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body_diff: "[{\"diffs\":[[1,\"<html>\\\r\\\n<head>\\\r\\\n  <title>ThinkRAG开源！笔记本电脑可运行的本地知识库大模型检索增强生成系统</title>\\\r\\\n  <basefont face=\\\"微软雅黑\\\" size=\\\"2\\\" />\\\r\\\n  <meta http-equiv=\\\"Content-Type\\\" content=\\\"text/html;charset=utf-8\\\" />\\\r\\\n  <meta name=\\\"exporter-version\\\" content=\\\"YXBJ Windows/608924 (zh-CN, DDL); Windows/10.0.0 (Win64); EDAMVersion=V2;\\\"/>\\\r\\\n  <meta name=\\\"content-class\\\" content=\\\"yinxiang.peso.superNote\\\"/>\\\r\\\n  <meta name=\\\"application-data:yinxiang.noteLayout\\\" content=\\\"{\\\"lineSpace\\\":\\\"recommend\\\",\\\"paragraphSpace\\\":\\\"recommend\\\"}\\\"/>\\\r\\\n  <style>\\\r\\\n\\tbody, td {\\\r\\\n\\t  font-family: 微软雅黑;\\\r\\\n\\t  font-size: 12pt;\\\r\\\n\\t}\\\r\\\n  </style>\\\r\\\n</head>\\\r\\\n<body>\\\r\\\n<a name=\\\"33646\\\"></a>\\\r\\\n<h1>ThinkRAG开源！笔记本电脑可运行的本地知识库大模型检索增强生成系统</h1>\\\r\\\n\\\r\\\n<div><span style=\\\"\\\"><div style=\\\"max-width: 700px;\\\"><p></p><div style=\\\"--en-blockquote: true; box-sizing: border-box; border-left: 3px solid #b4c0cc; background-position: initial initial; background-repeat: initial initial;\\\"><div>原文链接: <a href=\\\"http://mp.weixin.qq.com/s?__biz=MzkyNzMyNTkwMg==&amp;mid=2247484825&amp;idx=1&amp;sn=732e410054d554cebf7964caefc8a3a6&amp;chksm=c3ddf4141e5f3b1af5f5bc9f4ea2fc4dd0912407cf017bcb422460022e6f13929f11b4de8367&amp;mpshare=1&amp;scene=1&amp;srcid=1126LygRalO2hgC9j9Lzys8k&amp;sharer_shareinfo=59f9e734173ef3b4b20641eb0ca2db6c&amp;sharer_shareinfo_first=59f9e734173ef3b4b20641eb0ca2db6c#rd\\\"><span>http://mp.weixin.qq.com/s?__biz=MzkyNzMyNTkwMg==&amp;mid=2247484...</span></a></div></div><p></p><div style=\\\"-webkit-tap-highlight-color: transparent;\\\"><div style=\\\"-webkit-tap-highlight-color: transparent;\\\"><div style=\\\"-webkit-tap-highlight-color: transparent;\\\"><div style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent;\\\">原创</span><span style=\\\"-webkit-tap-highlight-color: transparent;\\\"> 努力写作的大卫 </span><span style=\\\"-webkit-tap-highlight-color: transparent;\\\"><a style=\\\"-webkit-tap-highlight-color: transparent;\\\"> 大卫数智话 </a></span><span style=\\\"-webkit-tap-highlight-color: transparent;\\\"><em style=\\\"-webkit-tap-highlight-color: transparent;\\\"></em></span></div><div style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><img src=\\\":/c5584b91fe2742548ef0d55c46f95eee\\\" type=\\\"image/jpeg\\\" data-filename=\\\"640.jpg\\\" style=\\\"--en-marks: %7B%22align%22%3A%22center%22%7D; -webkit-tap-highlight-color: transparent; height: auto; width: auto;\\\" width=\\\"auto\\\"/></p><div style=\\\"-webkit-tap-highlight-color: transparent; box-sizing: border-box;\\\"><div style=\\\"-webkit-tap-highlight-color: transparent; text-align: unset; box-sizing: border-box; max-width: 100%;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">ThinkRAG <span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">大模型检索增强生成系统，</span>可以轻松部署在笔记本电脑上，实现本地知识库智能问答。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">该系统基于 <strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">LlamaIndex</strong> 和 <strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">Streamlit</strong> 构建，针对国内用户在模型选择、文本处理等诸多领域进行了优化。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; font-size: 20px;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">1. 项目地址</span></strong></span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">ThinkRAG 在Github开源，<span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">使用 MIT 协议。</span>你可以通过以下网址或点击“阅读原文”，获取代码和文档，在笔记本电脑上运行和使用。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">https://github.com/wzdavid/ThinkRAG</span></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: center;\\\"><img src=\\\":/dc439a8c073340fc964d533efecb849c\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks: %7B%22align%22%3A%22center%22%7D; -webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: center; text-wrap-mode: wrap; width: auto;\\\" width=\\\"auto\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; font-size: 20px;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">2. 模型支持</span></strong></span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">ThinkRAG 可使用 LlamaIndex 数据框架支持的所有模型</span></strong><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">。关于模型列表信息，请参考以下文档。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">https://docs.llamaindex.ai/en/stable/module_guides/models/llms/modules/</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">现在，RAG框架太多，好用的系统太少。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">ThinkRAG致力于打造一个直接能用、有用、易用的应用系统。</strong></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">因此，在各种模型、组件与技术上，我们做了精心的选择与取舍。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">首先，使用大模型，<strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">ThinkRAG支持OpenAI API 以及所有兼容的 LLM API</strong>，包括国内主流大模型厂商，例如： </span></span></p><ul style=\\\"-webkit-tap-highlight-color: transparent; list-style-type: circle;\\\"><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">智谱（Zhipu）</span></span></p></li><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">月之暗面（Moonshot </span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">）</span></span></span></p></li><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">深度求索（DeepSeek）</span></span></p></li><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">……</span></span></p></li></ul><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">如果要本地化部署大模型，<strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">ThinkRAG 选用了简单易用的 Ollama</strong>。