{"id":16971,"date":"2025-01-02T14:29:41","date_gmt":"2025-01-02T06:29:41","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=16971"},"modified":"2025-07-14T07:22:35","modified_gmt":"2025-07-13T23:22:35","slug":"htmlrag","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/htmlrag\/","title":{"rendered":"HtmlRAG\uff1a\u6784\u5efa\u9ad8\u6548HTML\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u7cfb\u7edf\uff0c\u4f18\u5316RAG\u7cfb\u7edf\u4e2d\u7684HTML\u6587\u6863\u68c0\u7d22\u4e0e\u5904\u7406"},"content":{"rendered":"<p>HtmlRAG\u662f\u4e00\u4e2a\u521b\u65b0\u7684\u5f00\u6e90\u9879\u76ee\uff0c\u4e13\u6ce8\u4e8e\u6539\u8fdb\u68c0\u7d22\u589e\u5f3a\u751f\u6210(<a href=\"https:\/\/www.kdjingpai.com\/en\/rag\/\">RAG<\/a>)\u7cfb\u7edf\u4e2d\u7684HTML\u6587\u6863\u5904\u7406\u65b9\u6cd5\u3002\u8be5\u9879\u76ee\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u65b9\u6cd5\uff0c\u8ba4\u4e3a\u5728RAG\u7cfb\u7edf\u4e2d\u4f7f\u7528HTML\u683c\u5f0f\u6bd4\u7eaf\u6587\u672c\u66f4\u6709\u6548\u3002\u9879\u76ee\u5305\u542b\u4e86\u5b8c\u6574\u7684\u6570\u636e\u5904\u7406\u6d41\u7a0b\uff0c\u4ece\u67e5\u8be2\u91cd\u5199\u5230HTML\u6587\u6863\u6293\u53d6\uff0c\u518d\u5230\u7b54\u6848\u751f\u6210\u7684\u8bc4\u4f30\u4f53\u7cfb\u3002\u5b83\u652f\u6301\u591a\u4e2a\u4e3b\u6d41\u6570\u636e\u96c6\u7684\u5904\u7406\uff0c\u5305\u62ecASQA\u3001HotpotQA\u3001NQ\u7b49\uff0c\u5e76\u63d0\u4f9b\u4e86\u8be6\u7ec6\u7684\u8bc4\u4f30\u6307\u6807\u6765\u8861\u91cf\u7cfb\u7edf\u6027\u80fd\u3002\u8be5\u9879\u76ee\u4e0d\u4ec5\u63d0\u4f9b\u4e86\u6e90\u4ee3\u7801\u5b9e\u73b0\uff0c\u8fd8\u5305\u62ec\u4e86\u9884\u5904\u7406\u6570\u636e\u96c6\u548c\u8bc4\u4f30\u5de5\u5177\uff0c\u4f7f\u7814\u7a76\u4eba\u5458\u80fd\u591f\u8f7b\u677e\u590d\u73b0\u7ed3\u679c\u5e76\u8fdb\u884c\u8fdb\u4e00\u6b65\u7684\u6539\u8fdb\u3002<\/p>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2411.02959<\/p>\n<div style=\"width: 1090px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" title=\"HtmlRAG\uff1a\u6784\u5efa\u9ad8\u6548HTML\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u7cfb\u7edf\uff0c\u4f18\u5316RAG\u7cfb\u7edf\u4e2d\u7684HTML\u6587\u6863\u68c0\u7d22\u4e0e\u5904\u7406-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/8105dc6a7a6318d.png\" alt=\"HtmlRAG\uff1a\u6784\u5efa\u9ad8\u6548HTML\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u7cfb\u7edf\uff0c\u4f18\u5316RAG\u7cfb\u7edf\u4e2d\u7684HTML\u6587\u6863\u68c0\u7d22\u4e0e\u5904\u7406-1\" width=\"1080\" height=\"430\" \/><p class=\"wp-caption-text\">\u63d0\u51fa HtmlRAG \uff0c\u5b83\u4f7f\u7528HTML\u800c\u4e0d\u662f\u7eaf\u6587\u672c\u4f5c\u4e3aRAG\u7cfb\u7edf\u4e2d\u5916\u90e8\u77e5\u8bc6\u7684\u683c\u5f0f\u3002\u4e3a\u4e86\u5e94\u5bf9HTML\u5e26\u6765\u7684\u957f\u4e0a\u4e0b\u6587\uff0c\u63d0\u51fa\u4e86\u65e0\u635fHTML\u6e05\u7406\u548c\u57fa\u4e8e\u4e24\u6b65\u5757\u6811\u7684HTML\u4fee\u526a\uff08Two-Step