{"id":17450,"date":"2025-01-06T15:44:50","date_gmt":"2025-01-06T07:44:50","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=17450"},"modified":"2025-05-14T22:47:28","modified_gmt":"2025-05-14T14:47:28","slug":"vision-is-all-you-need","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/vision-is-all-you-need\/","title":{"rendered":"Vision is All You Need\uff1a\u4f7f\u7528\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u6784\u5efa\u667a\u80fd\u6587\u6863\u68c0\u7d22\u7cfb\u7edf\uff08Vision RAG\uff09"},"content":{"rendered":"<p>Vision-is-all-you-need \u662f\u4e00\u4e2a\u521b\u65b0\u7684\u89c6\u89c9RAG(\u68c0\u7d22\u589e\u5f3a\u751f\u6210)\u7cfb\u7edf\u6f14\u793a\u9879\u76ee\uff0c\u5b83\u7a81\u7834\u6027\u5730\u5c06\u89c6\u89c9\u8bed\u8a00\u6a21\u578b(VLM)\u5e94\u7528\u4e8e\u6587\u6863\u5904\u7406\u9886\u57df\u3002\u4e0d\u540c\u4e8e\u4f20\u7edf\u7684\u6587\u672c\u5206\u5757\u65b9\u6cd5\uff0c\u8be5\u7cfb\u7edf\u76f4\u63a5\u4f7f\u7528\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u5904\u7406PDF\u6587\u4ef6\u7684\u9875\u9762\u56fe\u50cf\uff0c\u5c06\u5176\u8f6c\u6362\u4e3a\u5411\u91cf\u5f62\u5f0f\u5b58\u50a8\u3002\u7cfb\u7edf\u91c7\u7528ColPali\u4f5c\u4e3a\u6838\u5fc3\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff0c\u914d\u5408 QDrant \u5411\u91cf\u6570\u636e\u5e93\u5b9e\u73b0\u9ad8\u6548\u68c0\u7d22\uff0c\u5e76\u96c6\u6210GPT4\u6216GPT4-mini\u6a21\u578b\u8fdb\u884c\u667a\u80fd\u95ee\u7b54\u3002\u8be5\u9879\u76ee\u5b8c\u6574\u5b9e\u73b0\u4e86\u4ecePDF\u6587\u6863\u5bfc\u5165\u3001\u56fe\u50cf\u8f6c\u6362\u3001\u5411\u91cf\u5b58\u50a8\u5230\u667a\u80fd\u68c0\u7d22\u7684\u5168\u6d41\u7a0b\uff0c\u5e76\u63d0\u4f9b\u4e86\u4fbf\u6377\u7684API\u63a5\u53e3\u548c\u7528\u6237\u53cb\u597d\u7684\u524d\u7aef\u754c\u9762\uff0c\u4e3a\u6587\u6863\u667a\u80fd\u5904\u7406\u9886\u57df\u63d0\u4f9b\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<div id=\"attachment_17455\" style=\"width: 1116px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-17455\" class=\"wp-image-17455\" title=\"Vision is All You Need\uff1a\u4f7f\u7528\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u6784\u5efa\u667a\u80fd\u6587\u6863\u68c0\u7d22\u7cfb\u7edf\uff08Vision RAG\uff09-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/df52b8ca1fee3fd.png\" alt=\"Vision is All You Need\uff1a\u4f7f\u7528\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u6784\u5efa\u667a\u80fd\u6587\u6863\u68c0\u7d22\u7cfb\u7edf\uff08Vision RAG\uff09-1\" width=\"1106\" height=\"691\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/df52b8ca1fee3fd.png 1199w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/df52b8ca1fee3fd-300x187.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/df52b8ca1fee3fd-1024x640.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/df52b8ca1fee3fd-768x480.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/df52b8ca1fee3fd-18x12.png 18w\" sizes=\"auto, (max-width: 1106px) 100vw, 1106px\" \/><p id=\"caption-attachment-17455\" class=\"wp-caption-text\">\u6f14\u793a\u5730\u5740\uff1ahttps:\/\/softlandia-ltd-prod&#8211;vision-is-all-you-need-web.modal.run\/<\/p><\/div>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>PDF \u9875\u9762\u5d4c\u5165<\/strong>\uff1a\u5c06 PDF \u6587\u4ef6\u7684\u9875\u9762\u8f6c\u6362\u4e3a\u56fe\u50cf\uff0c\u5e76\u901a\u8fc7\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u5d4c\u5165\u4e3a\u5411\u91cf\u3002<\/li>\n<li><strong>\u5411\u91cf\u6570\u636e\u5e93\u5b58\u50a8<\/strong>\uff1a\u4f7f\u7528 Qdrant \u4f5c\u4e3a\u5411\u91cf\u6570\u636e\u5e93\uff0c\u5b58\u50a8\u5d4c\u5165\u7684\u56fe\u50cf\u5411\u91cf\u3002<\/li>\n<li><strong>\u67e5\u8be2\u68c0\u7d22<\/strong>\uff1a\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u67e5\u8be2\u83b7\u53d6\u4e0e\u5d4c\u5165\u56fe\u50cf\u76f8\u4f3c\u7684\u5411\u91cf\uff0c\u5e76\u751f\u6210\u54cd\u5e94\u3002<\/li>\n<li><strong>API \u63a5\u53e3<\/strong>\uff1a\u63d0\u4f9b RESTful API \u63a5\u53e3\uff0c\u65b9\u4fbf\u7528\u6237\u8fdb\u884c\u6587\u4ef6\u4e0a\u4f20\u3001\u67e5\u8be2\u548c\u68c0\u7d22\u64cd\u4f5c\u3002<\/li>\n<li><strong>\u524d\u7aef\u4ea4\u4e92<\/strong>\uff1a\u901a\u8fc7 <a href=\"https:\/\/www.kdjingpai.com\/en\/react\/\">React<\/a> \u524d\u7aef\u754c\u9762\u4e0e API \u8fdb\u884c\u4ea4\u4e92\uff0c\u63d0\u4f9b\u53cb\u597d\u7684\u7528\u6237\u4f53\u9a8c\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u5b89\u88c5 Python 3.11 \u6216\u66f4\u9ad8\u7248\u672c<\/strong>\uff1a<\/li>\n<\/ol>\n<pre><code>   pip install modal\r\nmodal setup\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li><strong>\u914d\u7f6e\u73af\u5883\u53d8\u91cf<\/strong>\uff1a \u5728\u9879\u76ee\u6839\u76ee\u5f55\u4e0b\u521b\u5efa\u4e00\u4e2a <code>.env<\/code> \u6587\u4ef6\uff0c\u5e76\u6dfb\u52a0\u4ee5\u4e0b\u5185\u5bb9\uff1a<\/li>\n<\/ol>\n<pre><code>   OPENAI_API_KEY=your_openai_api_key\r\nHF_TOKEN=your_huggingface_token\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li><strong>\u8fd0\u884c\u793a\u4f8b<\/strong>\uff1a<\/li>\n<\/ol>\n<pre><code>   modal serve main.py\r\n<\/code><\/pre>\n<h3>\u4f7f\u7528\u793a\u4f8b<\/h3>\n<ol>\n<li><strong>\u4e0a\u4f20 PDF \u6587\u4ef6<\/strong>\uff1a \u6253\u5f00\u6d4f\u89c8\u5668\uff0c\u8bbf\u95ee Modal \u63d0\u4f9b\u7684 URL\uff0c\u5e76\u5728 URL \u540e\u6dfb\u52a0 <code>\/docs<\/code>\u3002 \u70b9\u51fb <code>POST \/collections<\/code> \u7aef\u70b9\uff0c\u9009\u62e9 <code>Try it out<\/code> \u6309\u94ae\uff0c\u4e0a\u4f20 PDF \u6587\u4ef6\u5e76\u6267\u884c\u3002<\/li>\n<li><strong>\u67e5\u8be2\u76f8\u4f3c\u9875\u9762<\/strong>\uff1a \u4f7f\u7528 <code>POST \/search<\/code> \u7aef\u70b9\uff0c\u53d1\u9001\u9875\u9762\u56fe\u50cf\u548c\u67e5\u8be2\u5230 OpenAI API\uff0c\u5e76\u8fd4\u56de\u54cd\u5e94\u3002<\/li>\n<\/ol>\n<h3>\u524d\u7aef\u5f00\u53d1<\/h3>\n<ol>\n<li><strong>\u5b89\u88c5 Node.js<\/strong>\uff1a<\/li>\n<\/ol>\n<pre><code>   cd frontend\r\nnpm install\r\nnpm run dev\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li><strong>\u914d\u7f6e\u524d\u7aef\u73af\u5883<\/strong>\uff1a \u4fee\u6539 <code>.env.development<\/code> \u6587\u4ef6\uff0c\u6dfb\u52a0\u540e\u7aef URL\uff1a<\/li>\n<\/ol>\n<pre><code>   VITE_BACKEND_URL=your_backend_url\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li><strong>\u542f\u52a8\u524d\u7aef<\/strong>\uff1a<\/li>\n<\/ol>\n<pre><code>   npm run dev\r\n<\/code><\/pre>\n<h3>\u8be6\u7ec6\u64cd\u4f5c\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>PDF \u9875\u9762\u5d4c\u5165<\/strong>\uff1a\n<ul>\n<li>\u4f7f\u7528 <code>pypdfium<\/code> \u5c06 PDF \u9875\u9762\u8f6c\u6362\u4e3a\u56fe\u50cf\u3002<\/li>\n<li>\u5c06\u56fe\u50cf\u4f20\u9012\u7ed9\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08\u5982 ColPali\uff09\u4ee5\u83b7\u53d6\u5d4c\u5165\u5411\u91cf\u3002<\/li>\n<li>\u5c06\u5d4c\u5165\u5411\u91cf\u5b58\u50a8\u5728 Qdrant \u5411\u91cf\u6570\u636e\u5e93\u4e2d\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u67e5\u8be2\u68c0\u7d22<\/strong>\uff1a\n<ul>\n<li>\u7528\u6237\u8f93\u5165\u67e5\u8be2\uff0c\u901a\u8fc7\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u83b7\u53d6\u67e5\u8be2\u5d4c\u5165\u5411\u91cf\u3002<\/li>\n<li>\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u641c\u7d22\u76f8\u4f3c\u5d4c\u5165\u5411\u91cf\u3002<\/li>\n<li>\u5c06\u67e5\u8be2\u548c\u6700\u4f73\u5339\u914d\u7684\u56fe\u50cf\u4f20\u9012\u7ed9\u6a21\u578b\uff08\u5982 GPT4o\uff09\uff0c\u751f\u6210\u54cd\u5e94\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>API \u4f7f\u7528<\/strong>\uff1a\n<ul>\n<li>\u4e0a\u4f20 PDF \u6587\u4ef6\uff1a\u901a\u8fc7 <code>POST \/collections<\/code> \u7aef\u70b9\u4e0a\u4f20\u6587\u4ef6\u3002<\/li>\n<li>\u67e5\u8be2\u76f8\u4f3c\u9875\u9762\uff1a\u901a\u8fc7 <code>POST \/search<\/code> \u7aef\u70b9\u53d1\u9001\u67e5\u8be2\u5e76\u83b7\u53d6\u54cd\u5e94\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u524d\u7aef\u4ea4\u4e92<\/strong>\uff1a\n<ul>\n<li>\u4f7f\u7528 React \u524d\u7aef\u754c\u9762\u4e0e API \u8fdb\u884c\u4ea4\u4e92\u3002<\/li>\n<li>\u63d0\u4f9b\u6587\u4ef6\u4e0a\u4f20\u3001\u67e5\u8be2\u8f93\u5165\u548c\u7ed3\u679c\u5c55\u793a\u529f\u80fd\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>\u53c2\u8003\u6587\u7ae0\uff1a\u6784\u5efa