我们可以从通过 Ollama 将大模型下载到本地运行。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">目前 Ollama 支持几乎所有主流大模型本地化部署</strong>，包括 Llama、Gemma、GLM 、Mistral、Phi、Llava等。具体可访问以下 Ollama 官网了解。</span></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; text-wrap-mode: wrap; letter-spacing: 0.578px; text-align: unset;\\\">https://ollama.com/</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">系统也使用了嵌入模型和重排模型，<strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">可支持来自 Hugging Face 的大多数模型</strong>。目前，ThinkRAG主要选用了BAAI的BGE系列模型。国内用户可访问如下网址了解和下载：</span></span></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">https://hf-mirror.com/BAAI</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; font-size: 20px;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">3. 系统特点</strong></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">ThinkRAG 是为<strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">专业人士、科研人员、学生等知识工作者</strong>开发的大模型应用系统，可在笔记本电脑上直接使用，且知识库数据都保存在电脑本地。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">ThinkRAG具备以下特点：</span></strong></p><ul style=\\\"-webkit-tap-highlight-color: transparent; list-style-type: circle;\\\"><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">LlamaIndex框架的完整应用</span></p></li><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">开发模式支持本地文件存储，无需安装任何数据库</span></p></li><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">无需 GPU 支持，即可在笔记本电脑上运行</span></p></li><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">支持本地部署的模型和离线使用</span></p></li></ul><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">特别地，ThinkRAG 还为国内用户做了大量定制和优化：</span></strong></p><ul style=\\\"-webkit-tap-highlight-color: transparent; list-style-type: circle;\\\"><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">使用 Spacy 文本分割器，更好地处理中文字符</span></p></li><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">采用中文标题增强功能</span></p></li><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">使用中文提示词模板进行问答和细化过程</span></p></li><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">默认支持国内大模型厂商，如智谱、月之暗面和深度求索等</span></p></li><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">使用双语嵌入模型，如 BAAI的bge-large-zh-v1.5</span></p></li></ul><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></strong></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; font-size: 20px;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; font-size: 20px; letter-spacing: 0.578px; text-align: unset;\\\">4. 快速开始</span></strong></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">第1步 下载与安装</span></strong></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">从Github下载代码后，用pip安装所需组件。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><div style=\\\"-webkit-tap-highlight-color: transparent;\\\"><div style=\\\"--en-codeblock: true; --en-meta: {&quot;title&quot;:&quot;&quot;,&quot;lang&quot;:&quot;CSS&quot;,&quot;theme&quot;:&quot;default&quot;,&quot;showLine&quot;:true,&quot;lineWrap&quot;:true}; box-sizing: border-box; color: rgb(51, 51, 51); border-top-left-radius: 4px; border-top-right-radius: 4px; border-bottom-right-radius: 4px; border-bottom-left-radius: 4px; background-color: rgb(251, 250, 248); border: 1px solid rgba(0, 0, 0, 0.14902); background-position: initial initial; background-repeat: initial initial;\\\"><pre><span>pip3 install -r requirements.txt</span><br/></pre></div></div><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">若要离线运行系统，</span></span><span style=\\\"-webkit-tap-highlight-color: transparent; text-align: unset; letter-spacing: 0.578px;\\\">请首先从官网下载 <strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">Ollama</strong>。</span><span style=\\\"-webkit-tap-highlight-color: transparent; text-align: unset; letter-spacing: 0.578px;\\\">然后，使用 Ollama 命令下载如GLM、 Gemma 和 QWen 等大模型。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">同步，从Hugging Face将嵌入模型（BAAI/bge-large-zh-v1.5）和重排模型（BAAI/bge-reranker-base）下载到</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">localmodels </strong>目录中。<br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">具体步骤，可参考 <strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">docs</strong> 目录下的文档：HowToDownloadModels.md</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">https://github.com/wzdavid/ThinkRAG/blob/main/docs/HowToDownloadModels.md</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">第2步 系统配置</span></strong></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">为了获得更好的性能，推荐使用千亿级参数的商用大模型 LLM API。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; text-align: unset; letter-spacing: 0.578px;\\\">首先，从 LLM 服务商获取 API 密钥，配置如下环境变量。