{"id":12340,"date":"2026-05-14T01:31:19","date_gmt":"2026-05-13T17:31:19","guid":{"rendered":"https:\/\/www.taki.com.tw\/blog\/?p=12340"},"modified":"2026-05-14T12:09:49","modified_gmt":"2026-05-14T04:09:49","slug":"ollama-rag-enterprise-knowledge-base","status":"publish","type":"post","link":"https:\/\/www.taki.com.tw\/blog\/ollama-rag-enterprise-knowledge-base\/","title":{"rendered":"Ollama \u4f01\u696d\u77e5\u8b58\u5eab\u6559\u5b78\uff1a\u7528 RAG \u67e5 SOP\u3001\u6280\u8853\u6587\u4ef6\u3001\u7522\u54c1\u898f\u683c\u8207\u5ba2\u670d FAQ"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"12340\" class=\"elementor elementor-12340\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b959d3f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b959d3f\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5680e91\" data-id=\"5680e91\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-689cd50 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"689cd50\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-042dd35\" data-id=\"042dd35\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-93da992 elementor-toc--minimized-on-tablet elementor-widget elementor-widget-table-of-contents\" data-id=\"93da992\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;exclude_headings_by_selector&quot;:[],&quot;marker_view&quot;:&quot;bullets&quot;,&quot;no_headings_message&quot;:&quot;\\u5728\\u6b64\\u9801\\u9762\\u4e0a\\u627e\\u4e0d\\u5230\\u6a19\\u984c\\u3002&quot;,&quot;headings_by_tags&quot;:[&quot;h2&quot;,&quot;h3&quot;,&quot;h4&quot;],&quot;icon&quot;:{&quot;value&quot;:&quot;fas fa-circle&quot;,&quot;library&quot;:&quot;fa-solid&quot;},&quot;minimize_box&quot;:&quot;yes&quot;,&quot;minimized_on&quot;:&quot;tablet&quot;,&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__header\">\n\t\t\t\t\t\t<h4 class=\"elementor-toc__header-title\">\n\t\t\t\t\u76ee\u9304\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__93da992\" aria-expanded=\"true\" aria-label=\"Open table of contents\"><i aria-hidden=\"true\" class=\"fas fa-chevron-down\"><\/i><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__93da992\" aria-expanded=\"true\" aria-label=\"Close table of contents\"><i aria-hidden=\"true\" class=\"fas fa-chevron-up\"><\/i><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div id=\"elementor-toc__93da992\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<i class=\"elementor-toc__spinner eicon-animation-spin eicon-loading\" aria-hidden=\"true\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-a1ba2ea\" data-id=\"a1ba2ea\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4b8748c elementor-widget elementor-widget-image\" data-id=\"4b8748c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1055\" height=\"1491\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-rag-enterprise-knowledge-base-sop-product-faq-architecture.jpg\" class=\"attachment-full size-full wp-image-12400\" alt=\"Ollama \u4f01\u696d\u77e5\u8b58\u5eab\u7d50\u5408 RAG \u8207 SQL \u7684\u67b6\u69cb\u5716\uff0c\u8aaa\u660e\u5982\u4f55\u67e5\u8a62 SOP\u3001\u6280\u8853\u6587\u4ef6\u3001\u7522\u54c1\u898f\u683c\u8207\u5ba2\u670d FAQ\uff0c\u4e26\u7531\u672c\u5730 LLM \u7522\u751f\u9644\u4f86\u6e90\u7684\u56de\u7b54\u3002\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-rag-enterprise-knowledge-base-sop-product-faq-architecture.jpg 1055w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-rag-enterprise-knowledge-base-sop-product-faq-architecture-212x300.jpg 212w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-rag-enterprise-knowledge-base-sop-product-faq-architecture-725x1024.jpg 725w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-rag-enterprise-knowledge-base-sop-product-faq-architecture-768x1085.jpg 768w\" sizes=\"(max-width: 1055px) 100vw, 1055px\" title=\"Ollama + RAG \u4f01\u696d\u77e5\u8b58\u5eab\u67b6\u69cb\u5716 - TAKI\u5b98\u65b9\u90e8\u843d\u683c\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-05ae783 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"05ae783\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e2ce3a7\" data-id=\"e2ce3a7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d87010d elementor-widget elementor-widget-text-editor\" data-id=\"d87010d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<section class=\"taki-reading-guide\" style=\"margin: 32px 0; padding: 24px; border: 1px solid #dbe7f3; border-radius: 12px; background: #f8fbff;\"><h2 style=\"margin-top: 0;\">\u672c\u6587\u9069\u5408\u8ab0\u95b1\u8b80\uff1f<\/h2><p>\u9019\u7bc7\u6587\u7ae0\u540c\u6642\u9069\u5408\u4f01\u696d\u6c7a\u7b56\u8005\u3001IT \u4e3b\u7ba1\u3001\u7cfb\u7d71\u5de5\u7a0b\u5e2b\u8207\u958b\u767c\u4eba\u54e1\u95b1\u8b80\u3002\u82e5\u60a8\u6b63\u5728\u8a55\u4f30\u5982\u4f55\u628a\u516c\u53f8\u5167\u90e8 SOP\u3001\u6280\u8853\u6587\u4ef6\u3001\u7522\u54c1\u898f\u683c\u3001\u5ba2\u670d FAQ \u6216\u7dad\u8b77\u624b\u518a\u6574\u7406\u6210\u53ef\u67e5\u8a62\u7684 AI \u77e5\u8b58\u5eab\uff0c\u53ef\u4ee5\u4f9d\u7167\u89d2\u8272\u9078\u64c7\u95b1\u8b80\u91cd\u9ede\u3002<\/p><div style=\"overflow-x: auto;\"><table style=\"width: 100%; border-collapse: collapse; margin: 20px 0; background: #ffffff;\"><thead><tr><th style=\"border: 1px solid #dbe7f3; padding: 12px; text-align: left; background: #eef6ff;\">\u8b80\u8005\u89d2\u8272<\/th><th style=\"border: 1px solid #dbe7f3; padding: 12px; text-align: left; background: #eef6ff;\">\u5efa\u8b70\u95b1\u8b80\u91cd\u9ede<\/th><th style=\"border: 1px solid #dbe7f3; padding: 12px; text-align: left; background: #eef6ff;\">\u53ef\u7372\u5f97\u7684\u50f9\u503c<\/th><\/tr><\/thead><tbody><tr><td style=\"border: 1px solid #dbe7f3; padding: 12px;\">\u4f01\u696d\u6c7a\u7b56\u8005 \/ \u8001\u95c6<\/td><td style=\"border: 1px solid #dbe7f3; padding: 12px;\">\u67b6\u69cb\u8a2d\u8a08\u3001\u5c0e\u5165\u968e\u6bb5\u3001GPU Server \u9078\u578b\u3001TAKI Cloud \u5354\u52a9\u9805\u76ee<\/td><td style=\"border: 1px solid #dbe7f3; padding: 12px;\">\u4e86\u89e3\u4f01\u696d\u5c0e\u5165\u79c1\u6709\u5316 AI \u77e5\u8b58\u5eab\u9700\u8981\u54ea\u4e9b\u8cc7\u6e90\u8207\u6210\u672c<\/td><\/tr><tr><td style=\"border: 1px solid #dbe7f3; padding: 12px;\">IT \u4e3b\u7ba1 \/ \u6280\u8853\u4e3b\u7ba1<\/td><td style=\"border: 1px solid #dbe7f3; padding: 12px;\">PoC\u3001MVP\u3001Scale\u3001Integration\u3001\u6b0a\u9650\u63a7\u7ba1\u3001\u5b89\u5168\u8a2d\u8a08<\/td><td style=\"border: 1px solid #dbe7f3; padding: 12px;\">\u8a55\u4f30\u5167\u90e8\u7cfb\u7d71\u5982\u4f55\u9010\u6b65\u5c0e\u5165 RAG \u8207\u672c\u5730 LLM<\/td><\/tr><tr><td style=\"border: 1px solid #dbe7f3; padding: 12px;\">\u7cfb\u7d71\u5de5\u7a0b\u5e2b<\/td><td style=\"border: 1px solid #dbe7f3; padding: 12px;\">Ollama \u5b89\u88dd\u3001Open WebUI\u3001Qdrant\u3001API\u3001\u5b89\u5168\u8a2d\u5b9a<\/td><td style=\"border: 1px solid #dbe7f3; padding: 12px;\">\u4f9d\u7167\u6307\u4ee4\u5b8c\u6210\u7b2c\u4e00\u7248\u53ef\u6e2c\u8a66\u7684 RAG \u77e5\u8b58\u5eab<\/td><\/tr><tr><td style=\"border: 1px solid #dbe7f3; padding: 12px;\">\u958b\u767c\u4eba\u54e1<\/td><td style=\"border: 1px solid #dbe7f3; padding: 12px;\">Embedding\u3001Qdrant \u5beb\u5165\u3001\u67e5\u8a62\u8173\u672c\u3001SQL \u4e32\u63a5\u908f\u8f2f<\/td><td style=\"border: 1px solid #dbe7f3; padding: 12px;\">\u5efa\u7acb\u53ef\u64f4\u5145\u7684\u4f01\u696d\u77e5\u8b58\u5eab\u5f8c\u7aef\u67b6\u69cb<\/td><\/tr><tr><td style=\"border: 1px solid #dbe7f3; padding: 12px;\">\u5ba2\u670d \/ \u696d\u52d9\u4e3b\u7ba1<\/td><td style=\"border: 1px solid #dbe7f3; padding: 12px;\">SOP \u67e5\u8a62\u3001\u5ba2\u670d FAQ\u3001\u7522\u54c1\u898f\u683c\u52a9\u7406\u3001\u92b7\u552e\u77e5\u8b58\u5eab<\/td><td style=\"border: 1px solid #dbe7f3; padding: 12px;\">\u8a55\u4f30 AI \u5982\u4f55\u6e1b\u5c11\u4eba\u5de5\u67e5\u8cc7\u6599\u8207\u91cd\u8907\u56de\u8986\u6642\u9593<\/td><\/tr><\/tbody><\/table><\/div><p>\u5982\u679c\u53ea\u662f\u60f3\u5feb\u901f\u9a57\u8b49\u516c\u53f8\u6587\u4ef6\u80fd\u4e0d\u80fd\u88ab AI \u67e5\u8a62\uff0c\u53ef\u4ee5\u5148\u95b1\u8b80\u300c\u5be6\u4f5c\u4e00\u300d\u5230\u300c\u5be6\u4f5c\u4e09\u300d\u3002<\/p><p style=\"margin-bottom: 0;\">\u5982\u679c\u76ee\u6a19\u662f\u6b63\u5f0f\u5546\u7528\u90e8\u7f72\uff0c\u5efa\u8b70\u91cd\u9ede\u95b1\u8b80 Qdrant\u3001Hybrid Search\u3001SQL \u4e32\u63a5\u3001\u6b0a\u9650\u63a7\u7ba1\u8207 GPU Server \u9078\u578b\u7ae0\u7bc0\u3002<\/p><\/section><p><br \/>\u4f01\u696d\u5c0e\u5165 AI \u6642\uff0c\u6700\u5e38\u898b\u7684\u7b2c\u4e00\u500b\u554f\u984c\u901a\u5e38\u4e0d\u662f\u300c\u6a21\u578b\u8981\u591a\u5927\u300d\uff0c\u800c\u662f\uff1a<\/p><blockquote><p>\u516c\u53f8\u5df2\u7d93\u6709\u5f88\u591a SOP\u3001\u6280\u8853\u6587\u4ef6\u3001\u7522\u54c1\u898f\u683c\u3001\u5ba2\u670d FAQ\u3001Excel \u5831\u50f9\u8868\u8207\u5167\u90e8\u7dad\u8b77\u624b\u518a\uff0c\u80fd\u4e0d\u80fd\u8b93 AI \u76f4\u63a5\u67e5\u9019\u4e9b\u8cc7\u6599\uff0c\u4e26\u56de\u7b54\u54e1\u5de5\u6216\u5ba2\u6236\u7684\u554f\u984c\uff1f<\/p><\/blockquote><p>\u7b54\u6848\u662f\u53ef\u4ee5\uff0c\u4f46\u95dc\u9375\u4e0d\u662f\u55ae\u7d14\u5b89\u88dd Ollama\u3002<\/p><p>\u6b63\u78ba\u505a\u6cd5\u662f\u5efa\u7acb\u4e00\u5957 <span style=\"color: #3366ff;\"><strong>Ollama + RAG \u7684\u4f01\u696d\u77e5\u8b58\u5eab\u67b6\u69cb<\/strong><\/span>\u3002<\/p><p>Ollama \u8ca0\u8cac\u5728\u672c\u5730\u6216\u4f01\u696d\u4f3a\u670d\u5668\u4e0a\u57f7\u884c\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff1bRAG \u5247\u8ca0\u8cac\u5f9e\u4f01\u696d\u6587\u4ef6\u4e2d\u627e\u51fa\u6b63\u78ba\u8cc7\u6599\uff0c\u518d\u4ea4\u7d66\u6a21\u578b\u6574\u7406\u6210\u7b54\u6848\u3002<\/p><p>\u9019\u7a2e\u67b6\u69cb\u7279\u5225\u9069\u5408\u7528\u65bc\uff1a<\/p><ul data-spread=\"false\"><li>SOP \u67e5\u8a62<\/li><li>\u6280\u8853\u6587\u4ef6\u641c\u5c0b<\/li><li>\u5ba2\u670d\u56de\u8986\u8349\u7a3f<\/li><li>\u7522\u54c1\u898f\u683c\u6bd4\u5c0d<\/li><li>\u5167\u90e8\u5de5\u7a0b\u77e5\u8b58\u7ba1\u7406<\/li><li>\u79c1\u6709\u5316 AI \u77e5\u8b58\u5eab\u90e8\u7f72<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f8ebe14 elementor-widget elementor-widget-heading\" data-id=\"f8ebe14\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u4ec0\u9ebc\u662f Ollama\uff1f\u70ba\u4ec0\u9ebc\u9069\u5408\u4f01\u696d\u77e5\u8b58\u5eab\uff1f<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-19d3316 elementor-widget elementor-widget-text-editor\" data-id=\"19d3316\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Ollama \u662f\u4e00\u5957\u53ef\u4ee5\u5728\u672c\u6a5f\u6216\u4f3a\u670d\u5668\u4e0a\u57f7\u884c\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u5de5\u5177\u3002\u5b89\u88dd\u5f8c\uff0c\u5b83\u53ef\u4ee5\u900f\u904e API \u88ab\u61c9\u7528\u7a0b\u5f0f\u547c\u53eb\uff1bOllama \u5b98\u65b9\u6587\u4ef6\u8aaa\u660e\uff0c\u9810\u8a2d API \u4f4d\u5740\u70ba <code>http:\/\/localhost:11434\/api<\/code>\u3002<\/p><p>\u5c0d\u4f01\u696d\u4f86\u8aaa\uff0cOllama \u7684\u50f9\u503c\u4e0d\u53ea\u662f\u300c\u53ef\u4ee5\u672c\u5730\u8dd1\u6a21\u578b\u300d\uff0c\u800c\u662f\u5b83\u80fd\u6210\u70ba\u4f01\u696d\u79c1\u6709\u5316 AI \u61c9\u7528\u7684\u57fa\u790e\u5143\u4ef6\u3002<\/p><p>\u5c0d\u65bc\u9700\u8981\u79c1\u6709\u5316\u90e8\u7f72\u3001\u5167\u90e8\u6587\u4ef6\u8655\u7406\u6216\u672c\u5730 LLM \u61c9\u7528\u7684\u4f01\u696d\uff0c\u7a69\u5b9a\u7684 <span style=\"color: #3366ff;\"><strong><a style=\"color: #3366ff;\" title=\"GPU Server \u670d\u52d9\" href=\"https:\/\/www.taki.com.tw\/gpu-server-service\/\" target=\"_blank\" rel=\"noopener\">GPU Server \u670d\u52d9<\/a><\/strong><\/span> \u6703\u662f AI \u77e5\u8b58\u5eab\u80fd\u5426\u9577\u671f\u904b\u4f5c\u7684\u57fa\u790e\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-917d527 elementor-widget elementor-widget-jet-table\" data-id=\"917d527\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-8be9315 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u61c9\u7528\u5834\u666f<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-5635ad5 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u8aaa\u660e<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-58af5e2\"><td class=\"jet-table__cell elementor-repeater-item-dc31ec2 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">SOP \u67e5\u8a62<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-ab785a0 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u8b93\u5ba2\u670d\u6216\u5de5\u7a0b\u5e2b\u5feb\u901f\u67e5\u627e\u6a19\u6e96\u4f5c\u696d\u6d41\u7a0b<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-0412556\"><td class=\"jet-table__cell elementor-repeater-item-c80a1d6 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6280\u8853\u6587\u4ef6\u67e5\u8a62<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-606deb9 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u67e5 Linux\u3001Plesk\u3001Cloudflare\u3001GPU Server\u3001WordPress \u7b49\u6280\u8853\u6587\u4ef6<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-04bccdf\"><td class=\"jet-table__cell elementor-repeater-item-0743567 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5ba2\u670d\u77e5\u8b58\u5eab<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-55fae6d jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6839\u64da FAQ \u8207\u904e\u53bb\u6848\u4f8b\u7522\u751f\u5ba2\u670d\u56de\u8986\u8349\u7a3f<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-5f83da4\"><td class=\"jet-table__cell elementor-repeater-item-521a1ab jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u7522\u54c1\u898f\u683c\u52a9\u7406<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-1b12d48 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5354\u52a9\u696d\u52d9\u67e5\u8a62 GPU\u3001CPU\u3001RAM\u3001\u983b\u5bec\u3001\u50f9\u683c\u8207\u9069\u7528\u5834\u666f<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-1a570d3\"><td class=\"jet-table__cell elementor-repeater-item-67c0f81 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u79c1\u6709\u5316 AI \u52a9\u7406<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-c8d7974 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5728\u4f01\u696d\u5167\u90e8\u74b0\u5883\u8655\u7406\u654f\u611f\u6587\u4ef6\uff0c\u964d\u4f4e\u8cc7\u6599\u5916\u6d41\u8207\u8de8\u5883\u50b3\u8f38\u98a8\u96aa<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c74c36b elementor-widget elementor-widget-text-editor\" data-id=\"c74c36b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4e0d\u904e\uff0cOllama \u672c\u8eab\u4e0d\u662f\u5b8c\u6574\u7684\u77e5\u8b58\u5eab\u7cfb\u7d71\u3002<\/p><p>\u5b83\u6bd4\u8f03\u50cf\u662f\u300c\u672c\u5730 AI \u6a21\u578b\u7684\u5927\u8166\u300d\u3002\u5982\u679c\u8981\u8b93 AI \u67e5 SOP\u3001\u6280\u8853\u6587\u4ef6\u3001\u7522\u54c1\u898f\u683c\u8207\u5ba2\u670d\u77e5\u8b58\u5eab\uff0c\u9084\u9700\u8981\u642d\u914d RAG\u3001Embedding\u3001\u5411\u91cf\u8cc7\u6599\u5eab\u3001SQL \u8207\u6b0a\u9650\u7ba1\u7406\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0ec4d6d elementor-widget elementor-widget-heading\" data-id=\"0ec4d6d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u70ba\u4ec0\u9ebc\u4e0d\u80fd\u53ea\u7528 Ollama\uff1fRAG \u624d\u662f\u67e5\u6587\u4ef6\u7684\u6838\u5fc3<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f64741 elementor-widget elementor-widget-text-editor\" data-id=\"7f64741\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5f88\u591a\u4eba\u4ee5\u70ba\uff0c\u53ea\u8981\u5b89\u88dd Ollama\uff0c\u7136\u5f8c\u554f\u6a21\u578b\u554f\u984c\uff0c\u5b83\u5c31\u80fd\u56de\u7b54\u4f01\u696d\u5167\u90e8\u6587\u4ef6\u5167\u5bb9\u3002\u9019\u662f\u932f\u8aa4\u89c0\u5ff5\u3002<\/p><p>\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u672c\u8eab\u4e0d\u6703\u81ea\u52d5\u8b80\u53d6\u516c\u53f8\u5167\u90e8 SOP\u3001PDF\u3001Excel\u3001\u5ba2\u670d\u7d00\u9304\u6216\u6280\u8853\u6587\u4ef6\u3002<\/p><p>\u5982\u679c\u6c92\u6709\u628a\u4f01\u696d\u8cc7\u6599\u6574\u7406\u6210\u53ef\u6aa2\u7d22\u7684\u77e5\u8b58\u5eab\uff0c\u6a21\u578b\u53ea\u80fd\u6839\u64da\u65e2\u6709\u8a13\u7df4\u77e5\u8b58\u8207 prompt \u5167\u5bb9\u56de\u7b54\uff0c\u9019\u5f88\u5bb9\u6613\u51fa\u73fe\u904e\u6642\u3001\u932f\u8aa4\u6216\u7de8\u9020\u7b54\u6848\u3002<\/p><p>\u9019\u5c31\u662f\u70ba\u4ec0\u9ebc\u4f01\u696d\u77e5\u8b58\u5eab\u9700\u8981 RAG\u3002<\/p><p>RAG \u7684\u5168\u540d\u662f <span style=\"color: #3366ff;\"><strong>Retrieval-Augmented Generation\uff0c\u6aa2\u7d22\u589e\u5f37\u751f\u6210<\/strong><\/span>\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a67fd4 elementor-widget elementor-widget-image\" data-id=\"3a67fd4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"542\" height=\"2560\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/Ollama-LLM-Query-Retrieval-scaled.jpg\" class=\"attachment-full size-full wp-image-12342\" alt=\"RAG \u7d50\u5408 Ollama \u672c\u5730 LLM \u67e5\u8a62\u4f01\u696d\u79c1\u6709\u77e5\u8b58\u5eab\u7684\u6d41\u7a0b\u5716\uff0c\u5f9e\u4f7f\u7528\u8005\u63d0\u554f\u3001\u641c\u5c0b SOP \u6280\u8853\u6587\u4ef6 FAQ\uff0c\u5230\u7522\u751f\u9644\u4f86\u6e90\u56de\u7b54\u3002\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/Ollama-LLM-Query-Retrieval-scaled.jpg 542w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/Ollama-LLM-Query-Retrieval-217x1024.jpg 217w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/Ollama-LLM-Query-Retrieval-768x3627.jpg 768w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/Ollama-LLM-Query-Retrieval-325x1536.jpg 325w\" sizes=\"(max-width: 542px) 100vw, 542px\" title=\"Ollama \u8207 RAG \u67e5\u8a62\u4f01\u696d\u79c1\u6709\u77e5\u8b58\u5eab\u6d41\u7a0b\u5716 - TAKI\u5b98\u65b9\u90e8\u843d\u683c\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8aac0bf elementor-widget elementor-widget-text-editor\" data-id=\"8aac0bf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4e00\u53e5\u8a71\u8aaa\uff1a<\/p><blockquote><p><strong>Ollama \u8ca0\u8cac\u56de\u7b54\uff0cRAG \u8ca0\u8cac\u627e\u8cc7\u6599\u3002\u4f01\u696d\u77e5\u8b58\u5eab\u8981\u6e96\u78ba\uff0c\u5169\u8005\u7f3a\u4e00\u4e0d\u53ef\u3002<\/strong><\/p><\/blockquote>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c8b2897 elementor-widget elementor-widget-heading\" data-id=\"c8b2897\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Ollama \u4f01\u696d\u77e5\u8b58\u5eab\u7684\u6a19\u6e96\u67b6\u69cb\uff1aPoC \u8207\u6b63\u5f0f\u5546\u7528\u5dee\u5728\u54ea\uff1f<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5661068 elementor-widget elementor-widget-text-editor\" data-id=\"5661068\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4e00\u5957\u5b8c\u6574\u7684\u4f01\u696d AI \u77e5\u8b58\u5eab\uff0c\u5927\u81f4\u53ef\u4ee5\u8a2d\u8a08\u6210\u9019\u6a23\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-194fe69 elementor-widget elementor-widget-image\" data-id=\"194fe69\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1381\" height=\"2560\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-enterprise-knowledge-base-rag-architecture-scaled.jpg\" class=\"attachment-full size-full wp-image-12343\" alt=\"Ollama \u4f01\u696d\u77e5\u8b58\u5eab\u7d50\u5408 RAG \u67b6\u69cb\u7684\u6a19\u6e96\u6d41\u7a0b\u5716\uff0c\u8aaa\u660e\u4f7f\u7528\u8005\u63d0\u554f\u5f8c\uff0c\u7cfb\u7d71\u5982\u4f55\u641c\u5c0b\u4f01\u696d\u79c1\u6709\u77e5\u8b58\u5eab\u4e26\u7531\u672c\u5730 LLM \u7522\u751f\u56de\u7b54\u3002\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-enterprise-knowledge-base-rag-architecture-scaled.jpg 