{"id":6210,"date":"2025-10-02T12:24:52","date_gmt":"2025-10-02T04:24:52","guid":{"rendered":"https:\/\/nullthought.net\/?p=6210"},"modified":"2025-10-02T12:26:07","modified_gmt":"2025-10-02T04:26:07","slug":"open-webui-%e9%87%8c%e4%b8%8a%e4%bc%a0%e2%86%92%e5%bb%ba%e7%9f%a5%e8%af%86%e5%ba%93%e5%be%88%e6%85%a2%ef%bc%8c%e5%a6%82%e4%bd%95%e4%bc%98%e5%8c%96%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=6210","title":{"rendered":"Open WebUI \u91cc\u201c\u4e0a\u4f20\u6587\u6863\u2192\u5efa\u77e5\u8bc6\u5e93\u201d\u5f88\u6162\uff0c\u5982\u4f55\u4f18\u5316\uff1f"},"content":{"rendered":"\n<p><strong>\u5f88\u591a\u4eba\u786e\u5b9e\u611f\u89c9\u5230\u5728 <a href=\"https:\/\/github.com\/open-webui\/open-webui\" target=\"_blank\" rel=\"noreferrer noopener\">Open WebUI<\/a> \u91cc\u201c\u4e0a\u4f20\u6587\u6863\u2192\u5efa\u77e5\u8bc6\u5e93\u201d\u5f88\u6162<\/strong>\u3002\u4e3b\u8981\u74f6\u9888\u901a\u5e38\u4e0d\u662f WebUI \u672c\u8eab\uff0c\u800c\u662f\u4ee5\u4e0b\u73af\u8282\uff1a\u2460 \u6587\u6863\u89e3\u6790\uff08\u5c24\u5176 PDF\/\u626b\u63cf\u4ef6\uff09\uff1b\u2461 \u751f\u6210\u5411\u91cf\uff08\u5d4c\u5165\u6a21\u578b\u901f\u5ea6\/\u662f\u5426\u7528\u5230 GPU\uff09\uff1b\u2462 \u5199\u5165\u5411\u91cf\u5e93\uff08\u6240\u9009\u5411\u91cf\u6570\u636e\u5e93\u4e0e\u6279\u91cf\u5199\u5165\u8bbe\u7f6e\uff09\uff1b\u2463 \u4f60\u81ea\u5df1\u7684\u5207\u5757\uff08chunking\uff09\u53c2\u6570\u662f\u5426\u201c\u628a\u6587\u672c\u653e\u5927\u4e86\u201d\u3002\u5b98\u65b9\u6392\u9519\u9875\u4e0e\u793e\u533a\u8ba8\u8bba\u91cc\u90fd\u6709\u76f8\u540c\u53cd\u9988\u4e0e\u6539\u6cd5\u3002<a href=\"https:\/\/docs.openwebui.com\/troubleshooting\/rag\/?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">docs.openwebui.com+1<\/a><\/p>\n\n\n\n<p>\u4e0b\u9762\u7ed9\u4f60\u4e00\u5957\u201c\u4ece\u6613\u5230\u96be\u201d\u7684\u4f18\u5316\u6e05\u5355\uff0c\u6309\u987a\u5e8f\u505a\uff0c\u901a\u5e38\u80fd\u628a\u901f\u5ea6\u62c9\u8d77\u6765\uff1a<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">1) \u5148\u628a\u5d4c\u5165\u6a21\u578b\u8d70\u901a\u3001\u8d70\u5feb<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7528\u672c\u5730 Ollama \u5d4c\u5165\u6a21\u578b<\/strong>\uff0c\u907f\u514d\u5728\u7ebf\u4e0b\u8f7d\u6743\u91cd\u5bfc\u81f4\u7684\u963b\u585e\uff1b\u5e38\u7528\uff1a<code>nomic-embed-text<\/code>\u3001<code>mxbai-embed-large<\/code>\u3002 <code>ollama pull nomic-embed-text # \u6216 ollama pull mxbai-embed-large<\/code> \u5728 WebUI \u7ba1\u7406\u7aef\u628a <strong>Embeddings Provider=Ollama<\/strong>\u3001<strong>Model<\/strong> \u586b\u4f60\u62c9\u4e0b\u6765\u7684\u540d\u5b57\u3002<a href=\"https:\/\/ollama.com\/library\/nomic-embed-text?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">Ollama+1<\/a><\/li>\n\n\n\n<li><strong>\u786e\u8ba4\u7248\u672c\/\u53ef\u8fbe\u6027<\/strong>\uff1a<code>nomic-embed-text<\/code> \u9700\u8981\u8f83\u65b0\u7684 Ollama\uff1b\u82e5 WebUI \u4e0e Ollama \u4e0d\u5728\u540c\u673a\uff0c\u786e\u4fdd <code>OLLAMA_HOST<\/code> \u5bf9\u5916\u53ef\u8fbe\u3002<a href=\"https:\/\/ollama.com\/library\/nomic-embed-text?