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><div style=\\\"-webkit-tap-highlight-color: transparent;\\\"><div style=\\\"--en-codeblock: true; --en-meta: {&quot;title&quot;:&quot;&quot;,&quot;lang&quot;:&quot;Plain Text&quot;,&quot;theme&quot;:&quot;default&quot;,&quot;showLine&quot;:true,&quot;lineWrap&quot;:true}; box-sizing: border-box; color: rgb(51, 51, 51); border-top-left-radius: 4px; border-top-right-radius: 4px; border-bottom-right-radius: 4px; border-bottom-left-radius: 4px; background-color: rgb(251, 250, 248); border: 1px solid rgba(0, 0, 0, 0.14902); background-position: initial initial; background-repeat: initial initial;\\\"><pre><span>ZHIPU_API_KEY = &quot;&quot;</span><br/><span>MOONSHOT_API_KEY = &quot;&quot;</span><br/><span>DEEPSEEK_API_KEY = &quot;&quot;</span><br/><span>OPENAI_API_KEY = &quot;&quot;</span><br/></pre></div></div><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset; text-wrap-mode: wrap;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">你可以跳过这一步，在系统运行后，再通过应用界面配置 API 密钥。</span></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset; text-wrap-mode: wrap;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset; text-wrap-mode: wrap;\\\">如果选择使用其中一个或多个 LLM API，请在 <strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">config.py</strong> 配置文件中删除不再使用的服务商。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset; text-wrap-mode: wrap;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset; text-wrap-mode: wrap;\\\">当然，你也可以在配置文件中，添加<span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">兼</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">容 </span>OpenAI API 的<span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">其他</span>服务商。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">ThinkRAG 默认以开发模式运行。</span></strong><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\">在此模式下，系统使用本地文件存储，你不需要安装任何数据库。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">若要</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">切换到生产模式，</span>你可以按照以下方式配置环境变量。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><div style=\\\"-webkit-tap-highlight-color: transparent;\\\"><div style=\\\"--en-codeblock: true; --en-meta: {&quot;title&quot;:&quot;&quot;,&quot;lang&quot;:&quot;Plain Text&quot;,&quot;theme&quot;:&quot;default&quot;,&quot;showLine&quot;:true,&quot;lineWrap&quot;:true}; box-sizing: border-box; color: rgb(51, 51, 51); border-top-left-radius: 4px; border-top-right-radius: 4px; border-bottom-right-radius: 4px; border-bottom-left-radius: 4px; background-color: rgb(251, 250, 248); border: 1px solid rgba(0, 0, 0, 0.14902); background-position: initial initial; background-repeat: initial initial;\\\"><pre><span>THINKRAG_ENV = production</span><br/></pre></div></div><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">在生产模式下，</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">系统使用向量数据库 </span><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">Chroma</span></strong><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"></span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">和<span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">键值数据库 </span><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">Redis</strong>。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">如果你没有安装 Redis，建议通过 Docker 安装，或使用已有的 Redis 实例。请在 <strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">config.py</strong> 文件里，配置 Redis 实例的参数信息。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">第3步 运行系统</strong></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\">现在，你已经准备好运行 ThinkRAG。</p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\">请在包含 <strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">app.py</strong> 文件的目录中运行以下命令。</p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><div style=\\\"-webkit-tap-highlight-color: transparent;\\\"><div style=\\\"--en-codeblock: true; --en-meta: {&quot;title&quot;:&quot;&quot;,&quot;lang&quot;:&quot;CSS&quot;,&quot;theme&quot;:&quot;default&quot;,&quot;showLine&quot;:true,&quot;lineWrap&quot;:true}; box-sizing: border-box; color: rgb(51, 51, 51); border-top-left-radius: 4px; border-top-right-radius: 4px; border-bottom-right-radius: 4px; border-bottom-left-radius: 4px; background-color: rgb(251, 250, 248); border: 1px solid rgba(0, 0, 0, 0.14902); background-position: initial initial; background-repeat: initial initial;\\\"><pre><span>streamlit run app.py</span><br/></pre></div></div><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\">系统将运行，并在浏览器上自动打开以下网址，展示应用界面。<br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent;\\\">http://localhost:8501/</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\">第一次运行可能会需要等待片刻。如果没有提前下载 Hugging Face 上的嵌入模型，系统还会自动下载模型，将需要等待更长时间。<br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; font-size: 20px;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">5. 使用指南</strong></span><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">（1）系统配置</strong><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\">ThinkRAG 支持在用户界面，对大模型进行配置与选择，包括：大模型 LLM API 的 Base URL 和 API 密钥，并可以选择使用的具体模型，例如：智谱的 glm-4。<br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: center;\\\"><img src=\\\":/75f79859bd7e45b0b2c766767249a1d7\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks: %7B%22align%22%3A%22center%22%7D; -webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: center; text-wrap-mode: wrap; width: auto;\\\" width=\\\"auto\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\">系统将自动检测 API 和密钥是否可用，若可用则在底部用绿色文字，显示当前选择的大模型实例。