Block-Tree-Based\uff09\u3002<\/p><\/div>\n<p>&nbsp;<\/p>\n<ul>\n<li>\n<section><strong>\u65e0\u635fHTML\u6e05\u7406<\/strong>\uff1a\u8fd9\u4e2a\u6e05\u7406\u8fc7\u7a0b\u4ec5\u79fb\u9664\u5b8c\u5168\u4e0d\u76f8\u5173\u7684\u5185\u5bb9\uff0c\u5e76\u538b\u7f29\u5197\u4f59\u7ed3\u6784\uff0c\u4fdd\u7559\u539f\u59cbHTML\u4e2d\u7684\u6240\u6709\u8bed\u4e49\u4fe1\u606f\u3002\u65e0\u635fHTML\u6e05\u7406\u538b\u7f29\u540e\u7684HTML\u9002\u7528\u4e8e\u5177\u6709\u957f\u4e0a\u4e0b\u6587LLMs\u7684RAG\u7cfb\u7edf\uff0c\u5e76\u4e14\u4e0d\u613f\u610f\u5728\u751f\u6210\u4e4b\u524d\u4e22\u5931\u4efb\u4f55\u4fe1\u606f\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u57fa\u4e8e\u4e24\u6b65\u5757\u6811\u7684HTML\u4fee\u526a<\/strong>\uff1a\u57fa\u4e8e\u5757\u6811\u7684HTML\u4fee\u526a\u5305\u62ec\u4e24\u4e2a\u6b65\u9aa4\uff0c\u8fd9\u4e24\u4e2a\u6b65\u9aa4\u90fd\u5728\u5757\u6811\u7ed3\u6784\u4e0a\u8fdb\u884c\u3002<strong>\u7b2c\u4e00\u6b65\u4fee\u526a\u4f7f\u7528\u5d4c\u5165\u6a21\u578b\u4e3a\u5757\u8ba1\u7b97\u5206\u6570<\/strong>\uff0c\u800c<strong>\u7b2c\u4e8c\u6b65\u4f7f\u7528\u8def\u5f84\u751f\u6210\u6a21\u578b<\/strong>\u3002\u7b2c\u4e00\u6b65\u5904\u7406\u65e0\u635fHTML\u6e05\u7406\u7684\u7ed3\u679c\uff0c\u800c\u7b2c\u4e8c\u6b65\u5904\u7406\u7b2c\u4e00\u6b65\u4fee\u526a\u7684\u7ed3\u679c\u3002<\/section>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<div id=\"attachment_16976\" style=\"width: 1090px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-16976\" class=\"wp-image-16976 size-full\" title=\"HtmlRAG\uff1a\u6784\u5efa\u9ad8\u6548HTML\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u7cfb\u7edf\uff0c\u4f18\u5316RAG\u7cfb\u7edf\u4e2d\u7684HTML\u6587\u6863\u68c0\u7d22\u4e0e\u5904\u7406-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/ea30040c5726560.png\" alt=\"HtmlRAG\uff1a\u6784\u5efa\u9ad8\u6548HTML\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u7cfb\u7edf\uff0c\u4f18\u5316RAG\u7cfb\u7edf\u4e2d\u7684HTML\u6587\u6863\u68c0\u7d22\u4e0e\u5904\u7406-1\" width=\"1080\" height=\"321\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/ea30040c5726560.png 1080w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/ea30040c5726560-300x89.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/ea30040c5726560-1024x304.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/ea30040c5726560-768x228.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/ea30040c5726560-18x5.