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">Ollama+1<\/a><\/li>\n\n\n\n<li><strong>GPU \u52a0\u901f<\/strong>\uff08\u6709\u72ec\u663e\u65f6\uff09\uff1a\u7528\u652f\u6301 GPU \u7684 Ollama \u90e8\u7f72\uff08Docker \u52a0 <code>--gpus=all<\/code>\uff09\uff0c\u5d4c\u5165\u8ba1\u7b97\u4f1a\u660e\u663e\u63d0\u901f\u3002<a href=\"https:\/\/ollama.com\/blog\/embedding-models?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">Ollama<\/a><\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">2) \u9009\u5bf9\u5411\u91cf\u6570\u636e\u5e93\u5e76\u5f00\u542f\u201c\u5916\u7f6e\u201d\u5b58\u50a8<\/h5>\n\n\n\n<p>\u9ed8\u8ba4\u5185\u7f6e\u5b58\u50a8\u591f\u7528\u4f46\u5e76\u4e0d\u5feb\uff1b<strong>\u5207\u5230 Qdrant \u6216 Milvus<\/strong> \u5f80\u5f80\u80fd\u63d0\u5347\u5927\u6587\u6863\u6279\u91cf\u5199\u5165\u4e0e\u67e5\u8be2\u901f\u5ea6\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u793e\u533a\u4e0e\u6587\u6863\u8bf4\u660e WebUI \u652f\u6301 <strong>Chroma\u3001Milvus\u3001Qdrant\u3001PGVector\/OpenSearch<\/strong> \u7b49\uff1b\u5f88\u591a\u4eba\u9996\u63a8 Qdrant\uff0c\u6613\u90e8\u7f72\u4e14\u6709\u53ef\u89c6\u5316\u9762\u677f\u65b9\u4fbf\u770b\u5199\u5165\u8fdb\u5ea6\u3002<a href=\"https:\/\/github.com\/open-webui\/open-webui\/discussions\/11597?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">GitHub<\/a><\/li>\n\n\n\n<li>\u4e00\u952e\u601d\u8def\uff1adocker-compose \u8d77 <strong>Qdrant + Postgres + Open WebUI<\/strong>\uff0c\u628a WebUI \u7684 <code>VECTOR_DB<\/code>\/\u8fde\u63a5\u5730\u5740\u6307\u5411 Qdrant\u3002<a href=\"https:\/\/heyitworks.tech\/blog\/openwebui-with-postgres-and-qdrant-a-setup-guide\/?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">Hey, It Works!+1<\/a><\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">3) \u8c03\u6574\u5207\u5757\u53c2\u6570\uff0c\u907f\u514d\u201c\u6587\u672c\u7206\u70b8\u201d<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Chunk Size \/ Overlap<\/strong> \u592a\u5927\u3001\u592a\u591a\u91cd\u53e0\u4f1a\u8ba9\u603b tokens \u66b4\u589e\uff0c\u4ece\u800c\u8ba9\u5d4c\u5165\u751f\u6210\u548c\u5199\u5e93\u90fd\u53d8\u6162\u3002\u793e\u533a\u7ecf\u9a8c\uff1a\n<ul class=\"wp-block-list\">\n<li>\u8d77\u6b65\u53ef\u8bd5 <strong>chunk_size=400\u2013800<\/strong>\u3001<strong>overlap=10\u201380<\/strong>\uff1b<\/li>\n\n\n\n<li>\u89c4\u5219\uff1a\u786e\u4fdd <code>chunk_size \u00d7 top_k<\/code> \u4e0d\u8981\u8d85\u8fc7\u6a21\u578b\u4e0a\u4e0b\u6587\u7a97\u53e3\u592a\u591a\uff08\u5426\u5219\u68c0\u7d22\u9636\u6bb5\u4e5f\u4f1a\u6162\/\u5197\u4f59\uff09\u3002<a href=\"https:\/\/www.reddit.com\/r\/OpenWebUI\/comments\/1k4elym\/rag_with_open_webui_help\/?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">Reddit<\/a><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6309\u6587\u6863\u7c7b\u578b\u533a\u5206<\/strong>\uff1a\u89c4\u7ae0\/\u6761\u6b3e\u7c7b\u9002\u5f53\u5c0f\u5757\uff1b\u6280\u672f\u767d\u76ae\u4e66\u53ef\u7a0d\u5927\uff1b\u626b\u63cf PDF \u5148\u505a\u6587\u672c\u5316\uff08\u89c1\u4e0b\u4e00\u6761\uff09\u3002<a href=\"https:\/\/demodomain.dev\/2025\/02\/20\/the-open-webui-rag-conundrum-chunks-vs-full-documents\/?