</p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\">同样，系统可以自动获取 Ollama 下载的模型，用户可以在用户界面上选择所需的模型。</p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: center;\\\"><img src=\\\":/c195367280cb4205ba4af280e7e795fd\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks: %7B%22align%22%3A%22center%22%7D; -webkit-tap-highlight-color: transparent; width: auto;\\\" width=\\\"auto\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">若你已经将嵌入模型</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">和</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">重排模型</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">下载到本地 </span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">localmodels </strong>目录下。</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">在</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">用户界面</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">上，可以切换选择使用的模型，并设置</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">重排</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">模型的参数</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">，比如 Top N。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: center;\\\"><img src=\\\":/9a66b33101bc45f79d151d0daf946e0b\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks: %7B%22align%22%3A%22center%22%7D; -webkit-tap-highlight-color: transparent; width: auto;\\\" width=\\\"auto\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\">在左侧导航栏，点击<strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">高级设置</strong>（Settings-Advanced），你还可以对下列参数进行设置：<br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><ul style=\\\"-webkit-tap-highlight-color: transparent; list-style-type: circle;\\\"><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent;\\\">Top K</p></li><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent;\\\">Temperature</p></li><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent;\\\">System Prompt</p></li><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent;\\\">Response Mode<br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p></li></ul><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">通过使用不同参数，我们可以对比大模型</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">输出</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">结果，找到最有效的参数组合</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">（2）管理知识库</strong></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\">ThinkRAG 支持上传 PDF、DOCX、PPTX 等各类文件，也支持上传网页 URL。</p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: center;\\\"><img src=\\\":/d9106702407d41d18fb0a681ef5da1b7\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks: %7B%22align%22%3A%22center%22%7D; -webkit-tap-highlight-color: transparent; width: auto;\\\" width=\\\"auto\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: center;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">点击 <strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">Browse files</strong> 按钮，选择电脑上的文件，然后点击 <strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">Load</strong> 按钮加载，此时会列出所有加载的文件。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">然后，点击 <strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">Save</strong> 按钮，系统会对文件进行处理，包括文本分割和嵌入，保存到知识库中。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: center;\\\"><img src=\\\":/db521755f43b4c40b5b3d6c32f8256e0\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks: %7B%22align%22%3A%22center%22%7D; -webkit-tap-highlight-color: transparent; width: auto;\\\" width=\\\"auto\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">同样，你可以输入或粘贴网页 URL，获取网页信息，处理后保存到知识库中。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">系统支持</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">对知识</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">库进行管理。</span></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: center;\\\"><img src=\\\":/ec46d329e0c5434d8b27b7937587f6a8\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks: %7B%22align%22%3A%22center%22%7D; -webkit-tap-highlight-color: transparent; width: auto;\\\" width=\\\"auto\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px;\\\">如上图所示，Thi</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px;\\\">nkRAG 可以分页列出，知识库中所有的文档。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px;\\\">选择要删除的文档，将出现 <strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">Delete selected documents</strong> 按钮，点击该按钮可以将文档从知识库中删除。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">（3）智能问答</strong></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">在左</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">侧导航</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">栏，</span>点击 <strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">Query</strong>，将会出现智能问答页面。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">输入问题后，系统会对知识库进行检索，并给出回答。在这个过程当中，系统将采用<strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">混合检索</strong>和<strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">重排</strong>等技术，从知识库获取准确的内容。