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><p id=\"caption-attachment-16976\" class=\"wp-caption-text\">\u5757\u5206\u6570\u8ba1\u7b97\u3002\u5757\u6811\u901a\u8fc7\u5206\u8bcd\u5668\u8f6c\u6362\u4e3a\u4ee4\u724c\u6811\uff0c\u76f8\u5e94\u7684HTML\u6807\u7b7e\u548c\u4ee4\u724c\u7528\u76f8\u540c\u989c\u8272\u6807\u8bb0\u3002\u4ee4\u724c\u751f\u6210\u6982\u7387\u5728\u53f3\u4e0a\u89d2\u663e\u793a\uff0c\u865a\u7ebf\u6846\u4e2d\u7684\u4ee4\u724c\u4e0d\u9700\u8981\u63a8\u7406\u3002\u5728\u5757\u6811\u7684\u53f3\u4e0a\u89d2\uff0c\u663e\u793a\u4e86\u5757\u6982\u7387\uff0c\u6982\u7387\u53ef\u4ee5\u4ece\u76f8\u5e94\u7684\u4ee4\u724c\u6982\u7387\u4e2d\u63a8\u5bfc\u51fa\u6765<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u6307\u4ee4\u793a\u4f8b\uff1a<\/p>\n<pre>**HTML**: \u201c{HTML}\u201d \r\n**\u95ee\u9898**: **{Question}**\r\n\r\n\u60a8\u7684\u4efb\u52a1\u662f\u4ece HTML \u6587\u6863\u4e2d\u8bc6\u522b\u4e0e\u7ed9\u5b9a\u95ee\u9898\u6700\u76f8\u5173\u7684\u6587\u672c\u7247\u6bb5\u3002\u8be5\u6587\u672c\u7247\u6bb5\u53ef\u4ee5\u662f\u5bf9\u4e8b\u5b9e\u7684\u76f4\u63a5\u91ca\u4e49\uff0c\u6216\u53ef\u7528\u4f5c\u63a8\u65ad\u8be5\u4e8b\u5b9e\u7684\u652f\u6301\u6027\u8bc1\u636e\u3002\r\n\r\n\u6587\u672c\u7247\u6bb5\u7684\u6574\u4f53\u957f\u5ea6\u5e94\u8d85\u8fc7 20 \u4e2a\u5355\u8bcd\u4e14\u5c11\u4e8e 300 \u4e2a\u5355\u8bcd\u3002\u60a8\u9700\u8981\u63d0\u4f9b\u8be5\u6587\u672c\u7247\u6bb5\u5728 HTML \u6587\u6863\u4e2d\u7684\u8def\u5f84\u3002\r\n\r\n\u8f93\u51fa\u793a\u4f8b\u4e3a\uff1a \r\n&lt;html1&gt;&lt;body&gt;&lt;div2&gt;&lt;p&gt;\u4e00\u4e9b\u5173\u952e\u4fe1\u606f...\r\n\r\n\u8f93\u51fa: \r\n&lt;html1&gt;&lt;body&gt;&lt;div2&gt;&lt;p&gt;\u5728\u5386\u53f2\u6027\u7684 2018 \u5e74\u7687\u5bb6\u5927\u6218\u4e2d\uff0cShinsuke Nakamura \u8d62\u5f97\u4e86\u7537\u5b50\u7687\u5bb6\u5927\u6218. . .<\/pre>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-16974\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/5b81cbaa4e20709.svg\" alt=\"\" width=\"750\" height=\"1816\" \/><\/p>\n<p>&nbsp;<\/p>\n<div id=\"attachment_16975\" style=\"width: 767px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-16975\" class=\"wp-image-16975\" title=\"HtmlRAG\uff1a\u6784\u5efa\u9ad8\u6548HTML\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u7cfb\u7edf\uff0c\u4f18\u5316RAG\u7cfb\u7edf\u4e2d\u7684HTML\u6587\u6863\u68c0\u7d22\u4e0e\u5904\u7406-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/4905d9af5bf43a9.png\" alt=\"HtmlRAG\uff1a\u6784\u5efa\u9ad8\u6548HTML\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u7cfb\u7edf\uff0c\u4f18\u5316RAG\u7cfb\u7edf\u4e2d\u7684HTML\u6587\u6863\u68c0\u7d22\u4e0e\u5904\u7406-1\" width=\"757\" height=\"586\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/4905d9af5bf43a9.png 1027w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/4905d9af5bf43a9-300x232.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/4905d9af5bf43a9-1024x793.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/4905d9af5bf43a9-768x595.