1381w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-enterprise-knowledge-base-rag-architecture-162x300.jpg 162w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-enterprise-knowledge-base-rag-architecture-552x1024.jpg 552w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-enterprise-knowledge-base-rag-architecture-768x1424.jpg 768w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-enterprise-knowledge-base-rag-architecture-828x1536.jpg 828w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-enterprise-knowledge-base-rag-architecture-1105x2048.jpg 1105w\" sizes=\"(max-width: 1381px) 100vw, 1381px\" title=\"Ollama \u4f01\u696d\u77e5\u8b58\u5eab\u6a19\u6e96\u67b6\u69cb\u5716 - TAKI\u5b98\u65b9\u90e8\u843d\u683c\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b064284 elementor-widget elementor-widget-text-editor\" data-id=\"b064284\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5982\u679c\u53ea\u662f PoC \u6e2c\u8a66\uff0c\u53ef\u4ee5\u5148\u7528\uff1a<\/p><p><strong><span style=\"color: #3366ff;\">Ollama + Open WebUI<\/span><\/strong><\/p><p>\u5982\u679c\u8981\u6b63\u5f0f\u5546\u7528\uff0c\u5efa\u8b70\u5347\u7d1a\u6210\uff1a<\/p><p><strong><span style=\"color: #3366ff;\">Ollama + Qdrant + SQL \/ ERP + API Gateway + \u6b0a\u9650\u63a7\u7ba1 + Reranker<\/span><\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3fcdf26 elementor-widget elementor-widget-heading\" data-id=\"3fcdf26\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Ollama + RAG \u4f01\u696d\u77e5\u8b58\u5eab\u67b6\u69cb\u5716<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-00c4c3d elementor-widget elementor-widget-image\" data-id=\"00c4c3d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"1647\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-rag-enterprise-knowledge-base-architecture.jpg\" class=\"attachment-full size-full wp-image-12344\" alt=\"Ollama + RAG \u4f01\u696d\u77e5\u8b58\u5eab\u67b6\u69cb\u5716\uff0c\u8aaa\u660e\u4f7f\u7528\u8005\u63d0\u554f\u5f8c\uff0c\u7cfb\u7d71\u5982\u4f55\u6aa2\u7d22\u4f01\u696d\u79c1\u6709\u77e5\u8b58\u5eab\uff0c\u518d\u7531\u672c\u5730 LLM \u7522\u751f\u6709\u4f86\u6e90\u4f9d\u64da\u7684\u56de\u7b54\u3002\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-rag-enterprise-knowledge-base-architecture.jpg 1000w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-rag-enterprise-knowledge-base-architecture-182x300.jpg 182w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-rag-enterprise-knowledge-base-architecture-622x1024.jpg 622w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-rag-enterprise-knowledge-base-architecture-768x1265.jpg 768w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-rag-enterprise-knowledge-base-architecture-933x1536.jpg 933w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" title=\"Ollama + RAG \u4f01\u696d\u77e5\u8b58\u5eab\u67b6\u69cb\u5716 - TAKI\u5b98\u65b9\u90e8\u843d\u683c\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9bb14ac elementor-widget elementor-widget-heading\" data-id=\"9bb14ac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u50b3\u7d71\u95dc\u9375\u5b57\u67e5\u8a62 vs Ollama + RAG \u77e5\u8b58\u5eab<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cae7386 elementor-widget elementor-widget-text-editor\" data-id=\"cae7386\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4f01\u696d\u4ee5\u524d\u67e5 SOP \u6216\u5ba2\u670d FAQ\uff0c\u901a\u5e38\u662f\u9760\u95dc\u9375\u5b57\u641c\u5c0b\u3001\u5167\u90e8 Wiki\u3001Excel \u6216\u8cc7\u6599\u593e\u5206\u985e\u3002<\/p><p>\u9019\u7a2e\u65b9\u5f0f\u53ef\u4ee5\u7528\uff0c\u4f46\u9047\u5230\u6587\u4ef6\u91cf\u8b8a\u5927\u3001\u554f\u984c\u8b8a\u8907\u96dc\u6642\uff0c\u6548\u7387\u6703\u660e\u986f\u4e0b\u964d\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7af76f7 elementor-widget elementor-widget-jet-table\" data-id=\"7af76f7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-8262299 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6bd4\u8f03\u9805\u76ee<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-1367cbd jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u50b3\u7d71\u95dc\u9375\u5b57\u67e5\u8a62<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-56662e9 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Ollama + RAG \u77e5\u8b58\u5eab<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-5b6c103\"><td class=\"jet-table__cell elementor-repeater-item-5daf30a jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u67e5\u8a62\u65b9\u5f0f<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-5229909 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5fc5\u9808\u8f38\u5165\u7cbe\u6e96\u95dc\u9375\u5b57<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-33a2467 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u53ef\u7528\u81ea\u7136\u8a9e\u8a00\u63d0\u554f<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-207b2cc\"><td class=\"jet-table__cell elementor-repeater-item-4b40d75 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u641c\u5c0b\u80fd\u529b<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-f847750 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u627e\u6587\u4ef6<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-ae28143 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u627e\u7b54\u6848\u4e26\u6574\u7406\u91cd\u9ede<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-1171641\"><td class=\"jet-table__cell elementor-repeater-item-2863166 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u8a9e\u610f\u7406\u89e3<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-3d3ba2d jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5f31<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-a95f1e3 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5f37<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-5f53a6f\"><td class=\"jet-table__cell elementor-repeater-item-990952a jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u591a\u6587\u4ef6\u5f59\u6574<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-854d884 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9700\u8981\u4eba\u5de5\u95b1\u8b80<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-fca0458 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u53ef\u6574\u7406\u591a\u4efd\u6587\u4ef6\u5167\u5bb9<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-78c453a\"><td class=\"jet-table__cell elementor-repeater-item-4bf4a77 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5ba2\u670d\u56de\u8986<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-4b55fe6 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9700\u4eba\u5de5\u6539\u5beb<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-c7676cf jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u53ef\u7522\u751f\u56de\u8986\u8349\u7a3f<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-da63f22\"><td class=\"jet-table__cell elementor-repeater-item-efa5cd7 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">SOP \u67e5\u8a62<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-1606d2b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u53ea\u80fd\u627e\u5230\u6587\u4ef6<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-242acfb jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u53ef\u6574\u7406\u6210\u8655\u7406\u6b65\u9a5f<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-ffa5d30\"><td class=\"jet-table__cell elementor-repeater-item-be17b28 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u7522\u54c1\u898f\u683c<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-de54f67 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5bb9\u6613\u6f0f\u6389\u76f8\u8fd1\u578b\u865f<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-6853571 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u7d50\u5408 SQL \u8207\u6587\u4ef6\u8aaa\u660e<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-1f15954\"><td class=\"jet-table__cell elementor-repeater-item-6dc13ba jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9069\u5408\u5834\u666f<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-b2e3ca5 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6587\u4ef6\u5c11\u3001\u554f\u984c\u7c21\u55ae<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-746eaef jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6587\u4ef6\u591a\u3001\u554f\u984c\u8907\u96dc\u3001\u5ba2\u670d\u91cf\u5927<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f9e0bc3 elementor-widget elementor-widget-text-editor\" data-id=\"f9e0bc3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5c0d\u4f01\u696d\u4f86\u8aaa\uff0cOllama + RAG \u7684\u50f9\u503c\u4e0d\u662f\u53d6\u4ee3\u6240\u6709\u7cfb\u7d71\uff0c\u800c\u662f\u628a\u5206\u6563\u5728 SOP\u3001\u6280\u8853\u6587\u4ef6\u3001\u5ba2\u670d\u7d00\u9304\u8207\u7522\u54c1\u8cc7\u6599\u4e2d\u7684\u77e5\u8b58\uff0c\u8b8a\u6210\u53ef\u4ee5\u88ab\u81ea\u7136\u8a9e\u8a00\u67e5\u8a62\u7684 AI \u52a9\u7406\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3207acf elementor-widget elementor-widget-heading\" data-id=\"3207acf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u9069\u5408\u653e\u9032\u4f01\u696d\u77e5\u8b58\u5eab\u7684\u8cc7\u6599\u985e\u578b<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b6ab7ce elementor-widget elementor-widget-text-editor\" data-id=\"b6ab7ce\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4f01\u696d\u4e0d\u8981\u4e00\u958b\u59cb\u5c31\u628a\u6240\u6709\u8cc7\u6599\u6df7\u5728\u4e00\u8d77\u3002<\/p><p>\u6bd4\u8f03\u597d\u7684\u505a\u6cd5\uff0c\u662f\u4f9d\u7167\u4f7f\u7528\u8005\u8207\u5834\u666f\u5206\u985e\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cc2539a elementor-widget elementor-widget-jet-table\" data-id=\"cc2539a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-ec9496b jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u77e5\u8b58\u5eab\u985e\u578b<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-3f97c5c jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9069\u5408\u5167\u5bb9<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-2a0fc04 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4f7f\u7528\u8005<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-4cebc4c\"><td class=\"jet-table__cell elementor-repeater-item-f73d7b9 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">SOP \u77e5\u8b58\u5eab<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-540ebf6 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u958b\u901a\u6d41\u7a0b\u3001\u5099\u4efd\u9084\u539f\u3001SSL \u8a2d\u5b9a\u3001DNS \u64cd\u4f5c\u3001\u6545\u969c\u6392\u9664\u6d41\u7a0b<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-e05fcf0 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5ba2\u670d\u3001\u5de5\u7a0b\u5e2b<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-6098c56\"><td class=\"jet-table__cell elementor-repeater-item-b092103 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6280\u8853\u6587\u4ef6\u5eab<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-c5a45df jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Linux\u3001Plesk\u3001LiteSpeed\u3001Cloudflare\u3001WordPress\u3001GPU Server\u3001Ollama \u90e8\u7f72\u6587\u4ef6<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-7d5ff5f jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5de5\u7a0b\u5e2b<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-f4cf3cd\"><td class=\"jet-table__cell elementor-repeater-item-9db7997 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u7522\u54c1\u898f\u683c\u5eab<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-05c9ffc jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">GPU \u578b\u865f\u3001CPU\u3001RAM\u3001SSD\u3001\u983b\u5bec\u3001\u50f9\u683c\u3001\u9069\u7528\u5834\u666f<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-b674028 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u696d\u52d9\u3001\u552e\u524d\u9867\u554f<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-d22cc0c\"><td class=\"jet-table__cell elementor-repeater-item-ee30d56 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5ba2\u670d\u77e5\u8b58\u5eab<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-efc4b35 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">FAQ\u3001\u6a19\u6e96\u56de\u8986\u3001\u5e38\u898b ticket\u3001\u5ba2\u8a34\u8655\u7406\u6d41\u7a0b<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-2cfc73f jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5ba2\u670d\u3001\u696d\u52d9<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-85be95e\"><td class=\"jet-table__cell elementor-repeater-item-ef3e33e jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u92b7\u552e\u77e5\u8b58\u5eab<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-5ecc89c jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u65b9\u6848\u6bd4\u8f03\u3001\u5831\u50f9\u908f\u8f2f\u3001\u7af6\u54c1\u6bd4\u8f03\u3001ROI \u8aaa\u660e<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-49da5ec jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u696d\u52d9\u3001\u4e3b\u7ba1<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-2f029b3\"><td class=\"jet-table__cell elementor-repeater-item-4256ee7 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5de5\u7a0b\u7d93\u9a57\u5eab<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-9625c32 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u932f\u8aa4\u8a0a\u606f\u3001log \u6848\u4f8b\u3001\u6392\u932f\u7d00\u9304\u3001\u7dad\u8b77\u624b\u518a<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-44a891b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5de5\u7a0b\u5e2b\u3001\u6280\u8853\u4e3b\u7ba1<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4be9e16 elementor-widget elementor-widget-text-editor\" data-id=\"4be9e16\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u9019\u6a23\u5206\u985e\u5f8c\uff0cAI \u6bd4\u8f03\u4e0d\u6703\u628a\u4e0d\u540c\u7528\u9014\u7684\u8cc7\u6599\u6df7\u5728\u4e00\u8d77\u3002<\/p><p>\u4f8b\u5982\u5ba2\u670d\u554f SSL \u554f\u984c\uff0c\u5c31\u4e0d\u61c9\u8a72\u6293\u5230 GPU Server \u898f\u683c\uff1b\u696d\u52d9\u554f H200 \u548c A100 \u5dee\u7570\uff0c\u4e5f\u4e0d\u61c9\u8a72\u6293\u5230\u5167\u90e8\u7dad\u8b77\u624b\u518a\u6216\u5ba2\u6236 ticket\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad948e4 elementor-widget elementor-widget-heading\" data-id=\"ad948e4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u5be6\u4f5c\u524d\u6e96\u5099\uff1a\u5efa\u8b70\u74b0\u5883<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2f4c3b2 elementor-widget elementor-widget-text-editor\" data-id=\"2f4c3b2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5728\u6b63\u5f0f\u958b\u59cb\u524d\uff0c\u5efa\u8b70\u5148\u6e96\u5099\u4e00\u53f0 Linux \u4e3b\u6a5f\u4f5c\u70ba\u6e2c\u8a66\u74b0\u5883\u3002<\/p><p>PoC \u968e\u6bb5\u53ef\u4ee5\u5148\u7528\u55ae\u6a5f\u90e8\u7f72\uff0c\u628a Ollama\u3001Open WebUI \u8207 Qdrant \u653e\u5728\u540c\u4e00\u53f0\u4e3b\u6a5f\u4e0a\uff1b\u6b63\u5f0f\u5546\u7528\u6642\uff0c\u518d\u62c6\u6210\u524d\u7aef\u670d\u52d9\u3001\u6a21\u578b\u670d\u52d9\u3001\u5411\u91cf\u8cc7\u6599\u5eab\u8207\u7522\u54c1\u8cc7\u6599\u5eab\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f107f64 elementor-widget elementor-widget-jet-table\" data-id=\"f107f64\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-4e46916 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9805\u76ee<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-f5b19b0 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5efa\u8b70<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-12577ae\"><td class=\"jet-table__cell elementor-repeater-item-b18b29b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4f5c\u696d\u7cfb\u7d71<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-957e800 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Ubuntu 22.04 \/ 24.04\u3001AlmaLinux 8 \/ 9<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-cdeddef\"><td class=\"jet-table__cell elementor-repeater-item-6fad3cc jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">CPU<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-2998295 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">8 \u6838\u5fc3\u4ee5\u4e0a<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-17c0685\"><td class=\"jet-table__cell elementor-repeater-item-afe65aa jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">RAM<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-595314a jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">32GB \u4ee5\u4e0a\uff0c\u6b63\u5f0f\u74b0\u5883\u5efa\u8b70 64GB+<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-6919608\"><td class=\"jet-table__cell elementor-repeater-item-d86a09a jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">GPU<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-debf4e4 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6e2c\u8a66\u53ef\u7528 16GB VRAM\uff1b\u4f01\u696d\u77e5\u8b58\u5eab\u5efa\u8b70 24GB VRAM \u4ee5\u4e0a<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-801e457\"><td class=\"jet-table__cell elementor-repeater-item-2b6ac4c jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u786c\u789f<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-0b2f801 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">NVMe SSD\uff0c\u81f3\u5c11 200GB \u8d77\u8df3<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-3ed94bb\"><td class=\"jet-table__cell elementor-repeater-item-b33f3ad jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u8edf\u9ad4<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-652c57b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Docker\u3001Docker Compose\u3001Ollama<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-4f8fb37\"><td class=\"jet-table__cell elementor-repeater-item-867b0a9 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u7528\u9014<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-6b4cdce jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">SOP\u3001FAQ\u3001\u6280\u8853\u6587\u4ef6\u3001\u5ba2\u670d\u77e5\u8b58\u5eab\u6e2c\u8a66<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fadc01f elementor-widget elementor-widget-text-editor\" data-id=\"fadc01f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5982\u679c\u53ea\u662f\u505a\u7b2c\u4e00\u968e\u6bb5 MVP\uff0c\u53ef\u4ee5\u5148\u4f7f\u7528\uff1a<\/p><p><strong><span style=\"color: #3366ff;\">Ollama + Open WebUI<\/span><\/strong><\/p><p>\u5982\u679c\u8981\u505a\u6b63\u5f0f\u5546\u7528\u67b6\u69cb\uff0c\u5247\u5efa\u8b70\u5347\u7d1a\u70ba\uff1a<\/p><p><strong><span style=\"color: #3366ff;\">Ollama + Open WebUI \/ \u81ea\u5efa\u524d\u7aef + Qdrant + SQL + API Gateway + \u6b0a\u9650\u63a7\u7ba1<\/span><\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fbce0ba elementor-widget elementor-widget-heading\" data-id=\"fbce0ba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u5be6\u4f5c\u4e00\uff1a\u5b89\u88dd\u8207\u9a57\u8b49 Ollama<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b058aaf elementor-widget elementor-widget-text-editor\" data-id=\"b058aaf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Ollama \u662f\u672c\u5730 LLM \u7684\u57f7\u884c\u6838\u5fc3\u3002\u5b89\u88dd\u5f8c\uff0cOllama \u6703\u63d0\u4f9b API\uff0c\u8b93 Open WebUI\u3001\u5f8c\u7aef\u7a0b\u5f0f\u6216 RAG \u7cfb\u7d71\u547c\u53eb\u6a21\u578b\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-95294ea