RAG\uff1f\u538c\u5026\u4e86\u5206\u5757\uff1f\u4e5f\u8bb8\u89c6\u89c9\u5c31\u662f\u4f60\u9700\u8981\u7684\u4e00\u5207\uff01<\/h2>\n<h2><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-17453\" title=\"Vision is All You Need\uff1a\u4f7f\u7528\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u6784\u5efa\u667a\u80fd\u6587\u6863\u68c0\u7d22\u7cfb\u7edf\uff08Vision RAG\uff09-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2ad1e5cc7e6b16d.png\" alt=\"Vision is All You Need\uff1a\u4f7f\u7528\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u6784\u5efa\u667a\u80fd\u6587\u6863\u68c0\u7d22\u7cfb\u7edf\uff08Vision RAG\uff09-2\" width=\"989\" height=\"452\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2ad1e5cc7e6b16d.png 1750w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2ad1e5cc7e6b16d-300x137.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2ad1e5cc7e6b16d-1024x468.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2ad1e5cc7e6b16d-768x351.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2ad1e5cc7e6b16d-1536x702.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/2ad1e5cc7e6b16d-18x8.png 18w\" sizes=\"auto, (max-width: 989px) 100vw, 989px\" \/><\/h2>\n<p>&nbsp;<\/p>\n<p>\u5728\u5927\u591a\u6570\u73b0\u4ee3\u751f\u6210\u5f0f AI (GenAI) \u89e3\u51b3\u65b9\u6848\u7684\u6838\u5fc3\uff0c\u6709\u4e00\u79cd\u79f0\u4e3a <a href=\"https:\/\/www.kdjingpai.com\/en\/rag\/\">RAG<\/a> (Retrieval-Augmented Generation\uff0c\u68c0\u7d22\u589e\u5f3a\u751f\u6210) \u7684\u65b9\u6cd5\u3002\u5e94\u7528 AI \u9886\u57df\u7684\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u901a\u5e38\u5c06\u5176\u79f0\u4e3a\u201cRAG\u201d\u3002\u901a\u8fc7 RAG\uff0c\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u57fa\u4e8e\u4f01\u4e1a\u7684\u4e13\u6709\u6570\u636e\u56de\u7b54\u95ee\u9898\u3002<\/p>\n<p>RAG \u4e2d\u7684\u7b2c\u4e00\u4e2a\u5b57\u6bcd R \u4ee3\u8868\u68c0\u7d22 (<a href=\"https:\/\/www.kdjingpai.com\/en\/retrieval\/\">retrieval<\/a>)\uff0c\u6307\u7684\u662f\u641c\u7d22\u8fc7\u7a0b\u3002\u5f53\u7528\u6237\u5411 GenAI \u673a\u5668\u4eba\u63d0\u95ee\u65f6\uff0c\u540e\u53f0\u7684\u641c\u7d22\u5f15\u64ce\u5e94\u51c6\u786e\u627e\u5230\u4e0e\u95ee\u9898\u76f8\u5173\u7684\u6750\u6599\uff0c\u4ee5\u751f\u6210\u5b8c\u7f8e\u3001\u65e0\u5e7b\u89c9\u7684\u56de\u7b54\u3002A \u548c G \u5206\u522b\u6307\u5c06\u68c0\u7d22\u5230\u7684\u6570\u636e\u8f93\u5165\u5230\u8bed\u8a00\u6a21\u578b\u4e2d\u5e76\u751f\u6210\u6700\u7ec8\u7b54\u6848\u3002<\/p>\n<p>\u672c\u6587\u4e3b\u8981\u5173\u6ce8\u68c0\u7d22\u8fc7\u7a0b\uff0c\u56e0\u4e3a\u5b83\u662f\u5b9e\u73b0 RAG \u67b6\u6784\u4e2d\u6700\u5173\u952e\u3001\u6700\u8017\u65f6\u4e14\u6700\u5177\u6311\u6218\u6027\u7684\u90e8\u5206\u3002\u6211\u4eec\u5c06\u9996\u5148\u63a2\u8ba8\u68c0\u7d22\u7684\u4e00\u822c\u6982\u5ff5\uff0c\u7136\u540e\u4ecb\u7ecd\u4f20\u7edf\u7684\u57fa\u4e8e\u5206\u5757\u7684 RAG \u68c0\u7d22\u673a\u5236\u3002\u6587\u7ae0\u7684\u540e\u534a\u90e8\u5206\u5219\u91cd\u70b9\u4ecb\u7ecd\u4e00\u79cd\u4f9d\u8d56\u56fe\u50cf\u6570\u636e\u8fdb\u884c\u68c0\u7d22\u548c\u751f\u6210\u7684\u65b0 RAG \u65b9\u6cd5\u3002<\/p>\n<h4>\u4fe1\u606f\u68c0\u7d22\u7684\u7b80\u53f2<\/h4>\n<p>\u8c37\u6b4c\u548c\u5176\u4ed6\u4e3b\u8981\u641c\u7d22\u5f15\u64ce\u516c\u53f8\u51e0\u5341\u5e74\u6765\u4e00\u76f4\u8bd5\u56fe\u89e3\u51b3\u4fe1\u606f\u68c0\u7d22\u95ee\u9898\u2014\u2014\u201c\u8bd5\u56fe\u201d\u662f\u5173\u952e\u8bcd\u3002\u4fe1\u606f\u68c0\u7d22\u4ecd\u7136\u4e0d\u5982\u9884\u671f\u90a3\u4e48\u7b80\u5355\u3002\u539f\u56e0\u4e4b\u4e00\u662f\u4eba\u7c7b\u5904\u7406\u4fe1\u606f\u7684\u65b9\u5f0f\u4e0e\u673a\u5668\u4e0d\u540c\u3002\u5c06\u81ea\u7136\u8bed\u8a00\u8f6c\u6362\u4e3a\u8de8\u8d8a\u591a\u6837\u5316\u6570\u636e\u7fa4\u7684\u5408\u7406\u641c\u7d22\u67e5\u8be2\u5e76\u4e0d\u5bb9\u6613\u3002\u8c37\u6b4c\u7684\u9ad8\u7ea7\u7528\u6237\u53ef\u80fd\u719f\u6089\u64cd\u7eb5\u641c\u7d22\u5f15\u64ce\u7684\u6240\u6709\u53ef\u80fd\u6280\u5de7\u3002\u4f46\u8fd9