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/4905d9af5bf43a9-16x12.png 16w\" sizes=\"auto, (max-width: 757px) 100vw, 757px\" \/><p id=\"caption-attachment-16975\" class=\"wp-caption-text\">HTML\u8f6c\u6362\u4e3a\u7eaf\u6587\u672c\u65f6\u7684\u4fe1\u606f\u4e22\u5931<\/p><\/div>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u67e5\u8be2\u5904\u7406\u548c\u91cd\u5199\u529f\u80fd\uff0c\u652f\u6301\u5c06\u590d\u6742\u95ee\u9898\u5206\u89e3\u4e3a\u5b50\u67e5\u8be2<\/li>\n<li>HTML\u6587\u6863\u6293\u53d6\u548c\u5904\u7406\u7cfb\u7edf\uff0c\u4fdd\u7559\u6587\u6863\u7ed3\u6784\u4fe1\u606f<\/li>\n<li>\u591a\u6570\u636e\u96c6\u652f\u6301\uff08ASQA\u3001HotpotQA\u3001NQ\u3001TriviaQA\u3001MuSiQue\u3001ELI5\uff09<\/li>\n<li>\u5b8c\u6574\u7684\u8bc4\u4f30\u6846\u67b6\uff0c\u5305\u62ec\u7b54\u6848\u6b63\u786e\u6027\u3001\u76f8\u5173\u6027\u7b49\u591a\u4e2a\u7ef4\u5ea6<\/li>\n<li>\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\u5904\u7406\u652f\u6301\uff0c\u5141\u8bb8\u7528\u6237\u4f7f\u7528\u81ea\u5df1\u7684\u6570\u636e<\/li>\n<li>\u96c6\u6210Bing\u641c\u7d22\u529f\u80fd\uff0c\u7528\u4e8e\u68c0\u7d22\u76f8\u5173\u7f51\u9875<\/li>\n<li>\u63d0\u4f9b\u8be6\u7ec6\u7684\u8bc4\u5206\u7cfb\u7edf\uff0c\u5305\u62ecROUGE\u8bc4\u5206\u7b49\u591a\u79cd\u8bc4\u4f30\u6307\u6807<\/li>\n<li>\u652f\u6301\u4e0eLangChain\u6846\u67b6\u7684\u96c6\u6210<\/li>\n<li>\u7ed3\u679c\u53ef\u89c6\u5316\u548c\u5206\u6790\u5de5\u5177<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>1. \u73af\u5883\u914d\u7f6e<\/h3>\n<p>\u9996\u5148\u9700\u8981\u514b\u9686\u9879\u76ee\u4ed3\u5e93\u5e76\u5b89\u88c5\u5fc5\u8981\u7684\u4f9d\u8d56\uff1a<\/p>\n<pre><code>git clone https:\/\/github.com\/plageon\/HtmlRAG\r\ncd HtmlRAG\r\npip install -r requirements.txt\r\n<\/code><\/pre>\n<h3>2. \u6570\u636e\u96c6\u51c6\u5907<\/h3>\n<p>\u9879\u76ee\u652f\u6301\u4e24\u79cd\u6570\u636e\u4f7f\u7528\u65b9\u5f0f\uff1a<\/p>\n<ol>\n<li>\u4f7f\u7528\u9884\u5904\u7406\u597d\u7684\u6570\u636e\u96c6\uff1a\n<ul>\n<li>\u6570\u636e\u96c6\u5b58\u50a8\u5728html_data\u6587\u4ef6\u5939\u4e2d<\/li>\n<li>\u53ef\u4ee5\u4ecehuggingface\u4e0b\u8f7d\u5b8c\u6574\u7684\u6d4b\u8bd5\u6570\u636e\u96c6\uff1aHtmlRAG-test<\/li>\n<li>\u652f\u6301\u7684\u6570\u636e\u96c6\u683c\u5f0f\u5305\u62ecASQA\u3001HotpotQA\u3001NQ\u7b49<\/li>\n<\/ul>\n<\/li>\n<li>\u4f7f\u7528\u81ea\u5b9a\u4e49\u6570\u636e\uff1a\n<ul>\n<li>\u51c6\u5907.jsonl\u683c\u5f0f\u7684\u67e5\u8be2\u6587\u4ef6\uff0c\u6bcf\u884c\u5305\u542b\u4ee5\u4e0b\u5b57\u6bb5\uff1a\n<pre><code>{\r\n\"id\": \"unique_id\",\r\n\"question\": \"query_text\",\r\n\"answers\": [\"answer_text_1\", \"answer_text_2\"]\r\n}\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>3. \u4e3b\u8981\u529f\u80fd\u4f7f\u7528\u6d41\u7a0b<\/h3>\n<h4>\u67e5\u8be2\u5904\u7406<\/h4>\n<ol>\n<li>\u67e5\u8be2\u91cd\u5199\uff1a\n<ul>\n<li>\u7cfb\u7edf\u4f1a\u81ea\u52a8\u5c06\u590d\u6742\u95ee\u9898\u5206\u89e3\u4e3a\u591a\u4e2a\u5b50\u67e5\u8be2<\/li>\n<li>\u91