{"id":84,"date":"2025-12-02T14:23:03","date_gmt":"2025-12-02T06:23:03","guid":{"rendered":"https:\/\/wplog.qiutianci.top\/?p=84"},"modified":"2025-12-02T14:30:02","modified_gmt":"2025-12-02T06:30:02","slug":"ragflow","status":"publish","type":"post","link":"https:\/\/wplog.qiutianci.top\/index.php\/2025\/12\/02\/ragflow\/","title":{"rendered":"RAGFlow\uff1aRAG \u5f15\u64ce\u8bb2\u89e3"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\u5982\u4f55\u8ba9 AI \u51c6\u786e\u56de\u7b54\u79c1\u5bc6\u6570\u636e\u95ee\u9898<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f00\u7bc7\uff1a\u4e00\u4e2a\u771f\u5b9e\u7684\u95ee\u9898<\/h2>\n\n\n\n<p>\u60f3\u8c61\u4f60\u662f\u4e00\u5bb6\u4f01\u4e1a\u7684 IT \u4e3b\u7ba1\u3002\u516c\u53f8\u6709\u6d77\u91cf\u6587\u6863\uff1a\u8d22\u52a1\u62a5\u8868\u3001\u4ea7\u54c1\u624b\u518c\u3001\u6cd5\u5f8b\u5408\u540c\u3001\u6280\u672f\u6587\u6863&#8230;<\/p>\n\n\n\n<p>\u73b0\u5728\uff0cCEO \u95ee\u4f60\uff1a&#8221;\u80fd\u4e0d\u80fd\u7528 AI \u5e2e\u6211\u5feb\u901f\u67e5\u9605\u8fd9\u4e9b\u6587\u6863\uff1f&#8221;<\/p>\n\n\n\n<p>\u4f60\u56de\u7b54\uff1a&#8221;\u6ca1\u95ee\u9898\uff0c\u7528 ChatGPT\uff01&#8221;<\/p>\n\n\n\n<p>\u4f46\u5f53 ChatGPT \u56de\u7b54 &#8220;2024\u5e74\u7b2c\u4e09\u5b63\u5ea6\u7684\u51c0\u5229\u6da6\u662f\u591a\u5c11\uff1f&#8221; \u65f6\uff0c\u5b83\u8981\u4e48\u8bf4 &#8220;\u6211\u4e0d\u77e5\u9053&#8221;\uff0c\u8981\u4e48\u7f16\u9020\u4e00\u4e2a\u6570\u5b57&#8230;<\/p>\n\n\n\n<p><strong>\u95ee\u9898\u51fa\u73b0\u4e86<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud83d\udeab ChatGPT \u6ca1\u6709\u4f60\u516c\u53f8\u7684\u6570\u636e<\/li>\n\n\n\n<li>\ud83d\udeab \u5373\u4f7f\u544a\u8bc9\u5b83\u6570\u636e\uff0c\u5b83\u4e5f\u5bb9\u6613\u51fa\u9519<\/li>\n\n\n\n<li>\ud83d\udeab \u7b54\u6848\u6765\u6e90\u4e0d\u660e\uff0c\u65e0\u6cd5\u8ffd\u6eaf<\/li>\n<\/ul>\n\n\n\n<p><strong>\u8fd9\u5c31\u662f RAGFlow \u8981\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898<\/strong>\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e00\u90e8\u5206\uff1a\u4ec0\u4e48\u662f RAG\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f20\u7edf AI \u7684\u56f0\u5883<\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\">\u7528\u6237\u95ee\uff1a\u300c2024\u5e74\u51c0\u5229\u6da6\u591a\u5c11\uff1f\u300d<br>\u200b<br>ChatGPT \u7684\u7406\u89e3\uff1a<br>\u300c\u6211\u7684\u8bad\u7ec3\u6570\u636e\u622a\u6b62\u5230 2024 \u5e74 4 \u6708\uff0c<br>  \u800c\u4e14\u6211\u5b8c\u5168\u4e0d\u77e5\u9053\u4f60\u516c\u53f8\u7684\u6570\u636e\u3002<br>  \u6211\u6ca1\u529e\u6cd5\u51c6\u786e\u56de\u7b54\u3002\u300d<br>\u200b<br>\u7ed3\u679c\uff1a\u7f16\u9020\u7b54\u6848\u6216\u8bf4\u4e0d\u77e5\u9053 \u274c<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">RAG \u7684\u89e3\u51b3\u65b9\u6848<\/h3>\n\n\n\n<p><strong>RAG = Retrieval-Augmented Generation<\/strong>\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09<\/p>\n\n\n\n<p>\u6838\u5fc3\u601d\u60f3\u5f88\u7b80\u5355\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u4e0e\u5176\u8ba9 AI \u51ed\u8bb0\u5fc6\u56de\u7b54\uff0c<br>\u4e0d\u5982\u5148\u4ece\u4f60\u7684\u6587\u6863\u4e2d\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff0c<br>\u7136\u540e\u8ba9 AI \u57fa\u4e8e\u8fd9\u4e9b\u771f\u5b9e\u4fe1\u606f\u751f\u6210\u7b54\u6848\u3002<br>\u200b<br>\u6d41\u7a0b\uff1a<br>\u7528\u6237\u95ee\u9898 <br>  \u2193<br>\u4ece\u6587\u6863\u5e93\u4e2d\u641c\u7d22\u76f8\u5173\u5185\u5bb9<br>  \u2193<br>\u628a\u641c\u7d22\u7ed3\u679c\u63d0\u7ed9 AI<br>  \u2193<br>AI \u6839\u636e\u8fd9\u4e9b\u5185\u5bb9\u751f\u6210\u7b54\u6848<\/pre>\n\n\n\n<p><strong>\u6548\u679c\u5bf9\u6bd4<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u274c \u4f20\u7edf\uff1aChatGPT \u51ed\u7a7a\u60f3\u8c61\uff0c\u51c6\u786e\u7387 30%<\/li>\n\n\n\n<li>\u2705 RAG\uff1a\u57fa\u4e8e\u771f\u5b9e\u6587\u6863\uff0c\u51c6\u786e\u7387 90%+<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">RAGFlow \u7684\u7279\u522b\u4e4b\u5904<\/h3>\n\n\n\n<p>\u8fd9\u4e00\u6b65\u770b\u8d77\u6765\u7b80\u5355\uff0c\u4f46\u5982\u679c\u505a\u4e0d\u597d\uff0c\u6548\u679c\u4f1a\u5f88\u5dee\u3002\u6bd4\u5982\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u274c \u9519\u8bef\u505a\u6cd5\uff1a<br>  1. \u4e0a\u4f20 PDF<br>  2. \u6309\u56fa\u5b9a\u5b57\u6570\uff08512\u5b57\uff09\u5207\u5272<br>  3. \u4e22\u7ed9\u5411\u91cf\u6570\u636e\u5e93<br>  4. \u641c\u7d22 \u2192 \u8fd4\u56de\u7ed3\u679c<br> &nbsp;<br>\u95ee\u9898\uff1a<br>  \u251c\u2500 \u8868\u683c\u88ab\u6253\u6563\uff0c\u6570\u636e\u7834\u788e<br>  \u251c\u2500 \u56fe\u7247\u88ab\u4e22\u5f03\uff0c\u4fe1\u606f\u4e22\u5931<br>  \u251c\u2500 \u641c\u7d22\u51c6\u786e\u7387\u4f4e\uff0c\u7ecf\u5e38\u627e\u9519<br>  \u2514\u2500 \u7b54\u6848\u4e0d\u53ef\u4fe1\uff0c\u6ca1\u6709\u6765\u6e90<br> &nbsp;<br>\u7ed3\u679c\uff1a\u867d\u7136\u662f RAG\uff0c\u4f46\u51c6\u786e\u7387\u8fd8\u662f\u5f88\u5dee \u274c<br>\u200b<br>\u2705 RAGFlow \u505a\u6cd5\uff1a<br>  1. \u7528\u6df1\u5ea6\u5b66\u4e60\u7406\u89e3\u6587\u6863\u7ed3\u6784<br>  2. \u4fdd\u7559\u8868\u683c\u3001\u56fe\u7247\u7b49\u5173\u952e\u4fe1\u606f<br>  3. \u57fa\u4e8e\u8bed\u4e49\u8fb9\u754c\u667a\u80fd\u5207\u5272<br>  4. \u591a\u8def\u641c\u7d22 + \u878d\u5408\u6392\u5e8f<br>  5. \u6bcf\u4e2a\u7b54\u6848\u90fd\u6709\u6765\u6e90\u5f15\u7528<br> &nbsp;<br>\u7ed3\u679c\uff1a\u771f\u6b63\u7684\u9ad8\u51c6\u786e\u7387 \u2705<\/pre>\n\n\n\n<p>\u8fd9\u5c31\u662f <strong>&#8220;Quality in, quality out&#8221;<\/strong> \u7684\u542b\u4e49\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e8c\u90e8\u5206\uff1aRAGFlow \u7684\u6838\u5fc3\u67b6\u6784<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6574\u4f53\u6d41\u7a0b\uff08\u4e00\u56fe\u80dc\u5343\u8a00\uff09<\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br>\u2502  \u7528\u6237\u4e0a\u4f20\u6587\u6863\uff08Word\u3001PPT\u3001PDF\u3001\u7f51\u9875\u7b49\uff09  \u2502<br>\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<br> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u2193<br>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br>\u2502  