elementor-widget elementor-widget-heading\" data-id=\"95294ea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">1. \u5b89\u88dd Ollama<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9d655f1 elementor-widget elementor-widget-code-highlight\" data-id=\"9d655f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp>curl -fsSL https:\/\/ollama.com\/install.sh | sh\n\n#\u5b89\u88dd\u5b8c\u6210\u5f8c\uff0c\u78ba\u8a8d\u670d\u52d9\u72c0\u614b\uff1a\n\nsystemctl status ollama\n\n#\u5982\u679c\u670d\u52d9\u5c1a\u672a\u555f\u52d5\uff0c\u53ef\u4ee5\u624b\u52d5\u555f\u52d5\uff1a\n\nsudo systemctl start ollama\nsudo systemctl enable ollama\n\n#\u78ba\u8a8d Ollama \u7248\u672c\uff1a\n\nollama -v<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f8e78e4 elementor-widget elementor-widget-heading\" data-id=\"f8e78e4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2. \u6aa2\u67e5 API \u662f\u5426\u53ef\u7528<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc400cc elementor-widget elementor-widget-code-highlight\" data-id=\"fc400cc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp>#\u5148\u78ba\u8a8d Ollama API \u662f\u5426\u6709\u56de\u61c9\uff1a\n\ncurl http:\/\/localhost:11434\/api\/version\n\n#\u5217\u51fa\u672c\u6a5f\u5df2\u5b89\u88dd\u7684\u6a21\u578b\uff1a\n\ncurl http:\/\/localhost:11434\/api\/tags<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4233f57 elementor-widget elementor-widget-heading\" data-id=\"4233f57\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">3. \u4e0b\u8f09\u4e26\u6e2c\u8a66\u7b2c\u4e00\u500b\u6a21\u578b<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d0b1038 elementor-widget elementor-widget-code-highlight\" data-id=\"d0b1038\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp>#\u53ef\u4ee5\u5148\u4e0b\u8f09\u4e00\u500b\u6a21\u578b\u6e2c\u8a66\uff0c\u4f8b\u5982\uff1a\n\nollama pull qwen3:14b\n\n#\u78ba\u8a8d\u6a21\u578b\u5df2\u5b58\u5728\uff1a\n\nollama list\n\n#\u6e2c\u8a66\u804a\u5929 API\uff1a\n\ncurl http:\/\/localhost:11434\/api\/chat -d '{\n  \"model\": \"qwen3:14b\",\n  \"messages\": [\n    {\n      \"role\": \"user\",\n      \"content\": \"\u8acb\u7528\u7e41\u9ad4\u4e2d\u6587\u89e3\u91cb\u4ec0\u9ebc\u662f RAG\u3002\"\n    }\n  ],\n  \"stream\": false\n}'<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-abdbe4e elementor-widget elementor-widget-heading\" data-id=\"abdbe4e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">4. \u91cd\u8981\u5b89\u5168\u8a2d\u5b9a\uff1a\u4e0d\u8981\u76f4\u63a5\u958b\u653e 11434 \u5230\u5916\u7db2<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-153bd26 elementor-widget elementor-widget-text-editor\" data-id=\"153bd26\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u6b63\u5f0f\u74b0\u5883\u4e0d\u5efa\u8b70\u628a Ollama API \u76f4\u63a5\u958b\u5230 Internet\u3002<\/p><p>\u5982\u679c\u53ea\u662f\u672c\u6a5f\u4f7f\u7528\uff0c\u5efa\u8b70\u7dad\u6301\u9810\u8a2d localhost\u3002<br \/>\u5982\u679c\u8981\u8b93\u5167\u7db2\u5176\u4ed6\u670d\u52d9\u9023\u7dda\uff0c\u53ef\u4ee5\u6539\u6210\u5167\u7db2 IP\uff0c\u4f46\u4e0d\u8981\u76f4\u63a5\u66b4\u9732\u5230\u516c\u7db2\u3002<\/p><p>\u7bc4\u4f8b\uff1a\u53ea\u5141\u8a31\u5167\u7db2\u670d\u52d9\u9023\u7dda\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6bfc3a8 elementor-widget elementor-widget-code-highlight\" data-id=\"6bfc3a8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp>sudo systemctl edit ollama.service<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c1cabf elementor-widget elementor-widget-text-editor\" data-id=\"0c1cabf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u52a0\u5165\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-15a2d86 elementor-widget elementor-widget-code-highlight\" data-id=\"15a2d86\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp>[Service]\nEnvironment=\"OLLAMA_HOST=192.168.1.10:11434\"<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-78fe1e0 elementor-widget elementor-widget-text-editor\" data-id=\"78fe1e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u91cd\u65b0\u8f09\u5165\u4e26\u91cd\u555f\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2b5a265 elementor-widget elementor-widget-code-highlight\" data-id=\"2b5a265\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp>sudo systemctl daemon-reload\nsudo systemctl restart ollama\n\n#\u78ba\u8a8d\u76e3\u807d\u72c0\u614b\uff1a\n\nss -lntp | grep 11434<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c1cfc8b elementor-widget elementor-widget-text-editor\" data-id=\"c1cfc8b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u6b63\u5f0f\u74b0\u5883\u5efa\u8b70\u8b93\u5916\u90e8\u7cfb\u7d71\u900f\u904e\u4ee5\u4e0b\u65b9\u5f0f\u5b58\u53d6\uff1a<\/p><ul data-spread=\"false\"><li>Nginx Reverse Proxy<\/li><li>API Gateway<\/li><li>VPN<\/li><li>Zero Trust Access<\/li><li>\u5167\u7db2\u5c08\u7dda<\/li><\/ul><p>\u4e0d\u8981\u76f4\u63a5\u958b\u653e Ollama API\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47cc099 elementor-widget elementor-widget-heading\" data-id=\"47cc099\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u5be6\u4f5c\u4e8c\uff1a\u4e0b\u8f09 LLM \u8207 Embedding \u6a21\u578b<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7c70dd6 elementor-widget elementor-widget-text-editor\" data-id=\"7c70dd6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4f01\u696d RAG \u77e5\u8b58\u5eab\u901a\u5e38\u9700\u8981\u5169\u7a2e\u6a21\u578b\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b7754c0 elementor-widget elementor-widget-jet-table\" data-id=\"b7754c0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-3ea2b01 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6a21\u578b\u985e\u578b<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-ac79d5b jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u7528\u9014<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-2c3b960\"><td class=\"jet-table__cell elementor-repeater-item-c61e5d3 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">LLM \u8a9e\u8a00\u6a21\u578b<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-102b751 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u8ca0\u8cac\u7406\u89e3\u554f\u984c\u3001\u6574\u7406\u5167\u5bb9\u3001\u7522\u751f\u56de\u7b54<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-e042198\"><td class=\"jet-table__cell elementor-repeater-item-b619b25 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Embedding \u6a21\u578b<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-798fd9d jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u8ca0\u8cac\u628a\u6587\u4ef6\u8f49\u6210\u5411\u91cf\uff0c\u7528\u65bc\u8a9e\u610f\u641c\u5c0b<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6f85681 elementor-widget elementor-widget-heading\" data-id=\"6f85681\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">1. \u4e0b\u8f09\u8a9e\u8a00\u6a21\u578b<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fbc15c5 elementor-widget elementor-widget-code-highlight\" data-id=\"fbc15c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp>#\u4e2d\u6587\u4f01\u696d\u77e5\u8b58\u5eab\u5efa\u8b70\u5148\u5f9e Qwen \u7cfb\u5217\u6e2c\u8a66\uff1a\n\nollama pull qwen3:14b\n\n#\u5982\u679c GPU VRAM \u8db3\u5920\uff0c\u53ef\u4ee5\u518d\u6e2c\uff1a\n\nollama pull qwen3:32b\n\n#\u5982\u679c\u53ea\u662f\u5c0f\u578b FAQ \u6e2c\u8a66\uff0c\u4e5f\u53ef\u4ee5\u5148\u7528 8B \u7b49\u7d1a\u6a21\u578b\uff1a\n\nollama pull qwen3:8b\n\n#\u78ba\u8a8d\u6a21\u578b\u5df2\u4e0b\u8f09\uff1a\n\nollama list<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-def31bc elementor-widget elementor-widget-text-editor\" data-id=\"def31bc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u6a21\u578b\u540d\u7a31\u8207 tag \u53ef\u80fd\u6703\u96a8 Ollama \u6a21\u578b\u5eab\u66f4\u65b0\u800c\u8abf\u6574\uff0c\u6b63\u5f0f\u90e8\u7f72\u524d\u5efa\u8b70\u4ee5 Ollama library \u76ee\u524d\u63d0\u4f9b\u7684 tag \u70ba\u6e96\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b7eb144 elementor-widget elementor-widget-heading\" data-id=\"b7eb144\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2. \u4e0b\u8f09 Embedding \u6a21\u578b<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ebffc57 elementor-widget elementor-widget-text-editor\" data-id=\"ebffc57\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Embedding \u6a21\u578b\u8ca0\u8cac\u628a\u6587\u4ef6\u8207\u554f\u984c\u8f49\u6210\u5411\u91cf\u3002<\/p><p>\u53ef\u4ee5\u5148\u4e0b\u8f09\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d81f1f elementor-widget elementor-widget-code-highlight\" data-id=\"4d81f1f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp>ollama pull nomic-embed-text\n\n#\u6216\u662f\n\nollama pull mxbai-embed-large\n\n#\u5982\u679c\u60f3\u6e2c\u591a\u8a9e\u8a00\u6216\u8f03\u8f15\u91cf\u7684 embedding\uff0c\u4e5f\u53ef\u4ee5\u6e2c\uff1a\n\nollama pull embeddinggemma<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0f011b1 elementor-widget elementor-widget-heading\" data-id=\"0f011b1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">3. \u6e2c\u8a66 Embedding API<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a67764 elementor-widget elementor-widget-text-editor\" data-id=\"3a67764\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u7528 <code>\/api\/embed<\/code> \u6e2c\u8a66\u6587\u5b57\u662f\u5426\u80fd\u8f49\u6210\u5411\u91cf\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-17659ab elementor-widget elementor-widget-code-highlight\" data-id=\"17659ab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp>curl http:\/\/localhost:11434\/api\/embed -d '{\n  \"model\": \"nomic-embed-text\",\n  \"input\": \"\u9019\u662f\u4e00\u6bb5 Plesk SSL \u6191\u8b49\u6392\u67e5 SOP\u3002\"\n}'<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32c61e6 elementor-widget elementor-widget-text-editor\" data-id=\"32c61e6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u6b63\u5e38\u60c5\u6cc1\u4e0b\uff0c\u56de\u50b3\u6703\u5305\u542b\u4e00\u7d44\u5f88\u9577\u7684\u6578\u5b57\u9663\u5217\uff0c\u4f8b\u5982\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f85a857 elementor-widget elementor-widget-code-highlight\" data-id=\"f85a857\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp>{\n  \"embeddings\": [\n    [0.0123, -0.0456, 0.0789]\n  ]\n}<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e847b40 elementor-widget elementor-widget-heading\" data-id=\"e847b40\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">4. \u5efa\u8b70\u6a21\u578b\u9078\u64c7\u65b9\u5f0f<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a2bb19d elementor-widget elementor-widget-jet-table\" data-id=\"a2bb19d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-3ea2b01 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4f7f\u7528\u60c5\u5883<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-ac79d5b jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5efa\u8b70 LLM<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-fd524ee jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5efa\u8b70 Embedding<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-ab76048 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5099\u8a3b<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-2c3b960\"><td class=\"jet-table__cell elementor-repeater-item-c61e5d3 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5c0f\u578b FAQ \u6e2c\u8a66<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-102b751 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">8B \u7b49\u7d1a<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-ec26362 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">nomic-embed-text<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-4e714a8 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u8ca0\u8cac\u7406\u89e3\u554f\u984c\u3001\u6574\u7406\u5167\u5bb9\u3001\u7522\u751f\u56de\u7b54<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-e042198\"><td class=\"jet-table__cell elementor-repeater-item-b619b25 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4e00\u822c\u5ba2\u670d\u77e5\u8b58\u5eab<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-798fd9d jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">14B \u7b49\u7d1a<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-2fb00e8 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">nomic-embed-text \/ mxbai-embed-large<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-cb90a97 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6210\u672c\u8207\u54c1\u8cea\u5e73\u8861<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-91fe56c\"><td class=\"jet-table__cell elementor-repeater-item-e5ee2d7 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6280\u8853\u6587\u4ef6 \/ SOP<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-fdae711 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">14B \/ 32B \u7b49\u7d1a<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-c2ffa12 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">mxbai-embed-large<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-3b9ba2a jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u8f03\u9069\u5408\u8907\u96dc\u8a9e\u610f<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-e061be7\"><td class=\"jet-table__cell elementor-repeater-item-21d4ffc jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u591a\u8a9e\u8a00\u8cc7\u6599<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-9725e8d jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">14B \/ 32B \u7b49\u7d1a<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-7e52edb jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u591a\u8a9e\u8a00 embedding<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-8179a6e jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u8996\u8cc7\u6599\u8a9e\u8a00\u6e2c\u8a66<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-8be66dd\"><td class=\"jet-table__cell elementor-repeater-item-4efb7ae jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6b63\u5f0f\u4f01\u696d\u90e8\u7f72<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-44d0a3c jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">32B \u4ee5\u4e0a\u4f9d\u9700\u6c42\u8a55\u4f30<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-9cfabab jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u56fa\u5b9a\u4e00\u7a2e embedding \u6a21\u578b<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-376e415 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u907f\u514d\u5f8c\u7e8c\u5411\u91cf\u7dad\u5ea6\u6df7\u4e82<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-98e77cf elementor-widget elementor-widget-text-editor\" data-id=\"98e77cf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u9019\u88e1\u8981\u7279\u5225\u6ce8\u610f\uff1a<\/p><blockquote><p><strong>Embedding \u6a21\u578b\u4e00\u65e6\u9078\u5b9a\uff0c\u4e0d\u8981\u96a8\u4fbf\u66f4\u63db\u3002<\/strong><\/p><\/blockquote><p>\u56e0\u70ba\u4e0d\u540c embedding \u6a21\u578b\u7522\u751f\u7684\u5411\u91cf\u7dad\u5ea6\u8207\u8a9e\u610f\u7a7a\u9593\u4e0d\u540c\u3002<br \/>\u5982\u679c\u4e2d\u9014\u66f4\u63db embedding \u6a21\u578b\uff0c\u901a\u5e38\u9700\u8981\u91cd\u65b0\u628a\u6574\u500b\u77e5\u8b58\u5eab\u5efa\u7acb embedding\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d84f805 elementor-widget elementor-widget-heading\" data-id=\"d84f805\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u5be6\u4f5c\u4e09\uff1a\u7528 Open WebUI \u5efa\u7acb\u7b2c\u4e00\u7248\u77e5\u8b58\u5eab<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c46cab elementor-widget elementor-widget-text-editor\" data-id=\"1c46cab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Open WebUI \u9069\u5408\u505a\u7b2c\u4e00\u968e\u6bb5 MVP\u3002<\/p><p>\u5b83\u63d0\u4f9b\u985e\u4f3c ChatGPT \u7684\u64cd\u4f5c\u4ecb\u9762\uff0c\u4e5f\u652f\u63f4 Ollama \u9023\u7dda\u8207\u77e5\u8b58\u5eab\u529f\u80fd\u3002<\/p><p>\u9019\u4e00\u968e\u6bb5\u7684\u76ee\u6a19\u4e0d\u662f\u505a\u6700\u5b8c\u6574\u7684\u4f01\u696d\u7cfb\u7d71\uff0c\u800c\u662f\u5148\u9a57\u8b49\uff1a<\/p><ul data-spread=\"false\"><li>AI \u662f\u5426\u80fd\u8b80\u61c2\u516c\u53f8 SOP\uff1f<\/li><li>AI \u662f\u5426\u80fd\u6839\u64da\u6587\u4ef6\u56de\u7b54\uff1f<\/li><li>AI \u662f\u5426\u80fd\u9644\u4e0a\u4f86\u6e90\uff1f<\/li><li>\u5ba2\u670d\u6216\u5de5\u7a0b\u5e2b\u662f\u5426\u89ba\u5f97\u6709\u5e6b\u52a9\uff1f<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-95e0e67 elementor-widget elementor-widget-heading\" data-id=\"95e0e67\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">1. \u5b89\u88dd Open WebUI<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-236ad4e elementor-widget elementor-widget-text-editor\" data-id=\"236ad4e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5047\u8a2d Ollama \u5df2\u7d93\u5b89\u88dd\u5728\u4e3b\u6a5f\u4e0a\uff0c\u53ef\u4ee5\u7528 Docker \u555f\u52d5 Open WebUI\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-20acae6 elementor-widget elementor-widget-code-highlight\" data-id=\"20acae6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp>docker run -d \\\n  -p 3000:8080 \\\n  --add-host=host.docker.internal:host-gateway \\\n  -v open-webui:\/app\/backend\/data \\\n  --name open-webui \\\n  --restart always \\\n  ghcr.io\/open-webui\/open-webui:main<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae00488 elementor-widget elementor-widget-heading\" data-id=\"ae00488\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2. \u9032\u5165 Open WebUI<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-77da922 elementor-widget elementor-widget-text-editor\" data-id=\"77da922\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u700f\u89bd\u5668\u958b\u555f\uff1a<\/p><p>http:\/\/\u4f3a\u670d\u5668IP:3000<\/p><p>\u7b2c\u4e00\u6b21\u9032\u5165\u6642\u5efa\u7acb\u7ba1\u7406\u54e1\u5e33\u865f\u3002<\/p><p>\u63a5\u8457\u5230\uff1a<\/p><p>Admin Settings \u2192 Connections \u2192 Ollama<\/p><p>\u8a2d\u5b9a Ollama API\uff1a<\/p><p>http:\/\/host.docker.internal:11434<\/p><p>\u5982\u679c\u662f Linux Docker \u74b0\u5883\uff0c\u524d\u9762\u7684 <code>--add-host=host.docker.internal:host-gateway<\/code> \u5f88\u91cd\u8981\uff0c\u5426\u5247 Open WebUI \u5bb9\u5668\u53ef\u80fd\u627e\u4e0d\u5230 host \u4e0a\u7684 Ollama\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69430bd elementor-widget elementor-widget-heading\" data-id=\"69430bd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">3. \u5efa\u7acb\u6e2c\u8a66 SOP \u6587\u4ef6<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-63c68d1 elementor-widget elementor-widget-text-editor\" data-id=\"63c68d1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5148\u4e0d\u8981\u7528\u771f\u5be6\u5ba2\u6236\u8cc7\u6599\u3002<\/p><p>\u5efa\u8b70\u5148\u5efa\u7acb\u4e00\u4efd\u6e2c\u8a66\u7528 Markdown \u6587\u4ef6\uff0c\u4f8b\u5982\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c9e378 elementor-widget elementor-widget-code-highlight\" data-id=\"2c9e378\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp>sop-plesk-ssl.md<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c2f237 elementor-widget elementor-widget-text-editor\" data-id=\"2c2f237\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5167\u5bb9\u7bc4\u4f8b\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-977e40e elementor-widget elementor-widget-code-highlight\" data-id=\"977e40e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp># Plesk