{"id":26808,"date":"2025-02-24T23:26:54","date_gmt":"2025-02-24T15:26:54","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=26808"},"modified":"2025-07-14T10:24:53","modified_gmt":"2025-07-14T02:24:53","slug":"deepseek-rag-chatbot","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/deepseek-rag-chatbot\/","title":{"rendered":"DeepSeek-RAG-Chatbot\uff1a\u672c\u5730\u8fd0\u884c\u7684 DeepSeek RAG \u804a\u5929\u673a\u5668\u4eba"},"content":{"rendered":"<p>DeepSeek-RAG-Chatbot \u662f\u4e00\u4e2a\u57fa\u4e8e <a href=\"https:\/\/www.kdjingpai.com\/de\/deepseek-chatshena\/\">DeepSeek<\/a> R1 \u6a21\u578b\u6784\u5efa\u7684\u5f00\u6e90\u804a\u5929\u673a\u5668\u4eba\u9879\u76ee\uff0c\u6258\u7ba1\u4e8e GitHub\uff0c\u7531\u5f00\u53d1\u8005 SaiAkhil066 \u521b\u5efa\u3002\u5b83\u7ed3\u5408\u4e86\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6280\u672f\uff0c\u652f\u6301\u7528\u6237\u4e0a\u4f20\u6587\u6863\uff08\u5982 PDF\u3001DOCX \u6216 TXT \u6587\u4ef6\uff09\uff0c\u901a\u8fc7\u672c\u5730\u8fd0\u884c\u7684\u65b9\u5f0f\u5b9e\u73b0\u9ad8\u6548\u7684\u6587\u6863\u68c0\u7d22\u4e0e\u667a\u80fd\u95ee\u7b54\u3002\u9879\u76ee\u5229\u7528\u6df7\u5408\u68c0\u7d22\uff08BM25 + FAISS\uff09\u3001\u795e\u7ecf\u91cd\u6392\u5e8f\u548c\u77e5\u8bc6\u56fe\u8c31\uff08GraphRAG\uff09\u7b49\u5148\u8fdb\u529f\u80fd\uff0c\u786e\u4fdd\u4ece\u6587\u6863\u4e2d\u63d0\u53d6\u4e0a\u4e0b\u6587\u51c6\u786e\u4e14\u76f8\u5173\u7684\u4fe1\u606f\u3002\u9002\u5408\u9700\u8981\u9690\u79c1\u4fdd\u62a4\u6216\u79bb\u7ebf\u4f7f\u7528\u7684\u573a\u666f\uff0c\u5982\u4e2a\u4eba\u77e5\u8bc6\u7ba1\u7406\u3001\u4f01\u4e1a\u6587\u6863\u5904\u7406\u7b49\u3002\u9879\u76ee\u63d0\u4f9b Docker \u548c Streamlit \u754c\u9762\u652f\u6301\uff0c\u5b89\u88c5\u7b80\u4fbf\uff0c\u7528\u6237\u53ef\u8f7b\u677e\u4e0a\u624b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-26809\" title=\"DeepSeek-RAG-Chatbot\uff1a\u672c\u5730\u8fd0\u884c\u7684 DeepSeek RAG \u804a\u5929\u673a\u5668\u4eba-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/29341f8bd2fcb26.png\" alt=\"DeepSeek-RAG-Chatbot\uff1a\u672c\u5730\u8fd0\u884c\u7684 DeepSeek RAG \u804a\u5929\u673a\u5668\u4eba-1\" width=\"1472\" height=\"783\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/29341f8bd2fcb26.png 1472w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/29341f8bd2fcb26-768x409.png 768w\" sizes=\"auto, (max-width: 1472px) 100vw, 1472px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u6587\u6863\u4e0a\u4f20\u4e0e\u5904\u7406<\/strong>\uff1a\u652f\u6301\u4e0a\u4f20 