885. 

  885.   </span>
    886. 

  886.   
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  887. 

  888.             <span class="md-nav__icon md-icon"></span>
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    892. 

  892.           <label class="md-nav__title" for="__nav_6">
    893. 

  893.             <span class="md-nav__icon md-icon"></span>
    894. 

  894.             ⑤ RAG系统评估
    895. 

  895.           </label>
    896. 

  896.           <ul class="md-nav__list" data-md-scrollfix>
    897. 

  897.             
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  904.     <li class="md-nav__item">
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  905.       <a href="/%E2%91%A4%20RAG%E7%B3%BB%E7%BB%9F%E8%AF%84%E4%BC%B0/5.1%20RAG%E7%B3%BB%E7%BB%9F%E8%AF%84%E4%BC%B0%E5%B7%A5%E5%85%B7.html" class="md-nav__link">
    906. 

  906.         
    907. 

  907.   
    908. 

  908.   
    909. 

  909.   <span class="md-ellipsis">
    910. 

  910.     5.1 RAG系统评估工具
    911. 

  911.     
    912. 

  912.   </span>
    913. 

  913.   
    914. 

  914. 

  915.       </a>
    916. 

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  927.     <li class="md-nav__item">
    928. 

  928.       <a href="/%E2%91%A4%20RAG%E7%B3%BB%E7%BB%9F%E8%AF%84%E4%BC%B0/5.2%20%E5%AE%9E%E7%8E%B0EnterpriseKB-RAG%E7%B3%BB%E7%BB%9F%E7%9A%84%E8%AF%84%E4%BC%B0.html" class="md-nav__link">
    929. 

  929.         
    930. 

  930.   
    931. 

  931.   
    932. 

  932.   <span class="md-ellipsis">
    933. 

  933.     5.2 实现企业知识库RAG系统的评估
    934. 

  934.     
    935. 

  935.   </span>
    936. 

  936.   
    937. 

  937. 

  938.       </a>
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  950.     <li class="md-nav__item">
    951. 

  951.       <a href="/%E2%91%A4%20RAG%E7%B3%BB%E7%BB%9F%E8%AF%84%E4%BC%B0/5.3%20RAG%E8%AF%84%E4%BC%B0%E6%95%B0%E6%8D%AE%E9%9B%86%E7%9A%84%E6%9E%84%E9%80%A0%28%E6%89%A9%E5%B1%95%29.html" class="md-nav__link">
    952. 

  952.         
    953. 

  953.   
    954. 

  954.   
    955. 

  955.   <span class="md-ellipsis">
    956. 

  956.     5.3 RAG评估数据集的构造(扩展)
    957. 

  957.     
    958. 

  958.   </span>
    959. 

  959.   
    960. 

  960. 

  961.       </a>
    962. 

  962.     </li>
    963. 

  963.   
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  964. 

  965.               
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  966.             
    967. 

  967.           </ul>
    968. 

  968.         </nav>
    969. 

  969.       
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  985.     <li class="md-nav__item md-nav__item--nested">
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    993. 

  993.             
    994. 

  994.   
    995. 

  995.   
    996. 

  996.   <span class="md-ellipsis">
    997. 

  997.     ⑥ 融合Mysql的RAG系统
    998. 

  998.     
    999. 

  999.   </span>
    1000. 

  1000.   
    1001. 

  1001. 

  1002.             <span class="md-nav__icon md-icon"></span>
    1003. 

  1003.           </label>
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    1006. 

  1006.           <label class="md-nav__title" for="__nav_7">
    1007. 

  1007.             <span class="md-nav__icon md-icon"></span>
    1008. 

  1008.             ⑥ 融合Mysql的RAG系统
    1009. 

  1009.           </label>
    1010. 

  1010.           <ul class="md-nav__list" data-md-scrollfix>
    1011. 

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  1018.     <li class="md-nav__item">
    1019. 

  1019.       <a href="/%E2%91%A5%20%E8%9E%8D%E5%90%88Mysql%E7%9A%84RAG%E7%B3%BB%E7%BB%9F/6.1%20%E8%9E%8D%E5%90%88FQA%E5%92%8C%E7%9F%A5%E8%AF%86%E5%BA%93%E6%9F%A5%E8%AF%A2.html" class="md-nav__link">
    1020. 

  1020.         
    1021. 

  1021.   
    1022. 

  1022.   
    1023. 

  1023.   <span class="md-ellipsis">
    1024. 

  1024.     6.1 融合FQA和知识库查询
    1025. 

  1025.     
    1026. 

  1026.   </span>
    1027. 

  1027.   
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  1028. 

  1029.       </a>
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  1041.     <li class="md-nav__item">
    1042. 