SSL \u6191\u8b49\u6392\u67e5 SOP\n\n## \u9069\u7528\u60c5\u5883\n\n\u7576\u5ba2\u6236\u53cd\u6620\u7db2\u7ad9\u986f\u793a SSL \u4e0d\u5b89\u5168\u3001Let's Encrypt \u7533\u8acb\u5931\u6557\uff0c\u6216 HTTPS \u7121\u6cd5\u6b63\u5e38\u958b\u555f\u6642\uff0c\u53ef\u4f9d\u7167\u672c SOP \u6392\u67e5\u3002\n\n## \u5e38\u898b\u539f\u56e0\n\n1. DNS A \u8a18\u9304\u672a\u6307\u5411\u6b63\u78ba\u4e3b\u6a5f\u3002\n2. DNS AAAA \u8a18\u9304\u5b58\u5728\uff0c\u4f46\u4e3b\u6a5f\u672a\u8a2d\u5b9a IPv6\u3002\n3. Plesk Hosting Settings \u672a\u6b63\u78ba\u5957\u7528 SSL \u6191\u8b49\u3002\n4. Cloudflare SSL \u6a21\u5f0f\u8207\u4e3b\u6a5f\u7aef\u6191\u8b49\u4e0d\u4e00\u81f4\u3002\n5. \u7db2\u7ad9\u5b58\u5728 mixed content\u3002\n\n## \u6392\u67e5\u6b65\u9a5f\n\n### \u6b65\u9a5f\u4e00\uff1a\u6aa2\u67e5 DNS\n\n\u4f7f\u7528\u4ee5\u4e0b\u6307\u4ee4\u6aa2\u67e5 A \u8a18\u9304\uff1a\n\n```bash\ndig example.com A +short\n```\n\n\u4f7f\u7528\u4ee5\u4e0b\u6307\u4ee4\u6aa2\u67e5 AAAA \u8a18\u9304\uff1a\n\n```bash\ndig example.com AAAA +short\n```\n\n\u5982\u679c\u6709 AAAA \u8a18\u9304\uff0c\u4f46\u4e3b\u6a5f\u6c92\u6709\u8a2d\u5b9a IPv6\uff0c\u5efa\u8b70\u5148\u79fb\u9664 AAAA \u8a18\u9304\u5f8c\u91cd\u65b0\u7533\u8acb\u6191\u8b49\u3002\n\n### \u6b65\u9a5f\u4e8c\uff1a\u6aa2\u67e5\u6191\u8b49\u56de\u61c9\n\n```bash\ncurl -Iv https:\/\/example.com\/\n```\n\n### \u6b65\u9a5f\u4e09\uff1a\u6aa2\u67e5 Plesk SSL \u8a2d\u5b9a\n\n\u9032\u5165 Plesk \u2192 Hosting Settings\uff0c\u78ba\u8a8d SSL\/TLS support \u5df2\u555f\u7528\uff0c\u4e14\u9078\u64c7\u6b63\u78ba\u6191\u8b49\u3002\n\n## \u98a8\u96aa\u63d0\u9192\n\n\u5982\u679c\u7db2\u7ad9\u4f7f\u7528 Cloudflare\uff0c\u4fee\u6539 SSL \u6a21\u5f0f\u524d\u9700\u78ba\u8a8d\u4e3b\u6a5f\u7aef\u6191\u8b49\u662f\u5426\u6709\u6548\uff0c\u907f\u514d\u9020\u6210 HTTPS \u4e2d\u65b7\u3002<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e5d8b48 elementor-widget elementor-widget-text-editor\" data-id=\"e5d8b48\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u9019\u7a2e Markdown \u7d50\u69cb\u5f88\u9069\u5408\u5f8c\u7e8c Chunking\uff0c\u56e0\u70ba\u6a19\u984c\u3001\u7ae0\u7bc0\u3001\u6b65\u9a5f\u90fd\u5f88\u6e05\u695a\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-95cd1ee elementor-widget elementor-widget-heading\" data-id=\"95cd1ee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">4. \u4e0a\u50b3\u6587\u4ef6\u5230 Knowledge<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb7129b elementor-widget elementor-widget-text-editor\" data-id=\"eb7129b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5728 Open WebUI \u4e2d\u5efa\u7acb Knowledge\uff1a<\/p><p><strong>Workspace \/ Knowledge \u2192 Create Knowledge<\/strong><\/p><p>\u5efa\u8b70\u547d\u540d\uff1a<\/p><p><strong>TAKI Cloud &#8211; Plesk SOP Knowledge<\/strong><\/p><p>\u4e0a\u50b3\uff1a<\/p><p><strong>sop-plesk-ssl.md<\/strong><\/p><p>\u63a5\u8457\u5efa\u7acb\u4e00\u500b\u6e2c\u8a66\u7528 Assistant\uff0c\u6216\u76f4\u63a5\u5728\u804a\u5929\u4e2d\u5f15\u7528\u8a72 Knowledge\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d76d451 elementor-widget elementor-widget-heading\" data-id=\"d76d451\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">5. \u6e2c\u8a66\u554f\u984c<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cc2d16c elementor-widget elementor-widget-text-editor\" data-id=\"cc2d16c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u53ef\u4ee5\u7528\u4ee5\u4e0b\u554f\u984c\u6e2c\u8a66\uff1a<\/p><p><strong>\u5ba2\u6236\u53cd\u6620 Plesk Let&#8217;s Encrypt \u7533\u8acb\u5931\u6557\uff0c\u800c\u4e14 DNS \u6709 AAAA \u8a18\u9304\uff0c\u61c9\u8a72\u600e\u9ebc\u6392\u67e5\uff1f<\/strong><\/p><p>\u7406\u60f3\u56de\u7b54\u61c9\u8a72\u5305\u542b\uff1a<\/p><ul data-spread=\"false\"><li>\u554f\u984c\u5224\u65b7<\/li><li>\u53ef\u80fd\u539f\u56e0<\/li><li>DNS A \/ AAAA \u6aa2\u67e5<\/li><li>curl \u6191\u8b49\u6aa2\u67e5<\/li><li>Plesk Hosting Settings \u6aa2\u67e5<\/li><li>Cloudflare \u98a8\u96aa\u63d0\u9192<\/li><li>\u4f86\u6e90\u6587\u4ef6<\/li><\/ul><p>\u5982\u679c AI \u56de\u7b54\u6709\u5f15\u7528\u5230 SOP \u5167\u5bb9\uff0c\u4ee3\u8868\u7b2c\u4e00\u968e\u6bb5 MVP \u6210\u529f\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3465a8c elementor-widget elementor-widget-heading\" data-id=\"3465a8c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">6. Open WebUI MVP \u7684\u9650\u5236<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5bc615a elementor-widget elementor-widget-text-editor\" data-id=\"5bc615a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Open WebUI \u5f88\u9069\u5408\u5feb\u901f\u9a57\u8b49\uff0c\u4f46\u6b63\u5f0f\u4f01\u696d\u90e8\u7f72\u4ecd\u7136\u6703\u9047\u5230\u5e7e\u500b\u9650\u5236\uff1a<\/p><ul data-spread=\"false\"><li>\u6b0a\u9650\u63a7\u7ba1\u9700\u8981\u66f4\u7d30<\/li><li>\u6587\u4ef6\u7248\u672c\u9700\u8981\u7ba1\u7406<\/li><li>\u7522\u54c1\u50f9\u683c\u8207\u5eab\u5b58\u4e0d\u9069\u5408\u53ea\u9760\u6587\u4ef6\u4e0a\u50b3<\/li><li>\u5927\u91cf\u6587\u4ef6\u9700\u8981\u66f4\u5b8c\u6574\u7684\u5411\u91cf\u8cc7\u6599\u5eab<\/li><li>\u9700\u8981\u67e5\u8a62\u7d00\u9304\u8207\u54c1\u8cea\u8a55\u5206<\/li><li>\u9700\u8981\u8207 WHMCS \/ CRM \/ ERP \/ SQL \u6574\u5408<\/li><\/ul><p>\u6240\u4ee5 Open WebUI \u53ef\u4ee5\u4f5c\u70ba PoC\uff0c\u4f46\u5982\u679c\u8981\u8b8a\u6210\u6b63\u5f0f\u4f01\u696d\u77e5\u8b58\u5eab\uff0c\u5efa\u8b70\u9032\u4e00\u6b65\u5c0e\u5165 Qdrant\u3001SQL \u8207\u5f8c\u7aef API\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a389340 elementor-widget elementor-widget-heading\" data-id=\"a389340\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u5be6\u4f5c\u56db\uff1a\u6b63\u5f0f\u7248\u5c0e\u5165 Qdrant \u5411\u91cf\u8cc7\u6599\u5eab<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2a64f5a elementor-widget elementor-widget-text-editor\" data-id=\"2a64f5a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u7576\u6587\u4ef6\u91cf\u589e\u52a0\u5f8c\uff0c\u5efa\u8b70\u4f7f\u7528\u5c08\u9580\u7684\u5411\u91cf\u8cc7\u6599\u5eab\u7ba1\u7406 embedding\uff0c\u4f8b\u5982 Qdrant\u3002<\/p><p>Qdrant \u9069\u5408\u7528\u4f86\u5132\u5b58\u8207\u641c\u5c0b\u5927\u91cf\u6587\u4ef6\u5411\u91cf\uff0c\u53ef\u7528\u65bc\u975e\u7d50\u69cb\u5316\u8cc7\u6599\u7684\u8a9e\u610f\u641c\u5c0b\u8207 RAG \u6aa2\u7d22\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-11e5b0c elementor-widget elementor-widget-heading\" data-id=\"11e5b0c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">1. \u555f\u52d5 Qdrant<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-13c96c8 elementor-widget elementor-widget-text-editor\" data-id=\"13c96c8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5efa\u7acb\u8cc7\u6599\u76ee\u9304\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2da3250 elementor-widget elementor-widget-code-highlight\" data-id=\"2da3250\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp>mkdir -p \/opt\/qdrant_storage<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-acfaad5 elementor-widget elementor-widget-text-editor\" data-id=\"acfaad5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u555f\u52d5 Qdrant\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f40f239 elementor-widget elementor-widget-code-highlight\" data-id=\"f40f239\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp>docker run -d \\\n  --name qdrant \\\n  -p 6333:6333 \\\n  -p 6334:6334 \\\n  -v \/opt\/qdrant_storage:\/qdrant\/storage \\\n  --restart always \\\n  qdrant\/qdrant<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ad34fe elementor-widget elementor-widget-text-editor\" data-id=\"1ad34fe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u78ba\u8a8d\u670d\u52d9\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c69875 elementor-widget elementor-widget-code-highlight\" data-id=\"0c69875\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp>curl http:\/\/localhost:6333<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fadd81d elementor-widget elementor-widget-text-editor\" data-id=\"fadd81d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u6b63\u5e38\u6703\u770b\u5230 Qdrant \u56de\u61c9\u3002<\/p><p>\u6b63\u5f0f\u74b0\u5883\u8acb\u4e0d\u8981\u76f4\u63a5\u628a <code>6333<\/code> \/ <code>6334<\/code> \u958b\u5230\u516c\u7db2\uff0c\u61c9\u653e\u5728\u5167\u7db2\u3001VPN\u3001Reverse Proxy \u6216 API Gateway \u5f8c\u9762\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-863b10a elementor-widget elementor-widget-heading\" data-id=\"863b10a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2. \u5b89\u88dd Python \u5957\u4ef6<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3db8ffb elementor-widget elementor-widget-text-editor\" data-id=\"3db8ffb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5efa\u7acb\u4e00\u500b\u7c21\u55ae\u7684 ingestion \u6e2c\u8a66\u74b0\u5883\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-73fb130 elementor-widget elementor-widget-code-highlight\" data-id=\"73fb130\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp>mkdir -p \/opt\/rag-demo\/docs\ncd \/opt\/rag-demo\n\npython3 -m venv venv\nsource venv\/bin\/activate\n\npip install qdrant-client requests markdown<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4a59185 elementor-widget elementor-widget-text-editor\" data-id=\"4a59185\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u628a\u525b\u525b\u7684 SOP \u6587\u4ef6\u653e\u9032\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9812c96 elementor-widget elementor-widget-code-highlight\" data-id=\"9812c96\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp>\/opt\/rag-demo\/docs\/sop-plesk-ssl.md<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb70fc1 elementor-widget elementor-widget-heading\" data-id=\"eb70fc1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">3. \u6700\u5c0f\u53ef\u8dd1\u7684\u6587\u4ef6\u532f\u5165\u8173\u672c<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ccdd0d3 elementor-widget elementor-widget-text-editor\" data-id=\"ccdd0d3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5efa\u7acb\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff934fc elementor-widget elementor-widget-code-highlight\" data-id=\"ff934fc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp>nano ingest.py<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1d2938e elementor-widget elementor-widget-text-editor\" data-id=\"1d2938e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5167\u5bb9\u5982\u4e0b\u3002\u4ee5\u4e0b\u662f\u6700\u5c0f\u53ef\u8dd1\u7248\u672c\uff0c\u6703\u5c07 <code data-start=\"367\" data-end=\"374\">docs\/<\/code> \u76ee\u9304\u4e2d\u7684 Markdown \/ TXT \u6587\u4ef6\u5207\u5206\u6210 chunks\uff0c\u900f\u904e Ollama \u7522\u751f embedding\uff0c\u4e26\u5beb\u5165 Qdrant \u5411\u91cf\u8cc7\u6599\u5eab\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd3dcb7 elementor-widget elementor-widget-code-highlight\" data-id=\"cd3dcb7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-python line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-python\">\n\t\t\t\t\t<xmp>import os\r\nimport re\r\nimport uuid\r\nimport requests\r\n\r\nfrom qdrant_client import QdrantClient\r\nfrom qdrant_client.models import Distance, VectorParams, PointStruct\r\n\r\n\r\nQDRANT_URL = \"http:\/\/localhost:6333\"\r\nCOLLECTION_NAME = \"taki_sop_knowledge\"\r\n\r\nOLLAMA_EMBED_URL = \"http:\/\/localhost:11434\/api\/embed\"\r\nEMBED_MODEL = \"nomic-embed-text\"\r\n\r\nDOCS_DIR = \".\/docs\"\r\n\r\n\r\ndef embed_text(text: str) -> list[float]:\r\n    response = requests.post(\r\n        OLLAMA_EMBED_URL,\r\n        json={\r\n            \"model\": EMBED_MODEL,\r\n            \"input\": text\r\n        },\r\n        timeout=120\r\n    )\r\n\r\n    response.raise_for_status()\r\n    data = response.json()\r\n\r\n    if \"embeddings\" in data:\r\n        return data[\"embeddings\"][0]\r\n\r\n    if \"embedding\" in data:\r\n        return data[\"embedding\"]\r\n\r\n    raise RuntimeError(f\"\u7121\u6cd5\u53d6\u5f97 embedding\uff1a{data}\")\r\n\r\n\r\ndef split_markdown_by_heading(text: str, max_chars: int = 1200) -> list[str]:\r\n    parts = re.split(r\"\\n(?=#{1,6}\\s)\", text)\r\n    chunks = []\r\n\r\n    for part in parts:\r\n        part = part.strip()\r\n\r\n        if len(part) < 50:\r\n            continue\r\n\r\n        if len(part) <= max_chars:\r\n            chunks.append(part)\r\n            continue\r\n\r\n        paragraphs = part.split(\"\\n\\n\")\r\n        buffer = \"\"\r\n\r\n        for paragraph in paragraphs:\r\n            if len(buffer) + len(paragraph) + 2 > max_chars:\r\n                if len(buffer.strip()) >= 50:\r\n                    chunks.append(buffer.strip())\r\n                buffer = paragraph\r\n            else:\r\n                buffer = f\"{buffer}\\n\\n{paragraph}\".strip()\r\n\r\n        if len(buffer.strip()) >= 50:\r\n            chunks.append(buffer.strip())\r\n\r\n    return chunks\r\n\r\n\r\ndef load_documents() -> list[dict]:\r\n    documents = []\r\n\r\n    for filename in os.listdir(DOCS_DIR):\r\n        if not filename.endswith((\".md\", \".txt\")):\r\n            continue\r\n\r\n        path = os.path.join(DOCS_DIR, filename)\r\n\r\n        with open(path, \"r\", encoding=\"utf-8\") as f:\r\n            content = f.read()\r\n\r\n        chunks = split_markdown_by_heading(content)\r\n\r\n        for index, chunk in enumerate(chunks):\r\n            documents.append({\r\n                \"id\": str(uuid.uuid4()),\r\n                \"text\": chunk,\r\n                \"metadata\": {\r\n                    \"source\": filename,\r\n                    \"chunk_index\": index,\r\n                    \"category\": \"SOP\",\r\n                    \"department\": \"Engineering\",\r\n                    \"permission\": \"internal\",\r\n                    \"version\": \"2026-05\"\r\n                }\r\n            })\r\n\r\n    return documents\r\n\r\n\r\ndef main():\r\n    client = QdrantClient(url=QDRANT_URL)\r\n\r\n    docs = load_documents()\r\n\r\n    if not docs:\r\n        raise RuntimeError(\"\u6c92\u6709\u627e\u5230\u53ef\u532f\u5165\u7684\u6587\u4ef6\uff0c\u8acb\u78ba\u8a8d .\/docs \u76ee\u9304\u4e2d\u6709 .md \u6216 .txt \u6a94\u6848\")\r\n\r\n    sample_vector = embed_text(docs[0][\"text\"])\r\n    vector_size = len(sample_vector)\r\n\r\n    if client.collection_exists(COLLECTION_NAME):\r\n        client.delete_collection(COLLECTION_NAME)\r\n\r\n    client.create_collection(\r\n        collection_name=COLLECTION_NAME,\r\n        vectors_config=VectorParams(\r\n            size=vector_size,\r\n            distance=Distance.COSINE\r\n        )\r\n    )\r\n\r\n    points = []\r\n\r\n    for doc in docs:\r\n        vector = embed_text(doc[\"text\"])\r\n\r\n        points.append(\r\n            PointStruct(\r\n                id=doc[\"id\"],\r\n                vector=vector,\r\n                payload={\r\n                    \"text\": doc[\"text\"],\r\n                    **doc[\"metadata\"]\r\n                }\r\n            )\r\n        )\r\n\r\n    client.upsert(\r\n        collection_name=COLLECTION_NAME,\r\n        points=points,\r\n        wait=True\r\n    )\r\n\r\n    print(f\"\u532f\u5165\u5b8c\u6210\uff1a{len(points)} \u500b chunks\")\r\n    print(f\"Collection\uff1a{COLLECTION_NAME}\")\r\n    print(f\"Embedding model\uff1a{EMBED_MODEL}\")\r\n    print(f\"Vector size\uff1a{vector_size}\")\r\n\r\n\r\nif __name__ == \"__main__\":\r\n    main()<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab17a66 elementor-widget elementor-widget-text-editor\" data-id=\"ab17a66\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u57f7\u884c\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-189ad37 elementor-widget elementor-widget-code-highlight\" data-id=\"189ad37\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp>python ingest.py<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-052fac9 elementor-widget elementor-widget-text-editor\" data-id=\"052fac9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u6210\u529f\u5f8c\u6703\u770b\u5230\u985e\u4f3c\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b5e5ded elementor-widget elementor-widget-code-highlight\" data-id=\"b5e5ded\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp>\u532f\u5165\u5b8c\u6210\uff1a6 \u500b chunks\r\nCollection\uff1ataki_sop_knowledge\r\nEmbedding model\uff1anomic-embed-text\r\nVector size\uff1a768<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7d2f2d2 elementor-widget elementor-widget-text-editor\" data-id=\"7d2f2d2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u82e5\u770b\u5230 <code data-start=\"7786\" data-end=\"7803\">\u532f\u5165\u5b8c\u6210\uff1aX \u500b chunks<\/code>\uff0c\u4ee3\u8868\u6587\u4ef6\u5df2\u6210\u529f\u5207\u5206\u3001\u8f49\u6210 embedding\uff0c\u4e26\u5beb\u5165 Qdrant collection\u3002\u82e5\u51fa\u73fe\u9023\u7dda\u932f\u8aa4\uff0c\u8acb\u5148\u78ba\u8a8d Ollama \u662f\u5426\u5728 <code data-start=\"7873\" data-end=\"7880\">11434<\/code> \u6b63\u5e38\u904b\u4f5c\uff0c\u4ee5\u53ca Qdrant \u662f\u5426\u5728 <code data-start=\"7900\" data-end=\"7906\">6333<\/code> \u6b63\u5e38\u56de\u61c9\u3002<\/p><p>\u9019\u4ee3\u8868 SOP \u6587\u4ef6\u5df2\u7d93\u88ab\u5207\u5206\u3001\u8f49\u6210 embedding\uff0c\u4e26\u6210\u529f\u5beb\u5165 Qdrant \u5411\u91cf\u8cc7\u6599\u5eab\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-286a321 elementor-widget elementor-widget-heading\" data-id=\"286a321\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">4. \u5efa\u7acb\u67e5\u8a62\u8173\u672c<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a771239 elementor-widget elementor-widget-text-editor\" data-id=\"a771239\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5efa\u7acb\uff1a<span style=\"color: #3366ff;\"><strong>nano ask.py<\/strong><\/span><\/p><p>\u5167\u5bb9\u5982\u4e0b\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6e0249b elementor-widget elementor-widget-code-highlight\" data-id=\"6e0249b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-python line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-python\">\n\t\t\t\t\t<xmp>import requests\r\n\r\nfrom qdrant_client import QdrantClient\r\n\r\n\r\nQDRANT_URL = \"http:\/\/localhost:6333\"\r\nCOLLECTION_NAME = \"taki_sop_knowledge\"\r\n\r\nOLLAMA_EMBED_URL = \"http:\/\/localhost:11434\/api\/embed\"\r\nOLLAMA_CHAT_URL = \"http:\/\/localhost:11434\/api\/chat\"\r\n\r\nEMBED_MODEL = \"nomic-embed-text\"\r\nCHAT_MODEL = \"qwen3:14b\"\r\n\r\n\r\ndef embed_text(text: str) -> list[float]:\r\n    response = requests.post(\r\n        OLLAMA_EMBED_URL,\r\n        json={\r\n            \"model\": EMBED_MODEL,\r\n            \"input\": text\r\n        },\r\n        timeout=120\r\n    )\r\n    response.raise_for_status()\r\n\r\n    data = response.json()\r\n\r\n    if \"embeddings\" in data:\r\n        return data[\"embeddings\"][0]\r\n\r\n    if \"embedding\" in data:\r\n        return data[\"embedding\"]\r\n\r\n    raise RuntimeError(f\"\u7121\u6cd5\u53d6\u5f97 embedding\uff1a{data}\")\r\n\r\n\r\ndef search_context(question: str, limit: int = 5) -> list[dict]:\r\n    client = QdrantClient(url=QDRANT_URL)\r\n\r\n    query_vector = embed_text(question)\r\n\r\n    results = client.query_points(\r\n        collection_name=COLLECTION_NAME,\r\n        query=query_vector,\r\n        with_payload=True,\r\n        limit=limit\r\n    ).points\r\n\r\n    contexts = []\r\n\r\n    for item in results:\r\n        payload = item.payload or {}\r\n\r\n        contexts.append({\r\n            \"score\": round(float(item.score), 4),\r\n            \"text\": payload.get(\"text\", \"\"),\r\n            \"source\": payload.get(\"source\", \"unknown\"),\r\n            \"version\": payload.get(\"version\", \"unknown\"),\r\n            \"category\": payload.get(\"category\", \"unknown\"),\r\n            \"department\": payload.get(\"department\", \"unknown\")\r\n        })\r\n\r\n    return contexts\r\n\r\n\r\ndef ask_ollama(question: str, contexts: list[dict]) -> str:\r\n    reference_text = \"\\n\\n---\\n\\n\".join(\r\n        [\r\n            f\"[\u4f86\u6e90: {c['source']} \/ \u7248\u672c: {c['version']} \/ \u5206\u6578: {c['score']}]\\n{c['text']}\"\r\n            for c in contexts\r\n        ]\r\n    )\r\n\r\n    system_prompt = f\"\"\"\r\n\u4f60\u662f\u4f01\u696d\u5167\u90e8 AI \u77e5\u8b58\u5eab\u52a9\u7406\u3002\r\n\r\n\u8acb\u53ea\u6839\u64da\u300c\u53c3\u8003\u6587\u4ef6\u300d\u56de\u7b54\u554f\u984c\u3002\r\n\u5982\u679c\u53c3\u8003\u6587\u4ef6\u6c92\u6709\u8db3\u5920\u8cc7\u8a0a\uff0c\u8acb\u56de\u7b54\uff1a\r\n\u300c\u76ee\u524d\u77e5\u8b58\u5eab\u6c92\u6709\u8db3\u5920\u8cc7\u6599\uff0c\u5efa\u8b70\u8f49\u4ea4\u4eba\u5de5\u78ba\u8a8d\u3002\u300d\r\n\r\n\u8acb\u4e0d\u8981\u81ea\u884c\u7de8\u9020\u50f9\u683c\u3001SLA\u3001\u7522\u54c1\u898f\u683c\u3001\u5408\u7d04\u689d\u6b3e\u6216\u8655\u7406\u6d41\u7a0b\u3002\r\n\r\n\u56de\u7b54\u683c\u5f0f\uff1a\r\n1. \u554f\u984c\u5224\u65b7\r\n2. \u53ef\u80fd\u539f\u56e0\r\n3. \u5efa\u8b70\u8655\u7406\u6b65\u9a5f\r\n4. \u98a8\u96aa\u63d0\u9192\r\n5. \u53c3\u8003\u4f86\u6e90\r\n\r\n\u53c3\u8003\u6587\u4ef6\uff1a\r\n{reference_text}\r\n\"\"\"\r\n\r\n    response = requests.post(\r\n        OLLAMA_CHAT_URL,\r\n        json={\r\n            \"model\": CHAT_MODEL,\r\n            \"messages\": [\r\n                {\r\n                    \"role\": \"system\",\r\n                    \"content\": system_prompt\r\n                },\r\n                {\r\n                    \"role\": \"user\",\r\n                    \"content\": question\r\n                }\r\n            ],\r\n            \"stream\": False\r\n        },\r\n        timeout=180\r\n    )\r\n\r\n    response.raise_for_status()\r\n    return response.json()[\"message\"][\"content\"]\r\n\r\n\r\ndef main():\r\n    question = \"\u5ba2\u6236\u7684 Plesk Let's Encrypt \u7533\u8acb\u5931\u6557\uff0c\u800c\u4e14 DNS \u6709 AAAA \u8a18\u9304\uff0c\u61c9\u8a72\u600e\u9ebc\u6392\u67e5\uff1f\"\r\n\r\n    contexts = search_context(question)\r\n\r\n    print(\"=== \u6aa2\u7d22\u5230\u7684\u6587\u4ef6 ===\")\r\n    for c in contexts:\r\n        print(f\"- {c['source']} \/ score={c['score']} \/ version={c['version']}\")\r\n\r\n    print(\"\\n=== AI \u56de\u7b54 ===\")\r\n    answer = ask_ollama(question, contexts)\r\n    print(answer)\r\n\r\n\r\nif __name__ == \"__main__\":\r\n    main()<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-57eae80 elementor-widget elementor-widget-text-editor\" data-id=\"57eae80\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u57f7\u884c\uff1a<span style=\"color: #3366ff;\"><strong>python ask.py<\/strong><\/span><\/p><p>\u9019\u500b\u8173\u672c\u5b8c\u6210\u4e86\u6700\u5c0f\u7248 RAG \u6d41\u7a0b\uff1a<\/p><p><strong><span style=\"color: #3366ff;\">\u554f\u984c<\/span><\/strong> \u2192 <strong><span style=\"color: #3366ff;\">embedding<\/span><\/strong> \u2192 <strong><span style=\"color: #3366ff;\">Qdrant \u641c\u5c0b<\/span><\/strong> \u2192 <strong><span style=\"color: #3366ff;\">\u53d6\u56de\u6587\u4ef6<\/span><\/strong> \u2192 <strong><span style=\"color: #3366ff;\">Ollama \u56de\u7b54<\/span><\/strong> \u2192 <strong><span style=\"color: #3366ff;\">\u9644\u4f86\u6e90<\/span><\/strong><\/p><p>\u9019\u500b\u67e5\u8a62\u6d41\u7a0b\u6703\u5148\u628a\u554f\u984c\u8f49\u6210 embedding\uff0c\u518d\u5230 Qdrant \u627e\u51fa\u6700\u76f8\u95dc\u7684\u6587\u4ef6 chunks\uff0c\u6700\u5f8c\u4ea4\u7d66 Ollama \u6839\u64da\u53c3\u8003\u6587\u4ef6\u56de\u7b54\u3002\u9019\u5c31\u662f\u6700\u5c0f\u53ef\u8dd1\u7248\u7684 RAG \u6d41\u7a0b\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-16731e5 elementor-widget elementor-widget-heading\" data-id=\"16731e5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">5. \u9019\u500b MVP \u9084\u7f3a\u4ec0\u9ebc\uff1f<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47ffebc elementor-widget elementor-widget-text-editor\" data-id=\"47ffebc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4e0a\u9762\u7684\u7a0b\u5f0f\u662f\u6700\u5c0f\u53ef\u8dd1\u7248\u672c\uff0c\u4f46\u9084\u4e0d\u662f\u6b63\u5f0f\u5546\u7528\u7cfb\u7d71\u3002<\/p><p>\u6b63\u5f0f\u4f01\u696d\u7248\u81f3\u5c11\u9084\u8981\u88dc\u4e0a\uff1a<\/p><ul data-spread=\"false\"><li>\u4f7f\u7528\u8005\u767b\u5165\u8207\u6b0a\u9650\u63a7\u7ba1<\/li><li>Metadata filter\uff0c\u4f8b\u5982\u5ba2\u670d\u53ea\u80fd\u67e5 external \/ internal \u6587\u4ef6<\/li><li>Hybrid Search\uff0c\u4f8b\u5982\u932f\u8aa4\u78bc\u3001\u578b\u865f\u3001\u7248\u672c\u865f\u7528 keyword \u641c\u5c0b<\/li><li>Reranking\uff0c\u628a\u6700\u76f8\u95dc\u6587\u4ef6\u6392\u524d\u9762<\/li><li>SQL \/ ERP \/ WHMCS \u4e32\u63a5\uff0c\u7528\u4f86\u67e5\u50f9\u683c\u3001\u5eab\u5b58\u3001\u5ba2\u6236\u65b9\u6848<\/li><li>\u67e5\u8a62\u7d00\u9304\u8207\u56de\u7b54\u8a55\u5206<\/li><li>\u6587\u4ef6\u7248\u672c\u63a7\u7ba1<\/li><li>\u654f\u611f\u8cc7\u6599\u812b\u654f<\/li><li>API Gateway \u6216 Reverse Proxy<\/li><li>\u5099\u4efd\u8207\u76e3\u63a7<\/li><\/ul><p>\u56e0\u6b64\uff0c\u4e0a\u9762\u9019\u5957\u9069\u5408\u505a MVP\uff0c\u7528\u4f86\u9a57\u8b49 Ollama + RAG \u662f\u5426\u80fd\u8b80\u61c2\u4f01\u696d SOP\u3002\u6b63\u5f0f\u5546\u7528\u6642\uff0c\u5fc5\u9808\u9032\u4e00\u6b65\u52a0\u5165\u6b0a\u9650\u3001Hybrid Search\u3001Reranking\u3001SQL \u8207\u5b89\u5168\u63a7\u7ba1\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-84d53d5 elementor-widget elementor-widget-heading\" data-id=\"84d53d5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Hybrid Search\uff1a\u70ba\u4ec0\u9ebc\u578b\u865f\u3001\u50f9\u683c\u8207\u932f\u8aa4\u78bc\u4e0d\u80fd\u53ea\u9760\u5411\u91cf\u641c\u5c0b\uff1f<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-407f6e8 elementor-widget elementor-widget-text-editor\" data-id=\"407f6e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4f01\u696d\u77e5\u8b58\u5eab\u4e0d\u80fd\u53ea\u9760\u5411\u91cf\u641c\u5c0b\u3002<\/p><p>\u5411\u91cf\u641c\u5c0b\u64c5\u9577\u627e\u300c\u8a9e\u610f\u63a5\u8fd1\u300d\u7684\u5167\u5bb9\uff0c\u4f46\u4e0d\u4e00\u5b9a\u9069\u5408\u6240\u6709\u5834\u666f\u3002<\/p><p>\u4f8b\u5982\u4ee5\u4e0b\u67e5\u8a62\uff0c\u5f80\u5f80\u9700\u8981\u7cbe\u78ba\u5339\u914d\uff1a<\/p><ul><li>RTX 5090<\/li><li>A100 80GB<\/li><li>H200 141GB<\/li><li>Plesk Obsidian<\/li><li>HTTP 403<\/li><li>HTTP 500<\/li><li>ModSecurity Rule ID 210492<\/li><li>AAAA DNS \u8a18\u9304<\/li><li>PHP 8.3<\/li><li>MariaDB 10.11<\/li><\/ul><p>\u9019\u4e9b\u662f\u7522\u54c1\u578b\u865f\u3001\u932f\u8aa4\u78bc\u3001\u7248\u672c\u865f\u3001\u898f\u683c\u6578\u5b57\u8207\u5c08\u6709\u540d\u8a5e\u3002\u5982\u679c\u53ea\u9760\u5411\u91cf\u641c\u5c0b\uff0cAI \u53ef\u80fd\u627e\u5230\u300c\u770b\u8d77\u4f86\u76f8\u95dc\u300d\u4f46\u4e0d\u5b8c\u5168\u6b63\u78ba\u7684\u6bb5\u843d\u3002<\/p><p>\u56e0\u6b64\u6b63\u5f0f\u4f01\u696d RAG \u77e5\u8b58\u5eab\u61c9\u63a1\u7528 Hybrid Search\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a806452 elementor-widget elementor-widget-jet-table\" data-id=\"a806452\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-2a819cb jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6aa2\u7d22\u65b9\u5f0f<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-e33ec7c jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9069\u5408\u5167\u5bb9<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-6fbf0d4\"><td class=\"jet-table__cell elementor-repeater-item-1fcee8b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5411\u91cf\u641c\u5c0b<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-3b3a3a6 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u8a9e\u610f\u76f8\u8fd1\u7684 SOP\u3001FAQ\u3001\u6280\u8853\u8aaa\u660e<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-d911e56\"><td class=\"jet-table__cell elementor-repeater-item-4d81f00 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u95dc\u9375\u5b57\u641c\u5c0b \/ BM25<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-d0c5f64 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u578b\u865f\u3001\u932f\u8aa4\u78bc\u3001\u7248\u672c\u865f\u3001\u7279\u6b8a\u8853\u8a9e<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-3551ab3\"><td class=\"jet-table__cell elementor-repeater-item-4f85c8b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">SQL \/ ERP \u67e5\u8a62<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-b2c6516 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u50f9\u683c\u3001\u5eab\u5b58\u3001\u898f\u683c\u3001\u5408\u7d04\u689d\u4ef6<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-3632dd0\"><td class=\"jet-table__cell elementor-repeater-item-42c9c38 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Reranking<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-7fc577b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u91cd\u65b0\u6392\u5e8f\u5019\u9078\u6bb5\u843d\uff0c\u63d0\u5347\u6700\u7d42\u7b54\u6848\u54c1\u8cea<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-42b4fe1 elementor-widget elementor-widget-heading\" data-id=\"42b4fe1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Reranking\uff1a\u5982\u4f55\u8b93 AI \u512a\u5148\u4f7f\u7528\u6700\u6b63\u78ba\u7684 SOP\uff1f<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3758cd8 elementor-widget elementor-widget-text-editor\" data-id=\"3758cd8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>RAG \u4e0d\u662f\u628a\u6240\u6709\u641c\u5c0b\u5230\u7684\u6587\u4ef6\u90fd\u4e1f\u7d66\u6a21\u578b\u3002<\/p><p>\u5982\u679c\u7b2c\u4e00\u6b21\u6aa2\u7d22\u56de\u4f86 20 \u6bb5\u5167\u5bb9\uff0c\u5176\u4e2d\u6709 8 \u6bb5\u53ea\u662f\u300c\u770b\u8d77\u4f86\u76f8\u95dc\u300d\uff0cLLM \u5c31\u53ef\u80fd\u88ab\u96dc\u8a0a\u5e72\u64fe\uff0c\u7522\u751f\u4e0d\u7cbe\u6e96\u7684\u56de\u7b54\u3002<\/p><p>\u9019\u6642\u5c31\u9700\u8981 Reranking\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cde7cc4 elementor-widget elementor-widget-image\" data-id=\"cde7cc4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"584\" height=\"2560\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-rag-hybrid-search-reranker-knowledge-base-flowchart-scaled.jpg\" class=\"attachment-full size-full wp-image-12370\" alt=\"Ollama + RAG \u4f01\u696d\u77e5\u8b58\u5eab\u6aa2\u7d22\u6d41\u7a0b\u5716\uff0c\u8aaa\u660e\u4f7f\u7528\u8005\u63d0\u554f\u5f8c\uff0c\u7cfb\u7d71\u900f\u904e Hybrid Search\u3001Reranker \u91cd\u65b0\u6392\u5e8f\u8207\u4e0a\u4e0b\u6587\u9935\u5165\uff0c\u8b93\u672c\u5730 LLM \u7522\u751f\u6709\u4f86\u6e90\u4f9d\u64da\u7684\u7b54\u6848\u3002\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-rag-hybrid-search-reranker-knowledge-base-flowchart-scaled.jpg 584w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-rag-hybrid-search-reranker-knowledge-base-flowchart-467x2048.jpg 467w\" sizes=\"(max-width: 584px) 100vw, 584px\" title=\"Ollama + RAG \u6aa2\u7d22\u8207 Reranker \u7cbe\u7149\u6d41\u7a0b\u5716 - TAKI\u5b98\u65b9\u90e8\u843d\u683c\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-20600da elementor-widget elementor-widget-text-editor\" data-id=\"20600da\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5c0d\u4f01\u696d\u4f86\u8aaa\uff0cReranking \u7279\u5225\u9069\u5408\u4ee5\u4e0b\u60c5\u5883\uff1a<\/p><ul data-spread=\"false\"><li>SOP \u7248\u672c\u5f88\u591a<\/li><li>FAQ \u8d85\u904e\u6578\u767e\u7bc7<\/li><li>\u7522\u54c1\u898f\u683c\u5e38\u66f4\u65b0<\/li><li>\u5ba2\u670d\u554f\u984c\u5bb9\u6613\u76f8\u4f3c\u4f46\u7b54\u6848\u4e0d\u540c<\/li><li>\u5de5\u7a0b\u6587\u4ef6\u5305\u542b\u5927\u91cf\u932f\u8aa4\u78bc\u8207 log<\/li><\/ul><p>\u521d\u671f PoC \u53ef\u4ee5\u5148\u4e0d\u5c0e\u5165 Reranker\uff1b\u4f46\u53ea\u8981\u77e5\u8b58\u5eab\u8b8a\u5927\uff0cReranking \u5c31\u6703\u6210\u70ba\u63d0\u5347\u6e96\u78ba\u7387\u7684\u91cd\u8981\u6b65\u9a5f\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6e15ed1 elementor-widget elementor-widget-heading\" data-id=\"6e15ed1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Chunking \u7b56\u7565\uff1aSOP\u3001PDF\u3001Excel\u3001\u5ba2\u670d\u7d00\u9304\u8a72\u600e\u9ebc\u5207\uff1f<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3e8a9f5 elementor-widget elementor-widget-text-editor\" data-id=\"3e8a9f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>RAG \u6e96\u4e0d\u6e96\uff0c\u4e0d\u53ea\u53d6\u6c7a\u65bc\u6a21\u578b\uff0c\u4e5f\u53d6\u6c7a\u65bc\u6587\u4ef6\u600e\u9ebc\u5207\u3002<\/p><p>\u5982\u679c chunk \u592a\u5927\uff0c\u6aa2\u7d22\u7d50\u679c\u6703\u4e0d\u7cbe\u6e96\uff1b\u5982\u679c chunk \u592a\u5c0f\uff0c\u6a21\u578b\u53c8\u53ef\u80fd\u5931\u53bb\u4e0a\u4e0b\u6587\u3002\u4f01\u696d\u61c9\u4f9d\u7167\u6587\u4ef6\u985e\u578b\u8a2d\u8a08\u4e0d\u540c\u7684\u5207\u5206\u7b56\u7565\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5fcd159 elementor-widget elementor-widget-jet-table\" data-id=\"5fcd159\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-3ea2b01 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6587\u4ef6\u985e\u578b<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-ac79d5b jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5efa\u8b70\u5207\u5206\u65b9\u5f0f<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-fd524ee jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6ce8\u610f\u4e8b\u9805<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-2c3b960\"><td class=\"jet-table__cell elementor-repeater-item-c61e5d3 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">SOP \u6587\u4ef6<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-102b751 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4f9d H2 \/ H3 \u6a19\u984c\u8207\u5b8c\u6574\u6d41\u7a0b\u5207\u5206<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-ec26362 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4e0d\u8981\u628a\u6b65\u9a5f\u5207\u65b7<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-e042198\"><td class=\"jet-table__cell elementor-repeater-item-b619b25 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6280\u8853\u6587\u4ef6<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-798fd9d jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4f9d\u7ae0\u7bc0\u3001\u932f\u8aa4\u985e\u578b\u3001\u6307\u4ee4\u5340\u584a\u5207\u5206<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-cb90a97 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4fdd\u7559\u6307\u4ee4\u8207\u932f\u8aa4\u8a0a\u606f<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-91fe56c\"><td class=\"jet-table__cell elementor-repeater-item-e5ee2d7 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">PDF \u6587\u4ef6<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-fdae711 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5148\u8f49\u6210\u6587\u5b57\uff0c\u518d\u4f9d\u6a19\u984c\u8207\u6bb5\u843d\u5207\u5206<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-3b9ba2a jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6ce8\u610f\u8868\u683c\u8207\u5716\u7247\u5167\u5bb9<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-e061be7\"><td class=\"jet-table__cell elementor-repeater-item-21d4ffc jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u7522\u54c1\u898f\u683c<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-9725e8d jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4ee5\u55ae\u4e00\u7522\u54c1\u6216\u55ae\u4e00\u65b9\u6848\u70ba\u55ae\u4f4d<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-7e52edb jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4fdd\u7559\u578b\u865f\u3001\u50f9\u683c\u3001\u7248\u672c<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-8be66dd\"><td class=\"jet-table__cell elementor-repeater-item-4efb7ae jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5ba2\u670d FAQ<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-44d0a3c jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4e00\u500b\u554f\u984c + \u4e00\u500b\u6a19\u6e96\u7b54\u6848\u70ba\u55ae\u4f4d<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-9cfabab jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4fdd\u7559\u9069\u7528\u60c5\u5883<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-24ffea7\"><td class=\"jet-table__cell elementor-repeater-item-3c0abcd jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Ticket \u7d00\u9304<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-713ca1e jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4e00\u500b\u554f\u984c\u3001\u6392\u67e5\u904e\u7a0b\u3001\u89e3\u6cd5\u70ba\u55ae\u4f4d<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-a58e1cb jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5148\u79fb\u9664\u654f\u611f\u8cc7\u6599<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-84d255c elementor-widget elementor-widget-text-editor\" data-id=\"84d255c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>SOP \u985e\u6587\u4ef6\u6700\u9069\u5408\u4f7f\u7528 Markdown \u6a19\u984c\u5207\u5206\u6cd5\u3002<\/p><p>\u4f8b\u5982\u6bcf\u500b H2 \u662f\u4e00\u500b\u4e3b\u8981\u6d41\u7a0b\uff0c\u6bcf\u500b H3 \u662f\u64cd\u4f5c\u6b65\u9a5f\uff0c\u9019\u6a23\u53ef\u4ee5\u4fdd\u7559\u5b8c\u6574\u7684\u8655\u7406\u908f\u8f2f\uff0c\u907f\u514d AI \u53ea\u770b\u5230\u7247\u6bb5\u8cc7\u8a0a\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-78ed586 elementor-widget elementor-widget-heading\" data-id=\"78ed586\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Metadata Enrichment\uff1a\u4f01\u696d\u77e5\u8b58\u5eab\u4e0d\u80fd\u53ea\u5207\u6bb5\uff0c\u9084\u8981\u52a0\u6a19\u7c64<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1266e5a elementor-widget elementor-widget-text-editor\" data-id=\"1266e5a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4f01\u696d\u7d1a RAG \u4e0d\u80fd\u53ea\u505a Chunking\uff0c\u9084\u8981\u505a Metadata Enrichment\u3002<\/p><p>\u4e5f\u5c31\u662f\u8aaa\uff0c\u6bcf\u500b\u6587\u4ef6\u6bb5\u843d\u4e0d\u53ea\u662f\u6587\u5b57\uff0c\u9084\u8981\u6a19\u8a3b\u5b83\u7684\u4f86\u6e90\u3001\u90e8\u9580\u3001\u6b0a\u9650\u3001\u7248\u672c\u8207\u9069\u7528\u7bc4\u570d\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1669c7b elementor-widget elementor-widget-code-highlight\" data-id=\"1669c7b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-python line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-python\">\n\t\t\t\t\t<xmp>{\n  \"title\": \"Plesk SSL \u6191\u8b49\u66f4\u65b0 SOP\",\n  \"category\": \"SOP\",\n  \"product\": \"Plesk Hosting\",\n  \"department\": \"Engineering\",\n  \"permission\": \"internal-engineering\",\n  \"version\": \"2026-05\",\n  \"owner\": \"TAKI Cloud \u6280\u8853\u90e8\",\n  \"source\": \"sop-plesk-ssl.md\"\n}<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-42db966 elementor-widget elementor-widget-text-editor\" data-id=\"42db966\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Metadata \u7684\u50f9\u503c\u5305\u62ec\uff1a<\/p><ul