{"id":717,"date":"2025-12-09T19:32:39","date_gmt":"2025-12-09T11:32:39","guid":{"rendered":"https:\/\/www.52runoob.com\/?p=717"},"modified":"2025-12-09T19:32:39","modified_gmt":"2025-12-09T11:32:39","slug":"%e5%9b%bd%e5%86%85%e7%8e%af%e5%a2%83%e6%90%ad%e5%bb%ba%e7%a7%81%e6%9c%89%e7%9f%a5%e8%af%86%e9%97%ae%e7%ad%94%e5%ba%93%e8%b8%a9%e5%9d%91%e8%ae%b0%e5%bd%95ollamadeepseekragflow","status":"publish","type":"post","link":"https:\/\/www.52runoob.com\/index.php\/2025\/12\/09\/%e5%9b%bd%e5%86%85%e7%8e%af%e5%a2%83%e6%90%ad%e5%bb%ba%e7%a7%81%e6%9c%89%e7%9f%a5%e8%af%86%e9%97%ae%e7%ad%94%e5%ba%93%e8%b8%a9%e5%9d%91%e8%ae%b0%e5%bd%95ollamadeepseekragflow\/","title":{"rendered":"\u56fd\u5185\u73af\u5883\u642d\u5efa\u79c1\u6709\u77e5\u8bc6\u95ee\u7b54\u5e93\u8e29\u5751\u8bb0\u5f55(ollama+deepseek+ragflow)"},"content":{"rendered":"\n<p>\u4e0b\u9762\u7ed9\u4f60\u6574\u7406\u4e00\u7bc7<strong>\u56fd\u5185\u73af\u5883\u642d\u5efa\u79c1\u6709\u77e5\u8bc6\u95ee\u7b54\u5e93\uff08Ollama + DeepSeek + RAGFlow\uff09\u8e29\u5751\u8bb0\u5f55<\/strong>\uff0c\u603b\u7ed3\u5b9e\u9645\u64cd\u4f5c\u4e2d\u7684\u5751\u70b9\u3001\u89e3\u51b3\u65b9\u6848\u548c\u4f18\u5316\u7ecf\u9a8c\uff0c\u9002\u5408\u56fd\u5185\u5f00\u53d1\u8005\u5feb\u901f\u907f\u5751\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u4e00\u3001\u6574\u4f53\u67b6\u6784\u6982\u89c8<\/h1>\n\n\n\n<p>\u79c1\u6709\u77e5\u8bc6\u95ee\u7b54\u5e93\u901a\u5e38\u7531\u4e09\u90e8\u5206\u7ec4\u6210\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>LLM \u6a21\u578b\u670d\u52a1<\/strong>\uff08Ollama\uff09\n<ul class=\"wp-block-list\">\n<li>\u63d0\u4f9b\u672c\u5730\u6216\u4f01\u4e1a\u5185\u90e8\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u53ef\u4ee5\u8131\u79bb\u4e91\u7aef API\uff0c\u4fdd\u8bc1\u6570\u636e\u9690\u79c1\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u77e5\u8bc6\u7d22\u5f15\u4e0e\u641c\u7d22<\/strong>\uff08DeepSeek\uff09\n<ul class=\"wp-block-list\">\n<li>\u5c06\u4f01\u4e1a\u6587\u6863 \/ PDF \/ HTML \/ Markdown \u7b49\u5185\u5bb9\u5411\u91cf\u5316\uff0c\u5b58\u50a8\u5728\u5411\u91cf\u6570\u636e\u5e93\u3002<\/li>\n\n\n\n<li>\u652f\u6301\u8bed\u4e49\u641c\u7d22\u548c\u5feb\u901f\u68c0\u7d22\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u95ee\u7b54\u6d41\u7a0b\u7ba1\u7406 \/ RAG\uff08Retrieval-Augmented Generation\uff09<\/strong>\uff08RAGFlow\uff09\n<ul class=\"wp-block-list\">\n<li>\u8d1f\u8d23\u6574\u5408\u641c\u7d22\u7ed3\u679c + LLM \u63a8\u7406\u8f93\u51fa\uff0c\u5f62\u6210\u6700\u7ec8\u56de\u7b54\u3002<\/li>\n\n\n\n<li>\u7ba1\u7406\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001\u68c0\u7d22\u7b56\u7565\u3001\u591a\u8f6e\u5bf9\u8bdd\u7b49\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p>\u56fd\u5185\u73af\u5883\u90e8\u7f72\u7684\u76ee\u6807\u662f<strong>\u5b8c\u5168\u672c\u5730\u5316\u3001\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u53ef\u63a7\u6027<\/strong>\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u4e8c\u3001\u56fd\u5185\u73af\u5883\u90e8\u7f72\u5e38\u89c1\u5751<\/h1>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9636\u6bb5<\/th><th>\u95ee\u9898\/\u5751<\/th><th>\u89e3\u51b3\u65b9\u6848<\/th><\/tr><\/thead><tbody><tr><td><strong>Ollama \u5b89\u88c5<\/strong><\/td><td>\u5b98\u65b9\u5b89\u88c5\u5305\u4e0b\u8f7d\u6162\u6216\u88ab\u5899\uff0c\u5bfc\u81f4\u65e0\u6cd5\u62c9\u53d6\u6a21\u578b<\/td><td>\u4f7f\u7528\u56fd\u5185\u955c\u50cf\uff0c\u6216\u5148\u4e0b\u8f7d\u79bb\u7ebf\u5305\u518d\u5b89\u88c5\uff1b\u914d\u7f6e <code>HTTP_PROXY\/HTTPS_PROXY<\/code> \u73af\u5883\u53d8\u91cf\u3002<\/td><\/tr><tr><td><strong>Ollama \u6a21\u578b\u52a0\u8f7d<\/strong><\/td><td>\u6a21\u578b\u6587\u4ef6\u8f83\u5927\uff0cGPU \u5185\u5b58\u4e0d\u8db3\uff0c\u542f\u52a8\u5931\u8d25<\/td><td>\u9009\u62e9\u8f7b\u91cf\u5316\u6a21\u578b\u6216\u91cf\u5316\u6a21\u578b\uff088bit\/4bit\uff09\uff1b\u786e\u4fdd CUDA \/ cuDNN \u73af\u5883\u517c\u5bb9\u3002<\/td><\/tr><tr><td><strong>DeepSeek \u5411\u91cf\u5316<\/strong><\/td><td>\u6587\u6863\u8def\u5f84\u5305\u542b\u4e2d\u6587\u6216\u7a7a\u683c\uff0c\u5bfc\u81f4\u89e3\u6790\u5931\u8d25<\/td><td>\u7edf\u4e00\u8def\u5f84\u7f16\u7801\u4e3a UTF-8\uff0c\u907f\u514d\u7279\u6b8a\u5b57\u7b26\uff1b\u5efa\u8bae\u82f1\u6587\u6216\u62fc\u97f3\u8def\u5f84\u3002<\/td><\/tr><tr><td><strong>DeepSeek \u5411\u91cf\u5e93<\/strong><\/td><td>\u56fd\u5185\u7f51\u7edc\u73af\u5883\u9650\u5236\uff0c\u65e0\u6cd5\u62c9\u53d6\u5b98\u65b9\u4f9d\u8d56\u6216\u4e0b\u8f7d embedding \u6a21\u578b<\/td><td>\u672c\u5730\u9884\u4e0b\u8f7d embedding \u6a21\u578b\uff1b\u914d\u7f6e\u56fd\u5185\u955c\u50cf\u6e90\u3002<\/td><\/tr><tr><td><strong>RAGFlow \u914d\u7f6e<\/strong><\/td><td>LLM API \u5730\u5740\u9519\u8bef\u6216\u7aef\u53e3\u51b2\u7a81<\/td><td>\u786e\u8ba4 Ollama \u670d\u52a1\u7aef\u53e3\uff0cRAGFlow \u914d\u7f6e\u6587\u4ef6\u4e2d <code>base_url<\/code> \u4e0e <code>api_key<\/code> \u5bf9\u5e94\u6b63\u786e\uff1b\u5148\u7528 curl \u6d4b\u8bd5\u3002<\/td><\/tr><tr><td><strong>\u672c\u5730\u68c0\u7d22\u901f\u5ea6\u6162<\/strong><\/td><td>\u6587\u6863\u91cf\u5927\u3001\u68c0\u7d22\u5e93\u672a\u4f18\u5316<\/td><td>\u4f7f\u7528\u5411\u91cf\u5e93\u652f\u6301 GPU \u52a0\u901f\uff08FAISS GPU\uff09\u3001\u6279\u91cf\u5411\u91cf\u5316\uff1b\u5408\u7406\u8bbe\u7f6e top_k \u68c0\u7d22\u503c\u3002<\/td><\/tr><tr><td><strong>\u4e2d\u6587\u5206\u8bcd\/\u8bed\u4e49\u5339\u914d<\/strong><\/td><td>\u9ed8\u8ba4\u82f1\u6587 tokenizer \u5bf9\u4e2d\u6587\u6548\u679c\u5dee<\/td><td>\u4f7f\u7528\u4e2d\u6587 tokenizer \/ embedding\uff08\u5982 BERT \u4e2d\u6587\u3001sentence-transformers \u4e2d\u6587\u6a21\u578b\uff09\u3002<\/td><\/tr><tr><td><strong>\u591a\u8f6e\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u4e22\u5931<\/strong><\/td><td>RAGFlow \u9ed8\u8ba4\u4e0a\u4e0b\u6587\u7a97\u53e3\u5c0f\uff0c\u56de\u7b54\u7f3a\u5931\u4e0a\u4e0b\u6587<\/td><td>\u914d\u7f6e sliding window \u6216 conversation memory\uff0c\u786e\u4fdd\u4e0a\u4e0b\u6587\u5b8c\u6574\u4f20\u9012\u7ed9 