RAG知识库清洗流程[代码]

RAG知识库清洗流程[代码]

<!DOCTYPE html> <html lang=”zh-CN”> <head> <meta charset=”UTF-8″> <meta name=”viewport” content=”width=device-width, initial-scale=1.0″> <title>RAG数据清洗流程 – 告别”垃圾进垃圾出”</title> <meta name=”description” content=”RAG知识库构建的数据清洗与优化流程,将废料文档变成黄金知识库”> <!– Tailwind CSS CDN –> <script src=”https://cdn.tailwindcss.com”></script> <!– DaisyUI CDN –> <link href=”https://cdn.jsdelivr.net/npm/daisyui@4.12.10/dist/full.min.css” rel=”stylesheet” type=”text/css” /> <!– Font Awesome Icons –> <link rel=”stylesheet” href=”https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css”> <!– Google Fonts: Fira Code & Fira Sans –> <link href=”https://fonts.proxy.ustclug.org/css2?family=Fira+Code:wght@400;500;600;700&family=Fira+Sans:wght@300;400;500;600;700&display=swap” rel=”stylesheet”> <!– Custom CSS –> <style> :root { –primary: #3B82F6; –secondary: #60A5FA; –accent: #F97316; n8n 工作流 教程–background: #F8FAFC; –text: #1E293B; } * { margin: 0; padding: 0; box-sizing: border-box; } body .font-mono { font-family: ‘Fira Code’, monospace; } .hero-title { font-size: clamp(2.5rem, 10vw, 4.5rem); font-weight: 900; letter-spacing: -0.05em; line-height: 1.1; } .section-title { font-size: clamp(2rem, 8vw, 3rem); font-weight: 800; letter-spacing: -0.03em; } .card-hover { transition: all 0.3s ease; } .card-hover:hover { transform: translateY(-8px); box-shadow: 0 20px 40px rgba(0, 0, 0, 0.1); } .process-step { position: relative; padding-left: 2rem; } .process-step::before { content: ”; position: absolute; left: 0; top: 0; bottom: 0; width: 4px; background: linear-gradient(to bottom, var(–primary), var(–secondary)); border-radius: 2px; } .tech-badge { font-family: ‘Fira Code’, monospace; font-size: 0.875rem; padding: 0.25rem 0.75rem; border-radius: 9999px; background-color: rgba(59, 130, 246, 0.1); color: var(–primary); border: 1px solid rgba(59, 130, 246, 0.2); } @media (prefers-reduced-motion: reduce) { .card-hover, .process-step::before { transition: none; } } </style> </head> <body class=”min-h-screen”> <!– Navigation –> <nav class=”navbar bg-base-100 shadow-lg sticky top-0 z-50″> <div class=”container mx-auto px-4″> <div class=”navbar-start”> <a href=https://download.csdn.net/download/67890/”#” class=”btn btn-ghost text-xl font-bold”> <i class=”fas fa-robot mr-2″></i> <span class=”font-mono”>RAG</span> Pipeline </a> </div> <div class=”navbar-center hidden lg:flex”> <ul class=”menu menu-horizontal px-1″> <li><a href=https://download.csdn.net/download/67890/”#overview”>流程概览</a></li> <li><a href=https://download.csdn.net/download/67890/”#steps”>清洗步骤</a></li> <li><a href=https://download.csdn.net/download/67890/”#tools”>工具技术</a></li> <li><a href=https://download.csdn.net/download/67890/”#demo”>交互演示</a></li> <li><a href=https://download.csdn.net/download/67890/”#resources”>资源链接</a></li> </ul> </div> <div class=”navbar-end”> <a href=”https://github.com/Wangshixiong/dify_chatflow_batch” target=”_blank” class=”btn btn-primary”> <i class=”fab fa-github mr-2″></i> GitHub项目 </a> </div> </div> </nav> <!– Hero Section –> <section class=”hero min-h-[80vh] bg-gradient-to-br from-blue-50 to-indigo-50″> <div class=”hero-content text-center”> <div class=”max-w-4xl”> <h1 class=”hero-title mb-6 text-slate-900″> 告别RAG<span class=”text-red-500″>「垃圾进垃圾出」</span> </h1> <p class=”text-xl md:text-2xl text-slate-700 mb-8 leading-relaxed”> 我的文档清洗流程,让知识库质量提升<span class=”font-bold text-primary”>10倍</span>! </p> <p class=”text-lg text-slate-600 mb-10 max-w-3xl mx-auto”> 基于Dify 2.0知识流水线的最佳实践,将非结构化文档转化为高质量的知识库, 解决RAG系统中最关键的ETL瓶颈问题。 </p> <div class=”flex flex-col sm:flex-row gap-4 justify-center”> <a href=https://download.csdn.net/download/67890/”#demo” class=”btn btn-primary btn-lg”> <i class=”fas fa-play-circle mr-2″></i> 开始体验流程 </a> <a href=https://download.csdn.net/download/67890/”#steps” class=”btn btn-outline btn-lg”> <i class=”fas fa-book-open mr-2″></i> 查看详细步骤 </a> </div> </div> </div> </section> <!– Overview Section –> <section id=”overview” class=”py-20 bg-white”> <div class=”container mx-auto px-4″> <div class=”text-center mb-16″> <h2 class=”section-title mb-4 text-slate-900″>RAG知识库构建流程概览</h2> <p class=”text-xl text-slate-600 max-w-3xl mx-auto”> 从原始文档到高质量知识库的完整数据清洗与优化流程 </p> </div> <div class=”grid grid-cols-1 lg:grid-cols-2 gap-12 items-center”> <div> <div class=”bg-gradient-to-br from-blue-50 to-indigo-50 rounded-2xl p-8 shadow-xl”> <h3 class=”text-2xl font-bold mb-6 text-slate-900″>传统RAG vs 优化后RAG</h3> <div class=”space-y-6″> <div class=”bg-white rounded-xl p-6 shadow-md”> <div class=”flex items-center mb-4″> <div class=”w-10 h-10 rounded-full bg-red-100 flex items-center justify-center mr-4″> <i class=”fas fa-times text-red-500″></i> </div> <h4 class=”text-xl font-semibold text-slate-900″>传统RAG问题</h4> </div> <ul class=”space-y-3 text-slate-700″> <li class=”flex items-start”> <i class=”fas fa-times text-red-400 mt-1 mr-3″></i> <span>”垃圾进垃圾出” – 输入质量决定输出质量</span> </li> <li class=”flex items-start”> <i class=”fas fa-times text-red-400 mt-1 mr-3″></i> <span>非结构化文档直接上传,检索效果差</span> </li> <li class=”flex items-start”> <i class=”fas fa-times text-red-400 mt-1 mr-3″></i> <span>缺乏格式标准化和语义整理</span>

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