data-spread=\"false\"><li>\u6b0a\u9650\u63a7\u7ba1<\/li><li>\u7248\u672c\u63a7\u7ba1<\/li><li>\u90e8\u9580\u5206\u6d41<\/li><li>\u6587\u4ef6\u4f86\u6e90\u8ffd\u8e64<\/li><li>\u907f\u514d\u5ba2\u670d\u67e5\u5230\u5de5\u7a0b\u5167\u90e8\u6a5f\u5bc6\u8cc7\u6599<\/li><li>\u907f\u514d\u696d\u52d9\u67e5\u5230\u5167\u90e8\u6210\u672c\u6216\u672a\u516c\u958b\u5831\u50f9<\/li><li>\u907f\u514d AI \u5f15\u7528\u904e\u671f SOP<\/li><\/ul><p>\u4f8b\u5982\u5ba2\u670d\u53ea\u80fd\u67e5\u8a62\u5c0d\u5916 FAQ \u8207\u6a19\u6e96\u56de\u8986\uff0c\u5de5\u7a0b\u5e2b\u53ef\u4ee5\u67e5\u5167\u90e8\u7dad\u8b77\u624b\u518a\uff0c\u4e3b\u7ba1\u624d\u80fd\u67e5\u5167\u90e8\u6210\u672c\u3001\u5408\u7d04\u689d\u6b3e\u6216\u654f\u611f ticket\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bd3204c elementor-widget elementor-widget-heading\" data-id=\"bd3204c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Excel \u7522\u54c1\u898f\u683c\u8868\u53ef\u4ee5\u76f4\u63a5\u4e1f\u9032 RAG \u55ce\uff1f<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f560b57 elementor-widget elementor-widget-text-editor\" data-id=\"f560b57\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4e0d\u5efa\u8b70\u76f4\u63a5\u628a Excel \u7576\u6210\u4e00\u822c\u6587\u4ef6\u4e1f\u9032\u5411\u91cf\u8cc7\u6599\u5eab\u3002<\/p><p>Excel \u5e38\u898b\u5167\u5bb9\u5305\u542b\uff1a<\/p><ul data-spread=\"false\"><li>\u7522\u54c1\u578b\u865f<\/li><li>CPU \/ RAM \/ SSD \/ GPU \u898f\u683c<\/li><li>\u50f9\u683c<\/li><li>\u5eab\u5b58<\/li><li>\u983b\u5bec<\/li><li>\u5408\u7d04\u689d\u4ef6<\/li><li>\u5099\u8a3b\u8207\u9650\u5236<\/li><\/ul><p>\u9019\u4e9b\u8cc7\u6599\u5c6c\u65bc\u300c\u7cbe\u78ba\u8cc7\u6599\u300d\uff0c\u4e0d\u9069\u5408\u53ea\u9760\u8a9e\u610f\u641c\u5c0b\u3002<\/p><p>\u6bd4\u8f03\u597d\u7684\u505a\u6cd5\u662f\uff1a<\/p><ul><li class=\"cm-line\">Excel \u6bcf\u4e00\u5217 \u2192 \u8f49\u6210\u4e00\u7b46\u7522\u54c1\u8cc7\u6599<\/li><li class=\"cm-line\">GPU \u578b\u865f \/ VRAM \/ \u50f9\u683c \/ \u5eab\u5b58 \/ \u983b\u5bec \u2192 \u653e SQL \u6b04\u4f4d<\/li><li class=\"cm-line\">\u7522\u54c1\u8aaa\u660e \/ \u9069\u7528\u5834\u666f \/ FAQ \u2192 \u653e\u5411\u91cf\u8cc7\u6599\u5eab<\/li><li class=\"cm-line\">\u67e5\u8a62\u6642 \u2192 SQL \u67e5\u7cbe\u78ba\u8cc7\u6599\uff0cRAG \u88dc\u5145\u8aaa\u660e<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-94d0321 elementor-widget elementor-widget-image\" data-id=\"94d0321\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"984\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-rag-hybrid-query-sql-vector-database-architecture.jpg\" class=\"attachment-full size-full wp-image-12371\" alt=\"Ollama + RAG \u6df7\u5408\u67e5\u8a62\u67b6\u69cb\u5716\uff0c\u8aaa\u660e\u7cfb\u7d71\u5982\u4f55\u540c\u6642\u67e5\u8a62 SQL \u8cc7\u6599\u5eab\u8207\u5411\u91cf\u8cc7\u6599\u5eab\uff0c\u6574\u5408 GPU \u898f\u683c\u3001\u50f9\u683c\u3001\u5eab\u5b58\u3001\u7522\u54c1\u8aaa\u660e\u8207 FAQ \u5f8c\u7522\u751f\u5c08\u696d\u5efa\u8b70\u3002\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-rag-hybrid-query-sql-vector-database-architecture.jpg 1000w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-rag-hybrid-query-sql-vector-database-architecture-300x295.jpg 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-rag-hybrid-query-sql-vector-database-architecture-768x756.jpg 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" title=\"Ollama + RAG \u6df7\u5408\u67e5\u8a62\u67b6\u69cb\u5716 - TAKI\u5b98\u65b9\u90e8\u843d\u683c\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0cf0b7a elementor-widget elementor-widget-text-editor\" data-id=\"0cf0b7a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4f8b\u5982\u4f7f\u7528\u8005\u554f\uff1a<\/p><blockquote><p>\u6211\u8981\u90e8\u7f72 70B \u6a21\u578b\uff0c\u9810\u7b97 15 \u842c\/\u6708\uff0c\u9069\u5408\u54ea\u4e00\u53f0 GPU \u4e3b\u6a5f\uff1f<\/p><\/blockquote><p>\u7cfb\u7d71\u61c9\u8a72\u5148\u67e5\u7522\u54c1\u8cc7\u6599\u5eab\uff0c\u627e\u51fa\u7b26\u5408\u9810\u7b97\u8207 VRAM \u689d\u4ef6\u7684\u65b9\u6848\uff0c\u518d\u5f9e\u6280\u8853\u77e5\u8b58\u5eab\u88dc\u5145\u90e8\u7f72\u5efa\u8b70\uff0c\u800c\u4e0d\u662f\u53ea\u9760\u5411\u91cf\u641c\u5c0b\u731c\u7b54\u6848\u3002<\/p><p>\u9019\u4e00\u9ede\u975e\u5e38\u91cd\u8981\uff0c\u56e0\u70ba\u50f9\u683c\u3001\u5eab\u5b58\u3001GPU \u898f\u683c\u8207\u5408\u7d04\u689d\u6b3e\u4e00\u65e6\u88ab AI \u8b1b\u932f\uff0c\u5c31\u53ef\u80fd\u9020\u6210\u5546\u696d\u98a8\u96aa\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f2f60c4 elementor-widget elementor-widget-heading\" data-id=\"f2f60c4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u7522\u54c1\u50f9\u683c\u8207\u898f\u683c\u61c9\u653e SQL\uff0c\u4e0d\u8981\u53ea\u653e\u5411\u91cf\u8cc7\u6599\u5eab<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7e85d79 elementor-widget elementor-widget-text-editor\" data-id=\"7e85d79\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4f01\u696d\u77e5\u8b58\u5eab\u53ef\u4ee5\u5206\u6210\u5169\u7a2e\u8cc7\u6599\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a4ac355 elementor-widget elementor-widget-jet-table\" data-id=\"a4ac355\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-2a819cb jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u8cc7\u6599\u985e\u578b<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-e33ec7c jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5efa\u8b70\u5132\u5b58\u65b9\u5f0f<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-6fbf0d4\"><td class=\"jet-table__cell elementor-repeater-item-1fcee8b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">SOP\u3001FAQ\u3001\u6280\u8853\u6587\u4ef6\u3001\u8aaa\u660e\u6587\u7ae0<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-3b3a3a6 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5411\u91cf\u8cc7\u6599\u5eab<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-d911e56\"><td class=\"jet-table__cell elementor-repeater-item-4d81f00 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u50f9\u683c\u3001\u5eab\u5b58\u3001GPU \u898f\u683c\u3001\u5408\u7d04\u689d\u4ef6\u3001\u5ba2\u6236\u65b9\u6848<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-d0c5f64 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">SQL \/ ERP \/ CRM \/ WHMCS<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4237a91 elementor-widget elementor-widget-text-editor\" data-id=\"4237a91\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u7522\u54c1\u898f\u683c\u3001\u50f9\u683c\u3001\u5eab\u5b58\u9019\u4e9b\u8cc7\u6599\u9700\u8981\u7cbe\u78ba\u67e5\u8a62\uff0c\u4e0d\u61c9\u53ea\u9760\u5411\u91cf\u641c\u5c0b\u3002<\/p><p>\u6b63\u78ba\u6d41\u7a0b\u61c9\u8a72\u662f\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c6a1953 elementor-widget elementor-widget-image\" data-id=\"c6a1953\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"2264\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/taki-cloud-private-ai-gpu-product-qa-sql-rag-architecture.jpg\" class=\"attachment-full size-full wp-image-12375\" alt=\"\u7522\u54c1\u50f9\u683c\u8207\u898f\u683c\u61c9\u653e SQL \u8cc7\u6599\u5eab\u7684\u67b6\u69cb\u5716\uff0c\u8aaa\u660e Private AI \u5982\u4f55\u5c07\u50f9\u683c\u3001\u898f\u683c\u3001\u5eab\u5b58\u4ea4\u7531 SQL \u67e5\u8a62\uff0c\u4e26\u5c07\u7528\u9014\u3001\u90e8\u7f72\u5efa\u8b70\u8207 FAQ \u4ea4\u7531 RAG \u77e5\u8b58\u5eab\u6aa2\u7d22\uff0c\u518d\u7531 Ollama \u7d71\u6574\u56de\u7b54\u3002\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/taki-cloud-private-ai-gpu-product-qa-sql-rag-architecture.jpg 1000w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/taki-cloud-private-ai-gpu-product-qa-sql-rag-architecture-133x300.jpg 133w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/taki-cloud-private-ai-gpu-product-qa-sql-rag-architecture-452x1024.jpg 452w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/taki-cloud-private-ai-gpu-product-qa-sql-rag-architecture-768x1739.jpg 768w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/taki-cloud-private-ai-gpu-product-qa-sql-rag-architecture-678x1536.jpg 678w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/taki-cloud-private-ai-gpu-product-qa-sql-rag-architecture-905x2048.jpg 905w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" title=\"\u7522\u54c1\u50f9\u683c\u8207\u898f\u683c SQL + RAG \u96d9\u8ecc\u67b6\u69cb\u5716 - TAKI\u5b98\u65b9\u90e8\u843d\u683c\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7120b93 elementor-widget elementor-widget-text-editor\" data-id=\"7120b93\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u9019\u7a2e\u8a2d\u8a08\u53ef\u4ee5\u964d\u4f4e AI \u7de8\u9020\u50f9\u683c\u3001\u6df7\u6dc6\u578b\u865f\u3001\u5f15\u7528\u820a\u7248\u65b9\u6848\u7684\u98a8\u96aa\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-44e390e elementor-widget elementor-widget-heading\" data-id=\"44e390e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Prompt \u7bc4\u672c\uff1a\u8b93 AI \u53ea\u6839\u64da\u4f01\u696d\u6587\u4ef6\u56de\u7b54<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad9ee06 elementor-widget elementor-widget-text-editor\" data-id=\"ad9ee06\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4f01\u696d\u77e5\u8b58\u5eab\u6700\u6015 AI \u4e00\u672c\u6b63\u7d93\u5730\u80e1\u8aaa\u516b\u9053\u3002<\/p><p>\u56e0\u6b64 Prompt \u5fc5\u9808\u660e\u78ba\u9650\u5236 AI \u7684\u56de\u7b54\u7bc4\u570d\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23ad2a4 elementor-widget elementor-widget-code-highlight\" data-id=\"23ad2a4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>\u4f60\u662f\u4f01\u696d\u5167\u90e8 AI \u77e5\u8b58\u5eab\u52a9\u7406\u3002\n\n\u8acb\u53ea\u6839\u64da\u300c\u53c3\u8003\u6587\u4ef6\u300d\u56de\u7b54\u554f\u984c\u3002\n\u5982\u679c\u53c3\u8003\u6587\u4ef6\u6c92\u6709\u8db3\u5920\u8cc7\u8a0a\uff0c\u8acb\u56de\u7b54\uff1a\n\u300c\u76ee\u524d\u77e5\u8b58\u5eab\u6c92\u6709\u8db3\u5920\u8cc7\u6599\uff0c\u5efa\u8b70\u8f49\u4ea4\u4eba\u5de5\u78ba\u8a8d\u3002\u300d\n\n\u8acb\u4e0d\u8981\u6839\u64da\u5e38\u8b58\u81ea\u884c\u63a8\u8ad6\u3002\n\u8acb\u4e0d\u8981\u7de8\u9020\u6587\u4ef6\u4e2d\u6c92\u6709\u63d0\u5230\u7684\u50f9\u683c\u3001SLA\u3001\u5408\u7d04\u689d\u6b3e\u3001\u7522\u54c1\u898f\u683c\u6216\u8655\u7406\u6d41\u7a0b\u3002\n\n\u56de\u7b54\u6642\u8acb\u5305\u542b\uff1a\n1. \u554f\u984c\u5224\u65b7\n2. \u8655\u7406\u6b65\u9a5f\n3. \u9700\u8981\u6aa2\u67e5\u7684\u6307\u4ee4\u6216\u8cc7\u6599\n4. \u98a8\u96aa\u63d0\u9192\n5. \u6587\u4ef6\u4f86\u6e90\n\n\u53c3\u8003\u6587\u4ef6\uff1a\n{retrieved_chunks}\n\n\u4f7f\u7528\u8005\u554f\u984c\uff1a\n{question}<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d5c82dd elementor-widget elementor-widget-text-editor\" data-id=\"d5c82dd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5ba2\u670d\u7248 Prompt\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-42ca159 elementor-widget elementor-widget-code-highlight\" data-id=\"42ca159\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>\u4f60\u662f\u5ba2\u670d\u52a9\u7406\uff0c\u8acb\u6839\u64da\u516c\u53f8\u77e5\u8b58\u5eab\u7522\u751f\u4e00\u6bb5\u53ef\u4ee5\u56de\u8986\u5ba2\u6236\u7684\u5167\u5bb9\u3002\n\n\u8a9e\u6c23\u8981\u5c08\u696d\u3001\u6e05\u695a\u3001\u6709\u79ae\u8c8c\u3002\n\u4e0d\u8981\u627f\u8afe\u77e5\u8b58\u5eab\u6c92\u6709\u5beb\u5230\u7684\u5167\u5bb9\u3002\n\u5982\u679c\u6d89\u53ca\u50f9\u683c\u3001SLA\u3001\u5408\u7d04\u3001\u9000\u6b3e\u3001\u8cc7\u6599\u5b89\u5168\u6216\u6280\u8853\u4fdd\u8b49\uff0c\u8acb\u63d0\u9192\u9700\u7531\u696d\u52d9\u6216\u5de5\u7a0b\u5e2b\u78ba\u8a8d\u3002<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dc804b4 elementor-widget elementor-widget-text-editor\" data-id=\"dc804b4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5de5\u7a0b\u5e2b\u7248 Prompt\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2621575 elementor-widget elementor-widget-code-highlight\" data-id=\"2621575\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>\u4f60\u662f\u8cc7\u6df1 Linux \/ Plesk \/ GPU Server \u5de5\u7a0b\u5e2b\u3002\n\n\u8acb\u6839\u64da\u5167\u90e8\u6280\u8853\u6587\u4ef6\u56de\u7b54\u3002\n\u56de\u7b54\u6642\u512a\u5148\u63d0\u4f9b\uff1a\n1. \u5224\u65b7\u65b9\u5411\n2. \u6aa2\u67e5\u6307\u4ee4\n3. \u53ef\u80fd\u539f\u56e0\n4. \u4fee\u5fa9\u6b65\u9a5f\n5. \u56de\u6efe\u65b9\u5f0f\n6. \u98a8\u96aa\u63d0\u9192<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f1d984c elementor-widget elementor-widget-heading\" data-id=\"f1d984c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u62d2\u7b54\u6a5f\u5236\uff1a\u907f\u514d AI \u4e00\u672c\u6b63\u7d93\u80e1\u8aaa\u516b\u9053<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-738cfbe elementor-widget elementor-widget-text-editor\" data-id=\"738cfbe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4f01\u696d\u7d1a AI \u77e5\u8b58\u5eab\u4e00\u5b9a\u8981\u5141\u8a31 AI \u8aaa\u300c\u4e0d\u77e5\u9053\u300d\u3002<\/p><p>\u5f88\u591a RAG \u7cfb\u7d71\u5931\u6557\uff0c\u4e0d\u662f\u56e0\u70ba AI \u4e0d\u6703\u56de\u7b54\uff0c\u800c\u662f\u56e0\u70ba AI \u5728\u6587\u4ef6\u6c92\u6709\u7b54\u6848\u6642\u4ecd\u7136\u786c\u7b54\u3002<\/p><blockquote><div class=\"cm-line\"><strong><span style=\"color: #3366ff;\">\u5982\u679c\u53c3\u8003\u6587\u4ef6\u6c92\u6709\u660e\u78ba\u7b54\u6848\uff0c\u8acb\u76f4\u63a5\u56de\u7b54\uff1a<\/span><span style=\"color: #3366ff;\">\u300c\u76ee\u524d\u77e5\u8b58\u5eab\u6c92\u6709\u8db3\u5920\u8cc7\u6599\uff0c\u5efa\u8b70\u8f49\u4ea4\u4eba\u5de5\u78ba\u8a8d\u3002\u300d<\/span><\/strong><\/div><\/blockquote><div class=\"cm-line\">\u00a0<\/div><div class=\"cm-line\">\u8acb\u4e0d\u8981\u81ea\u884c\u88dc\u5145\u6587\u4ef6\u6c92\u6709\u63d0\u5230\u7684\u50f9\u683c\u3001SLA\u3001\u5408\u7d04\u689d\u6b3e\u3001\u7522\u54c1\u898f\u683c\u3001\u7248\u672c\u865f\u6216\u8655\u7406\u6d41\u7a0b\u3002<\/div><div>\u00a0<\/div><div><p><strong><span style=\"color: #3366ff;\">\u62d2\u7b54\u6a5f\u5236\u5c0d\u4ee5\u4e0b\u5167\u5bb9\u5c24\u5176\u91cd\u8981\uff1a<\/span><\/strong><\/p><ul data-spread=\"false\"><li>\u7522\u54c1\u50f9\u683c<\/li><li>SLA \u627f\u8afe<\/li><li>\u9000\u6b3e\u689d\u6b3e<\/li><li>\u5408\u7d04\u5167\u5bb9<\/li><li>\u5ba2\u6236\u8cc7\u6599<\/li><li>\u8cc7\u5b89\u4e8b\u4ef6<\/li><li>\u6cd5\u5f8b\u6216\u5408\u898f\u554f\u984c<\/li><li>\u5de5\u7a0b\u7dad\u8b77\u64cd\u4f5c<\/li><\/ul><p>\u5c0d\u4f01\u696d\u4f86\u8aaa\uff0c\u4e00\u500b\u6703\u62d2\u7b54\u7684 AI\uff0c\u901a\u5e38\u6bd4\u4e00\u500b\u4ec0\u9ebc\u90fd\u6562\u56de\u7b54\u7684 AI \u66f4\u53ef\u9760\u3002<\/p><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-197fc63 elementor-widget elementor-widget-heading\" data-id=\"197fc63\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Human-in-the-Loop\uff1a\u8b93 AI \u6210\u70ba\u5ba2\u670d\u52a9\u7406\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u53d6\u4ee3\u5ba2\u670d<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b61166b elementor-widget elementor-widget-text-editor\" data-id=\"b61166b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4f01\u696d\u5c0e\u5165 AI \u77e5\u8b58\u5eab\uff0c\u521d\u671f\u4e0d\u8981\u76f4\u63a5\u8b93 AI \u9762\u5c0d\u5ba2\u6236\u3002<\/p><p>\u6bd4\u8f03\u5b89\u5168\u7684\u505a\u6cd5\u662f <span style=\"color: #3366ff;\"><strong>Human-in-the-Loop\uff0c\u4eba\u6a5f\u5354\u4f5c\u6d41\u7a0b<\/strong><\/span>\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a00550f elementor-widget elementor-widget-jet-table\" data-id=\"a00550f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-2a819cb jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u89d2\u8272<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-e33ec7c jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u8ca0\u8cac\u5de5\u4f5c<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-6fbf0d4\"><td class=\"jet-table__cell elementor-repeater-item-1fcee8b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">AI<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-3b3a3a6 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6aa2\u7d22 SOP\u3001\u627e\u51fa\u76f8\u95dc\u6280\u8853\u6587\u4ef6\u3001\u6574\u7406\u5ba2\u670d\u56de\u8986\u8349\u7a3f\u3001\u6a19\u8a3b\u5f15\u7528\u4f86\u6e90\u3001\u63d0\u9192\u98a8\u96aa<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-d911e56\"><td class=\"jet-table__cell elementor-repeater-item-4d81f00 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u771f\u4eba<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-d0c5f64 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u78ba\u8a8d\u7b54\u6848\u662f\u5426\u7b26\u5408\u5be6\u969b\u60c5\u6cc1\u3001\u4fee\u6b63\u8a9e\u6c23\u3001\u6aa2\u67e5\u50f9\u683c\u8207 SLA\u3001\u5224\u65b7\u662f\u5426\u9700\u8981\u5de5\u7a0b\u5e2b\u4ecb\u5165\u3001\u6c7a\u5b9a\u662f\u5426\u9001\u51fa\u7d66\u5ba2\u6236<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-30a6987 elementor-widget elementor-widget-text-editor\" data-id=\"30a6987\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u9019\u6a23 AI \u7684\u5b9a\u4f4d\u4e0d\u662f\u300c\u53d6\u4ee3\u5ba2\u670d\u300d\uff0c\u800c\u662f\u5e6b\u5ba2\u670d\u3001\u696d\u52d9\u8207\u5de5\u7a0b\u5e2b\u7e2e\u77ed\u67e5\u8cc7\u6599\u8207\u6574\u7406\u56de\u8986\u7684\u6642\u9593\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-21fac5f elementor-widget elementor-widget-heading\" data-id=\"21fac5f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u6b0a\u9650\u63a7\u7ba1\uff1a\u4e0d\u662f\u6bcf\u500b\u4eba\u90fd\u8a72\u770b\u5230\u6240\u6709\u77e5\u8b58<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b2b755 elementor-widget elementor-widget-text-editor\" data-id=\"5b2b755\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4f01\u696d\u77e5\u8b58\u5eab\u901a\u5e38\u5305\u542b\u4e0d\u540c\u654f\u611f\u7a0b\u5ea6\u7684\u8cc7\u6599\uff0c\u56e0\u6b64\u4e0d\u80fd\u8b93\u6240\u6709\u4eba\u5171\u7528\u540c\u4e00\u5957\u8cc7\u6599\u6b0a\u9650\u3002<\/p><p>\u5efa\u8b70\u81f3\u5c11\u5206\u6210\u4e09\u5c64\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-540bc87 elementor-widget elementor-widget-jet-table\" data-id=\"540bc87\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-3ea2b01 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6b0a\u9650\u5c64\u7d1a<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-ac79d5b jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9069\u5408\u5167\u5bb9<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-fd524ee jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4f7f\u7528\u8005<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-2c3b960\"><td class=\"jet-table__cell elementor-repeater-item-c61e5d3 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Public \/ External<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-102b751 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5c0d\u5916 FAQ\u3001\u7522\u54c1\u4ecb\u7d39\u3001\u57fa\u672c\u6559\u5b78<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-ec26362 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5ba2\u6236\u3001\u7db2\u7ad9\u5ba2\u670d<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-e042198\"><td class=\"jet-table__cell elementor-repeater-item-b619b25 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Internal<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-798fd9d jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5167\u90e8 SOP\u3001\u5ba2\u670d\u6a19\u6e96\u56de\u8986\u3001\u7522\u54c1\u6bd4\u8f03<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-cb90a97 