PDF\u3001DOCX\u3001TXT \u7b49\u683c\u5f0f\u6587\u4ef6\uff0c\u81ea\u52a8\u62c6\u5206\u6587\u6863\u5e76\u751f\u6210\u5411\u91cf\u5d4c\u5165\u3002<\/li>\n<li><strong>\u6df7\u5408\u68c0\u7d22\u673a\u5236<\/strong>\uff1a\u7ed3\u5408 <a href=\"https:\/\/www.kdjingpai.com\/de\/bm25\/\">BM25<\/a> \u548c FAISS \u6280\u672f\uff0c\u4ece\u6587\u6863\u4e2d\u5feb\u901f\u68c0\u7d22\u76f8\u5173\u5185\u5bb9\u3002<\/li>\n<li><strong>\u77e5\u8bc6\u56fe\u8c31\u652f\u6301\uff08GraphRAG\uff09<\/strong>\uff1a\u6784\u5efa\u6587\u6863\u7684\u77e5\u8bc6\u56fe\u8c31\uff0c\u7406\u89e3\u5b9e\u4f53\u5173\u7cfb\uff0c\u63d0\u5347\u56de\u7b54\u7684\u4e0a\u4e0b\u6587\u51c6\u786e\u6027\u3002<\/li>\n<li><strong>\u795e\u7ecf\u91cd\u6392\u5e8f<\/strong>\uff1a\u4f7f\u7528\u4ea4\u53c9\u7f16\u7801\u5668\u6a21\u578b\u5bf9\u68c0\u7d22\u7ed3\u679c\u91cd\u65b0\u6392\u5e8f\uff0c\u786e\u4fdd\u6700\u76f8\u5173\u4fe1\u606f\u4f18\u5148\u5c55\u793a\u3002<\/li>\n<li><strong>\u67e5\u8be2\u6269\u5c55\uff08HyDE\uff09<\/strong>\uff1a\u751f\u6210\u5047\u8bbe\u6027\u7b54\u6848\u6269\u5c55\u7528\u6237\u67e5\u8be2\uff0c\u63d0\u9ad8\u68c0\u7d22\u53ec\u56de\u7387\u3002<\/li>\n<li><strong>\u672c\u5730\u6a21\u578b\u8fd0\u884c<\/strong>\uff1a\u901a\u8fc7 <a href=\"https:\/\/www.kdjingpai.com\/de\/ollama\/\">Ollama<\/a> \u652f\u6301 <a href=\"https:\/\/www.kdjingpai.com\/de\/deepseek-r1nenglixiang\/\">DeepSeek R1<\/a> \u7b49\u6a21\u578b\u7684\u672c\u5730\u90e8\u7f72\uff0c\u4fdd\u8bc1\u6570\u636e\u9690\u79c1\u3002<\/li>\n<li><strong>\u5b9e\u65f6\u54cd\u5e94\u6d41<\/strong>\uff1a\u63d0\u4f9b\u6d41\u5f0f\u8f93\u51fa\uff0c\u7528\u6237\u53ef\u5373\u65f6\u770b\u5230\u751f\u6210\u7ed3\u679c\u3002<\/li>\n<li><strong>Docker \u652f\u6301<\/strong>\uff1a\u901a\u8fc7 Docker \u5bb9\u5668\u5316\u90e8\u7f72\uff0c\u7b80\u5316\u5b89\u88c5\u4e0e\u8fd0\u884c\u6d41\u7a0b\u3002<\/li>\n<li><strong>Streamlit \u754c\u9762<\/strong>\uff1a\u76f4\u89c2\u7684\u56fe\u5f62\u754c\u9762\uff0c\u65b9\u4fbf\u4e0a\u4f20\u6587\u4ef6\u548c\u4ea4\u4e92\u5f0f\u804a\u5929\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>DeepSeek-RAG-Chatbot \u652f\u6301\u672c\u5730\u8fd0\u884c\uff0c\u9700\u8981\u4e00\u5b9a\u7684\u73af\u5883\u914d\u7f6e\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u5b89\u88c5\u6b65\u9aa4\uff1a<\/p>\n<h4>\u524d\u7f6e\u6761\u4ef6<\/h4>\n<ul>\n<li><strong>\u64cd\u4f5c\u7cfb\u7edf<\/strong>\uff1aWindows\u3001macOS \u6216 