  1042.       <a href="/%E2%91%A5%20%E8%9E%8D%E5%90%88Mysql%E7%9A%84RAG%E7%B3%BB%E7%BB%9F/6.2%20%E8%9E%8D%E5%90%88FAQ%20%E5%92%8C%E7%9F%A5%E8%AF%86%E5%BA%93%E6%9F%A5%E8%AF%A2%EF%BC%88%E4%BC%98%E5%8C%96%E7%89%88%EF%BC%89.html" class="md-nav__link">
    1043. 

  1043.         
    1044. 

  1044.   
    1045. 

  1045.   
    1046. 

  1046.   <span class="md-ellipsis">
    1047. 

  1047.     6.2 融合FAQ 和知识库查询（优化版）
    1048. 

  1048.     
    1049. 

  1049.   </span>
    1050. 

  1050.   
    1051. 

  1051. 

  1052.       </a>
    1053. 

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  1064.     <li class="md-nav__item">
    1065. 

  1065.       <a href="/%E2%91%A5%20%E8%9E%8D%E5%90%88Mysql%E7%9A%84RAG%E7%B3%BB%E7%BB%9F/6.3%20%E5%9F%BA%E4%BA%8E%20FastAPI%20%E7%9A%84%20FAQ%20%E4%B8%8E%E7%9F%A5%E8%AF%86%E5%BA%93%E6%9F%A5%E8%AF%A2%E6%8E%A5%E5%8F%A3.html" class="md-nav__link">
    1066. 

  1066.         
    1067. 

  1067.   
    1068. 

  1068.   
    1069. 

  1069.   <span class="md-ellipsis">
    1070. 

  1070.     6.3 基于 FastAPI 的 FAQ 与知识库查询接口
    1071. 

  1071.     
    1072. 

  1072.   </span>
    1073. 

  1073.   
    1074. 

  1074. 

  1075.       </a>
    1076. 

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    1077. 

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  1086.   
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  1087.     <li class="md-nav__item">
    1088. 

  1088.       <a href="/%E2%91%A5%20%E8%9E%8D%E5%90%88Mysql%E7%9A%84RAG%E7%B3%BB%E7%BB%9F/6.4%20FastAPI%E5%92%8CFlask%E7%9A%84%E5%8C%BA%E5%88%AB%E5%92%8C%E8%81%94%E7%B3%BB%28%E6%89%A9%E5%B1%95%E8%B5%84%E6%96%99%29.html" class="md-nav__link">
    1089. 

  1089.         
    1090. 

  1090.   
    1091. 

  1091.   
    1092. 

  1092.   <span class="md-ellipsis">
    1093. 

  1093.     6.4 FastAPI和Flask的区别和联系(扩展资料)
    1094. 

  1094.     
    1095. 

  1095.   </span>
    1096. 

  1096.   
    1097. 

  1097. 

  1098.       </a>
    1099. 

  1099.     </li>
    1100. 

  1100.   
    1101. 

  1101. 

  1102.               
    1103. 

  1103.             
    1104. 

  1104.           </ul>
    1105. 

  1105.         </nav>
    1106. 

  1106.       
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    1127. 

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  1129.           <label class="md-nav__link" for="__nav_8" id="__nav_8_label" tabindex="0">
    1130. 

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    1131. 

  1131.   
    1132. 

  1132.   
    1133. 

  1133.   <span class="md-ellipsis">
    1134. 

  1134.     ⑦ 企业级生产环境部署
    1135. 

  1135.     
    1136. 

  1136.   </span>
    1137. 

  1137.   
    1138. 

  1138. 

  1139.             <span class="md-nav__icon md-icon"></span>
    1140. 

  1140.           </label>
    1141. 

  1141.         
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  1142.         <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_8_label" aria-expanded="false">
    1143. 

  1143.           <label class="md-nav__title" for="__nav_8">
    1144. 

  1144.             <span class="md-nav__icon md-icon"></span>
    1145. 

  1145.             ⑦ 企业级生产环境部署
    1146. 

  1146.           </label>
    1147. 

  1147.           <ul class="md-nav__list" data-md-scrollfix>
    1148. 

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  1155.     <li class="md-nav__item">
    1156. 

  1156.       <a href="/%E2%91%A6%20%E4%BC%81%E4%B8%9A%E7%BA%A7%E7%94%9F%E4%BA%A7%E7%8E%AF%E5%A2%83%E9%83%A8%E7%BD%B2/7.1%20Docker%E7%9A%84%E5%8E%9F%E7%90%86%E5%92%8C%E5%9F%BA%E6%9C%AC%E4%BD%BF%E7%94%A8.html" class="md-nav__link">
    1157. 

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  1158.   
    1159. 

  1159.   
    1160. 

  1160.   <span class="md-ellipsis">
    1161. 

  1161.     7.1 Docker的原理和基本使用
    1162. 

  1162.     
    1163. 

  1163.   </span>
    1164. 

  1164.   
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  1165. 

  1166.       </a>
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  1178.     <li class="md-nav__item">
    1179. 

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