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5ba2\u670d\u3001\u696d\u52d9<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-91fe56c\"><td class=\"jet-table__cell elementor-repeater-item-e5ee2d7 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Confidential<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-fdae711 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u7dad\u8b77\u624b\u518a\u3001\u5167\u90e8\u6210\u672c\u3001\u4f3a\u670d\u5668\u8cc7\u8a0a\u3001\u5ba2\u6236 Ticket<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-3b9ba2a jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5de5\u7a0b\u5e2b\u3001\u4e3b\u7ba1<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b3a3e5e elementor-widget elementor-widget-text-editor\" data-id=\"b3a3e5e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u900f\u904e Metadata \u6a19\u7c64\uff0c\u7cfb\u7d71\u53ef\u4ee5\u6839\u64da\u4f7f\u7528\u8005\u8eab\u4efd\u6c7a\u5b9a\u80fd\u6aa2\u7d22\u54ea\u4e9b\u6587\u4ef6\u3002<\/p><ul><li>\u5ba2\u670d\u5e33\u865f \u2192 \u53ea\u80fd\u67e5 External + Internal<\/li><li>\u5de5\u7a0b\u5e2b\u5e33\u865f \u2192 \u53ef\u67e5 Internal + Engineering Confidential<\/li><li>\u4e3b\u7ba1\u5e33\u865f \u2192 \u53ef\u67e5 Internal + Confidential + \u6210\u672c\u8cc7\u6599<\/li><\/ul><p>\u9019\u5c0d\u4e3b\u6a5f\u4ee3\u7ba1\u5546\u3001\u7cfb\u7d71\u6574\u5408\u5546\u3001\u91d1\u878d\u3001\u88fd\u9020\u696d\u5c24\u5176\u91cd\u8981\uff0c\u56e0\u70ba\u5ba2\u670d\u7d00\u9304\u8207\u6280\u8853\u6587\u4ef6\u4e2d\u53ef\u80fd\u5305\u542b IP\u3001\u5e33\u865f\u3001\u932f\u8aa4\u7d00\u9304\u3001\u5ba2\u6236\u74b0\u5883\u8207\u5408\u7d04\u8cc7\u8a0a\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bccb392 elementor-widget elementor-widget-heading\" data-id=\"bccb392\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u5b89\u5168\u6027\uff1a\u4e0d\u8981\u628a Ollama API \u76f4\u63a5\u958b\u5230\u5916\u7db2<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-052c652 elementor-widget elementor-widget-text-editor\" data-id=\"052c652\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Ollama \u9810\u8a2d\u9069\u5408\u672c\u6a5f\u6216\u5167\u7db2\u4f7f\u7528\u3002\u6b63\u5f0f\u90e8\u7f72\u6642\uff0c\u4e0d\u5efa\u8b70\u76f4\u63a5\u628a <code>11434<\/code> port \u958b\u5230 Internet\u3002<\/p><p>\u5efa\u8b70\u505a\u6cd5\uff1a<\/p><ul data-spread=\"false\"><li>Ollama \u53ea\u7d81\u5b9a localhost \u6216\u5167\u7db2 IP<\/li><li>\u5c0d\u5916\u670d\u52d9\u900f\u904e API Gateway \u6216 Nginx Reverse Proxy<\/li><li>\u524d\u7aef\u7cfb\u7d71\u5fc5\u9808\u6709\u767b\u5165\u9a57\u8b49<\/li><li>\u4e0d\u540c\u90e8\u9580\u8a2d\u5b9a\u4e0d\u540c\u77e5\u8b58\u5eab\u6b0a\u9650<\/li><li>\u67e5\u8a62\u7d00\u9304\u4fdd\u7559 log<\/li><li>\u654f\u611f\u8cc7\u6599\u5148\u505a\u812b\u654f\u8655\u7406<\/li><li>\u56de\u7b54\u9700\u9644\u4e0a\u4f86\u6e90\uff0c\u65b9\u4fbf\u4eba\u5de5\u8ffd\u67e5<\/li><\/ul><p>\u5982\u679c\u4f01\u696d\u8981\u8de8\u8fa6\u516c\u5ba4\u6216\u8de8\u6a5f\u623f\u4f7f\u7528\uff0c\u5efa\u8b70\u8d70\uff1a<\/p><ul data-spread=\"false\"><li>VPN<\/li><li>WireGuard<\/li><li>\u5167\u7db2\u5c08\u7dda<\/li><li>Zero Trust Access<\/li><li>API Gateway + \u8eab\u4efd\u9a57\u8b49<\/li><\/ul><p>\u4e0d\u8981\u76f4\u63a5\u958b\u653e Ollama API \u7d66\u5916\u90e8\u7db2\u8def\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2170af3 elementor-widget elementor-widget-heading\" data-id=\"2170af3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u5982\u4f55\u6e2c\u8a66 RAG \u77e5\u8b58\u5eab\u662f\u5426\u6e96\u78ba\uff1f<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6f92ed6 elementor-widget elementor-widget-text-editor\" data-id=\"6f92ed6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4f01\u696d\u5c0e\u5165 RAG \u5f8c\uff0c\u4e0d\u80fd\u53ea\u770b AI \u56de\u7b54\u9806\u4e0d\u9806\uff0c\u800c\u8981\u5efa\u7acb\u6e2c\u8a66\u984c\u5eab\u3002<\/p><p>\u5efa\u8b70\u6e96\u5099 50\uff5e100 \u984c\u771f\u5be6\u554f\u984c\uff0c\u4f8b\u5982\uff1a<\/p><ul data-spread=\"false\"><li>\u5ba2\u670d\u6700\u5e38\u9047\u5230\u7684 SSL \u554f\u984c<\/li><li>Plesk \u5e38\u898b\u932f\u8aa4<\/li><li>WordPress \u642c\u5bb6\u6d41\u7a0b<\/li><li>GPU Server \u898f\u683c\u6bd4\u8f03<\/li><li>\u5ba2\u6236\u5e38\u554f\u7684\u50f9\u683c\u8207\u65b9\u6848\u554f\u984c<\/li><li>\u5de5\u7a0b\u5e2b\u5e38\u67e5\u7684\u6392\u932f SOP<\/li><\/ul><p>\u6bcf\u984c\u61c9\u8a72\u6aa2\u67e5\uff1a<\/p><ul data-spread=\"false\"><li>AI \u662f\u5426\u627e\u5230\u6b63\u78ba\u6587\u4ef6<\/li><li>AI \u662f\u5426\u5f15\u7528\u6b63\u78ba\u4f86\u6e90<\/li><li>\u56de\u7b54\u662f\u5426\u6709\u7de8\u9020\u5167\u5bb9<\/li><li>\u662f\u5426\u80fd\u62d2\u7d55\u56de\u7b54\u77e5\u8b58\u5eab\u6c92\u6709\u7684\u554f\u984c<\/li><li>\u662f\u5426\u80fd\u5340\u5206\u5c0d\u5916 FAQ \u8207\u5167\u90e8 SOP<\/li><li>\u662f\u5426\u9700\u8981\u8f49\u4ea4\u4eba\u5de5\u78ba\u8a8d<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c56e680 elementor-widget elementor-widget-heading\" data-id=\"c56e680\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">RAG \u8a55\u6e2c\u4e09\u6307\u6a19<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ada106 elementor-widget elementor-widget-jet-table\" data-id=\"6ada106\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-2a819cb jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6307\u6a19<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-e33ec7c jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u610f\u7fa9<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-6fbf0d4\"><td class=\"jet-table__cell elementor-repeater-item-1fcee8b jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Faithfulness \u5fe0\u5be6\u5ea6<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-3b3a3a6 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">AI \u56de\u7b54\u662f\u5426\u771f\u7684\u4f86\u81ea\u53c3\u8003\u6587\u4ef6<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-d911e56\"><td class=\"jet-table__cell elementor-repeater-item-4d81f00 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Answer Relevance \u56de\u7b54\u76f8\u95dc\u6027<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-d0c5f64 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">AI \u662f\u5426\u771f\u7684\u56de\u7b54\u4e86\u4f7f\u7528\u8005\u554f\u984c<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-a2d2d4c\"><td class=\"jet-table__cell elementor-repeater-item-709de9f jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Context Precision \u6aa2\u7d22\u7cbe\u78ba\u5ea6<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-a90480f jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u7cfb\u7d71\u627e\u51fa\u7684\u6587\u4ef6\u6bb5\u843d\u662f\u5426\u771f\u7684\u5305\u542b\u7b54\u6848<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4db3c9f elementor-widget elementor-widget-text-editor\" data-id=\"4db3c9f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u521d\u671f\u4e0d\u4e00\u5b9a\u8981\u99ac\u4e0a\u81ea\u52d5\u5316\u8a55\u6e2c\u3002<\/p><p>\u6bd4\u8f03\u52d9\u5be6\u7684\u505a\u6cd5\uff0c\u662f\u5148\u7531\u5ba2\u670d\u4e3b\u7ba1\u8207\u8cc7\u6df1\u5de5\u7a0b\u5e2b\u505a\u4eba\u5de5\u76f2\u6e2c\uff0c\u78ba\u8a8d AI \u662f\u5426\u80fd\u627e\u5230\u6b63\u78ba\u6587\u4ef6\u3001\u662f\u5426\u6709\u80e1\u4e82\u63a8\u8ad6\u3001\u662f\u5426\u9069\u5408\u5c0e\u5165\u65e5\u5e38\u6d41\u7a0b\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-55fa83a elementor-widget elementor-widget-heading\" data-id=\"55fa83a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Ollama \u6a21\u578b\u8207 GPU Server \u600e\u9ebc\u9078\uff1f<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a54f708 elementor-widget elementor-widget-text-editor\" data-id=\"a54f708\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5982\u679c\u53ea\u662f\u5c0f\u578b FAQ \u6216 PoC \u6e2c\u8a66\uff0c\u53ef\u4ee5\u5148\u7528\u55ae\u53f0 GPU \u4e3b\u6a5f\u9a57\u8b49\u6d41\u7a0b\uff1b\u4f46\u5982\u679c\u8981\u652f\u63f4\u8f03\u5927\u7684\u8a9e\u8a00\u6a21\u578b\u3001\u66f4\u591a\u6587\u4ef6\u91cf\u3001\u66f4\u9577\u4e0a\u4e0b\u6587\u6216\u591a\u4eba\u540c\u6642\u67e5\u8a62\uff0c\u5c31\u9700\u8981\u8a55\u4f30 [<span style=\"color: #3366ff;\"><strong><a style=\"color: #3366ff;\" title=\"\u5c08\u7528 GPU Server\" href=\"https:\/\/www.taki.com.tw\/gpu-dedicated-server\/\" target=\"_blank\" rel=\"noopener\">\u5c08\u7528 GPU Server<\/a><\/strong><\/span>]\u3001GPU Cloud \u6216\u79c1\u6709\u5316 AI \u4e3b\u6a5f\u67b6\u69cb\u3002<\/p><p>\u6a21\u578b\u8207\u786c\u9ad4\u6c92\u6709\u7d55\u5c0d\u7b54\u6848\uff0c\u6703\u53d7\u5230\u4ee5\u4e0b\u56e0\u7d20\u5f71\u97ff\uff1a<\/p><ul data-spread=\"false\"><li>\u6a21\u578b\u5927\u5c0f<\/li><li>\u91cf\u5316\u683c\u5f0f<\/li><li>\u4e0a\u4e0b\u6587\u9577\u5ea6<\/li><li>\u6587\u4ef6\u91cf<\/li><li>\u4f75\u767c\u4eba\u6578<\/li><li>\u56de\u8986\u901f\u5ea6\u8981\u6c42<\/li><li>\u662f\u5426\u9700\u8981\u591a\u90e8\u9580\u540c\u6642\u4f7f\u7528<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68ccc54 elementor-widget elementor-widget-jet-table\" data-id=\"68ccc54\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-3ea2b01 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4f7f\u7528\u60c5\u5883<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-ac79d5b jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5efa\u8b70\u6a21\u578b\u7b49\u7d1a<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-fd524ee jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9069\u5408\u7528\u9014<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-ab76048 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u786c\u9ad4\u65b9\u5411<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-2c3b960\"><td class=\"jet-table__cell elementor-repeater-item-c61e5d3 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5c0f\u578b FAQ \u6e2c\u8a66<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-102b751 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">7B \/ 8B<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-ec26362 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u7c21\u55ae\u5ba2\u670d\u554f\u7b54\u3001\u5167\u90e8\u6e2c\u8a66<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-4e714a8 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">16GB VRAM \u7b49\u7d1a GPU \u53ef\u6e2c\u8a66<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-e042198\"><td class=\"jet-table__cell elementor-repeater-item-b619b25 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4e00\u822c\u4f01\u696d\u77e5\u8b58\u5eab<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-798fd9d jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">14B \u7b49\u7d1a<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-2fb00e8 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">SOP \u67e5\u8a62\u3001\u5ba2\u670d\u8349\u7a3f\u3001\u6280\u8853\u6587\u4ef6\u6458\u8981<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-cb90a97 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">24GB VRAM \u4ee5\u4e0a\u8f03\u9069\u5408<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-91fe56c\"><td class=\"jet-table__cell elementor-repeater-item-e5ee2d7 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u8907\u96dc\u6280\u8853\u63a8\u7406<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-fdae711 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">32B \u7b49\u7d1a<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-c2ffa12 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u591a\u6587\u4ef6\u6574\u7406\u3001\u6280\u8853\u6392\u932f\u3001\u552e\u524d\u65b9\u6848\u5206\u6790<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-3b9ba2a jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">48GB VRAM \u4ee5\u4e0a\u6216\u591a GPU<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-e061be7\"><td class=\"jet-table__cell elementor-repeater-item-21d4ffc jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9ad8\u54c1\u8cea\u4f01\u696d\u90e8\u7f72<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-9725e8d jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">70B \u7b49\u7d1a<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-7e52edb jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u8907\u96dc\u63a8\u7406\u3001\u5927\u578b\u77e5\u8b58\u5eab\u3001\u591a\u90e8\u9580\u4f7f\u7528<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-8179a6e jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">A100 \/ H100 \/ H200 \u7b49\u7d1a GPU Server<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-8be66dd\"><td class=\"jet-table__cell elementor-repeater-item-4efb7ae jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9ad8\u4f75\u767c\u5ba2\u670d\u7cfb\u7d71<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-44d0a3c jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4f9d\u4f75\u767c\u8207\u5ef6\u9072\u76ee\u6a19\u8a55\u4f30<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-9cfabab jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u591a\u540d\u5ba2\u670d\u540c\u6642\u67e5\u8a62<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-376e415 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5efa\u8b70\u4f7f\u7528\u5c08\u7528 GPU Server \u6216 GPU Cluster<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6d64a14 elementor-widget elementor-widget-text-editor\" data-id=\"6d64a14\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4f01\u696d\u6b63\u5f0f\u5c0e\u5165\u524d\uff0c\u5efa\u8b70\u4f7f\u7528\u5be6\u969b\u6587\u4ef6\u8207\u771f\u5be6\u5ba2\u670d\u554f\u984c\u505a\u58d3\u529b\u6e2c\u8a66\uff0c\u4e0d\u8981\u53ea\u770b\u6a21\u578b\u53c3\u6578\u5927\u5c0f\u6216\u55ae\u6b21\u554f\u7b54\u6548\u679c\u3002<\/p><p>\u5982\u679c\u60a8\u6b63\u5728\u8a55\u4f30\u4e0d\u540c GPU \u67b6\u69cb\u7684\u6708\u79df\u6210\u672c\uff0c\u53ef\u53c3\u8003 TAKI Cloud \u7684 <strong><span style=\"color: #3366ff;\"><a style=\"color: #3366ff;\" title=\"GPU Server \u8207 GPU Cloud \u50f9\u683c\u65b9\u6848\" href=\"https:\/\/www.taki.com.tw\/gpu-server-gpu-cloud-pricing\/\" target=\"_blank\" rel=\"noopener\">GPU Server \u8207 GPU Cloud \u50f9\u683c\u65b9\u6848<\/a><\/span><\/strong>\uff0c\u518d\u4f9d\u6a21\u578b\u5927\u5c0f\u3001\u6587\u4ef6\u91cf\u8207\u4f75\u767c\u9700\u6c42\u9078\u64c7\u5408\u9069\u914d\u7f6e\u3002<\/p><p><a title=\"\u4e86\u89e3 GPU Server \u65b9\u6848\" href=\"https:\/\/www.taki.com.tw\/gpu-dedicated-server\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #3366ff;\"><strong>\u4e86\u89e3 GPU Server \u65b9\u6848<\/strong><\/span><\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0a9378f elementor-widget elementor-widget-heading\" data-id=\"0a9378f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u4f01\u696d\u5c0e\u5165\u6848\u4f8b\uff1a\u5065\u9f0e\u79d1\u6280\u5982\u4f55\u7528 GPU Server \u8655\u7406 SOP\u3001\u6280\u8853\u6587\u4ef6\u8207\u6587\u4ef6\u7ffb\u8b6f<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a39e639 elementor-widget elementor-widget-text-editor\" data-id=\"a39e639\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"728\" data-end=\"792\">TAKI Cloud \u66fe\u5354\u52a9\u5065\u9f0e\u79d1\u6280\u80a1\u4efd\u6709\u9650\u516c\u53f8\u5efa\u7f6e\u6587\u4ef6\u578b\u8a9e\u8a00\u6a21\u578b\u61c9\u7528\uff0c\u4e3b\u8981\u61c9\u7528\u5834\u666f\u5305\u542b SOP \u67e5\u8a62\u3001\u6280\u8853\u6587\u4ef6\u6574\u7406\u8207\u6587\u4ef6\u7ffb\u8b6f\u3002<\/p><p data-start=\"794\" data-end=\"893\">\u5728\u521d\u671f\u5c0e\u5165\u968e\u6bb5\uff0c\u5ba2\u6236\u5148\u63a1\u7528 RTX 4090 \u591a\u5361 GPU Server \u9032\u884c\u6a21\u578b\u6e2c\u8a66\u8207\u6587\u4ef6\u8655\u7406\u6d41\u7a0b\u9a57\u8b49\u3002\u96a8\u8457\u61c9\u7528\u9700\u6c42\u589e\u52a0\uff0c\u5f8c\u7e8c\u8abf\u6574\u70ba\u591a\u53f0 RTX 4090 8 \u5361\u4e3b\u6a5f\uff0c\u63d0\u5347\u6587\u4ef6\u8655\u7406\u91cf\u8207\u670d\u52d9\u7a69\u5b9a\u6027\u3002<\/p><p data-start=\"895\" data-end=\"972\">\u5728\u9032\u4e00\u6b65\u64f4\u5927\u4f7f\u7528\u60c5\u5883\u5f8c\uff0c\u5ba2\u6236\u518d\u5347\u7d1a\u81f3 H200 \u7b49\u7d1a GPU Server\uff0c\u4ee5\u652f\u63f4\u66f4\u9ad8\u968e\u7684\u6a21\u578b\u63a8\u8ad6\u9700\u6c42\u3001\u66f4\u5927\u7684\u8a18\u61b6\u9ad4\u5bb9\u91cf\u8207\u66f4\u7a69\u5b9a\u7684\u4f01\u696d\u7d1a AI \u61c9\u7528\u74b0\u5883\u3002<\/p><p data-start=\"974\" data-end=\"1028\">\u9019\u500b\u6848\u4f8b\u8aaa\u660e\uff0c\u4f01\u696d\u5c0e\u5165 Ollama \/ RAG \/ \u6587\u4ef6\u8a9e\u8a00\u6a21\u578b\u6642\uff0c\u901a\u5e38\u4e0d\u662f\u4e00\u6b21\u5230\u4f4d\uff0c\u800c\u662f\u6703\u7d93\u6b77\u4e09\u500b\u968e\u6bb5\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-22c0fce elementor-widget elementor-widget-jet-table\" data-id=\"22c0fce\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-3ea2b01 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u968e\u6bb5<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-ac79d5b jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u76ee\u6a19<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-fd524ee jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">GPU \u67b6\u69cb<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-2c3b960\"><td class=\"jet-table__cell elementor-repeater-item-c61e5d3 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">PoC \u6e2c\u8a66<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-102b751 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9a57\u8b49 SOP\u3001\u6280\u8853\u6587\u4ef6\u8207\u7ffb\u8b6f\u6d41\u7a0b\u662f\u5426\u53ef\u884c<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-ec26362 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">RTX 4090 \u591a\u5361\u4e3b\u6a5f<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-e042198\"><td class=\"jet-table__cell elementor-repeater-item-b619b25 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">MVP \u64f4\u5145<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-798fd9d jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u652f\u63f4\u66f4\u591a\u6587\u4ef6\u91cf\u8207\u5167\u90e8\u4f7f\u7528\u8005<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-cb90a97 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">RTX 4090 8 \u5361\u4e3b\u6a5f\u591a\u53f0<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-91fe56c\"><td class=\"jet-table__cell elementor-repeater-item-e5ee2d7 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6b63\u5f0f\u71df\u904b<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-fdae711 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u652f\u63f4\u66f4\u9ad8\u54c1\u8cea\u63a8\u8ad6\u3001\u66f4\u5927\u6a21\u578b\u8207\u66f4\u7a69\u5b9a\u670d\u52d9<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-3b9ba2a jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">H200 GPU Server<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e97bcbb elementor-widget elementor-widget-text-editor\" data-id=\"e97bcbb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5c0d\u4f01\u696d\u4f86\u8aaa\uff0c\u9019\u4e5f\u4ee3\u8868 GPU Server \u9078\u578b\u4e0d\u61c9\u53ea\u770b\u55ae\u6b21\u6a21\u578b\u80fd\u4e0d\u80fd\u8dd1\uff0c\u800c\u8981\u540c\u6642\u8a55\u4f30\u6587\u4ef6\u91cf\u3001\u6a21\u578b\u5927\u5c0f\u3001\u4f75\u767c\u4eba\u6578\u3001\u4e0a\u4e0b\u6587\u9577\u5ea6\u3001\u7a69\u5b9a\u6027\u8207\u672a\u4f86\u64f4\u5145\u9700\u6c42\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-822128d elementor-widget