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">Demo Domain &#8211;<\/a><\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">4) \u6539\u5584\u6587\u6863\u89e3\u6790\uff08\u5c24\u5176 PDF\/\u626b\u63cf\u4ef6\uff09<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u89e3\u6790\u672c\u8eab\u5c31\u6162\u4e14\u5bb9\u6613\u51fa\u9519\uff08\u8868\u683c\u3001\u516c\u5f0f\u3001\u56fe\u7247\u3001\u5206\u9875\u5206\u680f\uff09\uff0c\u8fd9\u4e00\u6b65\u5f80\u5f80\u62d6\u6162\u6574\u4e2a\u6d41\u7a0b\u3002<\/li>\n\n\n\n<li><strong>\u542f\u7528 Tika\/\u5916\u90e8\u89e3\u6790\u670d\u52a1<\/strong>\uff08WebUI \u793e\u533a\u5efa\u8bae\u7684\u53ef\u9009\u65b9\u6848\uff09\u6765\u63d0\u5347\u901a\u7528\u683c\u5f0f\u89e3\u6790\u4e0e OCR \u80fd\u529b\uff1b\u4e5f\u53ef\u4ee5\u5728\u4e0a\u4f20\u524d\u7528 <strong>Unstructured<\/strong> \u7b49\u5de5\u5177\u628a PDF \u9884\u5207\u5206\u6210\u7ed3\u6784\u5316\u6587\u672c\u518d\u4e0a\u4f20\u3002<a href=\"https:\/\/github.com\/open-webui\/open-webui\/discussions\/3475?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">GitHub+2Reddit+2<\/a><\/li>\n\n\n\n<li>\u7eaf\u626b\u63cf\u4ef6\u5148 OCR\uff08\u6216\u5916\u90e8\u8f6c docx\/txt\uff09\uff0c\u6bd4\u76f4\u63a5\u4e22\u7ed9 WebUI \u66f4\u7a33\u66f4\u5feb\u3002<a href=\"https:\/\/unstructured.io\/blog\/how-to-parse-a-pdf-part-1?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">Unstructured<\/a><\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">5) \u63a7\u5236\u6279\u91cf\u4e0e\u5e76\u53d1<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5206\u6279\u4e0a\u4f20<\/strong>\uff1a\u628a 200+ \u9875\u7684\u5927 PDF \u62c6\u6210\u7ae0\u8282\u4e0a\u4f20\uff0c\u5931\u8d25\u91cd\u8bd5\u7684\u4ee3\u4ef7\u4e5f\u66f4\u4f4e\uff08\u5f88\u591a\u4eba\u56e0\u6b64\u4f53\u611f\u201c\u5feb\u4e86\u5f88\u591a\u201d\uff09\u3002<a href=\"https:\/\/www.reddit.com\/r\/OpenWebUI\/comments\/1lx3t4a\/running_openwebui_without_rag_faster_web_search\/?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">Reddit<\/a><\/li>\n\n\n\n<li>\u670d\u52a1\u5668\u5c42\u9762\u7ed9\u5bb9\u5668\/\u8fdb\u7a0b<strong>\u5206\u914d\u8db3\u591f CPU\/\u5185\u5b58<\/strong>\uff1b\u82e5\u7528 Docker\uff0c\u9650\u5236\u592a\u7d27\u4e5f\u4f1a\u62d6\u6162\u3002<\/li>\n\n\n\n<li>\u5728\u68c0\u7d22\u9636\u6bb5\u53ef\u4e0b\u8c03 <strong>top_k<\/strong> \u4e0e\u91cd\u6392\u6b65\u9aa4\uff0c\u4ee5\u51cf\u5c11\u6bcf\u6b21\u95ee\u7b54\u8bfb\u53d6\u7684\u5411\u91cf\u6570\u91cf\u4e0e\u91cd\u6392\u6210\u672c\uff08\u867d\u4e0d\u5f71\u54cd\u201c\u5efa\u5e93\u65f6\u95f4\u201d\uff0c\u4f46\u6574\u4f53\u4f53\u9a8c\u66f4\u6d41\u7545\uff09\u3002<a href=\"https:\/\/demodomain.dev\/2025\/02\/20\/the-open-webui-rag-conundrum-chunks-vs-full-documents\/?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">Demo Domain &#8211;<\/a><\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">6) \u5173\u95ed\/\u7b80\u5316\u4e0d\u5fc5\u8981\u7684\u81ea\u52a8\u5316<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>WebUI \u6709\u4e00\u4e9b\u81ea\u52a8\u5316\/\u8f85\u52a9\u4efb\u52a1\u6a21\u578b\uff08\u5982\u81ea\u52a8\u641c\u7d22\u3001\u91cd\u5199\uff09\uff0c\u5728\u5f31\u673a\u578b\u4e0a\u4f1a\u62d6\u6162\u54cd\u5e94\uff1b\u53ef\u4ee5\u914d\u7f6e\u201c\u8f7b\u91cf\u4efb\u52a1\u6a21\u578b\u201d\u6216<strong>\u9009\u62e9\u6027\u5173\u95ed<\/strong>\uff0c\u4fdd\u8bc1\u4e3b\u6d41\u7a0b\uff08\u5d4c\u5165\/\u68c0\u7d22\/\u56de\u7b54\uff09\u66f4\u987a\u7545\u3002<a href=\"https:\/\/docs.openwebui.com\/tutorials\/tips\/improve-performance-local\/?