<br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">例如，我们已经在知识库中上传了一个 Word 文档：</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">“大卫说流程.docx“。</span></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">现在输入问题：</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">”流程有哪三个特征？</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">”</span></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: center;\\\"><img src=\\\":/3b964a0a7c094b3488892687cc73d8cb\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks: %7B%22align%22%3A%22center%22%7D; -webkit-tap-highlight-color: transparent; width: auto;\\\" width=\\\"auto\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">如图所示，系统用时2.49秒，给出了准确的回答：流程具备目标性、重复性与过程性。同时，系统还给出了从知识库检索到的2个相关文档。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">可以看到，ThinkRAG 完整和有效地实现了，基于本地知识库的大模型检索增强生成的功能。</span></strong></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; font-size: 20px;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent; font-size: 20px; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">6. 技术</strong>架构</span></strong></span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\">ThinkRAG 采用 LlamaIndex 数据框架开发，前端使用Streamlit。系统的开发模式和生产模式，分别选用了不同的技术组件，如下表所示：<br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><table style=\\\"-webkit-tap-highlight-color: transparent;\\\"><tbody style=\\\"-webkit-tap-highlight-color: transparent;\\\"><tr style=\\\"-webkit-tap-highlight-color: transparent;\\\"><td style=\\\"-webkit-tap-highlight-color: transparent;\\\" valign=\\\"top\\\" width=\\\"161\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></td><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">开发模式</span></td><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">生产模式</span></td></tr><tr style=\\\"-webkit-tap-highlight-color: transparent;\\\"><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">RAG框架</span></td><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">LlamaIndex</span></td><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">LlamaIndex</span></td></tr><tr style=\\\"-webkit-tap-highlight-color: transparent;\\\"><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">前端框架</span></td><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">Streamlit</span></td><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">Streamlit</span></td></tr><tr style=\\\"-webkit-tap-highlight-color: transparent;\\\"><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">嵌入模型</span></td><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">BAAI/bge-small-zh-v1.5</span></td><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">BAAI/bge-large-zh-v1.5</span></td></tr><tr style=\\\"-webkit-tap-highlight-color: transparent;\\\"><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">重排模型</span></td><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">BAAI/bge-reranker-base</span></td><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">BAAI/bge-reranker-large</span></td></tr><tr style=\\\"-webkit-tap-highlight-color: transparent;\\\"><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">文本分割器</span></td><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">SentenceSplitter</span></td><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">SpacyTextSplitter</span></td></tr><tr style=\\\"-webkit-tap-highlight-color: transparent;\\\"><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">对话存储</span></td><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">SimpleChatStore</span></td><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">Redis</span></td></tr><tr style=\\\"-webkit-tap-highlight-color: transparent;\\\"><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">文档存储</span></td><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">SimpleDocumentStore</span></td><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">Redis</span></td></tr><tr style=\\\"-webkit-tap-highlight-color: transparent;\\\"><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">索引存储</span></td><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">SimpleIndexStore</span></td><td style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\" width=\\\"161\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">Redis</span></td></tr><tr style=\\\"-webkit-tap-highlight-color: transparent;\\\"><td colspan=\\\"1\\\" rowspan=\\\"1\\\" style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">向量存储</span></td><td colspan=\\\"1\\\" rowspan=\\\"1\\\" style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">SimpleVectorStore</span></td><td colspan=\\\"1\\\" rowspan=\\\"1\\\" style=\\\"-webkit-tap-highlight-color: transparent; word-break: break-all;\\\" valign=\\\"top\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">Chroma</span></td></tr></tbody></table><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: justify;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: justify;\\\">这些技术组件，按照<strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">前端、框架、大模型、工具、存储、基础设施，</strong>这六个部分进行架构设计。