elementor-widget-heading\" data-id=\"822128d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u5e38\u898b\u907f\u5751\u6307\u5357\uff1a\u4f01\u696d\u5c0e\u5165 Ollama \u77e5\u8b58\u5eab\u524d\u8981\u6ce8\u610f\u4ec0\u9ebc\uff1f<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b3e8b10 elementor-widget elementor-widget-text-editor\" data-id=\"b3e8b10\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>1. \u4e0d\u8981\u628a\u6574\u4efd PDF \u76f4\u63a5\u585e\u9032 Prompt<\/h3><p>\u5927\u578b PDF \u61c9\u5148\u8f49\u6210\u6587\u5b57\u3001\u6e05\u6d17\u3001\u5207\u6bb5\u3001\u5efa\u7acb embedding\uff0c\u518d\u4ea4\u7d66 RAG \u7cfb\u7d71\u6aa2\u7d22\u3002\u76f4\u63a5\u628a\u6574\u4efd\u6587\u4ef6\u585e\u7d66\u6a21\u578b\uff0c\u4e0d\u53ea\u6548\u7387\u5dee\uff0c\u4e5f\u5bb9\u6613\u8b93\u6a21\u578b\u6293\u4e0d\u5230\u91cd\u9ede\u3002<\/p><h3>2. \u4e0d\u8981\u53ea\u9760\u5411\u91cf\u641c\u5c0b\u67e5\u7522\u54c1\u898f\u683c<\/h3><p>\u50f9\u683c\u3001\u5eab\u5b58\u3001GPU \u578b\u865f\u3001RAM\u3001\u983b\u5bec\u3001SLA \u5c6c\u65bc\u7cbe\u78ba\u8cc7\u6599\uff0c\u61c9\u8a72\u653e\u5728 SQL\u3001ERP \u6216\u7522\u54c1\u8cc7\u6599\u5eab\u4e2d\uff0c\u518d\u7531 AI \u6574\u5408\u56de\u7b54\u3002<\/p><h3>3. \u4e0d\u8981\u5ffd\u7565\u6587\u4ef6\u7248\u672c<\/h3><p>\u4f01\u696d SOP \u7d93\u5e38\u66f4\u65b0\u3002\u5982\u679c\u77e5\u8b58\u5eab\u6c92\u6709\u7248\u672c\u63a7\u7ba1\uff0cAI \u53ef\u80fd\u5f15\u7528\u820a\u7248\u6d41\u7a0b\u3002\u6bcf\u4efd\u6587\u4ef6\u90fd\u61c9\u6a19\u793a\u7248\u672c\u3001\u65e5\u671f\u3001\u8ca0\u8cac\u90e8\u9580\u8207\u9069\u7528\u7bc4\u570d\u3002<\/p><h3>4. \u4e0d\u8981\u76f4\u63a5\u8b93 AI \u9762\u5c0d\u5ba2\u6236<\/h3><p>\u521d\u671f\u61c9\u5148\u505a\u5167\u90e8\u5ba2\u670d\u52a9\u7406\uff0c\u7531 AI \u7522\u751f\u56de\u8986\u8349\u7a3f\uff0c\u518d\u7531\u771f\u4eba\u78ba\u8a8d\u3002\u7b49\u6e96\u78ba\u7387\u7a69\u5b9a\u5f8c\uff0c\u518d\u9010\u6b65\u958b\u653e\u7d66\u7db2\u7ad9\u5ba2\u670d\u6216\u5ba2\u6236\u5165\u53e3\u3002<\/p><h3>5. \u4e0d\u8981\u628a Ollama API \u76f4\u63a5\u958b\u5230\u5916\u7db2<\/h3><p>Ollama API \u61c9\u653e\u5728\u5167\u7db2\u3001VPN \u6216 API Gateway \u5f8c\u9762\uff0c\u4e26\u52a0\u4e0a\u767b\u5165\u3001\u6b0a\u9650\u63a7\u7ba1\u8207\u67e5\u8a62\u7d00\u9304\u3002<\/p><h3>6. \u4e0d\u8981\u8b93 AI \u56de\u7b54\u5b83\u4e0d\u77e5\u9053\u7684\u554f\u984c<\/h3><p>\u6b63\u5f0f\u77e5\u8b58\u5eab\u4e00\u5b9a\u8981\u6709\u62d2\u7b54\u6a5f\u5236\u3002\u7576\u6587\u4ef6\u6c92\u6709\u7b54\u6848\u6642\uff0cAI \u61c9\u56de\u7b54\u300c\u76ee\u524d\u77e5\u8b58\u5eab\u6c92\u6709\u8db3\u5920\u8cc7\u6599\u300d\uff0c\u800c\u4e0d\u662f\u81ea\u884c\u63a8\u8ad6\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-471ab4c elementor-widget elementor-widget-heading\" data-id=\"471ab4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u4f01\u696d\u5c0e\u5165\u968e\u6bb5\uff1aPoC\u3001MVP\u3001Scale\u3001Integration<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c40495 elementor-widget elementor-widget-text-editor\" data-id=\"1c40495\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4f01\u696d\u5c0e\u5165 Ollama \u77e5\u8b58\u5eab\uff0c\u5efa\u8b70\u5206\u968e\u6bb5\u9032\u884c\uff0c\u4e0d\u8981\u4e00\u958b\u59cb\u5c31\u8ffd\u6c42\u5168\u81ea\u52d5\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-792265d elementor-widget elementor-widget-jet-table\" data-id=\"792265d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-3ea2b01 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u968e\u6bb5<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-ac79d5b jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u76ee\u6a19<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-fd524ee jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6280\u8853\u7d44\u5408<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-ab76048 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9810\u671f\u6210\u6548<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-2c3b960\"><td class=\"jet-table__cell elementor-repeater-item-c61e5d3 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5be6\u9a57\u671f PoC<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-102b751 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5167\u90e8\u6e2c\u8a66\u3001\u9a57\u8b49\u53ef\u884c\u6027<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-ec26362 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Ollama + Open WebUI<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-4e714a8 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9a57\u8b49 AI \u662f\u5426\u80fd\u8b80\u61c2\u516c\u53f8 SOP<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-e042198\"><td class=\"jet-table__cell elementor-repeater-item-b619b25 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6210\u9577\u671f MVP<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-798fd9d jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u652f\u63f4\u55ae\u4e00\u90e8\u9580\uff0c\u4f8b\u5982\u5ba2\u670d<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-2fb00e8 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Ollama + Qdrant + \u7c21\u6613 API<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-cb90a97 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6e1b\u5c11\u4eba\u5de5\u7ffb\u627e\u6587\u4ef6\u6642\u9593\uff0c\u5efa\u7acb\u6a19\u6e96\u56de\u8986\u6d41\u7a0b<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-91fe56c\"><td class=\"jet-table__cell elementor-repeater-item-e5ee2d7 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u71df\u904b\u671f Scale<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-fdae711 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u591a\u90e8\u9580\u3001\u9ad8\u4f75\u767c\u3001\u6b0a\u9650\u63a7\u7ba1<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-c2ffa12 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">GPU Server + Hybrid Search + Reranker<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-3b9ba2a jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5efa\u7acb\u516c\u53f8\u7d1a\u4e2d\u592e\u77e5\u8b58\u52a9\u7406<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-e061be7\"><td class=\"jet-table__cell elementor-repeater-item-21d4ffc jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6574\u5408\u671f Integration<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-9725e8d jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4e32\u63a5 WHMCS \/ CRM \/ ERP<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-7e52edb jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">RAG + SQL + API Gateway<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-8179a6e jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u8b93 AI \u540c\u6642\u67e5\u6587\u4ef6\u3001\u7522\u54c1\u8cc7\u6599\u8207\u5ba2\u6236\u72c0\u614b<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-21af62a elementor-widget elementor-widget-text-editor\" data-id=\"21af62a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u9019\u6a23\u7684\u5c0e\u5165\u65b9\u5f0f\u98a8\u96aa\u6bd4\u8f03\u4f4e\uff0c\u4e5f\u6bd4\u8f03\u5bb9\u6613\u8b93\u5ba2\u670d\u3001\u696d\u52d9\u3001\u5de5\u7a0b\u5e2b\u8207\u4e3b\u7ba1\u9010\u6b65\u5efa\u7acb\u4fe1\u4efb\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6efc73b elementor-widget elementor-widget-heading\" data-id=\"6efc73b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">TAKI Cloud \u5982\u4f55\u5354\u52a9\u4f01\u696d\u90e8\u7f72 Ollama \u79c1\u6709\u5316 AI \u77e5\u8b58\u5eab\uff1f<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b15458a elementor-widget elementor-widget-text-editor\" data-id=\"b15458a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4f01\u696d\u5c0e\u5165 Ollama \/ RAG \u77e5\u8b58\u5eab\u6642\uff0c\u5e95\u5c64 <a title=\"GPU Server \u670d\u52d9\" href=\"https:\/\/www.taki.com.tw\/gpu-server-service\/\" target=\"_blank\" rel=\"noopener\"><strong><span style=\"color: #3366ff;\">GPU Server \u670d\u52d9<\/span><\/strong><\/a> \u6703\u76f4\u63a5\u5f71\u97ff\u6a21\u578b\u56de\u61c9\u901f\u5ea6\u3001\u6587\u4ef6\u8655\u7406\u6548\u7387\u3001\u591a\u4eba\u67e5\u8a62\u7a69\u5b9a\u6027\u8207\u8cc7\u6599\u5b89\u5168\u63a7\u7ba1\u3002<\/p><p>TAKI Cloud \u53ef\u5354\u52a9\u4f01\u696d\u4f9d\u7167\u6587\u4ef6\u91cf\u3001\u6a21\u578b\u5927\u5c0f\u3001\u4f75\u767c\u4eba\u6578\u3001\u8cc7\u6599\u654f\u611f\u5ea6\u8207\u9810\u7b97\uff0c\u898f\u5283\u9069\u5408\u7684\u79c1\u6709\u5316 AI \u77e5\u8b58\u5eab\u67b6\u69cb\uff0c\u5305\u62ec\uff1a<\/p><ol data-spread=\"false\"><li>GPU Server \u898f\u683c\u9078\u578b<\/li><li>Ollama \/ Open WebUI \/ Qdrant \u90e8\u7f72<\/li><li>Hybrid Search \u8207 Reranker \u67b6\u69cb\u898f\u5283<\/li><li>SOP\u3001FAQ\u3001\u7522\u54c1\u898f\u683c\u8207\u5ba2\u670d\u8cc7\u6599\u6574\u7406<\/li><li>\u6b0a\u9650\u63a7\u7ba1\u8207\u5167\u7db2\u5b89\u5168\u8a2d\u8a08<\/li><li>RAG \u6e96\u78ba\u7387\u6e2c\u8a66\u8207\u4f7f\u7528\u6d41\u7a0b\u5c0e\u5165<\/li><\/ol><ul data-spread=\"false\"><li><span style=\"color: #3366ff;\"><strong><a style=\"color: #3366ff;\" title=\"\u514d\u8cbb\u8aee\u8a62 AI \u77e5\u8b58\u5eab\u90e8\u7f72\u67b6\u69cb\" href=\"https:\/\/page.line.me\/takicloud\" target=\"_blank\" rel=\"noopener\">\u514d\u8cbb\u8aee\u8a62 AI \u77e5\u8b58\u5eab\u90e8\u7f72\u67b6\u69cb<\/a><\/strong><\/span><\/li><li><a title=\"\u4e86\u89e3 GPU Server \u65b9\u6848\" href=\"https:\/\/www.taki.com.tw\/gpu-dedicated-server\/\" target=\"_blank\" rel=\"noopener\"><strong><span style=\"color: #3366ff;\">\u4e86\u89e3 GPU Server \u65b9\u6848<\/span><\/strong><\/a><\/li><li><a title=\"\u67e5\u770b GPU Server \/ GPU Cloud \u50f9\u683c\" href=\"https:\/\/www.taki.com.tw\/gpu-server-gpu-cloud-pricing\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #3366ff;\"><strong>\u67e5\u770b GPU Server \/ GPU Cloud \u50f9\u683c<\/strong><\/span><\/a><\/li><\/ul><p>\u60f3\u5efa\u7acb\u4f01\u696d\u79c1\u6709\u5316 AI \u77e5\u8b58\u5eab\uff1f<\/p><p>TAKI Cloud \u53ef\u5354\u52a9\u4f01\u696d\u898f\u5283 GPU Server\u3001Ollama\u3001RAG\u3001Qdrant\u3001SQL \u4e32\u63a5\u8207\u6b0a\u9650\u63a7\u7ba1\u67b6\u69cb\uff0c\u9069\u5408\u5ba2\u670d\u77e5\u8b58\u5eab\u3001SOP \u67e5\u8a62\u3001\u6280\u8853\u6587\u4ef6\u7ba1\u7406\u8207\u7522\u54c1\u898f\u683c\u52a9\u7406\u7b49\u61c9\u7528\u3002<\/p><p><strong><span style=\"color: #3366ff;\"><a style=\"color: #3366ff;\" href=\"https:\/\/page.line.me\/takicloud\" target=\"_blank\" rel=\"noopener\">\u6b61\u8fce\u806f\u7e6b TAKI Cloud\uff0c\u8b93\u5de5\u7a0b\u5e2b\u5354\u52a9\u8a55\u4f30\u6700\u9069\u5408\u7684 AI \u77e5\u8b58\u5eab\u90e8\u7f72\u65b9\u6848\u3002<\/a><\/span><\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1fa2374 elementor-widget elementor-widget-heading\" data-id=\"1fa2374\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u7d50\u8ad6\uff1aOllama \u4e0d\u662f\u77e5\u8b58\u5eab\uff0c\u4f46\u5b83\u53ef\u4ee5\u6210\u70ba\u4f01\u696d AI \u77e5\u8b58\u5eab\u7684\u5927\u8166<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad0a908 elementor-widget elementor-widget-text-editor\" data-id=\"ad0a908\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Ollama \u7684\u5b9a\u4f4d\u4e0d\u662f\u6587\u4ef6\u641c\u5c0b\u5de5\u5177\uff0c\u800c\u662f\u672c\u5730 LLM \u7684\u57f7\u884c\u6838\u5fc3\u3002<\/p><p>\u5982\u679c\u4f01\u696d\u60f3\u7528 AI \u67e5 SOP\u3001\u6280\u8853\u6587\u4ef6\u3001\u7522\u54c1\u898f\u683c\u8207\u5ba2\u670d\u77e5\u8b58\u5eab\uff0c\u6b63\u78ba\u67b6\u69cb\u61c9\u8a72\u662f\uff1a<\/p><p><span style=\"color: #3366ff;\"><strong>Ollama + Embedding + RAG + Hybrid Search + SQL + \u6b0a\u9650\u63a7\u7ba1<\/strong><\/span><\/p><p>\u5feb\u901f\u6e2c\u8a66\u53ef\u4ee5\u5148\u7528\uff1a<\/p><p><strong><span style=\"color: #3366ff;\">Ollama + Open WebUI<\/span><\/strong><\/p><p>\u6b63\u5f0f\u5546\u7528\u5247\u5efa\u8b70\uff1a<\/p><p><strong><span style=\"color: #3366ff;\">Ollama + Qdrant + SQL \/ ERP + Reranking + API Gateway + GPU Server<\/span><\/strong><\/p><p>\u4f01\u696d\u5c0e\u5165 AI \u77e5\u8b58\u5eab\u7684\u91cd\u9ede\uff0c\u4e0d\u662f\u8b93 AI \u6191\u7a7a\u56de\u7b54\uff0c\u800c\u662f\u8b93 AI \u6839\u64da\u4f01\u696d\u81ea\u5df1\u7684\u6587\u4ef6\u3001\u7522\u54c1\u8cc7\u6599\u3001SOP \u8207\u5ba2\u670d\u7d00\u9304\u56de\u7b54\u3002<\/p><p>\u7576\u4f01\u696d\u628a\u5206\u6563\u5728 PDF\u3001Excel\u3001Wiki\u3001Ticket \u8207\u5167\u90e8\u6587\u4ef6\u4e2d\u7684\u77e5\u8b58\u6574\u7406\u6210\u53ef\u6aa2\u7d22\u3001\u53ef\u63a7\u6b0a\u9650\u3001\u53ef\u8ffd\u8e64\u4f86\u6e90\u7684\u77e5\u8b58\u5eab\u5f8c\uff0cAI \u624d\u80fd\u771f\u6b63\u6210\u70ba\u5ba2\u670d\u3001\u5de5\u7a0b\u5e2b\u3001\u696d\u52d9\u8207\u4e3b\u7ba1\u90fd\u80fd\u4fe1\u4efb\u7684\u5167\u90e8\u667a\u6167\u52a9\u7406\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-abb9fcd elementor-widget elementor-widget-heading\" data-id=\"abb9fcd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">FAQ<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2357ed9 elementor-widget elementor-widget-accordion\" data-id=\"2357ed9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-3701\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-3701\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-caret-square-down\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-caret-square-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Ollama \u53ef\u4ee5\u76f4\u63a5\u8b80 PDF \u55ce\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-3701\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-3701\"><p>Ollama \u672c\u8eab\u4e3b\u8981\u8ca0\u8cac\u6a21\u578b\u63a8\u8ad6\uff0c\u4e0d\u662f\u5b8c\u6574\u7684\u6587\u4ef6\u7ba1\u7406\u7cfb\u7d71\u3002\u82e5\u8981\u67e5 PDF\uff0c\u901a\u5e38\u9700\u8981\u5148\u5c07 PDF \u5167\u5bb9\u8f49\u6210\u6587\u5b57\uff0c\u5207\u6bb5\u5f8c\u5efa\u7acb embedding\uff0c\u518d\u653e\u5165\u5411\u91cf\u8cc7\u6599\u5eab\u6216 Open WebUI Knowledge \u9019\u985e\u77e5\u8b58\u5eab\u529f\u80fd\u4e2d\u3002<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-3702\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-3702\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-caret-square-down\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-caret-square-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Ollama \u53ef\u4ee5\u7528\u4f86\u505a\u5ba2\u670d\u6a5f\u5668\u4eba\u55ce\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-3702\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-3702\"><p>\u53ef\u4ee5\uff0c\u4f46\u5efa\u8b70\u5148\u5f9e\u5ba2\u670d\u52a9\u7406\u958b\u59cb\u3002\u8b93 AI \u6839\u64da\u77e5\u8b58\u5eab\u7522\u751f\u56de\u8986\u8349\u7a3f\uff0c\u518d\u7531\u771f\u4eba\u78ba\u8a8d\u3002\u7b49\u6e96\u78ba\u7387\u7a69\u5b9a\u5f8c\uff0c\u518d\u9010\u6b65\u63a5\u5230\u7db2\u7ad9\u5ba2\u670d\u3001WHMCS\u3001CRM \u6216 LINE \u5ba2\u670d\u3002<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-3703\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-3703\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-caret-square-down\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-caret-square-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">SOP \u77e5\u8b58\u5eab\u4e00\u5b9a\u9700\u8981\u5411\u91cf\u8cc7\u6599\u5eab\u55ce\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-3703\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-3703\"><p>\u5982\u679c\u6587\u4ef6\u91cf\u5f88\u5c11\uff0c\u53ef\u4ee5\u5148\u7528 Open WebUI \u6e2c\u8a66\u3002\u5982\u679c SOP\u3001\u6280\u8853\u6587\u4ef6\u3001FAQ\u3001ticket \u6578\u91cf\u5f88\u591a\uff0c\u5efa\u8b70\u4f7f\u7528 Qdrant\u3001Chroma \u6216 PostgreSQL pgvector \u9019\u985e\u5411\u91cf\u8cc7\u6599\u5eab\u3002<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-3704\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"button\" aria-controls=\"elementor-tab-content-3704\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-caret-square-down\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-caret-square-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">\u7522\u54c1\u50f9\u683c\u548c\u898f\u683c\u53ef\u4ee5\u76f4\u63a5\u4e1f\u9032 RAG \u55ce\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-3704\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"region\" aria-labelledby=\"elementor-tab-title-3704\"><p>\u4e0d\u5efa\u8b70\u53ea\u9760 RAG\u3002\u50f9\u683c\u3001\u5eab\u5b58\u3001GPU \u578b\u865f\u3001CPU\u3001RAM\u3001\u983b\u5bec\u3001\u5408\u7d04\u689d\u4ef6\u5c6c\u65bc\u7cbe\u78ba\u8cc7\u6599\uff0c\u61c9\u653e\u5728 SQL\u3001ERP \u6216\u7522\u54c1\u8cc7\u6599\u5eab\u4e2d\uff0c\u518d\u8b93 AI \u7d50\u5408\u6587\u4ef6\u8aaa\u660e\u56de\u7b54\u3002<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-3705\" class=\"elementor-tab-title\" data-tab=\"5\" role=\"button\" aria-controls=\"elementor-tab-content-3705\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-caret-square-down\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-caret-square-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Hybrid Search \u548c\u5411\u91cf\u641c\u5c0b\u6709\u4ec0\u9ebc\u4e0d\u540c\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-3705\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"5\" role=\"region\" aria-labelledby=\"elementor-tab-title-3705\"><p>\u5411\u91cf\u641c\u5c0b\u64c5\u9577\u627e\u8a9e\u610f\u76f8\u8fd1\u5167\u5bb9\uff0cHybrid Search \u5247\u7d50\u5408\u5411\u91cf\u641c\u5c0b\u3001\u95dc\u9375\u5b57\u641c\u5c0b\u8207\u7d50\u69cb\u5316\u8cc7\u6599\u67e5\u8a62\u3002\u5c0d\u7522\u54c1\u578b\u865f\u3001\u932f\u8aa4\u78bc\u3001\u7248\u672c\u865f\u3001\u50f9\u683c\u8207\u5eab\u5b58\u9019\u985e\u8cc7\u6599\uff0cHybrid Search \u901a\u5e38\u6bd4\u55ae\u7d14\u5411\u91cf\u641c\u5c0b\u66f4\u9069\u5408\u3002<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-3706\" class=\"elementor-tab-title\" data-tab=\"6\" role=\"button\" aria-controls=\"elementor-tab-content-3706\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-caret-square-down\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-caret-square-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Reranking \u662f\u4ec0\u9ebc\uff1f\u4e00\u5b9a\u8981\u5c0e\u5165\u55ce\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-3706\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"6\" role=\"region\" aria-labelledby=\"elementor-tab-title-3706\"><p>Reranking \u662f\u5728\u521d\u6b65\u6aa2\u7d22\u5f8c\uff0c\u91cd\u65b0\u6392\u5e8f\u5019\u9078\u6587\u4ef6\u6bb5\u843d\uff0c\u8b93\u6700\u76f8\u95dc\u7684\u5167\u5bb9\u6392\u5728\u524d\u9762\u3002\u521d\u671f PoC \u53ef\u4ee5\u5148\u4e0d\u5c0e\u5165\uff0c\u4f46\u7576\u6587\u4ef6\u91cf\u8b8a\u5927\u3001SOP \u7248\u672c\u8b8a\u591a\u6216\u5ba2\u670d\u554f\u984c\u9ad8\u5ea6\u76f8\u4f3c\u6642\uff0cReranking \u6703\u660e\u986f\u63d0\u5347\u56de\u7b54\u54c1\u8cea\u3002<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-3707\" class=\"elementor-tab-title\" data-tab=\"7\" role=\"button\" aria-controls=\"elementor-tab-content-3707\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-caret-square-down\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-caret-square-up\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Ollama \u9069\u5408\u4f01\u696d\u79c1\u6709\u5316\u90e8\u7f72\u55ce\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-3707\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"7\" role=\"region\" aria-labelledby=\"elementor-tab-title-3707\"><p>\u9069\u5408\u3002Ollama 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