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">docs.openwebui.com<\/a><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u4e2a\u201c\u7a33\u59a5\u63d0\u901f\u201d\u7684\u53c2\u8003\u90e8\u7f72\uff08\u793a\u4f8b\uff09<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Ollama\uff08GPU \u53ef\u9009\uff09<\/strong> \u63d0\u4f9b LLM \u4e0e\u5d4c\u5165\uff1a<code>nomic-embed-text<\/code><\/li>\n\n\n\n<li><strong>Qdrant<\/strong> \u4f5c\u4e3a\u5411\u91cf\u5e93<\/li>\n\n\n\n<li><strong>Open WebUI<\/strong> \u6307\u5411\u4e0a\u9762\u7684 Ollama &amp; Qdrant<br>\u8fd9\u6837\u901a\u5e38\u80fd\u628a\u201c\u4e0a\u4f20\u2192\u89e3\u6790\u2192\u5d4c\u5165\u2192\u5165\u5e93\u201d\u7684\u94fe\u8def\u62c9\u987a\uff0c\u800c\u4e14\u6613\u89c2\u6d4b\uff08Qdrant \u63a7\u5236\u53f0\u53ef\u770b\u5230\u5199\u5165\uff09\u3002<a href=\"https:\/\/github.com\/open-webui\/open-webui\/discussions\/11597?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">GitHub+1<\/a><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h5 class=\"wp-block-heading\">\u5feb\u901f\u81ea\u68c0\u6e05\u5355<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>WebUI <strong>Embeddings<\/strong> \u6307\u5411 <strong>Ollama<\/strong>\uff0c\u6a21\u578b\u540d\u65e0\u8bef\uff08\u80fd\u5728\u547d\u4ee4\u884c\u8dd1 <code>nomic-embed-text<\/code>\uff09\u3002<a href=\"https:\/\/ollama.com\/library\/nomic-embed-text?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">Ollama+1<\/a><\/li>\n\n\n\n<li><strong>\u5411\u91cf\u5e93<\/strong> \u5207\u5230 <strong>Qdrant\/Milvus<\/strong> \u5e76\u8fde\u63a5\u6210\u529f\u3002<a href=\"https:\/\/github.com\/open-webui\/open-webui\/discussions\/11597?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">GitHub<\/a><\/li>\n\n\n\n<li><strong>Chunk\/Overlap\/Top-k<\/strong> \u5408\u7406\uff0c\u672a\u51fa\u73b0\u201c\u91cd\u590d\u5207\u5757\u653e\u5927\u201d\u3002<a href=\"https:\/\/www.reddit.com\/r\/OpenWebUI\/comments\/1k4elym\/rag_with_open_webui_help\/?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">Reddit<\/a><\/li>\n\n\n\n<li>PDF \u590d\u6742\/\u626b\u63cf\u4ef6\u5df2\u5148<strong>\u5916\u90e8\u89e3\u6790\/OCR<\/strong> \u6216\u542f\u7528 <strong>Tika<\/strong>\u3002<a href=\"https:\/\/github.com\/open-webui\/open-webui\/discussions\/3475?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">GitHub+1<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u5f88\u591a\u4eba\u786e\u5b9e\u611f\u89c9\u5230\u5728 Open WebUI \u91cc\u201c\u4e0a\u4f20\u6587\u6863\u2192\u5efa\u77e5\u8bc6\u5e93\u201d\u5f88\u6162\u3002\u4e3b\u8981\u74f6\u9888\u901a\u5e38\u4e0d\u662f WebUI \u672c\u8eab\uff0c\u800c [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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