\u4e00\u8fc7\u7a0b\u4ecd\u7136\u7e41\u7410\uff0c\u641c\u7d22\u7ed3\u679c\u4e5f\u53ef\u80fd\u76f8\u5f53\u4e0d\u7406\u60f3\u3002<\/p>\n<p>\u968f\u7740\u8bed\u8a00\u6a21\u578b\u7684\u8fdb\u6b65\uff0c\u4fe1\u606f\u68c0\u7d22\u7a81\u7136\u5177\u5907\u4e86\u81ea\u7136\u8bed\u8a00\u754c\u9762\u3002\u7136\u800c\uff0c\u8bed\u8a00\u6a21\u578b\u5728\u63d0\u4f9b\u57fa\u4e8e\u4e8b\u5b9e\u7684\u4fe1\u606f\u65b9\u9762\u8868\u73b0\u4e0d\u4f73\uff0c\u56e0\u4e3a\u5176\u8bad\u7ec3\u6570\u636e\u53cd\u6620\u4e86\u8bad\u7ec3\u65f6\u7684\u4e16\u754c\u5feb\u7167\u3002\u6b64\u5916\uff0c\u77e5\u8bc6\u88ab\u538b\u7f29\u5728\u6a21\u578b\u4e2d\uff0c\u4f17\u6240\u5468\u77e5\u7684\u5e7b\u89c9\u95ee\u9898\u4e0d\u53ef\u907f\u514d\u3002\u6bd5\u7adf\uff0c\u8bed\u8a00\u6a21\u578b\u4e0d\u662f\u641c\u7d22\u5f15\u64ce\uff0c\u800c\u662f\u63a8\u7406\u673a\u5668\u3002<\/p>\n<p>\u8bed\u8a00\u6a21\u578b\u7684\u4f18\u52bf\u5728\u4e8e\u53ef\u4ee5\u4e3a\u5176\u63d0\u4f9b\u6570\u636e\u6837\u672c\u548c\u6307\u4ee4\uff0c\u5e76\u8981\u6c42\u5176\u6839\u636e\u8fd9\u4e9b\u8f93\u5165\u4f5c\u51fa\u56de\u5e94\u3002\u8fd9\u662f <a href=\"https:\/\/www.kdjingpai.com\/en\/chatgpt-6\/\">ChatGPT<\/a> \u548c\u7c7b\u4f3c\u5bf9\u8bdd\u5f0f AI \u63a5\u53e3\u7684\u5178\u578b\u7528\u4f8b\u3002\u4f46\u4eba\u4eec\u662f\u61d2\u60f0\u7684\uff0c\u7528\u540c\u6837\u7684\u52aa\u529b\u4f60\u53ef\u80fd\u81ea\u5df1\u5b8c\u6210\u4e86\u4efb\u52a1\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u6211\u4eec\u9700\u8981 RAG\uff1a\u6211\u4eec\u53ef\u4ee5\u7b80\u5355\u5730\u5411\u5e94\u7528 AI \u89e3\u51b3\u65b9\u6848\u63d0\u51fa\u95ee\u9898\uff0c\u5e76\u6839\u636e\u7cbe\u786e\u7684\u4fe1\u606f\u5f97\u5230\u7b54\u6848\u3002\u81f3\u5c11\uff0c\u5728\u4e00\u4e2a\u641c\u7d22\u5b8c\u7f8e\u7684\u4e16\u754c\u4e2d\uff0c\u8fd9\u662f\u7406\u60f3\u60c5\u51b5\u3002<\/p>\n<h4>\u4f20\u7edf RAG \u4e2d\u7684\u68c0\u7d22\u5982\u4f55\u5de5\u4f5c\uff1f<\/h4>\n<p>RAG \u68c0\u7d22\u65b9\u6cd5\u591a\u79cd\u591a\u6837\uff0c\u6b63\u5982 RAG \u5b9e\u73b0\u672c\u8eab\u4e00\u6837\u3002\u641c\u7d22\u59cb\u7ec8\u662f\u4e00\u4e2a\u4f18\u5316\u95ee\u9898\uff0c\u6ca1\u6709\u901a\u7528\u7684\u89e3\u51b3\u65b9\u6848\u53ef\u4ee5\u9002\u7528\u4e8e\u6240\u6709\u573a\u666f\uff1aAI \u67b6\u6784\u5fc5\u987b\u4e3a\u6bcf\u4e2a\u5177\u4f53\u89e3\u51b3\u65b9\u6848\u91cf\u8eab\u5b9a\u5236\uff0c\u65e0\u8bba\u662f\u641c\u7d22\u8fd8\u662f\u5176\u4ed6\u529f\u80fd\u3002<\/p>\n<p>\u5c3d\u7ba1\u5982\u6b64\uff0c\u5178\u578b\u7684\u57fa\u7ebf\u89e3\u51b3\u65b9\u6848\u662f\u6240\u8c13\u7684\u5206\u5757\u6280\u672f\u3002\u5728\u8fd9\u79cd\u65b9\u6cd5\u4e2d\uff0c\u5b58\u50a8\u5728\u6570\u636e\u5e93\u4e2d\u7684\u4fe1\u606f\uff08\u901a\u5e38\u662f\u6587\u6863\uff09\u88ab\u62c6\u5206\u4e3a\u5c0f\u5757\uff0c\u5927\u7ea6\u662f\u4e00\u4e2a\u6bb5\u843d\u7684\u5927\u5c0f\u3002\u7136\u540e\uff0c\u6bcf\u4e2a\u5206\u5757\u901a\u8fc7\u4e0e\u8bed\u8a00\u6a21\u578b\u76f8\u5173\u7684\u5d4c\u5165\u6a21\u578b\u8f6c\u6362\u4e3a\u6570\u503c\u5411\u91cf\u3002\u751f\u6210\u7684\u6570\u503c\u5411\u91cf\u5b58\u50a8\u5728\u4e00\u4e2a\u4e13\u7528\u7684\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u3002<\/p>\n<p>\u4e00\u4e2a\u7b80\u5355\u7684\u5411\u91cf\u6570\u636e\u5e93\u641c\u7d22\u5b9e\u73b0\u5982\u4e0b\uff1a<\/p>\n<ol>\n<li>\u7528\u6237\u63d0\u51fa\u4e00\u4e2a\u95ee\u9898\u3002<\/li>\n<li>\u4ece\u95ee\u9898\u4e2d\u751f\u6210\u4e00\u4e2a\u5d4c\u5165\u5411\u91cf\u3002<\/li>\n<li>\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u6267\u884c\u8bed\u4e49\u641c\u7d22\u3002\n<ol>\n<li>\u5728\u8bed\u4e49\u641c\u7d22\u4e2d\uff0c\u95ee\u9898\u5411\u91cf\u4e0e\u6570\u636e\u5e93\u4e2d\u5411\u91cf\u4e4b\u95f4\u7684\u63a5\u8fd1\u7a0b\u5ea6\u4ece\u6570\u5b66\u4e0a\u8fdb\u884c\u6d4b\u91cf\uff0c\u8003\u8651\u6587\u672c\u5757\u7684\u4e0a\u4e0b\u6587\u548c\u542b\u4e49\u3002<\/li>\n<\/ol>\n<\/li>\n<li>\u5411\u91cf\u641c\u7d22\u8fd4\u56de\u4f8b\u5982\u6700\u5339\u914d\u7684 10 \u4e2a\u6587\u672c\u5757\u3002<\/li>\n<\/ol>\n<p>\u68c0\u7d22\u5230\u7684\u6587\u672c\u5757\u968f\u540e\u88ab\u63d2\u5165\u5230\u8bed\u8a00\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\uff08\u63d0\u793a\uff09\u4e2d\uff0c\u5e76\u8981\u6c42\u6a21\u578b\u751f\u6210\u539f\u59cb\u95ee\u9898\u7684\u7b54\u6848\u3002\u68c0\u7d22\u4e4b\u540e\u7684\u8fd9\u4e24\u6b65\u5373\u4e3a RAG \u7684 A \u548c G \u9636\u6bb5\u3002<\/p>\n<p>\u5206\u5757\u6280\u672f\u548c\u7d22\u5f15\u524d\u7684\u5176\u4ed6\u9884\u5904\u7406\u5bf9\u641c\u7d22\u8d28\u91cf\u6709\u663e\u8457\u5f71\u54cd\u3002\u6b64\u7c7b\u9884\u5904\u7406\u65b9\u6cd5\u6709\u51e0\u5341\u79cd\uff0c\u4fe1\u606f\u4e5f\u53ef\u4ee5\u5728\u641c\u7d22\u540e\u8fdb\u884c\u7ec4\u7ec7\u6216\u8fc7\u6ee4\uff08\u79f0\u4e3a\u91cd\u6392\u5e8f\uff09\u3002\u9664\u4e86\u5411\u91cf\u641c\u7d22\uff0c\u4f20\u7edf\u7684\u5173\u952e\u8bcd\u641c\u7d22\u6216\u4efb\u4f55\u5176\u4ed6\u7528\u4e8e\u68c0\u7d22\u7ed3\u6784\u5316\u4fe1\u606f\u7684\u7f16\u7a0b\u63a5\u53e3\u4e5f\u53ef\u4ee5\u4f7f\u7528\u3002\u4f8b\u5982\u57fa\u4e8e\u7528\u6237\u95ee\u9898\u751f\u6210\u65b0\u7684 SQL \u6216 API \u67e5\u8be2\u7684\u6587\u672c\u5230 SQL \u6216\u6587\u672c\u5230 API \u6280\u672f\u3002\u5bf9\u4e8e\u975e\u7ed3\u6784\u5316\u6570\u636e\uff0c\u5206\u5757\u548c\u5411\u91cf\u641c\u7d22\u662f\u6700\u5e38\u7528\u7684\u68c0\u7d22\u6280\u672f\u3002<\/p>\n<p>\u5206\u5757\u5e76\u975e\u6ca1\u6709\u95ee\u9898\u3002\u5904\u7406\u4e0d\u540c\u7684\u6587\u4ef6\u548c\u6570\u636e\u683c\u5f0f\u5341\u5206\u7e41\u7410\uff0c\u5e76\u4e14\u5fc5\u987b\u4e3a\u6bcf\u79cd\u683c\u5f0f\u7f16\u5199\u5355\u72ec\u7684\u5206\u5757\u4ee3\u7801\u3002\u867d\u7136\u6709\u73b0\u6210\u7684\u8f6f\u4ef6\u5e93\u53ef\u4ee5\u4f7f\u7528\uff0c\u4f46\u5b83\u4eec\u5e76\u4e0d\u5b8c\u7f8e\u3002\u6b64\u5916\uff0c\u8fd8\u5fc5\u987b\u8003\u8651\u5206\u5757\u7684\u5927\u5c0f\u548c\u91cd\u53e0\u533a\u57df\u3002\u63a5\u7740\uff0c\u4f60\u4f1a\u9047\u5230\u56fe\u50cf\u3001\u56fe\u8868\u3001\u8868\u683c\u7b49\u6570\u636e\u7684\u6311\u6218\uff0c\u5176\u4e2d\u7406\u89e3\u89c6\u89c9\u4fe1\u606f\u53ca\u5176\u5468\u56f4\u4e0a\u4e0b\u6587\uff08\u5982\u6807\u9898\u3001\u5b57\u4f53\u5927\u5c0f\u53ca\u5176\u4ed6\u5fae\u5999\u7684\u89c6\u89c9\u7ebf\u7d22\uff09\u81f3\u5173\u91cd\u8981\u3002\u800c\u8fd9\u4e9b\u5728\u7ebf\u7d22\u5728\u5206\u5757\u6280\u672f\u4e2d\u5b8c\u5168\u4e22\u5931\u3002<\/p>\n<p>\u5982\u679c\u8fd9\u79cd\u5206\u5757\u5b8c\u5168\u4e0d\u5fc5\u8981\uff0c\u641c\u7d22\u5c31\u50cf\u4eba\u7c7b\u6d4f\u89c8\u6574\u4e2a\u6587\u6863\u9875\u9762\u4e00\u6837\uff0c\u8be5\u600e\u4e48\u529e\uff1f<\/p>\n<h4>\u56fe\u50cf\u4fdd\u7559\u89c6\u89c9\u4fe1\u606f<\/h4>\n<p>\u7531\u4e8e\u5148\u8fdb\u7684\u591a\u6a21\u6001\u6a21\u578b\u7684\u53d1\u5c55\uff0c\u57fa\u4e8e\u56fe\u50cf\u7684\u641c\u7d22\u65b9\u6cd5\u5df2\u6210\u4e3a\u53ef\u80fd\u3002\u4e00\u4e2a\u57fa\u4e8e\u56fe\u50cf\u6570\u636e\u7684 AI \u89e3\u51b3\u65b9\u6848\u7684\u5178\u8303\u662f Tesla \u7684\u81ea\u52a8\u9a7e\u9a76\u89e3\u51b3\u65b9\u6848\uff0c\u5b83\u5b8c\u5168\u4f9d\u8d56\u6444\u50cf\u5934\u3002\u8be5\u65b9\u6cd5\u80cc\u540e\u7684\u7406\u5ff5\u662f\uff0c\u4eba\u7c7b\u4e3b\u8981\u901a\u8fc7\u89c6\u89c9\u611f\u77e5\u5468\u56f4\u73af\u5883\u3002<\/p>\n<p>\u8fd9\u4e00\u7406\u5ff5\u540c\u6837\u9002\u7528\u4e8e RAG \u7684\u5b9e\u73b0\u3002\u4e0e\u5206\u5757\u5904\u7406\u4e0d\u540c\uff0c\u6574\u4e2a\u9875\u9762\u4f1a\u76f4\u63a5\u4f5c\u4e3a\u56fe\u50cf\u8fdb\u884c\u7d22\u5f15\uff0c\u5373\u4ee5\u4eba\u7c7b\u67e5\u770b\u7684\u76f8\u540c\u683c\u5f0f\u3002\u4f8b\u5982\uff0c\u6bcf\u9875 PDF \u6587\u6863\u4f1a\u4ee5\u56fe\u50cf\u5f62\u5f0f\u8f93\u5165\u5230\u4e13\u7528 AI \u6a21\u578b\u4e2d\uff08\u5982\u00a0<a href=\"https:\/\/arxiv.org\/abs\/2407.01449\">ColPali<\/a>\uff09\uff0c\u8be5\u6a21\u578b\u6839\u636e\u89c6\u89c9\u5185\u5bb9\u548c\u6587\u672c\u521b\u5efa\u5411\u91cf\u8868\u793a\u3002\u8fd9\u4e9b\u5411\u91cf\u968f\u540e\u88ab\u6dfb\u52a0\u5230\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u3002\u6211\u4eec\u53ef\u4ee5\u5c06\u8fd9\u79cd\u65b0\u7684 RAG \u67b6\u6784\u79f0\u4e3a\u00a0<em>\u89c6\u89c9\u68c0\u7d22\u589e\u5f3a\u751f\u6210<\/em>\uff08Vision Retrieval-Augmented Generation\uff0c\u7b80\u79f0 