Linux\u3002<\/li>\n<li><strong>\u786c\u4ef6\u8981\u6c42<\/strong>\uff1a\u81f3\u5c11 8GB \u5185\u5b58\uff08\u63a8\u8350 16GB\uff09\uff0c\u82e5\u4f7f\u7528 GPU \u52a0\u901f\u9700\u652f\u6301 CUDA \u7684\u663e\u5361\u3002<\/li>\n<li><strong>\u8f6f\u4ef6\u4f9d\u8d56<\/strong>\uff1aPython 3.8+\u3001Git\u3001Docker\uff08\u53ef\u9009\uff09\u3002<\/li>\n<\/ul>\n<h4>\u6b65\u9aa4 1\uff1a\u514b\u9686\u9879\u76ee<\/h4>\n<ol>\n<li>\u6253\u5f00\u7ec8\u7aef\uff0c\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u514b\u9686 GitHub \u4ed3\u5e93\uff1a<\/li>\n<\/ol>\n<pre><code>git clone https:\/\/github.com\/SaiAkhil066\/DeepSeek-RAG-Chatbot.git\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li>\u8fdb\u5165\u9879\u76ee\u76ee\u5f55\uff1a<\/li>\n<\/ol>\n<pre><code>cd DeepSeek-RAG-Chatbot\r\n<\/code><\/pre>\n<h4>\u6b65\u9aa4 2\uff1a\u8bbe\u7f6e Python \u73af\u5883<\/h4>\n<ol>\n<li>\u521b\u5efa\u865a\u62df\u73af\u5883\uff1a<\/li>\n<\/ol>\n<pre><code>python -m venv venv\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li>\u6fc0\u6d3b\u865a\u62df\u73af\u5883\uff1a<\/li>\n<\/ol>\n<ul>\n<li>Windows\uff1a<code>venv\\Scripts\\activate<\/code><\/li>\n<li>macOS\/Linux\uff1a<code>source venv\/bin\/activate<\/code><\/li>\n<\/ul>\n<ol start=\"3\">\n<li>\u5347\u7ea7 pip \u5e76\u5b89\u88c5\u4f9d\u8d56\uff1a<\/li>\n<\/ol>\n<pre><code>pip install --upgrade pip\r\npip install -r requirements.txt\r\n<\/code><\/pre>\n<p>\u4f9d\u8d56\u5305\u62ec\u00a0<code>streamlit<\/code>\u3001<code>langchain<\/code>\u3001<code>faiss-gpu<\/code>\uff08\u5982\u6709 GPU\uff09\u7b49\u3002<\/p>\n<h4>\u6b65\u9aa4 3\uff1a\u5b89\u88c5\u5e76\u914d\u7f6e Ollama<\/h4>\n<ol>\n<li>\u4e0b\u8f7d\u5e76\u5b89\u88c5 Ollama\uff08\u8bbf\u95ee\u00a0ollama.com\u00a0\u83b7\u53d6\u5b89\u88c5\u5305\uff09\u3002<\/li>\n<li>\u62c9\u53d6 DeepSeek R1 \u6a21\u578b\uff08\u9ed8\u8ba4 7B \u53c2\u6570\uff0c\u53ef\u6839\u636e\u9700\u8981\u9009\u62e9\u5176\u4ed6\u7248\u672c\uff0c\u5982 1.5B \u6216 32B\uff09\uff1a<\/li>\n<\/ol>\n<pre><code>ollama pull <a href=\"https:\/\/www.kdjingpai.com\/de\/deepseek-r1nenglixiang\/\">deepseek-r1<\/a>:7b\r\nollama pull nomic-embed-text\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li>\u786e\u4fdd Ollama \u670d\u52a1\u8fd0\u884c\uff0c\u9ed8\u8ba4\u76d1\u542c\u5730\u5740\u4e3a\u00a0<code>localhost:11434<\/code>\u3002<\/li>\n<\/ol>\n<h4>\u6b65\u9aa4 4\uff1a\uff08\u53ef\u9009\uff09Docker \u90e8\u7f72<\/h4>\n<p>\u82e5\u4e0d\u60f3\u624b\u52a8\u914d\u7f6e\u73af\u5883\uff0c\u53ef\u4f7f\u7528 