DeepDoc\uff1a\u6df1\u5ea6\u6587\u6863\u7406\u89e3 &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;  \u2502<br>\u2502  \u251c\u2500 \u8bc6\u522b\u5e03\u5c40\uff1a\u6807\u9898\u3001\u6b63\u6587\u3001\u8868\u683c\u3001\u56fe\u7247 &nbsp;  \u2502<br>\u2502  \u251c\u2500 \u667a\u80fd OCR\uff1a\u8bc6\u522b\u626b\u63cf\u4ef6\u548c\u624b\u5199\u6587\u5b57 &nbsp; &nbsp;  \u2502<br>\u2502  \u2514\u2500 \u591a\u6a21\u6001\uff1a\u7528 AI \u7406\u89e3\u56fe\u8868\u542b\u4e49 &nbsp; &nbsp; &nbsp; &nbsp; \u2502<br>\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<br> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u2193<br>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br>\u2502  \u667a\u80fd\u5207\u7247\uff1a\u57fa\u4e8e\u8bed\u4e49\u8fb9\u754c\u5206\u5272 &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;  \u2502<br>\u2502  \u251c\u2500 \u4e0d\u662f\u6309\u5b57\u6570\uff0c\u800c\u662f\u6309\u903b\u8f91\u5206\u6bb5 &nbsp; &nbsp; &nbsp; &nbsp;  \u2502<br>\u2502  \u251c\u2500 \u4fdd\u7559\u8868\u683c\u3001\u5217\u8868\u7b49\u7ed3\u6784 &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u2502<br>\u2502  \u2514\u2500 \u652f\u6301\u624b\u52a8\u8c03\u6574\u548c\u9884\u89c8 &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u2502<br>\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<br> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u2193<br>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br>\u2502  \u751f\u6210\u5411\u91cf\uff1a\u7528 AI \u6a21\u578b\u7406\u89e3\u6bcf\u6bb5\u5185\u5bb9 &nbsp; &nbsp; &nbsp;  \u2502<br>\u2502  \u2514\u2500 \u76f8\u4f3c\u5185\u5bb9 \u2192 \u76f8\u4f3c\u5411\u91cf &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u2502<br>\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<br> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u2193<br>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br>\u2502  \u5b58\u50a8\u5230\u6570\u636e\u5e93 &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u2502<br>\u2502  \u251c\u2500 \u5411\u91cf\u6570\u636e\u5e93\uff08\u5feb\u901f\u641c\u7d22\uff09 &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;  \u2502<br>\u2502  \u2514\u2500 \u6587\u672c\u6570\u636e\u5e93\uff08\u4fdd\u5b58\u539f\u6587\uff09 &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;  \u2502<br>\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<br> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u2193<br> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u2705 \u51c6\u5907\u5b8c\u6bd5\uff0c\u7b49\u5f85\u63d0\u95ee<br> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u2193<br>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br>\u2502  \u7528\u6237\u63d0\u95ee\uff08\u652f\u6301\u4e2d\u6587\u3001\u82f1\u6587\u7b49\uff09 &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;  \u2502<br>\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<br> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u2193<br>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br>\u2502  \u591a\u8def\u53ec\u56de\uff1a\u7528\u591a\u79cd\u65b9\u5f0f\u641c\u7d22 &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;  \u2502<br>\u2502  \u251c\u2500 \u5411\u91cf\u641c\u7d22\uff1a\u627e\u8bed\u4e49\u76f8\u8fd1\u7684\u5185\u5bb9 &nbsp; &nbsp; &nbsp; &nbsp;  \u2502<br>\u2502  \u251c\u2500 \u5173\u952e\u8bcd\u641c\u7d22\uff1a\u7cbe\u786e\u5339\u914d &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;  \u2502<br>\u2502  \u2514\u2500 \u878d\u5408\u6392\u5e8f\uff1a\u628a\u6700\u76f8\u5173\u7684\u6392\u6700\u524d &nbsp; &nbsp; &nbsp; &nbsp;  \u2502<br>\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<br> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u2193<br>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br>\u2502  \u8c03\u7528 AI \u6a21\u578b\u751f\u6210\u7b54\u6848 &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;  \u2502<br>\u2502  \u2514\u2500 \u57fa\u4e8e\u68c0\u7d22\u5230\u7684\u771f\u5b9e\u5185\u5bb9 &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;  \u2502<br>\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<br> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u2193<br>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br>\u2502  \u8fd4\u56de\u7ed3\u679c\uff1a\u7b54\u6848 + \u6765\u6e90 &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;  \u2502<br>\u2502  \u251c\u2500 \u7b54\u6848\u5185\u5bb9 &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;  \u2502<br>\u2502 \u251c\u2500 \u6765\u81ea\u54ea\u4e2a\u6587\u6863 &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u2502<br>\u2502  \u251c\u2500 \u5177\u4f53\u5728\u7b2c\u51e0\u9875 &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;  \u2502<br>\u2502  \u2514\u2500 \u539f\u6587\u6458\u5f55 &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;  \u2502<br>\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u56db\u4e2a\u5173\u952e\u73af\u8282\u8be6\u89e3<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u73af\u8282 1\uff1aDeepDoc \u2014\u2014 \u6bd4\u4eba\u66f4\u61c2\u6587\u6863<\/h4>\n\n\n\n<p><strong>\u95ee\u9898<\/strong>\uff1aPDF \u6587\u6863\u5f88\u590d\u6742<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8868\u683c\u88ab\u6253\u6563\uff08\u884c\u4e0e\u884c\u5206\u5f00\uff09<\/li>\n\n\n\n<li>\u56fe\u8868\u65e0\u6cd5\u7406\u89e3\uff08\u76f4\u63a5\u4e22\u5f03\uff09<\/li>\n\n\n\n<li>\u591a\u5217\u6392\u7248\u88ab\u6253\u4e71\uff08\u5de6\u53f3\u987a\u5e8f\u641e\u6df7\uff09<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4f20\u7edf\u65b9\u6848<\/strong>\uff1a\u76f4\u63a5\u8bfb\u53d6\u6587\u672c\uff0c\u6309\u884c\u5207\u5272 \u274c<\/p>\n\n\n\n<p><strong>RAGFlow \u65b9\u6848<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>DeepDoc \u7684\u4e09\u6b65\u5de5\u4f5c\u6d41\uff1a<br>\u200b<br>1\ufe0f\u20e3  \u5e03\u5c40\u5206\u6790<br> &nbsp;  \u7528\u8ba1\u7b97\u673a\u89c6\u89c9\u8bc6\u522b\uff1a<br> &nbsp;  \u251c\u2500 \u8fd9\u662f\u6807\u9898\u8fd8\u662f\u6b63\u6587\uff1f<br> &nbsp;  \u251c\u2500 \u8fd9\u91cc\u6709\u8868\u683c\u5417\uff1f<br> &nbsp;  \u251c\u2500 \u56fe\u7247\u5728\u54ea\u91cc\uff1f<br> &nbsp;  \u2514\u2500 \u591a\u5217\u6392\u7248\u7684\u6b63\u786e\u987a\u5e8f\u662f\u4ec0\u4e48\uff1f<br>\u200b<br>2\ufe0f\u20e3  \u7ed3\u6784\u4fdd\u7559<br> &nbsp;  \u8f93\u51fa\u7ed3\u6784\u5316\u5185\u5bb9\uff1a<br> &nbsp;  \u251c\u2500 \u6807\u9898 \u2192 \u4fdd\u7559\u4e3a\"# \u6807\u9898\"<br> &nbsp;  \u251c\u2500 \u8868\u683c \u2192 \u4fdd\u7559\u8868\u683c\u683c\u5f0f<br> &nbsp;  \u2514\u2500 \u56fe\u7247 \u2192 \u7528 AI \u751f\u6210\u63cf\u8ff0<br>\u200b<br>3\ufe0f\u20e3  \u5185\u5bb9\u5b8c\u6574<br> &nbsp;  \u786e\u4fdd\u8bed\u4e49\u4e0d\u7834\u788e\uff1a<br> &nbsp;  \u251c\u2500 \u8868\u683c\u884c\u4e0d\u5206\u5f00<br> &nbsp;  \u251c\u2500 \u5217\u8868\u9879\u4fdd\u6301\u5b8c\u6574<br> &nbsp;  \u2514\u2500 \u56fe\u6587\u5bf9\u5e94\u51c6\u786e<\/pre>\n\n\n\n<p><strong>\u5177\u4f53\u4f8b\u5b50<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u539f\u59cb PDF \u4e2d\u7684\u8868\u683c\uff1a<br>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br>\u2502  \u57ce\u5e02 &nbsp; \u2502 \u9500\u552e\u989d  \u2502<br>\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524<br>\u2502  \u5317\u4eac &nbsp; \u2502 100\u4e07  \u2502<br>\u2502  \u4e0a\u6d77 &nbsp; \u2502 150\u4e07  \u2502<br>\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<br>\u200b<br>\u274c \u4f20\u7edf\u5207\u5272\u7ed3\u679c\uff1a<br>\"\u57ce\u5e02 \u5317\u4eac \u9500\u552e\u989d 100\u4e07 \u57ce\u5e02 \u4e0a\u6d77...\"<br>\uff08\u8868\u683c\u5b8c\u5168\u7834\u574f\u4e86\uff09<br>\u200b<br>\u2705 RAGFlow \u7ed3\u679c\uff1a<br>\"2024\u5e74\u9500\u552e\u6570\u636e<br>| \u57ce\u5e02 | \u9500\u552e\u989d |<br>| \u5317\u4eac | 100\u4e07 |<br>| \u4e0a\u6d77 | 150\u4e07 |\"<br>\uff08\u8868\u683c\u7ed3\u6784\u5b8c\u5168\u4fdd\u7559\uff09<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u73af\u8282 2\uff1a\u667a\u80fd\u5207\u7247 \u2014\u2014 \u600e\u6837\u5206\u5272\u6700\u5408\u7406\uff1f<\/h4>\n\n\n\n<p><strong>\u95ee\u9898<\/strong>\uff1a\u6587\u6863\u8981\u5206\u6210\u591a\u4e2a\u5c0f\u5757\u5b58\u5230\u6570\u636e\u5e93<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5757\u592a\u5c0f\uff1a\u4fe1\u606f\u4e0d\u5b8c\u6574\uff0cAI \u56de\u7b54\u65f6\u7f3a\u5c11\u4e0a\u4e0b\u6587<\/li>\n\n\n\n<li>\u5757\u592a\u5927\uff1a\u67e5\u8be2\u65f6\u52a0\u8f7d\u6570\u636e\u592a\u591a\uff0c\u901f\u5ea6\u6162<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4f20\u7edf\u65b9\u6848<\/strong>\uff1a\u56fa\u5b9a 512 \u5b57\uff08\u65e0\u8111\u5206\u5272\uff09\u274c<\/p>\n\n\n\n<p><strong>RAGFlow \u65b9\u6848<\/strong>\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u6839\u636e\u6587\u6863\u7c7b\u578b\u9009\u62e9\u4e0d\u540c\u6a21\u677f\uff1a<br>\u200b<br>\ud83d\udcc4 \u5b66\u672f\u8bba\u6587\u6a21\u677f\uff1a<br>  \u6309\u7ae0\u8282\u5206\u5272<br>  \u251c\u2500 \u6458\u8981\uff08\u4e00\u5757\uff09<br>  \u251c\u2500 \u5f15\u8a00\uff08\u4e00\u5757\uff09<br>  \u251c\u2500 \u65b9\u6cd5\uff08\u4e00\u5757\uff09<br>  \u251c\u2500 \u7ed3\u679c\uff08\u4e00\u5757\uff09<br>  \u251c\u2500 \u8ba8\u8bba\uff08\u4e00\u5757\uff09<br>  \u2514\u2500 \u53c2\u8003\u6587\u732e\uff08\u4e00\u5757\uff09<br> &nbsp;<br>  \u4f18\u70b9\uff1a\u6bcf\u5757\u90fd\u662f\u5b8c\u6574\u7684\u7814\u7a76\u903b\u8f91<br>\u200b<br>\ud83d\udccb \u4ea7\u54c1\u624b\u518c\u6a21\u677f\uff1a<br>  \u6309\u529f\u80fd\u5206\u5272<br>  \u251c\u2500 \u4ea7\u54c1\u4ecb\u7ecd<br>  \u251c\u2500 \u529f\u80fd A\uff08\u5305\u62ec\u8bf4\u660e + \u793a\u4f8b\uff09<br>  \u251c\u2500 \u529f\u80fd B\uff08\u5305\u62ec\u8bf4\u660e + \u793a\u4f8b\uff09<br>  \u2514\u2500 \u5e38\u89c1\u95ee\u9898<br>\u200b<br>\ud83d\udcf0 \u65b0\u95fb\u7a3f\u6a21\u677f\uff1a<br>  \u6309\u903b\u8f91\u5206\u5272<br>  \u251c\u2500 \u5bfc\u8bed\uff08\u6700\u91cd\u8981\u7684\u4fe1\u606f\uff09<br>  \u251c\u2500 \u4e3b\u4f53\uff08\u8be6\u7ec6\u8bf4\u660e\uff09<br>  \u251c\u2500 \u80cc\u666f\u4fe1\u606f<br>  \u2514\u2500 \u76f8\u5173\u94fe\u63a5<br>\u200b<br>\u2728 \u7279\u6b8a\uff1a\u624b\u52a8\u8c03\u6574<br>  \u7cfb\u7edf\u4f1a\u663e\u793a\u5207\u7247\u6548\u679c\u7684\u9884\u89c8\u56fe<br>  \u4f60\u53ef\u4ee5\uff1a<br>  \u251c\u2500 \u770b\u5230\u6bcf\u5757\u7684\u5185\u5bb9<br>  \u251c\u2500 \u624b\u52a8\u8c03\u6574\u5206\u5272\u4f4d\u7f6e<br>  \u251c\u2500 \u7acb\u5373\u770b\u5230\u6548\u679c<br>  \u2514\u2500 \u76f4\u5230\u6ee1\u610f\u4e3a\u6b62<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u73af\u8282 3\uff1a\u591a\u8def\u641c\u7d22 \u2014\u2014 \u4e0d\u80fd\u6f0f\u6389\u7b54\u6848<\/h4>\n\n\n\n<p><strong>\u95ee\u9898<\/strong>\uff1a\u7528\u4e00\u79cd\u65b9\u5f0f\u641c\u7d22\uff0c\u53ef\u80fd\u627e\u4e0d\u5230\u6700\u76f8\u5173\u7684\u5185\u5bb9<\/p>\n\n\n\n<p><strong>\u4f20\u7edf\u65b9\u6848<\/strong>\uff1a\u53ea\u7528\u5411\u91cf\u641c\u7d22 \u274c<\/p>\n\n\n\n<p><strong>RAGFlow \u65b9\u6848<\/strong>\uff1a\u4e09\u79cd\u65b9\u5f0f\u540c\u65f6\u641c\u7d22\uff0c\u7136\u540e\u6295\u7968<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u7528\u6237\u63d0\u95ee\uff1a\u300c2024\u5e74\u4e2d\u56fd GDP \u589e\u957f\u7387\u662f\u591a\u5c11\uff1f\u300d<br>\u200b<br>\ud83d\udd0d \u641c\u7d22\u8def\u5f84 1\uff1a\u5411\u91cf\u76f8\u4f3c\u5ea6<br> &nbsp; \"GDP\" \u7684\u5411\u91cf + \"\u7ecf\u6d4e\u589e\u957f\" \u7684\u5411\u91cf + ...