cd\u5199\u7ed3\u679c\u5b58\u50a8\u5728json\u5bf9\u8c61\u7684rewrite_method_result\u5b57\u6bb5\u4e2d<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4>HTML\u6587\u6863\u5904\u7406<\/h4>\n<ol>\n<li>\u7f51\u9875\u6293\u53d6\uff1a\n<ul>\n<li>\u7cfb\u7edf\u4f7f\u7528Bing\u641c\u7d22\u83b7\u53d6\u76f8\u5173URL<\/li>\n<li>\u81ea\u52a8\u6293\u53d6\u9759\u6001HTML\u6587\u6863<\/li>\n<li>\u4fdd\u7559\u6587\u6863\u7684HTML\u7ed3\u6784\u4fe1\u606f<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4>\u8bc4\u4f30\u7cfb\u7edf<\/h4>\n<ol>\n<li>\u8bc4\u4f30\u6307\u6807\u914d\u7f6e\uff1a\n<ul>\n<li>\u7b54\u6848\u6b63\u786e\u6027\u8bc4\u4f30<\/li>\n<li>\u7b54\u6848\u76f8\u5173\u6027\u8bc4\u4f30<\/li>\n<li>ROUGE\u8bc4\u5206\u8ba1\u7b97<\/li>\n<li>\u81ea\u5b9a\u4e49\u8bc4\u4f30\u6307\u6807\u8bbe\u7f6e<\/li>\n<\/ul>\n<\/li>\n<li>\u4f7f\u7528\u8bc4\u4f30\u5de5\u5177\uff1a<\/li>\n<\/ol>\n<pre><code>from <a href=\"https:\/\/www.kdjingpai.com\/en\/ragas\/\">ragas<\/a>.metrics import AnswerRelevancy\r\nfrom langchain.embeddings import HuggingFaceEmbeddings\r\n# \u521d\u59cb\u5316\u8bc4\u4f30\u5668\r\nembeddings = HuggingFaceEmbeddings('BAAI\/bge-base-en')\r\nanswer_relevancy = AnswerRelevancy(embeddings=embeddings)\r\n# \u52a0\u8f7d\u6a21\u578b\r\nanswer_relevancy.init_model()\r\n# \u8fd0\u884c\u8bc4\u4f30\r\nresults = answer_relevancy.score(dataset)\r\n<\/code><\/pre>\n<h3>4. \u7ed3\u679c\u5206\u6790\u4e0e\u4f18\u5316<\/h3>\n<ul>\n<li>\u4f7f\u7528\u63d0\u4f9b\u7684\u53ef\u89c6\u5316\u5de5\u5177\u5206\u6790\u8bc4\u4f30\u7ed3\u679c<\/li>\n<li>\u6839\u636e\u8bc4\u4f30\u6307\u6807\u8c03\u6574\u7cfb\u7edf\u53c2\u6570<\/li>\n<li>\u4f18\u5316\u67e5\u8be2\u91cd\u5199\u7b56\u7565\u548c\u6587\u6863\u5904\u7406\u65b9\u6cd5<\/li>\n<\/ul>\n<h3>5. \u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li>\u786e\u4fdd\u6709\u8db3\u591f\u7684\u5b58\u50a8\u7a7a\u95f4\u5904\u7406HTML\u6570\u636e<\/li>\n<li>\u9075\u5faaAPI\u4f7f\u7528\u9650\u5236\u548c\u901f\u7387\u9650\u5236<\/li>\n<li>\u5b9a\u671f\u66f4\u65b0\u4f9d\u8d56\u5305\u4ee5\u83b7\u53d6\u6700\u65b0\u529f\u80fd<\/li>\n<li>\u6ce8\u610f\u6570\u636e\u683c\u5f0f\u7684\u6b63\u786e\u6027<\/li>\n<li>\u5efa\u8bae\u4f7f\u7528GPU\u52a0\u901f\u5927\u89c4\u6a21\u6570\u636e\u5904\u7406<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u5173\u4e8eHTML\u6587\u6863\u6e05\u6d17\u7684\u53c2\u8003\u8bf4\u660e<\/h2>\n<h3>HTML\u6e05\u6d17\u89c4\u5219(Clean Patterns)<\/h3>\n<pre>def clean_html(html: str) -&gt; str:\r\n# 1. \u4f7f\u7528BeautifulSoup\u89e3\u6790HTML\r\nsoup = bs4.BeautifulSoup(html, 'html.parser')\r\n\r\n# 2. \u8c03\u7528simplify_html\u8fdb\u884c\u7b80\u5316\u5904\u7406\r\nhtml = simplify_html(soup)\r\n\r\n# 3. \u8c03\u7528clean_xml\u6e05\u7406XML\u6807\u8bb0\r\nhtml = clean_xml(html)\r\n\r\nreturn