V-RAG\uff09\u3002<\/p>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u7684\u4f18\u52bf\u53ef\u80fd\u662f\u6bd4\u4f20\u7edf\u65b9\u6cd5\u66f4\u9ad8\u7684\u68c0\u7d22\u51c6\u786e\u6027\uff0c\u56e0\u4e3a\u591a\u6a21\u6001\u6a21\u578b\u751f\u6210\u7684\u5411\u91cf\u8868\u793a\u540c\u65f6\u8003\u8651\u4e86\u6587\u672c\u548c\u89c6\u89c9\u5143\u7d20\u3002\u641c\u7d22\u7ed3\u679c\u5c06\u662f\u6587\u6863\u7684\u6574\u4e2a\u9875\u9762\uff0c\u7136\u540e\u8fd9\u4e9b\u9875\u9762\u4f1a\u4ee5\u56fe\u50cf\u5f62\u5f0f\u8f93\u5165\u5230\u5982 GPT-4 \u7684\u5f3a\u5927\u591a\u6a21\u6001\u6a21\u578b\u4e2d\u3002\u8be5\u6a21\u578b\u53ef\u4ee5\u76f4\u63a5\u5f15\u7528\u56fe\u8868\u6216\u8868\u683c\u4e2d\u7684\u4fe1\u606f\u3002<\/p>\n<p>V-RAG \u65e0\u9700\u5148\u5c06\u590d\u6742\u7ed3\u6784\uff08\u5982\u56fe\u8868\u6216\u8868\u683c\uff09\u63d0\u53d6\u4e3a\u6587\u672c\uff0c\u518d\u5c06\u8fd9\u4e9b\u6587\u672c\u91cd\u6784\u4e3a\u65b0\u683c\u5f0f\uff0c\u5b58\u50a8\u5230\u5411\u91cf\u6570\u636e\u5e93\u4e2d\uff0c\u68c0\u7d22\u540e\u91cd\u65b0\u6392\u5e8f\u5f62\u6210\u8fde\u8d2f\u7684\u63d0\u793a\uff0c\u6700\u7ec8\u751f\u6210\u7b54\u6848\u3002\u8fd9\u5728\u5904\u7406\u65e7\u624b\u518c\u3001\u5927\u91cf\u8868\u683c\u7684\u6587\u6863\u4ee5\u53ca\u4efb\u4f55\u4ee5\u4eba\u7c7b\u4e3a\u4e2d\u5fc3\u7684\u6587\u6863\u683c\u5f0f\uff08\u5185\u5bb9\u4e0d\u4ec5\u4ec5\u662f\u7eaf\u6587\u672c\uff09\u65f6\u5177\u6709\u663e\u8457\u4f18\u52bf\u3002\u7d22\u5f15\u901f\u5ea6\u4e5f\u6bd4\u4f20\u7edf\u7684\u5e03\u5c40\u68c0\u6d4b\u548c OCR \u8fc7\u7a0b\u5feb\u5f97\u591a\u3002<\/p>\n<div id=\"attachment_17452\" style=\"width: 760px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-17452\" class=\"wp-image-17452 size-full\" title=\"Vision is All You Need\uff1a\u4f7f\u7528\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u6784\u5efa\u667a\u80fd\u6587\u6863\u68c0\u7d22\u7cfb\u7edf\uff08Vision RAG\uff09-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/5280d30d9adc861.png\" alt=\"Vision is All You Need\uff1a\u4f7f\u7528\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u6784\u5efa\u667a\u80fd\u6587\u6863\u68c0\u7d22\u7cfb\u7edf\uff08Vision RAG\uff09-3\" width=\"750\" height=\"296\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/5280d30d9adc861.png 750w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/5280d30d9adc861-300x118.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/5280d30d9adc861-18x7.png 18w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" \/><p id=\"caption-attachment-17452\" class=\"wp-caption-text\">ColPali \u8bba\u6587\u4e2d\u7684\u7d22\u5f15\u901f\u5ea6\u7edf\u8ba1<\/p><\/div>\n<p>\u5c3d\u7ba1\u5982\u6b64\uff0c\u4ece\u6587\u6863\u4e2d\u63d0\u53d6\u6587\u672c\u4ecd\u7136\u6709\u4ef7\u503c\uff0c\u5e76\u53ef\u5728\u56fe\u50cf\u641c\u7d22\u7684\u540c\u65f6\u63d0\u4f9b\u8f85\u52a9\u3002\u7136\u800c\uff0c\u5206\u5757\u6280\u672f\u4f5c\u4e3a\u4e00\u79cd\u5b9e\u73b0 AI \u641c\u7d22\u7cfb\u7edf\u7684\u65b9\u6cd5\uff0c\u5f88\u5feb\u5c06\u6210\u4e3a\u4f17\u591a\u9009\u62e9\u4e4b\u4e00\u3002<\/p>\n<h4>\u5b9e\u8df5\u4e2d\u7684 Vision-RAG\uff1aPaligemma\u3001ColPali \u548c\u5411\u91cf\u6570\u636e\u5e93<\/h4>\n<p>\u4e0e\u4f20\u7edf\u7684\u57fa\u4e8e\u6587\u672c\u7684 RAG \u4e0d\u540c\uff0cV-RAG \u7684\u5b9e\u73b0\u4ecd\u9700\u8bbf\u95ee\u4e13\u7528\u6a21\u578b\u548c GPU \u8ba1\u7b97\u3002\u6700\u4f73\u7684 V-RAG \u5b9e\u73b0\u65b9\u6cd5\u662f\u4f7f\u7528\u4e13\u4e3a\u6b64\u76ee\u7684\u5f00\u53d1\u7684\u6a21\u578b\u00a0<a href=\"https:\/\/arxiv.org\/abs\/2407.01449\">ColPali<\/a>\u3002<\/p>\n<p>ColPali \u57fa\u4e8e ColBERT \u6a21\u578b\u5f15\u5165\u7684\u591a\u5411\u91cf\u641c\u7d22\u65b9\u6cd5\u4ee5\u53ca Google \u7684\u591a\u6a21\u6001 Paligemma \u8bed\u8a00\u6a21\u578b\u3002ColPali \u662f\u4e00\u79cd\u591a\u6a21\u6001\u641c\u7d22\u6a21\u578b\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u4e0d\u4ec5\u7406\u89e3\u6587\u672c\u5185\u5bb9\uff0c\u8fd8\u7406\u89e3\u6587\u6863\u7684\u89c6\u89c9\u5143\u7d20\u3002\u5b9e\u9645\u4e0a\uff0cColPali \u7684\u5f00\u53d1\u8005\u6269\u5c55\u4e86 ColBERT \u7684\u57fa\u4e8e\u6587\u672c\u7684\u641c\u7d22\u65b9\u6cd5\uff0c\u4f7f\u5176\u6db5\u76d6\u89c6\u89c9\u9886\u57df\uff0c\u5229\u7528\u4e86 Paligemma\u3002<\/p>\n<p>\u5728\u521b\u5efa\u5d4c\u5165\u65f6\uff0cColPali \u5c06\u6bcf\u5e45\u56fe\u50cf\u5206\u4e3a 32 x 32 \u7684\u7f51\u683c\uff0c\u6bcf\u5e45\u56fe\u50cf\u7ea6\u6709 1024 \u4e2a\u5c0f\u5757\uff0c\u6bcf\u4e2a\u5c0f\u5757\u7528\u4e00\u4e2a 128 \u7ef4\u5411\u91cf\u8868\u793a\u3002\u603b\u5c0f\u5757\u6570\u4e3a 1030\uff0c\u56e0\u4e3a\u6bcf\u5e45\u56fe\u50cf\u8fd8\u4f1a\u9644\u52a0\u201c\u63cf\u8ff0\u56fe\u50cf\u201d\u8fd9\u4e00\u6307\u4ee4 Token\u3002<\/p>\n<p>\u7528\u6237\u7684\u57fa\u4e8e\u6587\u672c\u7684\u67e5\u8be2\u4f1a\u8f6c\u6362\u5230\u76f8\u540c\u7684\u5d4c\u5165\u7a7a\u95f4\uff0c\u4ee5\u4fbf\u5728\u641c\u7d22\u8fc7\u7a0b\u4e2d\u5c06\u5c0f\u5757\u4e0e\u67e5\u8be2\u90e8\u5206\u8fdb\u884c\u6bd4\u8f83\u3002\u641c\u7d22\u8fc7\u7a0b\u672c\u8eab\u57fa\u4e8e\u6240\u8c13\u7684 MaxSim \u65b9\u6cd5\uff0c\u5728\u00a0<a href=\"https:\/\/huggingface.co\/blog\/fsommers\/document-similarity-colpali#colbert-style-katexparse6marker\">\u8fd9\u7bc7\u6587\u7ae0<\/a>\u00a0\u4e2d\u6709\u8be6\u7ec6\u8bf4\u660e\u3002\u8fd9\u79cd\u641c\u7d22\u65b9\u6cd5\u5df2\u5728\u8bb8\u591a\u652f\u6301\u591a\u5411\u91cf\u68c0\u7d22\u7684\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u5b9e\u73b0\u3002<\/p>\n<h4>Vision is All You Need \u2013 V-RAG \u6f14\u793a\u53ca\u4ee3\u7801<\/h4>\n<p>\u6211\u4eec\u521b\u5efa\u4e86\u00a0V-RAG \u6f14\u793a\uff0c\u4ee3\u7801\u53ef\u5728 Softlandia \u7684 GitHub \u4ed3\u5e93\u00a0<a href=\"https:\/\/github.com\/Softlandia-Ltd\/vision-is-all-you-need\"><em>vision-is-all-you-need<\/em><\/a>\u00a0\u4e2d\u627e\u5230\u3002\u4f60\u8fd8\u53ef\u4ee5\u5728\u6211\u4eec\u8d26\u53f7\u4e0b\u627e\u5230\u5176\u4ed6\u5e94\u7528 AI \u7684\u6f14\u793a\uff01<\/p>\n<p>\u8fd0\u884c ColPali \u9700\u8981\u4e00\u53f0\u5177\u6709\u5927\u91cf\u5185\u5b58\u7684 GPU\u3002\u56e0\u6b64\uff0c\u6700\u7b80\u5355\u7684\u8fd0\u884c\u65b9\u5f0f\u662f\u5728\u5141\u8bb8\u4f7f\u7528 GPU \u7684\u4e91\u5e73\u53f0\u4e0a\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u9009\u62e9\u4e86\u5353\u8d8a\u7684\u00a0Modal \u5e73\u53f0\uff0c\u8be5\u5e73\u53f0\u4f7f\u65e0\u670d\u52a1\u5668\u4f7f\u7528 GPU \u65e2\u7b80\u5355\u53c8\u7ecf\u6d4e\u3002<\/p>\n<p>\u4e0e\u5927\u591a\u6570\u5728\u7ebf\u5b66\u672f Jupyter Notebook \u6f14\u793a\u4e0d\u540c\uff0c\u6211\u4eec\u7684\u00a0<strong>Vision is All You Need<\/strong>\u00a0\u6f14\u793a\u63d0\u4f9b\u4e86\u72ec\u7279\u7684\u5b9e\u9645\u64cd\u4f5c\u4f53\u9a8c\u3002\u4f60\u53ef\u4ee5\u514b\u9686\u8be5\u4ed3\u5e93\uff0c\u81ea\u884c\u90e8\u7f72\u5e76\u5728\u4e91\u7aef GPU \u4e0a\u8fd0\u884c\u5b8c\u6574\u7ba1\u9053\uff0c\u51e0\u5206\u949f\u5185\u5373\u53ef\u514d\u8d39\u5b8c\u6210\u3002\u8fd9\u4e00\u7aef\u5230\u7aef\u7684\u5e94\u7528 AI \u5de5\u7a0b\u793a\u4f8b\uff0c\u901a\u8fc7\u63d0\u4f9b\u5927\u591a\u6570\u5176\u4ed6\u6f14\u793a\u65e0\u6cd5\u6bd4\u62df\u7684\u771f\u5b9e\u4f53\u9a8c\uff0c\u8131\u9896\u800c\u51fa\u3002<\/p>\n<p>\u5728\u8be5\u6f14\u793a\u4e2d\uff0c\u6211\u4eec\u8fd8\u4f7f\u7528\u4e86\u00a0<a href=\"https:\/\/qdrant.tech\/\">Qdrant<\/a>\u00a0\u7684\u5185\u5b58\u7248\u672c\u3002\u8bf7\u6ce8\u610f\uff0c\u8fd0\u884c\u6f14\u793a\u65f6\uff0c\u5df2\u7d22\u5f15\u7684\u6570\u636e\u4f1a\u5728\u5e95\u5c42\u5bb9\u5668\u505c\u6b62\u5b58\u5728\u540e\u6d88\u5931\u3002Qdrant \u81ea 1.10.0 \u7248\u672c\u8d77\u652f\u6301\u591a\u5411\u91cf\u641c\u7d22\u3002\u6f14\u793a\u4ec5\u652f\u6301 PDF \u6587\u4ef6\uff0c\u8fd9\u4e9b\u6587\u4ef6\u7684\u9875\u9762\u901a\u8fc7\u00a0pypdfium2\u00a0\u5e93\u8f6c\u6362\u4e3a\u56fe\u50cf\u3002\u6b64\u5916\uff0c\u6211\u4eec\u8fd8\u4f7f\u7528\u4e86 transformers \u5e93\u4ee5\u53ca ColPali \u5f00\u53d1\u8005\u521b\u5efa\u7684\u00a0colpali-engine\u00a0\u6765\u8fd0\u884c ColPali \u6a21\u578b\u3002\u5176\u4ed6\u5e93\uff0c\u5982 opencv-python-headless\uff08\u987a\u4fbf\u8bf4\u4e00\u53e5\uff0c\u8fd9\u662f\u6211\u7684\u5de5\u4f5c\uff09\uff0c\u4e5f\u5728\u4f7f\u7528\u4e2d\u3002<\/p>\n<p>\u6f14\u793a\u63d0\u4f9b\u4e86\u7528\u4e8e\u7d22\u5f15\u548c\u63d0\u95ee\u7684 