Docker\uff1a<\/p>\n<ol>\n<li>\u5b89\u88c5 Docker\uff08\u53c2\u8003\u00a0docker.com\uff09\u3002<\/li>\n<li>\u5728\u9879\u76ee\u6839\u76ee\u5f55\u8fd0\u884c\uff1a<\/li>\n<\/ol>\n<pre><code>docker-compose up\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li>Docker \u4f1a\u81ea\u52a8\u62c9\u53d6 Ollama \u548c chatbot \u670d\u52a1\uff0c\u8fd0\u884c\u540e\u8bbf\u95ee\u00a0<code>http:\/\/localhost:8501<\/code>\u3002<\/li>\n<\/ol>\n<h4>\u6b65\u9aa4 5\uff1a\u542f\u52a8\u5e94\u7528<\/h4>\n<ol>\n<li>\u5728\u865a\u62df\u73af\u5883\u4e2d\u8fd0\u884c Streamlit\uff1a<\/li>\n<\/ol>\n<p>streamlit run app.py<\/p>\n<ol start=\"2\">\n<li>\u6d4f\u89c8\u5668\u4f1a\u81ea\u52a8\u6253\u5f00\u00a0<code>http:\/\/localhost:8501<\/code>\uff0c\u8fdb\u5165\u804a\u5929\u754c\u9762\u3002<\/li>\n<\/ol>\n<h3>\u64cd\u4f5c\u529f\u80fd\u8be6\u89e3<\/h3>\n<h4>\u529f\u80fd 1\uff1a\u4e0a\u4f20\u6587\u6863<\/h4>\n<ol>\n<li><strong>\u8fdb\u5165\u754c\u9762<\/strong>\uff1a\u542f\u52a8\u540e\uff0cStreamlit \u754c\u9762\u5de6\u4fa7\u6709\u201c\u4e0a\u4f20\u6587\u6863\u201d\u4fa7\u8fb9\u680f\u3002<\/li>\n<li><strong>\u9009\u62e9\u6587\u4ef6<\/strong>\uff1a\u70b9\u51fb\u201cBrowse files\u201d\u6309\u94ae\uff0c\u9009\u62e9\u672c\u5730 PDF\u3001DOCX \u6216 TXT \u6587\u4ef6\u3002<\/li>\n<li><strong>\u5904\u7406\u6587\u4ef6<\/strong>\uff1a\u4e0a\u4f20\u540e\uff0c\u7cfb\u7edf\u81ea\u52a8\u5c06\u6587\u6863\u62c6\u5206\u4e3a\u5c0f\u5757\uff0c\u751f\u6210\u5411\u91cf\u5d4c\u5165\u5e76\u5b58\u50a8\u81f3 FAISS\u3002\u5904\u7406\u65f6\u95f4\u4f9d\u6587\u4ef6\u5927\u5c0f\u800c\u5b9a\uff0c\u901a\u5e38\u6570\u79d2\u81f3\u6570\u5206\u949f\u3002<\/li>\n<\/ol>\n<ul>\n<li><strong>\u63d0\u793a<\/strong>\uff1a\u4fa7\u8fb9\u680f\u4f1a\u663e\u793a\u201c\u6587\u4ef6\u5904\u7406\u5b8c\u6210\u201d\u7684\u786e\u8ba4\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<h4>\u529f\u80fd 2\uff1a\u63d0\u95ee\u4e0e\u68c0\u7d22<\/h4>\n<ol>\n<li><strong>\u8f93\u5165\u95ee\u9898<\/strong>\uff1a\u5728\u804a\u5929\u6846\u8f93\u5165\u95ee\u9898\uff0c\u652f\u6301\u4e2d\u6587\u6216\u82f1\u6587\uff0c\u4f8b\u5982\u201c\u6587\u6863\u91cc\u63d0\u5230 GraphRAG \u7684\u4f5c\u7528\u662f\u4ec0\u4e48\uff1f\u201d\u3002<\/li>\n<li><strong>\u68c0\u7d22\u8fc7\u7a0b<\/strong>\uff1a<\/li>\n<\/ol>\n<ul>\n<li>\u7cfb\u7edf\u4f7f\u7528 BM25 \u548c FAISS \u68c0\u7d22\u76f8\u5173\u6587\u6863\u7247\u6bb5\u3002<\/li>\n<li>GraphRAG \u5206\u6790\u7247\u6bb5\u95f4\u7684\u5b9e\u4f53\u5173\u7cfb\u3002<\/li>\n<li>\u795e\u7ecf\u91cd\u6392\u5e8f\u4f18\u5316\u7ed3\u679c\u987a\u5e8f\u3002<\/li>\n<li>HyDE \u6269\u5c55\u67e5\u8be2\u4ee5\u8986\u76d6\u66f4\u591a\u76f8\u5173\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<ol start=\"3\">\n<li><strong>\u751f\u6210\u7b54\u6848<\/strong>\uff1aDeepSeek R1 \u6839\u636e\u68c0\u7d22\u7ed3\u679c\u751f\u6210\u56de\u7b54\uff0c\u7b54\u6848\u4ee5\u6d41\u5f0f\u8f93\u51fa\uff0c\u9010\u6b65\u663e\u793a\u5728\u754c\u9762\u4e0a\u3002<\/li>\n<\/ol>\n<ul>\n<li><strong>\u793a\u4f8b<\/strong>\uff1a\u82e5\u95ee\u201c\u4ec0\u4e48\u662f\u6df7\u5408\u68c0\u7d22\uff1f\u201d\u53ef\u80fd\u8fd4\u56de\u201c\u6df7\u5408\u68c0\u7d22\u7ed3\u5408 BM25 \u548c FAISS\uff0cBM25 \u8d1f\u8d23\u5173\u952e\u8bcd\u5339\u914d\uff0cFAISS \u901a\u8fc7\u5411\u91cf\u76f8\u4f3c\u6027\u5feb\u901f\u5b9a\u4f4d\u5185\u5bb9\u201d\u3002<\/li>\n<\/ul>\n<h4>\u529f\u80fd 3\uff1a\u77e5\u8bc6\u56fe\u8c31\u5e94\u7528<\/h4>\n<ol>\n<li><strong>\u542f\u7528 GraphRAG<\/strong>\uff1a\u9ed8\u8ba4\u5f00\u542f\uff0c\u65e0\u9700\u989d\u5916\u64cd\u4f5c\u3002<\/li>\n<li><strong>\u63d0\u95ee\u590d\u6742\u95ee\u9898<\/strong>\uff1a\u5982\u201c\u516c\u53f8 A \u548c\u516c\u53f8 B \u7684\u5408\u4f5c\u5173\u7cfb\u662f\u4ec0\u4e48\uff1f\u201d\u3002<\/li>\n<li><strong>\u7ed3\u679c\u5c55\u793a<\/strong>\uff1a\u7cfb\u7edf\u4e0d\u4ec5\u8fd4\u56de\u6587\u672c\uff0c\u8fd8\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u63d0\u4f9b\u5173\u7cfb\u6027\u56de\u7b54\uff0c\u4f8b\u5982\u201c\u516c\u53f8 A \u4e0e\u516c\u53f8 B \u5728 2023 \u5e74\u7b7e\u8ba2\u6280\u672f\u5408\u4f5c\u534f\u8bae\u201d\u3002<\/li>\n<\/ol>\n<h4>\u529f\u80fd 4\uff1a\u8c03\u6574\u6a21\u578b\u4e0e\u53c2\u6570<\/h4>\n<ol>\n<li><strong>\u66f4\u6362\u6a21\u578b<\/strong>\uff1a\u5728\u00a0<code>.env<\/code>\u00a0\u6587\u4ef6\u4e2d\u4fee\u6539\u00a0<code>MODEL<\/code>\u00a0\u53c2\u6570\uff0c\u4f8b\u5982\u6539\u4e3a\u00a0<code>deepseek-r1:1.5b<\/code>\u3002<\/li>\n<li><strong>\u4f18\u5316\u6027\u80fd<\/strong>\uff1a\u82e5\u786c\u4ef6\u652f\u6301\uff0c\u5b89\u88c5\u00a0<code>faiss-gpu<\/code>\u00a0\u5e76\u542f\u7528 GPU \u52a0\u901f\uff0c\u68c0\u7d22\u901f\u5ea6\u53ef\u63d0\u5347 3 \u500d\u3002<\/li>\n<\/ol>\n<h3>\u4f7f\u7528\u6280\u5de7<\/h3>\n<ul>\n<li><strong>\u591a\u6587\u4ef6\u652f\u6301<\/strong>\uff1a\u53ef\u540c\u65f6\u4e0a\u4f20\u591a\u4e2a\u6587\u4ef6\uff0c\u7cfb\u7edf\u4f1a\u6574\u5408\u5185\u5bb9\u56de\u7b54\u95ee\u9898\u3002<\/li>\n<li><strong>\u95ee\u9898\u6e05\u6670<\/strong>\uff1a\u63d0\u95ee\u65f6\u5c3d\u91cf\u5177\u4f53\uff0c\u907f\u514d\u6a21\u7cca\u8868\u8ff0\u4ee5\u63d0\u5347\u7b54\u6848\u51c6\u786e\u6027\u3002<\/li>\n<li><strong>\u68c0\u67e5\u65e5\u5fd7<\/strong>\uff1a\u82e5\u9047\u5230\u9519\u8bef\uff0c\u53ef\u67e5\u770b\u7ec8\u7aef\u65e5\u5fd7\u6392\u67e5\u95ee\u9898\uff0c\u5982\u6a21\u578b\u672a\u4e0b\u8f7d\u6216\u7aef\u53e3\u5360\u7528\u3002<\/li>\n<\/ul>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li><strong>\u9690\u79c1\u4fdd\u62a4<\/strong>\uff1a\u672c\u5730\u8fd0\u884c\u65e0\u9700\u8054\u7f51\uff0c\u6570\u636e\u4e0d\u4e0a\u4f20\u81f3\u4e91\u7aef\u3002<\/li>\n<li><strong>\u8d44\u6e90\u5360\u7528<\/strong>\uff1a\u5927\u6a21\u578b\u548c\u9ad8\u7ef4\u5411\u91cf\u8ba1\u7b97\u9700\u8f83\u9ad8\u5185\u5b58\uff0c\u5efa\u8bae\u5173\u95ed\u65e0\u5173\u7a0b\u5e8f\u3002<\/li>\n<li><strong>\u66f4\u65b0\u6a21\u578b<\/strong>\uff1a\u5b9a\u671f\u8fd0\u884c\u00a0<code>ollama pull<\/code>\u00a0\u83b7\u53d6\u6700\u65b0\u7248\u672c\u7684 DeepSeek \u6a21\u578b\u3002<\/li>\n<\/ul>\n<p>\u5b8c\u6210\u4ee5\u4e0a\u6b65\u9aa4\u540e\uff0c\u7528\u6237\u5373\u53ef\u901a\u8fc7\u6d4f\u89c8\u5668\u4e0e DeepSeek-RAG-Chatbot \u4ea4\u4e92\uff0c\u4eab\u53d7\u9ad8\u6548\u7684\u6587\u6863\u95ee\u7b54\u4f53\u9a8c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>DeepSeek-RAG-Chatbot \u662f\u4e00\u4e2a\u57fa\u4e8e DeepSeek R1 \u6a21\u578b\u6784\u5efa\u7684\u5f00\u6e90\u804a\u5929\u673a\u5668\u4eba\u9879\u76ee\uff0c\u6258\u7ba1\u4e8e GitHub\uff0c\u7531\u5f00\u53d1\u8005 SaiAkhil066 \u521b\u5efa\u3002\u5b83\u7ed3\u5408\u4e86\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u6280\u672f\uff0c\u652f\u6301\u7528\u6237\u4e0a\u4f20\u6587\u6863\uff08\u5982 PDF\u3001DO&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61915,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20,419,457],"tags":[230,243],"class_list":["post-26808","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","category-ai-learning","category-document-reading","tag-aikaiyuanxiangmu","tag-aizhishikuyukefu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/26808","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=26808"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/26808\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media\/61915"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=26808"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=26808"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=26808"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}