<br> &nbsp; \u2193<br> &nbsp; \u627e\u5230\u6240\u6709\u63d0\u5230\"\u7ecf\u6d4e\u589e\u957f\u3001GDP\"\u7684\u6587\u6bb5<br> &nbsp; \u2193<br> &nbsp; \u6309\u76f8\u4f3c\u5ea6\u6392\u5e8f\uff0c\u53d6 Top 20<br>\u200b<br>\ud83d\udd0d \u641c\u7d22\u8def\u5f84 2\uff1a\u5173\u952e\u8bcd\u5339\u914d\uff08BM25\uff09<br> &nbsp; \u7cbe\u786e\u67e5\u627e\u5305\u542b\"2024\"\u4e14\u5305\u542b\"GDP\"\u7684\u6587\u6bb5<br> &nbsp; \u2193<br> &nbsp; \u53d6 Top 20<br>\u200b<br>\ud83d\udd0d \u641c\u7d22\u8def\u5f84 3\uff1a\u878d\u5408\u91cd\u6392\u5e8f<br> &nbsp; \u628a 1 \u548c 2 \u7684\u7ed3\u679c\u7efc\u5408<br> &nbsp; \u251c\u2500 \u7ed9\u6bcf\u4e2a\u7ed3\u679c\u8bc4\u5206<br> &nbsp; \u251c\u2500 \u5411\u91cf\u5206 + \u5173\u952e\u8bcd\u5206<br> &nbsp; \u251c\u2500 \u6700\u540e\u7528 AI \u518d\u6392\u4e00\u904d<br> &nbsp; \u2514\u2500 \u8f93\u51fa\u6700\u76f8\u5173\u7684 Top 5<br>\u200b<br>\ud83d\udcca \u6700\u7ec8\u6392\u5e8f\uff1a<br>1. [\u6587\u6bb5 A - \u5f97\u5206 0.98] \u2190 \u6700\u76f8\u5173\uff01<br>2. [\u6587\u6bb5 B - \u5f97\u5206 0.95]<br>3. [\u6587\u6bb5 C - \u5f97\u5206 0.92]<br>4. [\u6587\u6bb5 D - \u5f97\u5206 0.88]<br>5. [\u6587\u6bb5 E - \u5f97\u5206 0.85]<\/pre>\n\n\n\n<p><strong>\u4e3a\u4ec0\u4e48\u8fd9\u6837\u505a<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5411\u91cf\u641c\u7d22\uff1a\u7406\u89e3&#8221;\u610f\u601d\u76f8\u8fd1&#8221;<\/li>\n\n\n\n<li>\u5173\u952e\u8bcd\u641c\u7d22\uff1a\u7cbe\u786e\u627e\u5230\u5173\u952e\u4fe1\u606f<\/li>\n\n\n\n<li>\u878d\u5408\u6392\u5e8f\uff1a\u53d6\u4e24\u8005\u4e4b\u957f\uff0c\u907f\u514d\u6f0f\u6389\u7b54\u6848<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u73af\u8282 4\uff1a\u751f\u6210\u7b54\u6848 \u2014\u2014 AI \u7684\u6700\u540e\u4e00\u6b65<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>AI \u6536\u5230\u7684\u8f93\u5165\uff1a<br>\u200b<br>\u7528\u6237\u95ee\u9898\uff1a\u300c2024\u5e74\u4e2d\u56fd GDP \u589e\u957f\u7387\uff1f\u300d<br>\u200b<br>\u68c0\u7d22\u5230\u7684\u76f8\u5173\u6587\u6bb5\uff08Top 5\uff09\uff1a<br>[\u6587\u6bb5 1] \"2024\u5e74\u4e2d\u56fd GDP \u8fbe\u5230140\u4e07\u4ebf\u5143\uff0c<br> &nbsp; &nbsp; &nbsp; &nbsp; \u540c\u6bd4\u589e\u957f5.2%...\"<br> &nbsp; &nbsp; &nbsp; &nbsp; <br>[\u6587\u6bb5 2] \"\u8fd9\u4e00\u589e\u957f\u7387\u8d85\u8fc7\u5168\u7403\u5e73\u5747\u589e\u957f\u7387...\"<br>\u200b<br>[\u6587\u6bb5 3] \"\u4e3b\u8981\u8d21\u732e\u6765\u81ea\u670d\u52a1\u4e1a\u548c\u9ad8\u65b0\u6280\u672f...\"<br>\u200b<br>... \u66f4\u591a\u6587\u6bb5<br>\u200b<br>\u2193 AI \u7684\u5de5\u4f5c \u2193<br>\u200b<br>1. \u7406\u89e3\u8fd9\u4e9b\u6587\u6bb5\u7684\u6838\u5fc3\u4fe1\u606f<br>2. \u6574\u5408\u6210\u4e00\u4e2a\u8fde\u8d2f\u7684\u7b54\u6848<br>3. \u8865\u5145\u5fc5\u8981\u7684\u89e3\u91ca<br>4. \u6807\u6ce8\u7b54\u6848\u6765\u6e90<br>\u200b<br>\u2193 \u8f93\u51fa\u7ed3\u679c \u2193<br>\u200b<br>\u7b54\u6848\uff1a<br>\"2024\u5e74\u4e2d\u56fd GDP \u589e\u957f\u7387\u4e3a 5.2%\uff0c<br> \u8fbe\u5230 140 \u4e07\u4ebf\u5143\u3002\u8fd9\u4e00\u589e\u957f\u7387<br> \u8d85\u8fc7\u4e86\u5168\u7403\u5e73\u5747\u6c34\u5e73\uff0c\u4e3b\u8981\u5f97\u76ca<br> \u4e8e\u670d\u52a1\u4e1a\u548c\u9ad8\u65b0\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55\u3002\"<br>\u200b<br>\u6765\u6e90\uff1a<br>\u251c\u2500 \u6765\u81ea\u6587\u6863\uff1a\u300a2024\u5e74\u7ecf\u6d4e\u6570\u636e\u62a5\u544a\u300b<br>\u251c\u2500 \u5177\u4f53\u4f4d\u7f6e\uff1a\u7b2c 12 \u9875<br>\u251c\u2500 \u539f\u6587\uff1a\u300c2024\u5e74\u4e2d\u56fd GDP \u8fbe\u5230140\u4e07\u4ebf\u5143\uff0c<br> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;  \u540c\u6bd4\u589e\u957f5.2%...\u300d<br>\u2514\u2500 \u53ef\u4fe1\u5ea6\uff1a95%<\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u90e8\u5206\uff1a\u4e3a\u4ec0\u4e48 RAGFlow \u66f4\u597d\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6838\u5fc3\u5bf9\u6bd4<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">vs \u4f20\u7edf RAG \u7cfb\u7edf<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5bf9\u6bd4\u9879<\/th><th>\u4f20\u7edf\u7cfb\u7edf<\/th><th>RAGFlow<\/th><\/tr><\/thead><tbody><tr><td><strong>\u6587\u6863\u7406\u89e3<\/strong><\/td><td>\u274c \u65e0\u6cd5\u5904\u7406\u590d\u6742\u6392\u7248<\/td><td>\u2705 DeepDoc \u6df1\u5ea6\u7406\u89e3<\/td><\/tr><tr><td><strong>\u8868\u683c\u5904\u7406<\/strong><\/td><td>\u274c \u8868\u683c\u88ab\u6253\u6563<\/td><td>\u2705 \u4fdd\u7559\u8868\u683c\u7ed3\u6784<\/td><\/tr><tr><td><strong>\u56fe\u7247\u5904\u7406<\/strong><\/td><td>\u274c \u76f4\u63a5\u4e22\u5f03<\/td><td>\u2705 \u7528 AI \u751f\u6210\u63cf\u8ff0<\/td><\/tr><tr><td><strong>\u5207\u7247\u8c03\u6574<\/strong><\/td><td>\u274c \u65e0\u6cd5\u8c03\u6574<\/td><td>\u2705 \u53ef\u89c6\u5316\u9884\u89c8 + \u624b\u52a8\u8c03\u6574<\/td><\/tr><tr><td><strong>\u641c\u7d22\u51c6\u786e\u7387<\/strong><\/td><td>\u26a0\ufe0f \u4e00\u822c\uff0870-80%\uff09<\/td><td>\u2705 \u5f88\u9ad8\uff0890%+\uff09<\/td><\/tr><tr><td><strong>\u5f00\u7bb1\u5373\u7528<\/strong><\/td><td>\u274c \u9700\u8981\u81ea\u5df1\u96c6\u6210<\/td><td>\u2705 \u4e00\u952e\u542f\u52a8<\/td><\/tr><tr><td><strong>\u90e8\u7f72\u65b9\u5f0f<\/strong><\/td><td>\u26a0\ufe0f \u901a\u5e38\u4e91\u7aef<\/td><td>\u2705 \u672c\u5730\/\u4e91\u90fd\u652f\u6301<\/td><\/tr><tr><td><strong>\u6210\u672c<\/strong><\/td><td>\u274c \u6309\u67e5\u8be2\u6b21\u6570\u6536\u8d39<\/td><td>\u2705 \u5f00\u6e90\u514d\u8d39<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">vs LangChain\uff08\u5f00\u53d1\u6846\u67b6\uff09<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5bf9\u6bd4\u9879<\/th><th>LangChain<\/th><th>RAGFlow<\/th><\/tr><\/thead><tbody><tr><td><strong>\u5b9a\u4f4d<\/strong><\/td><td>\u5f00\u53d1\u8005\u6846\u67b6<\/td><td>\u5b8c\u6574\u4ea7\u54c1<\/td><\/tr><tr><td><strong>\u7528\u6237\u7fa4<\/strong><\/td><td>\u4f1a\u7f16\u7a0b\u7684\u4eba<\/td><td>\u6240\u6709\u4eba<\/td><\/tr><tr><td><strong>\u6613\u7528\u6027<\/strong><\/td><td>\u26a0\ufe0f \u9700\u8981\u5199\u4ee3\u7801<\/td><td>\u2705 \u70b9\u70b9\u9f20\u6807<\/td><\/tr><tr><td><strong>\u5b66\u4e60\u66f2\u7ebf<\/strong><\/td><td>\u9661\u5ced<\/td><td>\u5e73\u7f13<\/td><\/tr><tr><td><strong>\u90e8\u7f72\u96be\u5ea6<\/strong><\/td><td>\u9700\u8981\u5b9a\u5236<\/td><td>\u5f00\u7bb1\u5373\u7528<\/td><\/tr><tr><td><strong>\u7075\u6d3b\u6027<\/strong><\/td><td>\u2705 \u6781\u9ad8<\/td><td>\u26a0\ufe0f \u6709\u5c40\u9650<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u600e\u4e48\u9009<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9700\u8981\u5feb\u901f\u4e0a\u624b\uff1f\u2192 \u9009 RAGFlow<\/li>\n\n\n\n<li>\u9700\u8981\u6df1\u5ea6\u5b9a\u5236\uff1f\u2192 \u9009 