HTTP \u63a5\u53e3\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u6211\u4eec\u4f7f\u7528 React \u6784\u5efa\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u7528\u6237\u754c\u9762\u3002\u8be5\u7528\u6237\u754c\u9762\u8fd8\u53ef\u89c6\u5316\u4e86\u6bcf\u4e2a <a href=\"https:\/\/www.kdjingpai.com\/en\/tokenization\/\">Token<\/a> \u7684\u6ce8\u610f\u529b\u56fe\uff0c\u65b9\u4fbf\u4f60\u8f7b\u677e\u67e5\u770b ColPali \u6a21\u578b\u8ba4\u4e3a\u91cd\u8981\u7684\u56fe\u50cf\u90e8\u5206\u3002<\/p>\n<div style=\"width: 760px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-17454\" title=\"Vision is All You Need\uff1a\u4f7f\u7528\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u6784\u5efa\u667a\u80fd\u6587\u6863\u68c0\u7d22\u7cfb\u7edf\uff08Vision RAG\uff09-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/66f4b0acaf67b0a.png\" alt=\"Vision is All You Need\uff1a\u4f7f\u7528\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u6784\u5efa\u667a\u80fd\u6587\u6863\u68c0\u7d22\u7cfb\u7edf\uff08Vision RAG\uff09-4\" width=\"750\" height=\"390\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/66f4b0acaf67b0a.png 750w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/66f4b0acaf67b0a-300x156.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/66f4b0acaf67b0a-18x9.png 18w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" \/><p class=\"wp-caption-text\">Vision is All You Need \u6f14\u793a\u7684\u622a\u56fe<\/p><\/div>\n<h4>\u89c6\u89c9\u771f\u7684\u662f\u4f60\u6240\u9700\u8981\u7684\u5417\uff1f<\/h4>\n<p>\u5c3d\u7ba1\u6f14\u793a\u7684\u6807\u9898\u5982\u6b64\uff0c\u50cf ColPali \u8fd9\u6837\u7684\u641c\u7d22\u6a21\u578b\u5c1a\u672a\u8db3\u591f\u4f18\u79c0\uff0c\u7279\u522b\u662f\u5728\u591a\u8bed\u8a00\u6570\u636e\u65b9\u9762\u3002\u8fd9\u4e9b\u6a21\u578b\u901a\u5e38\u57fa\u4e8e\u6709\u9650\u6570\u91cf\u7684\u793a\u4f8b\u8fdb\u884c\u8bad\u7ec3\uff0c\u8fd9\u4e9b\u793a\u4f8b\u51e0\u4e4e\u603b\u662f\u67d0\u4e9b\u7279\u5b9a\u7c7b\u578b\u7684 PDF \u6587\u4ef6\u3002\u56e0\u6b64\uff0c\u8be5\u6f14\u793a\u4e5f\u4ec5\u652f\u6301 PDF 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href=\"https:\/\/github.com\/qdrant\/qdrant\/issues\/2349\">Qdrant \u5c1a\u4e0d\u76f4\u63a5\u652f\u6301\u4e8c\u8fdb\u5236\u5411\u91cf<\/a>\uff0c\u4f46\u53ef\u4ee5\u00a0<a href=\"https:\/\/github.com\/orgs\/qdrant\/discussions\/3825\">\u5728 Qdrant \u4e2d\u542f\u7528\u91cf\u5316<\/a>\uff0cQdrant \u4f1a\u5728\u5185\u90e8\u4f18\u5316\u5411\u91cf\u3002\u7136\u800c\uff0c\u57fa\u4e8e\u6c49\u660e\u8ddd\u79bb\u7684 MaxSim \u5c1a\u672a\u5f97\u5230\u652f\u6301\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u4ecd\u7136\u5efa\u8bae\u5728\u4f7f\u7528 ColPali \u8fdb\u884c\u6700\u7ec8\u9875\u9762\u68c0\u7d22\u524d\uff0c\u7ed3\u5408\u4f20\u7edf\u7684\u57fa\u4e8e\u5173\u952e\u8bcd\u7684\u641c\u7d22\u8fdb\u884c\u521d\u6b65\u8fc7\u6ee4\u3002<\/p>\n<p>\u591a\u6a21\u6001\u641c\u7d22\u6a21\u578b\u5c06\u7ee7\u7eed\u53d1\u5c55\uff0c\u5c31\u50cf\u4f20\u7edf\u751f\u6210\u6587\u672c\u5d4c\u5165\u7684\u5d4c\u5165\u6a21\u578b\u4e00\u6837\u3002\u6211\u76f8\u4fe1\uff0cOpenAI 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AI<\/li>\n<li>\u63d0\u51fa\u6539\u8fdb\u5efa\u8bae\u5e76\u5217\u51fa\u5177\u4f53\u7684\u4e0b\u4e00\u6b65\u5f00\u53d1\u8ba1\u5212<\/li>\n<\/ul>\n<\/li>\n<li>\u4f5c\u4e3a\u60a8\u7684\u56e2\u961f\u7684\u4e00\u90e8\u5206\uff0c\u5b9e\u65bd AI \u529f\u80fd\u6216 AI \u5e73\u53f0\n<ul>\n<li>\u4e13\u804c\u7684\u5e94\u7528 AI \u5de5\u7a0b\u5e08\u786e\u4fdd\u60a8\u7684 AI \u9879\u76ee\u4e0d\u4f1a\u843d\u540e\u4e8e\u5176\u4ed6\u5f00\u53d1\u4efb\u52a1<\/li>\n<\/ul>\n<\/li>\n<li>\u4f5c\u4e3a\u5916\u5305\u4ea7\u54c1\u5f00\u53d1\u56e2\u961f\uff0c\u5f00\u53d1 AI \u4ea7\u54c1\n<ul>\n<li>\u6211\u4eec\u4ece\u5934\u5230\u5c3e\u4ea4\u4ed8\u5b8c\u6574\u7684\u57fa\u4e8e AI \u7684\u89e3\u51b3\u65b9\u6848<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u6211\u4eec\u5e2e\u52a9\u5ba2\u6237\u901a\u8fc7\u52a0\u901f AI 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