html<\/pre>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/8a3e1cf659fc17f.svg\" alt=\"\" width=\"791\" height=\"474\" \/><\/p>\n<p>&nbsp;<\/p>\n<h3>1. HTML\u6587\u6863\u5904\u7406\u76f8\u5173\u63d0\u793a\u8bcd(\u4ee5\u4e0b\u5185\u5bb9\u975e\u9879\u76ee\u4ee3\u7801)<\/h3>\n<pre><code># HTML\u6e05\u6d17\u63d0\u793a\u8bcd\r\nCLEAN_HTML_PROMPT = \"\"\"\r\n\u4efb\u52a1\uff1a\u6e05\u6d17HTML\u6587\u6863\uff0c\u4fdd\u7559\u6709\u6548\u4fe1\u606f\r\n\u8f93\u5165\uff1a\u539f\u59cbHTML\u6587\u6863\r\n\u8981\u6c42\uff1a\r\n1. \u79fb\u9664:\r\n- JavaScript\u4ee3\u7801 (&lt;script&gt;\u6807\u7b7e)\r\n- CSS\u6837\u5f0f\u4fe1\u606f (&lt;style&gt;\u6807\u7b7e)\r\n- HTML\u6ce8\u91ca\r\n- \u7a7a\u767d\u6807\u7b7e\r\n- \u591a\u4f59\u5c5e\u6027\r\n2. \u4fdd\u7559:\r\n- \u4e3b\u8981\u5185\u5bb9\u6807\u7b7e(&lt;title&gt;, &lt;p&gt;, &lt;div&gt;, &lt;h1&gt;-&lt;h6&gt;\u7b49)\r\n- \u6587\u672c\u5185\u5bb9\r\n- \u7ed3\u6784\u5173\u7cfb\r\n\u8f93\u51fa\uff1a\u6e05\u6d17\u540e\u7684HTML\u6587\u672c\r\n\"\"\"\r\n# HTML\u5206\u5757\u63d0\u793a\u8bcd\r\nHTML_BLOCK_PROMPT = \"\"\"\r\n\u4efb\u52a1\uff1a\u5c06HTML\u6587\u6863\u5206\u5272\u6210\u8bed\u4e49\u5b8c\u6574\u7684\u5757\r\n\u8f93\u5165\uff1a\r\n- \u6e05\u6d17\u540e\u7684HTML\u6587\u6863\r\n- \u6700\u5927\u5757\u5927\u5c0f\uff1a{max_words}\u8bcd\r\n\u8981\u6c42\uff1a\r\n1. \u4fdd\u6301HTML\u6807\u7b7e\u7684\u5c42\u7ea7\u7ed3\u6784\r\n2. \u786e\u4fdd\u6bcf\u4e2a\u5757\u7684\u8bed\u4e49\u5b8c\u6574\u6027\r\n3. \u8bb0\u5f55\u5757\u7684\u5c42\u7ea7\u8def\u5f84\r\n4. \u63a7\u5236\u6bcf\u4e2a\u5757\u7684\u5927\u5c0f\u4e0d\u8d85\u8fc7\u9650\u5236\r\n\u8f93\u51fa\uff1aJSON\u683c\u5f0f\u7684\u5757\u5217\u8868\uff0c\u5305\u542b:\r\n{\r\n\"blocks\": [\r\n{\r\n\"content\": \"\u5757\u5185\u5bb9\",\r\n\"path\": \"HTML\u8def\u5f84\",  \r\n\"depth\": \"\u5c42\u7ea7\u6df1\u5ea6\"\r\n}\r\n]\r\n}\r\n\"\"\"\r\n<\/code><\/pre>\n<h3>2. \u5757\u6811\u6784\u5efa\u76f8\u5173\u63d0\u793a\u8bcd<\/h3>\n<pre><code># \u5757\u6811\u8282\u70b9\u8bc4\u5206\u63d0\u793a\u8bcd\r\nBLOCK_SCORING_PROMPT = \"\"\"\r\n\u4efb\u52a1\uff1a\u8bc4\u4f30HTML\u5757\u4e0e\u95ee\u9898\u7684\u76f8\u5173\u6027\r\n\u8f93\u5165\uff1a\r\n- \u95ee\u9898\uff1a{question}\r\n- HTML\u5757\uff1a{block_content}\r\n- \u5757\u8def\u5f84\uff1a{block_path}\r\n\u8981\u6c42\uff1a\r\n1. \u8ba1\u7b97\u8bed\u4e49\u76f8\u5173\u6027\u5206\u6570(0-1)\r\n2. \u8003\u8651\u4ee5\u4e0b\u56e0\u7d20\uff1a\r\n- \u6587\u672c\u76f8\u4f3c\u5ea6\r\n- \u7ed3\u6784\u91cd\u8981\u6027\r\n- \u4e0a\u4e0b\u6587\u5173\u8054\r\n\u8f93\u51fa\uff1a\r\n{\r\n\"score\": float,  # \u76f8\u5173\u6027\u5206\u6570\r\n\"reason\": \"\u8bc4\u5206\u7406\u7531\"\r\n}\r\n\"\"\"\r\n# \u5757\u6811\u526a\u679d\u63d0\u793a\u8bcd\r\nTREE_PRUNING_PROMPT = \"\"\"\r\n\u4efb\u52a1\uff1a\u51b3\u5b9a\u662f\u5426\u4fdd\u7559HTML\u5757\r\n\u8f93\u5165\uff1a\r\n- \u95ee\u9898\uff1a{question}\r\n- \u5f53\u524d\u5757\uff1a{current_block}\r\n- \u7236\u7ea7\u5757\uff1a{parent_block}\r\n- \u5b50\u5757\u5217\u8868\uff1a{child_blocks}\r\n\u8981\u6c42\uff1a\r\n1. \u5206\u6790\u5757\u7684\u91cd\u8981\u6027\uff1a\r\n- \u4e0e\u95ee\u9898\u7684\u76f8\u5173\u6027\r\n- \u5728\u6587\u6863\u7ed3\u6784\u4e2d\u7684\u4f5c\u7528\r\n- \u4e0e\u7236\u5b50\u5757\u7684\u5173\u7cfb\r\n2. \u751f\u6210\u4fdd\u7559\/\u5220\u9664\u51b3\u7b56\r\n\u8f93\u51fa\uff1a\r\n{\r\n\"action\": \"keep\/remove\",\r\n\"confidence\": float,  # \u51b3\u7b56\u7f6e\u4fe1\u5ea6\r\n\"reason\": \"\u51b3\u7b56\u7406\u7531\"\r\n}\r\n\"\"\"\r\n<\/code><\/pre>\n<h3>3. \u77e5\u8bc6\u68c0\u7d22\u76f8\u5173\u63d0\u793a\u8bcd<\/h3>\n<pre><code># \u76f8\u5173\u6027\u8ba1\u7b97\u63d0\u793a\u8bcd\r\nRELEVANCE_PROMPT = \"\"\"\r\n\u4efb\u52a1\uff1a\u8ba1\u7b97\u6587\u6863\u7247\u6bb5\u4e0e\u95ee\u9898\u7684\u76f8\u5173\u6027\r\n\u8f93\u5165\uff1a\r\n- \u95ee\u9898\uff1a{question}\r\n- \u6587\u6863\u7247\u6bb5\uff1a{text_chunk}\r\n\u8bc4\u4f30\u6807\u51c6\uff1a\r\n1. \u76f4\u63a5\u76f8\u5173\u6027\uff1a\u5185\u5bb9\u76f4\u63a5\u56de\u7b54\u95ee\u9898\u7684\u7a0b\u5ea6\r\n2. \u95f4\u63a5\u76f8\u5173\u6027\uff1a\u63d0\u4f9b\u80cc\u666f\u6216\u8865\u5145\u4fe1\u606f\u7684\u7a0b\u5ea6\r\n3. \u4fe1\u606f\u5b8c\u6574\u6027\uff1a\u56de\u7b54\u662f\u5426\u5b8c\u6574\r\n\u8f93\u51fa\uff1a\r\n{\r\n\"relevance_score\": float,  # \u76f8\u5173\u6027\u5206\u65700-1\r\n\"reason\": \"\u8bc4\u5206\u7406\u7531\",\r\n\"key_matches\": [\"\u5173\u952e\u5339\u914d\u70b91\", \"\u5173\u952e\u5339\u914d\u70b92\", ...]\r\n}\r\n\"\"\"\r\n# \u7b54\u6848\u751f\u6210\u63d0\u793a\u8bcd\r\nANSWER_GENERATION_PROMPT = \"\"\"\r\n\u4efb\u52a1\uff1a\u6839\u636e\u76f8\u5173\u6587\u6863\u751f\u6210\u7b54\u6848\r\n\u8f93\u5165\uff1a\r\n- \u7528\u6237\u95ee\u9898\uff1a{question}\r\n- \u76f8\u5173\u6587\u6863\uff1a{relevant_docs}\r\n- \u6587\u6863\u8bc4\u5206\uff1a{doc_scores}\r\n\u8981\u6c42\uff1a\r\n1. \u7efc\u5408\u9ad8\u76f8\u5173\u6027\u6587\u6863\u4fe1\u606f\r\n2. \u4fdd\u6301\u7b54\u6848\u7684\u51c6\u786e\u6027\r\n3. \u786e\u4fdd\u56de\u7b54\u5b8c\u6574\u4e14\u8fde\u8d2f\r\n4. \u5fc5\u8981\u65f6\u6807\u6ce8\u4fe1\u606f\u6765\u6e90\r\n\u8f93\u51fa\u683c\u5f0f\uff1a\r\n{\r\n\"answer\": \"\u751f\u6210\u7684\u7b54\u6848\",\r\n\"sources\": [\"\u4f7f\u7528\u7684\u6587\u6863\u6765\u6e90\"],\r\n\"confidence\": float  # \u7b54\u6848\u7f6e\u4fe1\u5ea6\r\n}\r\n\"\"\"\r\n<\/code><\/pre>\n<h3>4. \u8bc4\u4f30\u76f8\u5173\u63d0\u793a\u8bcd<\/h3>\n<pre><code># \u7b54\u6848\u8bc4\u4f30\u63d0\u793a\u8bcd\r\nEVALUATION_PROMPT = \"\"\"\r\n\u4efb\u52a1\uff1a\u8bc4\u4f30\u751f\u6210\u7b54\u6848\u7684\u8d28\u91cf\r\n\u8f93\u5165\uff1a\r\n- \u539f\u59cb\u95ee\u9898\uff1a{question}\r\n- \u751f\u6210\u7b54\u6848\uff1a{generated_answer}\r\n- \u53c2\u8003\u7b54\u6848\uff1a{reference_answer}\r\n\u8bc4\u4f30\u7ef4\u5ea6\uff1a\r\n1. \u6b63\u786e\u6027\uff1a\u4fe1\u606f\u662f\u5426\u51c6\u786e\r\n2. \u5b8c\u6574\u6027\uff1a\u662f\u5426\u5b8c\u6574\u56de\u7b54\u95ee\u9898\r\n3. \u76f8\u5173\u6027\uff1a\u5185\u5bb9\u4e0e\u95ee\u9898\u7684\u76f8\u5173\u7a0b\u5ea6\r\n4. \u8fde\u8d2f\u6027\uff1a\u8868\u8ff0\u662f\u5426\u6e05\u6670\u8fde\u8d2f\r\n\u8f93\u51fa\uff1a\r\n{\r\n\"scores\": {\r\n\"correctness\": float,\r\n\"completeness\": float,\r\n\"<a href=\"https:\/\/www.kdjingpai.com\/en\/relevance-ai\/\">relevance<\/a>\": float,\r\n\"coherence\": float\r\n},\r\n\"feedback\": \"\u8be6\u7ec6\u8bc4\u4f30\u610f\u89c1\"\r\n}\r\n\"\"\"\r\n# \u9519\u8bef\u5206\u6790\u63d0\u793a\u8bcd\r\nERROR_ANALYSIS_PROMPT = \"\"\"\r\n\u4efb\u52a1\uff1a\u5206\u6790\u7b54\u6848\u4e2d\u7684\u6f5c\u5728\u9519\u8bef\r\n\u8f93\u5165\uff1a\r\n- \u751f\u6210\u7b54\u6848\uff1a{answer}\r\n- \u53c2\u8003\u8d44\u6599\uff1a{reference_docs}\r\n\u5206\u6790\u8981\u70b9\uff1a\r\n1. \u4e8b\u5b9e\u51c6\u786e\u6027\u68c0\u67e5\r\n2. \u903b\u8f91\u63a8\u7406\u9a8c\u8bc1\r\n3. \u4fe1\u606f\u6765\u6e90\u6838\u5b9e\r\n\u8f93\u51fa\uff1a\r\n{\r\n\"errors\": [\r\n{\r\n\"type\": \"\u9519\u8bef\u7c7b\u578b\",\r\n\"description\": \"\u9519\u8bef\u63cf\u8ff0\",\r\n\"correction\": \"\u5efa\u8bae\u4fee\u6b63\"\r\n}\r\n],\r\n\"reliability_score\": float  # \u53ef\u4fe1\u5ea6\u8bc4\u5206\r\n}\r\n\"\"\"<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>HtmlRAG\u662f\u4e00\u4e2a\u521b\u65b0\u7684\u5f00\u6e90\u9879\u76ee\uff0c\u4e13\u6ce8\u4e8e\u6539\u8fdb\u68c0\u7d22\u589e\u5f3a\u751f\u6210(RAG)\u7cfb\u7edf\u4e2d\u7684HTML\u6587\u6863\u5904\u7406\u65b9\u6cd5\u3002\u8be5\u9879\u76ee\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u65b9\u6cd5\uff0c\u8ba4\u4e3a\u5728RAG\u7cfb\u7edf\u4e2d\u4f7f\u7528HTML\u683c\u5f0f\u6bd4\u7eaf\u6587\u672c\u66f4\u6709\u6548\u3002\u9879\u76ee\u5305\u542b\u4e86\u5b8c\u6574\u7684\u6570\u636e\u5904\u7406\u6d41\u7a0b\uff0c\u4ece\u67e5\u8be2\u91cd\u5199\u5230HTML\u6587\u6863\u6293\u53d6\uff0c\u518d\u5230&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61545,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[425,20,459],"tags":[252,243],"class_list":["post-16971","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-professional","category-tool","category-rag-project","tag-markdown","tag-aizhishikuyukefu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/16971","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=16971"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/16971\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media\/61545"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=16971"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=16971"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=16971"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}