LangChain<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6280\u672f\u4eae\u70b9<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u4eae\u70b9 1\uff1a\u65e0\u9650\u4e0a\u4e0b\u6587<\/h4>\n\n\n\n<p><strong>\u95ee\u9898<\/strong>\uff1aChatGPT \u4e00\u6b21\u6700\u591a\u53ea\u80fd\u5904\u7406 128k tokens\uff08\u7ea6 50 \u4e07\u5b57\uff09<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u4f20\u7edf\u65b9\u6848\u7684\u56f0\u5883\uff1a<br>  \u77e5\u8bc6\u5e93 = 1000 \u4e07\u5b57<br>  \u4e00\u6b21\u67e5\u8be2\u80fd\u7528\u7684 = 50 \u4e07\u5b57<br>  \u274c \u5176\u4ed6 950 \u4e07\u5b57\u6c38\u8fdc\u7528\u4e0d\u4e0a<br> &nbsp;<br>RAGFlow \u7684\u89e3\u51b3\u65b9\u6848\uff1a<br>  \u77e5\u8bc6\u5e93 = 1000 \u4e07\u5b57<br>  \u2705 \u901a\u8fc7\u667a\u80fd\u641c\u7d22\uff0c\u5feb\u901f\u627e\u5230\u6700\u76f8\u5173\u7684\u5185\u5bb9<br>  \u2705 \u5373\u4f7f\u77e5\u8bc6\u5e93\u518d\u5927\uff0c\u4e5f\u80fd\u79d2\u7ea7\u54cd\u5e94<br>  \u2705 \u76f8\u5f53\u4e8e\"\u65e0\u9650\u4e0a\u4e0b\u6587\"<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u4eae\u70b9 2\uff1a\u5f02\u6784\u6570\u636e\u6e90\u7edf\u4e00\u5904\u7406<\/h4>\n\n\n\n<p>RAGFlow \u53ef\u4ee5\u5904\u7406\u5404\u79cd\u7c7b\u578b\u7684\u6570\u636e\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u6587\u6863\u683c\u5f0f\uff1aWord\u3001PPT\u3001Excel\u3001PDF\u3001\u7eaf\u6587\u672c<br>\u7f51\u9875\u5185\u5bb9\uff1a\u81ea\u52a8\u6293\u53d6\u5e76\u6e05\u7406<br>\u6570\u636e\u5e93\uff1a\u76f4\u63a5\u8fde\u63a5\uff0c\u8f6c\u6362\u4e3a\u53ef\u67e5\u8be2\u5185\u5bb9<br>\u5a92\u4f53\u6587\u4ef6\uff1a\u56fe\u7247 OCR\u3001\u89c6\u9891\u8f6c\u5f55<br>\u7279\u6b8a\u6587\u4ef6\uff1a\u626b\u63cf\u4ef6\u3001\u624b\u5199\u7a3f\u3001\u5f71\u5370\u4ef6<br>\u200b<br>\u4e00\u4e2a\u5e73\u53f0 = \u641e\u5b9a\u6240\u6709\u6570\u636e\u7c7b\u578b \u2705<\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u4eae\u70b9 3\uff1a\u8de8\u8bed\u8a00\u67e5\u8be2<\/h4>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u573a\u666f\uff1a\u77e5\u8bc6\u5e93\u4e2d\u6709\u82f1\u6587\u8bba\u6587\uff0c\u7528\u6237\u7528\u4e2d\u6587\u63d0\u95ee<br>\u200b<br>\u4f20\u7edf\u65b9\u6848\uff1a<br>  \u7528\u6237\u63d0\u95ee\uff08\u4e2d\u6587\uff09<br>  \u2192 \u65e0\u6cd5\u641c\u7d22\u82f1\u6587\u5185\u5bb9<br>  \u274c \u7b54\u6848\u4e0d\u5b8c\u6574<br>\u200b<br>RAGFlow\uff1a<br>  \u7528\u6237\u63d0\u95ee\uff08\u4e2d\u6587\uff09<br>  \u2192 \u81ea\u52a8\u7ffb\u8bd1\u6210\u82f1\u6587<br>  \u2192 \u641c\u7d22\u82f1\u6587\u5185\u5bb9<br>  \u2192 \u7b54\u6848\u7ffb\u8bd1\u56de\u4e2d\u6587<br>  \u2705 \u5b8c\u7f8e\u5904\u7406\u591a\u8bed\u8a00\u6df7\u5408<\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u90e8\u5206\uff1a\u5b9e\u9645\u5e94\u7528\u573a\u666f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u573a\u666f 1\uff1a\u4f01\u4e1a\u77e5\u8bc6\u5e93 + \u667a\u80fd\u5ba2\u670d<\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u73b0\u72b6\uff1a<br>  \u251c\u2500 \u4ea7\u54c1\u624b\u518c 10000+ \u9875<br>  \u251c\u2500 FAQ \u6570\u5343\u6761<br>  \u251c\u2500 \u552e\u540e\u653f\u7b56\u590d\u6742<br>  \u2514\u2500 \u5ba2\u670d\u6bcf\u5929\u624b\u5de5\u67e5\u6587\u6863<br>\u200b<br>\u4f20\u7edf\u65b9\u6848\uff1a<br>  \u274c \u6548\u7387\u4f4e\uff1a\u6bcf\u4e2a\u95ee\u9898\u90fd\u8981\u7ffb\u6587\u6863<br>  \u274c \u9519\u8bef\u591a\uff1a\u5bb9\u6613\u9057\u6f0f\u4fe1\u606f<br>  \u274c \u4e0d\u6ee1\u610f\uff1a\u5ba2\u6237\u7b49\u5f85\u65f6\u95f4\u957f<br>\u200b<br>\u4f7f\u7528 RAGFlow\uff1a<br>  \u2705 \u4e0a\u4f20\u6240\u6709\u6587\u6863<br>  \u2705 \u5ba2\u670d\u8f93\u5165\u5ba2\u6237\u95ee\u9898<br>  \u2705 AI \u81ea\u52a8\u4ece\u6587\u6863\u4e2d\u627e\u7b54\u6848<br>  \u2705 1 \u79d2\u5185\u8fd4\u56de\u51c6\u786e\u7b54\u6848 + \u51fa\u5904<br>\u200b<br>\u6548\u679c\u6570\u636e\uff1a<br>  \u2022 \u54cd\u5e94\u65f6\u95f4\uff1a\u4ece 5 \u5206\u949f \u2192 1 \u79d2<br>  \u2022 \u51c6\u786e\u7387\uff1a85% \u2192 95%<br>  \u2022 \u5ba2\u6237\u6ee1\u610f\u5ea6\uff1a82% \u2192 94%<br>  \u2022 \u5ba2\u670d\u5de5\u4f5c\u91cf\uff1a\u51cf\u5c11 60%<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u573a\u666f 2\uff1a\u6559\u80b2 \/ \u5b66\u4e60\u52a9\u624b<\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u573a\u666f\uff1a\u5b66\u751f 24\/7 \u5b66\u4e60\u5e2e\u52a9<br>\u200b<br>\u7cfb\u7edf\u5305\u542b\uff1a<br>  \u251c\u2500 \u8bfe\u672c\u6559\u6750\uff08\u5168\u672c\uff09<br>  \u251c\u2500 \u8001\u5e08\u8bb2\u4e49\u548c\u8bfe\u4ef6<br>  \u251c\u2500 \u5386\u5e74\u8003\u8bd5\u771f\u9898<br>  \u251c\u2500 \u6807\u51c6\u7b54\u6848\u548c\u89e3\u6790<br>  \u2514\u2500 \u76f8\u5173\u53c2\u8003\u8d44\u6599<br>\u200b<br>\u5b66\u751f\u4f7f\u7528\uff1a<br>\u200b<br>Q1: \"\u7b2c\u4e94\u7ae0\u7684\u91cd\u70b9\u662f\u4ec0\u4e48\uff1f\"<br>A: \"\u7b2c\u4e94\u7ae0\u91cd\u70b9\u5305\u62ec... [\u9644\u539f\u6587\u4f4d\u7f6e]\"<br>\u200b<br>Q2: \"\u8fd9\u9053\u9898\u600e\u4e48\u89e3\uff1f\"<br>A: \"\u89e3\u9898\u6b65\u9aa4\u662f... [\u9644\u76f8\u4f3c\u9898\u76ee\u793a\u4f8b]\"<br>\u200b<br>Q3: \"\u8fd9\u4e2a\u6982\u5ff5\u548c\u53e6\u4e00\u4e2a\u6709\u4ec0\u4e48\u533a\u522b\uff1f\"<br>A: \"\u533a\u522b\u5728\u4e8e... [\u9644\u6559\u6750\u539f\u6587\u5bf9\u6bd4]\"<br>\u200b<br>\u4f18\u52bf\uff1a<br>  \u2705 \u5b66\u751f\u968f\u65f6\u83b7\u5f97\u5e2e\u52a9<br>  \u2705 \u8001\u5e08\u51cf\u5c11\u91cd\u590d\u7b54\u9898<br>  \u2705 \u5b66\u4e60\u6548\u679c\u6570\u636e\u5316<br>  \u2705 \u652f\u6301\u81ea\u4e3b\u5b66\u4e60<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u573a\u666f 3\uff1a\u6cd5\u5f8b\u6848\u4f8b\u68c0\u7d22<\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u5f8b\u5e08\u7684\u5de5\u4f5c\u573a\u666f\uff1a<br>\u200b<br>\u9700\u6c42\uff1a<br>  \"\u5e2e\u6211\u627e 3 \u4e2a\u4e0e\u672c\u6848\u7c7b\u4f3c\u7684\u5224\u4f8b\"<br>\u200b<br>\u4f20\u7edf\u65b9\u5f0f\uff1a<br>  \u274c \u624b\u5de5\u67e5\u9605\u6570\u5343\u4efd\u6587\u4ef6<br>  \u274c \u8017\u65f6\u6570\u5c0f\u65f6<br>  \u274c \u5bb9\u6613\u9057\u6f0f<br>\u200b<br>\u4f7f\u7528 RAGFlow\uff1a<br>  \u8f93\u5165\uff1a\u6848\u4ef6\u4fe1\u606f + \u5173\u952e\u8981\u70b9<br>  \u5904\u7406\uff1a\u79d2\u7ea7\u68c0\u7d22\u6570\u5343\u4efd\u6587\u4ef6<br>  \u8f93\u51fa\uff1a\u6700\u76f8\u4f3c\u7684 5 \u4e2a\u5224\u4f8b + \u76f8\u4f3c\u5ea6\u8bc4\u5206<br>\u200b<br>\u4f18\u52bf\uff1a<br>  \u2705 \u901f\u5ea6\u5feb\uff08\u5c0f\u65f6 \u2192 \u79d2\uff09<br>  \u2705 \u5168\u9762\u6027\u597d\uff08\u4e0d\u4f1a\u9057\u6f0f\uff09<br>  \u2705 \u53ef\u5bf9\u6bd4\u5206\u6790<br>  \u2705 \u4e3a\u8bc9\u8bbc\u63d0\u4f9b\u6709\u529b\u652f\u6491<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u573a\u666f 4\uff1a\u533b\u5b66\u6587\u732e\u67e5\u9605<\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u533b\u751f\u7684\u9700\u6c42\uff1a<br>\u200b<br>\"\u6700\u65b0\u7684\u9488\u5bf9\u8be5\u75c5\u75c7\u7684\u6cbb\u7597\u65b9\u6848\u662f\u4ec0\u4e48\uff1f\"<br>\u200b<br>\u4f20\u7edf\u65b9\u5f0f\uff1a<br>  \u274c \u624b\u5de5\u67e5\u9605\u6570\u767e\u7bc7\u8bba\u6587\uff08\u9700\u8981\u51e0\u5929\uff09<br>  \u274c \u9700\u8981\u61c2\u82f1\u6587\uff08\u591a\u6570\u8bba\u6587\u662f\u82f1\u6587\uff09<br>  \u274c \u5bb9\u6613\u6f0f\u6389\u91cd\u8981\u53d1\u73b0<br>\u200b<br>\u4f7f\u7528 RAGFlow\uff1a<br>  \u4e0a\u4f20\uff1a\u6700\u65b0\u7684\u533b\u5b66\u8bba\u6587\u5e93<br>  \u63d0\u95ee\uff1a\u81ea\u7136\u8bed\u8a00\u63d0\u95ee\uff08\u652f\u6301\u4e2d\u6587\uff09<br>  \u8fd4\u56de\uff1a\u6700\u76f8\u5173\u7684 5 \u7bc7\u8bba\u6587\u6458\u8981<br> &nbsp; &nbsp; &nbsp; + \u5173\u952e\u6cbb\u7597\u65b9\u6848<br> &nbsp; &nbsp; &nbsp; + \u5b8c\u6574\u5f15\u7528\u4fe1\u606f<br>\u200b<br>\u4f18\u52bf\uff1a<br>  \u2705 \u901f\u5ea6\u5feb\uff08\u5929 \u2192 \u5206\u949f\uff09<br>  \u2705 \u591a\u8bed\u8a00\u652f\u6301\uff08\u4e2d\u6587\u67e5\u8be2\uff0c\u82f1\u6587\u8bba\u6587\uff09<br>  \u2705 \u4e3a\u8bba\u6587\u64b0\u5199\u63d0\u4f9b\u5145\u5206\u4f9d\u636e<br>  \u2705 \u63d0\u9ad8\u533b\u7597\u51b3\u7b56\u8d28\u91cf<\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u90e8\u5206\uff1a\u600e\u6837\u4f7f\u7528 RAGFlow\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u5feb\u901f\u5f00\u59cb<\/h3>\n\n\n\n<p><strong>\u7b2c\u4e00\u6b65\uff1a\u90e8\u7f72<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><br># \u4e00\u6761\u547d\u4ee4\u542f\u52a8<br>docker-compose up -d<br>\u200b<br># \u7b49\u5f85 30 \u79d2<br># \u6253\u5f00\u6d4f\u89c8\u5668\uff1ahttp:\/\/localhost:5173<br># \u770b\u5230\u767b\u5f55\u754c\u9762 \u2705<\/pre>\n\n\n\n<p><strong>\u7b2c\u4e8c\u6b65\uff1a\u521b\u5efa\u77e5\u8bc6\u5e93<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u70b9\u51fb\"\u65b0\u5efa\u77e5\u8bc6\u5e93\"<br>\u8f93\u5165\uff1a\u77e5\u8bc6\u5e93\u540d\u79f0\uff08\u5982\"\u516c\u53f8\u6587\u6863\u5e93\"\uff09<br>\u5b8c\u6210 \u2705<\/pre>\n\n\n\n<p><strong>\u7b2c\u4e09\u6b65\uff1a\u4e0a\u4f20\u6587\u6863<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u62d6\u62fd\u4e0a\u4f20\u6587\u6863\uff08\u652f\u6301\u591a\u4e2a\uff09<br>\u7cfb\u7edf\u81ea\u52a8\u5904\u7406\uff1a<br>  \u251c\u2500 \u683c\u5f0f\u8bc6\u522b<br>  \u251c\u2500 \u5185\u5bb9\u63d0\u53d6<br>  \u251c\u2500 \u7ed3\u6784\u5206\u6790<br>  \u251c\u2500 \u5207\u7247\u5904\u7406<br>  \u2514\u2500 \u7d22\u5f15\u6784\u5efa<br>\u200b<br>\u7b49\u5f85\u5b8c\u6210\uff08\u901a\u5e38 1-5 \u5206\u949f\uff09\u2705<\/pre>\n\n\n\n<p><strong>\u7b2c\u56db\u6b65\uff1a\u5f00\u59cb\u63d0\u95ee<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u5728\u5bf9\u8bdd\u6846\u8f93\u5165\u95ee\u9898<br>AI \u79d2\u7ea7\u8fd4\u56de\u7b54\u6848 + \u6765\u6e90<br>\u200b<br>\u5b8c\u6210\uff01 \ud83c\udf89<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u6838\u5fc3\u914d\u7f6e\uff08\u7ed9\u6280\u672f\u4eba\u5458\uff09<\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u7cfb\u7edf\u914d\u7f6e\u9879\uff1a<br>\u200b<br>1. LLM \u9009\u62e9<br> &nbsp; \u251c\u2500 OpenAI GPT-4\uff08\u6700\u5f3a\uff0c\u4f46\u6536\u8d39\uff09<br> &nbsp; \u251c\u2500 \u5f00\u6e90\u6a21\u578b\uff08\u514d\u8d39\uff0c\u4f46\u6027\u80fd\u4e00\u822c\uff09<br> &nbsp; \u2514\u2500 \u5176\u4ed6\u5546\u7528\u6a21\u578b\uff08Claude\u3001Kimi \u7b49\uff09<br>\u200b<br>2. \u5411\u91cf\u6570\u636e\u5e93<br> &nbsp; \u251c\u2500 Elasticsearch\uff08\u5f00\u6e90\uff0c\u529f\u80fd\u5b8c\u6574\uff09<br> &nbsp; \u2514\u2500 Infinity\uff08\u66f4\u8f7b\u91cf\u7ea7\uff09<br>\u200b<br>3. \u6587\u6863\u5904\u7406\u53c2\u6570<br> &nbsp; \u251c\u2500 \u5207\u7247\u5927\u5c0f\uff08\u901a\u5e38 800-1000 \u5b57\uff09<br> &nbsp; \u251c\u2500 \u91cd\u53e0\u533a\u57df\uff08\u901a\u5e38 100-200 \u5b57\uff09<br> &nbsp; \u2514\u2500 \u662f\u5426\u542f\u7528 DeepDoc\uff08\u63a8\u8350\u542f\u7528\uff09<br>\u200b<br>4. \u68c0\u7d22\u53c2\u6570<br> &nbsp; \u251c\u2500 \u8fd4\u56de\u6587\u6bb5\u6570\uff08\u901a\u5e38 5-10 \u6761\uff09<br> &nbsp; \u251c\u2500 \u76f8\u4f3c\u5ea6\u9608\u503c\uff08\u901a\u5e38 0.6-0.8\uff09<br> &nbsp; \u2514\u2500 \u662f\u5426\u542f\u7528\u591a\u8def\u53ec\u56de\uff08\u63a8\u8350\u542f\u7528\uff09<\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u516d\u90e8\u5206\uff1a\u5e38\u89c1\u95ee\u9898\u89e3\u7b54<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Q1\uff1aRAGFlow \u7684\u51c6\u786e\u7387\u771f\u7684\u6709 95% \u5417\uff1f<\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u51c6\u786e\u7387\u4e0d\u662f\u56fa\u5b9a\u7684\uff0c\u53d6\u51b3\u4e8e\uff1a<br>\u200b<br>1\ufe0f\u20e3  \u6587\u6863\u8d28\u91cf<br> &nbsp; \u2705 \u6e05\u6670 PDF \u2192 \u51c6\u786e\u7387 95%+<br> &nbsp; \u26a0\ufe0f \u626b\u63cf\u4ef6\u3001\u624b\u5199\u7a3f \u2192 \u51c6\u786e\u7387 80-90%<br> &nbsp; \u274c \u6a21\u7cca\u3001\u6b8b\u7f3a\u6587\u6863 \u2192 \u51c6\u786e\u7387 50%<br>\u200b<br>2\ufe0f\u20e3  \u63d0\u95ee\u7684\u6e05\u6670\u5ea6<br> &nbsp; \u2705 \"2024\u5e74\u51c0\u5229\u6da6\u662f\u591a\u5c11\uff1f\" \u2192 \u51c6\u786e\u7387\u9ad8<br> &nbsp; \u26a0\ufe0f \"\u516c\u53f8\u6700\u8fd1\u600e\u4e48\u6837\uff1f\" \u2192 \u51c6\u786e\u7387\u4e00\u822c<br> &nbsp; \u274c \"\u8bb2\u8bb2\u8fd9\u4e2a...