LLM\u3002<\/td><\/tr><tr><td><strong>\u65e5\u5fd7\u4e0e\u9519\u8bef\u6392\u67e5<\/strong><\/td><td>\u65e5\u5fd7\u7f3a\u4e4f\u6216\u62a5\u9519\u4fe1\u606f\u4e0d\u6e05\u6670<\/td><td>\u5f00\u542f debug \u6a21\u5f0f\uff0c\u7edf\u4e00\u65e5\u5fd7\u6536\u96c6\uff1b\u5bf9 Ollama\u3001DeepSeek\u3001RAGFlow \u5206\u522b\u72ec\u7acb\u542f\u52a8\uff0c\u4fbf\u4e8e\u5b9a\u4f4d\u95ee\u9898\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u4e09\u3001\u5b9e\u6218\u7ecf\u9a8c\u603b\u7ed3<\/h1>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u63d0\u524d\u51c6\u5907\u79bb\u7ebf\u8d44\u6e90<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u56fd\u5185\u7f51\u7edc\u8bbf\u95ee\u56fd\u5916\u8d44\u6e90\u6162\u6216\u4e0d\u7a33\u5b9a\uff0c\u5efa\u8bae Ollama \u6a21\u578b\u3001embedding \u6a21\u578b\u3001Python \u5305\u63d0\u524d\u4e0b\u8f7d\u5230\u672c\u5730\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u73af\u5883\u9694\u79bb<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528 <strong>Python \u865a\u62df\u73af\u5883 + conda<\/strong>\uff0c\u907f\u514d\u7cfb\u7edf\u73af\u5883\u6c61\u67d3\u3002<\/li>\n\n\n\n<li>Ollama \u670d\u52a1\u5efa\u8bae\u72ec\u7acb\u7aef\u53e3\uff0cDeepSeek \u5411\u91cf\u5e93\u5355\u72ec\u76ee\u5f55\uff0cRAGFlow \u914d\u7f6e\u6587\u4ef6\u660e\u786e\u8def\u5f84\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>GPU \u4f18\u5316<\/strong>\n<ul class=\"wp-block-list\">\n<li>Ollama \u6a21\u578b\u91cf\u5316 + DeepSeek FAISS GPU \u53ef\u663e\u8457\u63d0\u5347\u63a8\u7406\u548c\u68c0\u7d22\u901f\u5ea6\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8c03\u8bd5\u987a\u5e8f<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5148\u5355\u72ec\u542f\u52a8 Ollama\uff0c\u786e\u8ba4\u6a21\u578b\u53ef\u7528 \u2192 \u6d4b\u8bd5 DeepSeek \u5411\u91cf\u5316 \u2192 \u518d\u6574\u5408 RAGFlow \u95ee\u7b54\u6d41\u7a0b\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u65e5\u5fd7\u4e0e\u76d1\u63a7<\/strong>\n<ul class=\"wp-block-list\">\n<li>Ollama log\u3001DeepSeek log\u3001RAGFlow log \u5206\u5f00\u6536\u96c6\u3002<\/li>\n\n\n\n<li>\u5173\u952e\u9519\u8bef\uff08\u5982\u6a21\u578b\u52a0\u8f7d\u5931\u8d25\u3001embedding \u5931\u8d25\uff09\u5148\u9010\u4e2a\u6392\u67e5\uff0c\u907f\u514d\u540c\u65f6\u8c03\u8bd5\u591a\u4e2a\u7ec4\u4ef6\u5bfc\u81f4\u6df7\u6dc6\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4e2d\u6587\u4f18\u5316<\/strong>\n<ul class=\"wp-block-list\">\n<li>embedding\u3001\u68c0\u7d22\u3001LLM \u751f\u6210\u4e09\u6b65\u90fd\u9700\u652f\u6301\u4e2d\u6587\uff0c\u4f7f\u7528\u4e2d\u6587\u4e13\u7528\u6a21\u578b\u53ef\u5927\u5e45\u63d0\u5347\u95ee\u7b54\u8d28\u91cf\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u56db\u3001\u63a8\u8350\u90e8\u7f72\u6d41\u7a0b\uff08\u672c\u5730\u5316\u793a\u4f8b\uff09<\/h1>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\n1. Python 3.12 \u865a\u62df\u73af\u5883\n2. Ollama \u5b89\u88c5\u5e76\u914d\u7f6e\u6a21\u578b\n   - \u786e\u8ba4 base_url &amp;amp; api_key\n   - \u6d4b\u8bd5\u7b80\u5355 prompt\n3. DeepSeek \u90e8\u7f72\n   - \u6587\u6863\u6574\u7406\u3001UTF-8 \u8def\u5f84\n   - embedding \u9884\u751f\u6210\u5411\u91cf\n4. RAGFlow \u914d\u7f6e\n   - \u6307\u5411\u672c\u5730 Ollama\n   - \u914d\u7f6e top_k \/ context_window\n5. \u6d4b\u8bd5\u95ee\u7b54\n   - \u5355\u8f6e\u95ee\u7b54\u6d4b\u8bd5\n   - \u591a\u8f6e\u95ee\u7b54\u6d4b\u8bd5\n6. \u4f18\u5316\n   - GPU \u52a0\u901f \/ \u6279\u91cf\u5904\u7406\n   - \u4e2d\u6587 tokenizer\n\n<\/pre><\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\u4e94\u3001\u603b\u7ed3<\/h1>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u56fd\u5185\u73af\u5883\u90e8\u7f72\u79c1\u6709\u77e5\u8bc6\u95ee\u7b54\u5e93\u7684<strong>\u6838\u5fc3\u95ee\u9898\u5728\u4e8e\u7f51\u7edc\u8d44\u6e90\u3001\u4e2d\u6587\u652f\u6301\u548c\u6a21\u578b\u6027\u80fd<\/strong>\u3002<\/li>\n\n\n\n<li>Ollama + DeepSeek + RAGFlow \u662f\u53ef\u884c\u65b9\u6848\uff0c\u4f46\u52a1\u5fc5\u6309\u7167**\u201c\u5355\u72ec\u8c03\u8bd5 \u2192 \u5206\u6a21\u5757\u6574\u5408 \u2192 GPU\u4f18\u5316 \u2192 \u4e2d\u6587\u4f18\u5316\u201d**\u7684\u987a\u5e8f\u90e8\u7f72\u3002<\/li>\n\n\n\n<li>\u63d0\u524d\u4e0b\u8f7d\u8d44\u6e90\u3001\u8def\u5f84\u7edf\u4e00\u3001\u65e5\u5fd7\u76d1\u63a7\uff0c\u662f\u964d\u4f4e\u8e29\u5751\u6982\u7387\u7684\u5173\u952e\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e0b\u9762\u7ed9\u4f60\u6574\u7406\u4e00\u7bc7\u56fd\u5185\u73af\u5883\u642d\u5efa\u79c1\u6709\u77e5\u8bc6\u95ee\u7b54\u5e93\uff08Ollama + DeepSeek &#8230; <a class=\"more-link\" href=\"https:\/\/www.52runoob.com\/index.php\/2025\/12\/09\/%e5%9b%bd%e5%86%85%e7%8e%af%e5%a2%83%e6%90%ad%e5%bb%ba%e7%a7%81%e6%9c%89%e7%9f%a5%e8%af%86%e9%97%ae%e7%ad%94%e5%ba%93%e8%b8%a9%e5%9d%91%e8%ae%b0%e5%bd%95ollamadeepseekragflow\/\">Continue Reading &rarr;<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-717","post","type-post","status-publish","format-standard","hentry","category-2"],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/www.52runoob.com\/index.php\/wp-json\/wp\/v2\/posts\/717","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.52runoob.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.52runoob.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.52runoob.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.52runoob.com\/index.php\/wp-json\/wp\/v2\/comments?post=717"}],"version-history":[{"count":1,"href":"https:\/\/www.52runoob.com\/index.php\/wp-json\/wp\/v2\/posts\/717\/revisions"}],"predecessor-version":[{"id":718,"href":"https:\/\/www.52runoob.com\/index.php\/wp-json\/wp\/v2\/posts\/717\/revisions\/718"}],"wp:attachment":[{"href":"https:\/\/www.52runoob.com\/index.php\/wp-json\/wp\/v2\/media?parent=717"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.52runoob.com\/index.php\/wp-json\/wp\/v2\/categories?post=717"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.52runoob.com\/index.php\/wp-json\/wp\/v2\/tags?post=717"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}