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: justify;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: justify;\\\">如下图所示：</span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><img src=\\\":/53a450f1460b48bba10ca6034678754c\\\" type=\\\"image/png\\\" data-filename=\\\"640.png\\\" style=\\\"--en-marks: %7B%22align%22%3A%22center%22%7D; -webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: center; text-wrap-mode: wrap; width: auto;\\\" width=\\\"auto\\\"/></span></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">可参考</span>在《<a href=\\\"http://mp.weixin.qq.com/s?__biz=MzkyNzMyNTkwMg==&amp;mid=2247484788&amp;idx=1&amp;sn=68cfdaf52d0105ee2c5bea8f369531c8&amp;chksm=c2288ed5f55f07c33c37759432892c575c7f0499d7afc57077c09bca2ae3b2f58e59ea779256&amp;scene=21#wechat_redirect\\\" style=\\\"-webkit-tap-highlight-color: transparent;\\\" target=\\\"_blank\\\">大模型应用架构设计</a>》一文，了解架构与技术细节。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-align: justify;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; font-size: 20px;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap: wrap;\\\">7. 后续开发计划</span></strong></span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap: wrap;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap: wrap;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap: wrap;\\\">ThinkRAG 将继续优化核心功能，持续提升检索的效率和准确性，主要包括：</span></p><ul style=\\\"-webkit-tap-highlight-color: transparent; list-style-type: circle;\\\"><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap: wrap;\\\">优化对文档和网页的处理，</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px;\\\">支持<strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">多模态知识库</strong>和多模态检索</span></p></li><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap: wrap;\\\">构建<strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">知识图谱</strong>，通过知识图谱增强检索，并基于图进行推理</span></p></li><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap: wrap;\\\">通过<strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">智能体</strong>处理复杂场景，尤其是准确调用其他工具和数据，完成任务</span></p></li></ul><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap: wrap;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap: wrap;\\\">同时，我们还将进一步完善应用架构、提升用户体验，主要包括：</span></p><ul style=\\\"-webkit-tap-highlight-color: transparent; list-style-type: circle;\\\"><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap: wrap;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">设计：有设计感和极佳<strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">用户体验</strong></span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">的用户界面</span></span></p></li><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap: wrap;\\\">前端：基于Electron、React、Vite等技术，构建<strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">桌面客户端应用</strong>，为用户提供极致简洁的<span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">下载、</span><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap-mode: wrap;\\\">安装和运行方式</span></span></p></li><li style=\\\"-webkit-tap-highlight-color: transparent;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap: wrap;\\\">后端：通过FastAPI提供接口，以及消息队列等技术提升<strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">整体性能</strong>和可扩展性<br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p></li></ul><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; background-color: rgb(255,255,255); letter-spacing: 0.544px; text-align: unset;\\\">好事即将发生。</span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; background-color: rgb(255,255,255); letter-spacing: 0.544px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; background-color: rgb(255,255,255); letter-spacing: 0.544px; text-align: unset;\\\">如你有兴趣，欢迎加入 ThinkRAG 开源项目，一起打造用户喜爱的 AI 产品！请在公众号留言。</span></strong></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; background-color: rgb(255,255,255); letter-spacing: 0.544px; text-align: unset;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: justify;\\\"><span style=\\\"-webkit-tap-highlight-color: transparent; background-color: rgb(255,255,255); letter-spacing: 0.544px; text-align: unset;\\\">感谢你的持续关注与支持！</span></p><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: left;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p></div></div><p style=\\\"-webkit-tap-highlight-color: transparent; text-align: center;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p><div style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 0.578px; text-wrap: wrap;\\\"><div style=\\\"-webkit-tap-highlight-color: transparent;\\\"><div style=\\\"-webkit-tap-highlight-color: transparent; font-size: 56px; color: #000; text-align: center; letter-spacing: 0;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><br style=\\\"-webkit-tap-highlight-color: transparent;\\\"/></p></div></div><div style=\\\"-webkit-tap-highlight-color: transparent; text-align: center; display: flex;\\\"><div style=\\\"-webkit-tap-highlight-color: transparent; display: inline-block; width: auto; vertical-align: top; min-width: 10%; height: auto;\\\"><div style=\\\"-webkit-tap-highlight-color: transparent; letter-spacing: 4px;\\\"><p style=\\\"-webkit-tap-highlight-color: transparent;\\\"><strong style=\\\"-webkit-tap-highlight-color: transparent;\\\">推荐阅读</strong></p></div></div></div><div style=\\\"-webkit-tap-highlight-color: transparent;\\\"><div style=\\\"-webkit-tap-highlight-color: transparent; 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