\" \u2192 \u53ef\u80fd\u65e0\u6cd5\u56de\u7b54<br>\u200b<br>3\ufe0f\u20e3  \u6570\u636e\u8986\u76d6\u5ea6<br> &nbsp; \u2705 \u77e5\u8bc6\u5e93\u4e2d\u6709\u76f8\u5173\u5185\u5bb9 \u2192 \u51c6\u786e\u7387 90%+<br> &nbsp; \u274c \u77e5\u8bc6\u5e93\u4e2d\u6ca1\u6709\u5185\u5bb9 \u2192 \u65e0\u6cd5\u56de\u7b54<br>\u200b<br>4\ufe0f\u20e3  LLM \u80fd\u529b<br> &nbsp; \u2705 GPT-4 \u2192 \u51c6\u786e\u7387\u6700\u9ad8<br> &nbsp; \u26a0\ufe0f GPT-3.5 \u2192 \u51c6\u786e\u7387\u4e00\u822c<br> &nbsp; \u274c \u5f00\u6e90\u5c0f\u6a21\u578b \u2192 \u51c6\u786e\u7387\u53ef\u80fd\u8f83\u4f4e<br>\u200b<br>\u7ed3\u8bba\uff1a<br>  \u4e0e\u5176\u95ee\"\u51c6\u786e\u7387\u591a\u5c11\"\uff0c<br>  \u4e0d\u5982\u95ee\"\u600e\u6837\u4f18\u5316\u51c6\u786e\u7387\"<br> &nbsp;<br>\u4f18\u5316\u65b9\u6cd5\uff1a<br>  \u251c\u2500 \u4e0a\u4f20\u6e05\u6670\u7684\u6e90\u6587\u6863<br>  \u251c\u2500 \u8ba9\u7528\u6237\u63d0\u6e05\u6670\u7684\u95ee\u9898<br>  \u251c\u2500 \u7528 GPT-4 \u7b49\u9ad8\u8d28\u91cf\u6a21\u578b<br>  \u251c\u2500 \u5b9a\u671f\u66f4\u65b0\u77e5\u8bc6\u5e93<br>  \u2514\u2500 \u6839\u636e\u53cd\u9988\u8c03\u6574\u5207\u7247\u53c2\u6570<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">Q2\uff1a\u5982\u679c\u77e5\u8bc6\u5e93\u4e2d\u6ca1\u6709\u7b54\u6848\u600e\u4e48\u529e\uff1f<\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u60c5\u51b5 1\uff1a\u77e5\u8bc6\u5e93\u4e2d\u786e\u5b9e\u6ca1\u6709<br>  \u2705 RAGFlow \u4f1a\u8bda\u5b9e\u5730\u8bf4\uff1a\"\u77e5\u8bc6\u5e93\u4e2d\u672a\u627e\u5230\u76f8\u5173\u5185\u5bb9\"<br>  \u2705 \u4e0d\u4f1a\u7f16\u9020\u7b54\u6848\uff08\u8fd9\u662f\u4f18\u52bf\uff01\uff09<br>\u200b<br>\u60c5\u51b5 2\uff1a\u60f3\u8981\u6269\u5c55\u641c\u7d22\u8303\u56f4<br>  \u2705 RAGFlow \u652f\u6301\u96c6\u6210\u7f51\u7edc\u641c\u7d22<br>  \u2705 \u81ea\u52a8\u7f51\u7edc\u67e5\u8be2 + \u5173\u8054\u8fd4\u56de<br>  \u2705 \u7c7b\u4f3c ChatGPT \u7684 Web \u641c\u7d22\u529f\u80fd<br>\u200b<br>\u914d\u7f6e\u65b9\u6cd5\uff1a<br>  \u5728\u8bbe\u7f6e\u4e2d\u542f\u7528 Tavily\uff08\u7f51\u7edc\u641c\u7d22 API\uff09<br>  \u4e4b\u540e\uff1a<br>  - \u77e5\u8bc6\u5e93\u6709 \u2192 \u8fd4\u56de\u77e5\u8bc6\u5e93\u7b54\u6848<br>  - \u77e5\u8bc6\u5e93\u65e0 \u2192 \u81ea\u52a8\u7f51\u7edc\u641c\u7d22<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">Q3\uff1a\u90e8\u7f72\u548c\u7ef4\u62a4\u6210\u672c\u9ad8\u5417\uff1f<\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u5f00\u6e90\u7248\u672c\u6210\u672c\uff1a<br>\u200b<br>1\ufe0f\u20e3  \u8f6f\u4ef6\u6210\u672c<br> &nbsp; 0 \u5143\uff08\u5b8c\u5168\u5f00\u6e90\u514d\u8d39\uff09<br>\u200b<br>2\ufe0f\u20e3  \u670d\u52a1\u5668\u6210\u672c<br> &nbsp; \u5c0f\u89c4\u6a21\uff08&lt;10k \u6587\u6863\uff09\uff1a<br> &nbsp; \u251c\u2500 8GB \u5185\u5b58\u670d\u52a1\u5668<br> &nbsp; \u251c\u2500 50GB \u5b58\u50a8<br> &nbsp; \u2514\u2500 \u7ea6 \uffe560-100\/\u6708<br>\u200b<br> &nbsp; \u4e2d\u7b49\u89c4\u6a21\uff0810k-100k \u6587\u6863\uff09\uff1a<br> &nbsp; \u251c\u2500 32GB \u5185\u5b58\u670d\u52a1\u5668<br> &nbsp; \u251c\u2500 500GB \u5b58\u50a8<br> &nbsp; \u2514\u2500 \u7ea6 \uffe5200-300\/\u6708<br>\u200b<br>3\ufe0f\u20e3  LLM \u6210\u672c<br> &nbsp; \u5982\u679c\u7528 OpenAI\uff1a<br> &nbsp; \u251c\u2500 GPT-4\uff1a\u7ea6 \uffe51000-2000\/\u6708\uff08\u4e2d\u7b49\u4f7f\u7528\uff09<br> &nbsp; \u251c\u2500 GPT-4o\uff1a\u7ea6 \uffe5500-1000\/\u6708\uff08\u63a8\u8350\uff09<br> &nbsp; \u2514\u2500 \u6216\u7528\u5f00\u6e90\u6a21\u578b\uff1a0 \u5143\uff08\u4f46\u6027\u80fd\u4e00\u822c\uff09<br>\u200b<br>4\ufe0f\u20e3  \u7ef4\u62a4\u6210\u672c<br> &nbsp; \u2705 \u5f00\u6e90\u9879\u76ee\uff0c\u81ea\u5df1\u7ef4\u62a4<br> &nbsp; \u274c \u6ca1\u6709\u5546\u4e1a\u652f\u6301\uff08\u4f46\u6709\u793e\u533a\uff09<br>\u200b<br>\u603b\u6210\u672c\u4f30\u7b97\uff1a<br>  \u2022 \u5c0f\u516c\u53f8\u8bd5\u7528\uff1a\uffe5500-1000\/\u6708<br>  \u2022 \u4e2d\u7b49\u89c4\u6a21\u751f\u4ea7\u73af\u5883\uff1a\uffe52000-5000\/\u6708<br> &nbsp;<br>\u5bf9\u6bd4\u5546\u7528 RAG \u5de5\u5177\uff1a<br>  \u274c \u5546\u7528\u901a\u5e38 \uffe55000+\/\u6708<br>  \u2705 RAGFlow \u4fbf\u5b9c 70%+<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">Q4\uff1a\u6570\u636e\u5b89\u5168\u600e\u4e48\u4fdd\u8bc1\uff1f<\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u4f20\u7edf\u4e91\u670d\u52a1\u7684\u98ce\u9669\uff1a<br>  \u274c \u6570\u636e\u4e0a\u4f20\u5230\u4e91\u7aef<br>  \u274c \u65e0\u6cd5\u5b8c\u5168\u63a7\u5236<br>  \u274c \u53ef\u80fd\u6cc4\u9732\u5546\u4e1a\u673a\u5bc6<br>\u200b<br>RAGFlow \u7684\u4f18\u52bf\uff1a<br>  \u2705 \u5b8c\u5168\u672c\u5730\u90e8\u7f72<br>  \u2705 \u6570\u636e\u6c38\u8fdc\u4e0d\u4e0a\u4e91<br>  \u2705 \u5b8c\u5168\u53ef\u63a7<br>\u200b<br>\u90e8\u7f72\u65b9\u5f0f\uff1a<br>  \u251c\u2500 \u516c\u53f8\u5185\u7f51\u90e8\u7f72<br>  \u251c\u2500 \u9632\u706b\u5899\u9694\u79bb<br>  \u251c\u2500 \u6570\u636e\u5e93\u52a0\u5bc6<br>  \u251c\u2500 \u53ea\u5141\u8bb8\u5185\u90e8\u8bbf\u95ee<br>  \u2514\u2500 \u5b9a\u671f\u5907\u4efd<br>\u200b<br>\u4ee3\u7801\u900f\u660e\u6027\uff1a<br>  \u2705 \u5f00\u6e90\u9879\u76ee\uff0c\u6240\u6709\u4ee3\u7801\u53ef\u89c1<br>  \u2705 \u53ef\u4ee5\u81ea\u5df1\u5ba1\u8ba1\u4ee3\u7801<br>  \u2705 \u6ca1\u6709\u9690\u85cf\u7684\u6570\u636e\u91c7\u96c6<br>\u200b<br>\u7ed3\u8bba\uff1a<br>  \u5982\u679c\u6570\u636e\u654f\u611f \u2192 RAGFlow \u6700\u5b89\u5168 \u2705<\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e03\u90e8\u5206\uff1a\u603b\u7ed3\u4e0e\u542f\u793a<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6211\u4eec\u5b66\u5230\u4e86\u4ec0\u4e48\uff1f<\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>1\ufe0f\u20e3  RAG \u7684\u6838\u5fc3\u4ef7\u503c<br> &nbsp; \u5927\u6a21\u578b + \u79c1\u5bc6\u6570\u636e = \u51c6\u786e\u7684\u7b54\u6848<br> &nbsp; \u5173\u952e\u662f\"\u600e\u6837\u7406\u89e3\u548c\u68c0\u7d22\u6570\u636e\"<br>\u200b<br>2\ufe0f\u20e3  RAGFlow \u7684\u521b\u65b0<br> &nbsp; \u8d28\u91cf\u4f18\u5148\uff1a\u4e0d\u662f\u5feb\u901f\u7b80\u5355\uff0c\u800c\u662f\u51c6\u786e\u53ef\u9760<br> &nbsp; \u7528\u6237\u4f53\u9a8c\uff1a\u4e0d\u9700\u8981\u6280\u672f\uff0c\u5f00\u7bb1\u5373\u7528<br> &nbsp; \u6210\u672c\u4f18\u5316\uff1a\u5f00\u6e90\u514d\u8d39\uff0c\u81ea\u5df1\u53ef\u63a7<br>\u200b<br>3\ufe0f\u20e3  \u5e94\u7528\u524d\u666f<br> &nbsp; \u4f01\u4e1a AI \u7684\u6807\u51c6\u65b9\u6848<br> &nbsp; \u4ece\"\u901a\u7528 AI\" \u2192 \"\u4e13\u4e1a AI\"\u7684\u8fc7\u6e21<br>\u200b<br>4\ufe0f\u20e3  \u5bf9\u6211\u4eec\u7684\u610f\u4e49<br> &nbsp; \u251c\u2500 \u5982\u679c\u60f3\u7528 AI \u5904\u7406\u4f01\u4e1a\u6570\u636e \u2192 RAGFlow \u9996\u9009<br> &nbsp; \u251c\u2500 \u5982\u679c\u60f3\u5feb\u901f\u539f\u578b\u5f00\u53d1 \u2192 RAGFlow \u5408\u9002<br> &nbsp; \u251c\u2500 \u5982\u679c\u9700\u8981\u9ad8\u5ea6\u5b9a\u5236 \u2192 \u53ef\u4ee5\u4fee\u6539\u6e90\u7801<br> &nbsp; \u2514\u2500 \u5982\u679c\u60f3\u5b66\u4e60 RAG \u6280\u672f \u2192 \u7edd\u4f73\u6559\u6750<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e0b\u4e00\u6b65\u5efa\u8bae<\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u77ed\u671f\uff081-2 \u5468\uff09\uff1a<br>  \u25a1 \u4e86\u89e3 RAG \u57fa\u672c\u539f\u7406<br>  \u25a1 \u672c\u5730\u5b89\u88c5\u5e76\u5c1d\u8bd5<br>  \u25a1 \u7528\u516c\u53f8\u7684\u4e00\u4efd\u6837\u672c\u6587\u6863\u6d4b\u8bd5<br>\u200b<br>\u4e2d\u671f\uff082-4 \u5468\uff09\uff1a<br>  \u25a1 \u8c03\u6574\u53c2\u6570\u4f18\u5316\u6548\u679c<br>  \u25a1 \u6784\u5efa\u5b8c\u6574\u7684\u77e5\u8bc6\u5e93<br>  \u25a1 \u8bc4\u4f30\u662f\u5426\u6ee1\u8db3\u9700\u6c42<br>\u200b<br>\u957f\u671f\uff081 \u4e2a\u6708+\uff09\uff1a<br>  \u25a1 \u8003\u8651\u751f\u4ea7\u73af\u5883\u90e8\u7f72<br>  \u25a1 \u5236\u5b9a SOP\uff08\u6807\u51c6\u64cd\u4f5c\u6d41\u7a0b\uff09<br>  \u25a1 \u8bc4\u4f30\u662f\u5426\u6269\u5c55\u5230\u5176\u4ed6\u90e8\u95e8<\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u80cc\u666f\u8d44\u6599<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6838\u5fc3\u6280\u672f\u672f\u8bed\uff08\u4e0d\u9700\u8981\u6df1\u5165\u7406\u89e3\uff09<\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>Embedding\uff08\u5411\u91cf\u5316\uff09\uff1a<br>  \u628a\u6587\u672c\u8f6c\u6362\u6210\u4e00\u4e2a\u6570\u5b57\u5411\u91cf<br>  \u76f8\u4f3c\u7684\u5185\u5bb9 \u2192 \u76f8\u4f3c\u7684\u5411\u91cf<br>  \u8fd9\u6837\u5c31\u80fd\u5feb\u901f\u8ba1\u7b97\u76f8\u4f3c\u5ea6<br>\u200b<br>\u5411\u91cf\u6570\u636e\u5e93\uff1a<br>  \u5b58\u50a8\u8fd9\u4e9b\u5411\u91cf\u7684\u4e13\u7528\u6570\u636e\u5e93<br>  \u652f\u6301\u5feb\u901f\u7684\u76f8\u4f3c\u5ea6\u641c\u7d22<br>  \u901f\u5ea6\u6bd4\u666e\u901a\u6570\u636e\u5e93\u5feb 1000 \u500d<br>\u200b<br>BM25 \u7b97\u6cd5\uff1a<br>  \u4e00\u79cd\u7ecf\u5178\u7684\u5173\u952e\u8bcd\u641c\u7d22\u65b9\u6cd5<br>  \u7cbe\u786e\u5ea6\u5f88\u9ad8\uff0c\u5df2\u88ab\u9a8c\u8bc1<br>\u200b<br>\u591a\u8def\u53ec\u56de\uff1a<br>  \u7528\u591a\u79cd\u641c\u7d22\u65b9\u5f0f\u540c\u65f6\u641c\u7d22<br>  \u7136\u540e\u7efc\u5408\u6392\u5e8f\u7ed3\u679c<br>  \u51c6\u786e\u7387\u66f4\u9ad8<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u63a8\u8350\u8d44\u6e90<\/h3>\n\n\n\n<pre class=\"wp-block-preformatted\"><br>\u60f3\u6df1\u5165\u5b66\u4e60\uff1f<br>\u200b<br>\ud83d\udcd6 \u5b98\u65b9\u6587\u6863\uff1a<br> &nbsp; https:\/\/docs.ragflow.io<br>\u200b<br>\ud83d\udcbb GitHub \u9879\u76ee\uff1a<br> &nbsp; https:\/\/github.com\/infiniflow\/ragflow<br>\u200b<br>\ud83c\udfa5 \u89c6\u9891\u6559\u7a0b\uff1a<br> &nbsp; \u5b98\u65b9 YouTube \u9891\u9053\uff08\u641c\u7d22 RAGFlow\uff09<br>\u200b<br>\ud83d\udcac \u793e\u533a\u8ba8\u8bba\uff1a<br> &nbsp; GitHub Discussions<\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u7ed3\u8bed<\/h2>\n\n\n\n<p>RAGFlow \u4ee3\u8868\u4e86\u4e00\u4e2a\u91cd\u8981\u8d8b\u52bf\uff1a<\/p>\n\n\n\n<p>\u4ece&#8221;\u4e07\u80fd\u7684\u901a\u7528 AI&#8221; \u2192 &#8220;\u4e13\u4e1a\u7684\u9886\u57df AI&#8221;<\/p>\n\n\n\n<p>\u6bcf\u4e2a\u4f01\u4e1a\u90fd\u5728\u95ee\uff1a&#8221;\u6211\u4eec\u80fd\u7528 AI \u89e3\u51b3\u81ea\u5df1\u7684\u95ee\u9898\u5417\uff1f&#8221;<\/p>\n\n\n\n<p>RAGFlow \u7684\u56de\u7b54\u662f\uff1a<strong>&#8220;\u53ef\u4ee5\uff0c\u800c\u4e14\u5f88\u7b80\u5355\u3002&#8221;<\/strong><\/p>\n\n\n\n<p>\u73b0\u5728\u4f60\u660e\u767d\u4e86 RAGFlow \u662f\u4ec0\u4e48\u3001\u600e\u6837\u5de5\u4f5c\u3001\u80fd\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\u7684\u9009\u62e9\u53d6\u51b3\u4e8e\u4f60\u7684\u4f01\u4e1a\u9700\u6c42\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><em>\u611f\u8c22\u4f60\u82b1\u65f6\u95f4\u4e86\u89e3 RAGFlow\uff01\u6709\u4efb\u4f55\u95ee\u9898\uff0c\u6b22\u8fce\u8ba8\u8bba\u3002<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\u5982\u4f55\u8ba9 AI \u51c6\u786e\u56de\u7b54\u79c1\u5bc6\u6570\u636e\u95ee\u9898 \u5f00\u7bc7\uff1a\u4e00\u4e2a\u771f\u5b9e\u7684\u95ee\u9898 \u60f3\u8c61\u4f60\u662f\u4e00\u5bb6\u4f01\u4e1a\u7684 IT \u4e3b\u7ba1\u3002\u516c\u53f8\u6709\u6d77 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-84","post","type-post","status-publish","format-standard","hentry","category-learn"],"_links":{"self":[{"href":"https:\/\/wplog.qiutianci.top\/index.php\/wp-json\/wp\/v2\/posts\/84","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wplog.qiutianci.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wplog.qiutianci.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/wplog.qiutianci.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/wplog.qiutianci.top\/index.php\/wp-json\/wp\/v2\/comments?post=84"}],"version-history":[{"count":2,"href":"https:\/\/wplog.qiutianci.top\/index.php\/wp-json\/wp\/v2\/posts\/84\/revisions"}],"predecessor-version":[{"id":86,"href":"https:\/\/wplog.qiutianci.top\/index.php\/wp-json\/wp\/v2\/posts\/84\/revisions\/86"}],"wp:attachment":[{"href":"https:\/\/wplog.qiutianci.top\/index.php\/wp-json\/wp\/v2\/media?parent=84"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wplog.qiutianci.top\/index.php\/wp-json\/wp\/v2\/categories?post=84"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wplog.qiutianci.top\/index.php\/wp-json\/wp\/v2\/tags?post=84"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}