{"id":12292,"date":"2026-05-11T13:13:50","date_gmt":"2026-05-11T05:13:50","guid":{"rendered":"https:\/\/www.taki.com.tw\/blog\/?p=12292"},"modified":"2026-05-12T11:50:31","modified_gmt":"2026-05-12T03:50:31","slug":"ollama-linux-gpu-llm-deployment","status":"publish","type":"post","link":"https:\/\/www.taki.com.tw\/blog\/ollama-linux-gpu-llm-deployment\/","title":{"rendered":"Ollama \u5b89\u88dd\u6559\u5b78\uff1a\u5728 Linux GPU \u4e3b\u6a5f\u90e8\u7f72\u672c\u5730 LLM \u5b8c\u6574\u5be6\u4f5c\u6307\u5357"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"12292\" class=\"elementor elementor-12292\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d963382 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d963382\" data-element_type=\"section\" data-e-type=\"section\" 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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-top-column elementor-element elementor-element-6b91f96\" data-id=\"6b91f96\" 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-06d9a31 elementor-widget elementor-widget-image\" data-id=\"06d9a31\" 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=\"1672\" height=\"941\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-linux-gpu-llm-deployment.jpg\" class=\"attachment-full size-full wp-image-12304\" alt=\"Ollama \u5b89\u88dd\u6559\u5b78\u793a\u610f\u5716\uff0c\u5c55\u793a\u5728 Linux GPU \u4e3b\u6a5f\u4e0a\u90e8\u7f72\u672c\u5730 LLM \u6a21\u578b\u8207 Private AI \u67b6\u69cb\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-linux-gpu-llm-deployment.jpg 1672w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-linux-gpu-llm-deployment-300x169.jpg 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-linux-gpu-llm-deployment-1024x576.jpg 1024w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-linux-gpu-llm-deployment-768x432.jpg 768w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/ollama-linux-gpu-llm-deployment-1536x864.jpg 1536w\" sizes=\"(max-width: 1672px) 100vw, 1672px\" title=\"Ollama \u5b89\u88dd\u6559\u5b78\uff1aLinux GPU \u4e3b\u6a5f\u90e8\u7f72\u672c\u5730 LLM - 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-a3c3726 elementor-widget elementor-widget-image\" data-id=\"a3c3726\" 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=\"1383\" height=\"2560\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/NVIDIA-Ollama-RAG-API-2026-05-11-072823-scaled.png\" class=\"attachment-full size-full wp-image-12313\" alt=\"Ollama \u672c\u5730 LLM \u90e8\u7f72\u67b6\u69cb\u5716\uff0c\u5c55\u793a RAG\u3001n8n\u3001\u5167\u90e8 App \u900f\u904e REST API \u6216 OpenAI API \u9023\u63a5 TAKI Cloud Linux GPU Server\uff0c\u4e26\u7d93\u7531 UFW \u9632\u706b\u7246\u3001Nginx \u53cd\u5411\u4ee3\u7406\u3001Ollama Runtime\u3001NVIDIA CUDA\u3001NVIDIA Driver \u8207 GPU VRAM \u57f7\u884c\u6a21\u578b\u63a8\u8ad6\u3002\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/NVIDIA-Ollama-RAG-API-2026-05-11-072823-scaled.png 1383w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/NVIDIA-Ollama-RAG-API-2026-05-11-072823-162x300.png 162w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/NVIDIA-Ollama-RAG-API-2026-05-11-072823-553x1024.png 553w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/NVIDIA-Ollama-RAG-API-2026-05-11-072823-768x1421.png 768w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/NVIDIA-Ollama-RAG-API-2026-05-11-072823-830x1536.png 830w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2026\/05\/NVIDIA-Ollama-RAG-API-2026-05-11-072823-1107x2048.png 1107w\" sizes=\"(max-width: 1383px) 100vw, 1383px\" title=\"Ollama \u672c\u5730 LLM \u90e8\u7f72\u67b6\u69cb\u5716\uff1aRAG\u3001API \u8207 NVIDIA GPU \u4e3b\u6a5f - 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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d9fce6b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d9fce6b\" 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-cfafa0d\" data-id=\"cfafa0d\" 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-fe25742 elementor-widget elementor-widget-text-editor\" data-id=\"fe25742\" 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=\"446\" data-end=\"537\">\u6211\u5011\u5728\u5354\u52a9\u4f01\u696d\u8a55\u4f30 GPU \u4e3b\u6a5f\u6642\uff0c\u6700\u5e38\u9047\u5230\u7684\u554f\u984c\u4e0d\u662f\u300c<strong><span style=\"color: #3366ff;\">Ollama \u80fd\u4e0d\u80fd\u88dd<\/span><\/strong>\u300d\uff0c\u800c\u662f\u88dd\u5b8c\u4e4b\u5f8c\u6a21\u578b\u5230\u5e95\u6709\u6c92\u6709\u771f\u7684\u8dd1\u5728 GPU \u4e0a\u3001VRAM \u5920\u4e0d\u5920\u3001API \u80fd\u4e0d\u80fd\u5b89\u5168\u958b\u7d66\u5167\u90e8\u7cfb\u7d71\u4f7f\u7528\u3002\u9019\u4e9b\u554f\u984c\u5982\u679c\u4e00\u958b\u59cb\u6c92\u78ba\u8a8d\uff0c\u5f8c\u9762\u505a RAG\u3001\u5ba2\u670d\u6a5f\u5668\u4eba\u6216\u6587\u4ef6\u67e5\u8a62\u7cfb\u7d71\u6642\uff0c\u5f88\u5bb9\u6613\u5361\u5728\u6548\u80fd\u8207\u7a69\u5b9a\u6027\u3002<\/p><p data-start=\"539\" data-end=\"684\">Ollama \u662f\u76ee\u524d\u90e8\u7f72\u672c\u5730 LLM \u76f8\u5c0d\u5bb9\u6613\u4e0a\u624b\u7684\u5de5\u5177\u4e4b\u4e00\u3002\u5b83\u53ef\u4ee5\u5354\u52a9\u958b\u767c\u8005\u5728 Linux \u4e3b\u6a5f\u4e0a\u5feb\u901f\u4e0b\u8f09\u3001\u57f7\u884c\u8207\u7ba1\u7406 Llama\u3001Mistral\u3001DeepSeek\u3001Qwen\u3001Gemma \u7b49\u958b\u6e90\u6a21\u578b\uff0c\u9069\u5408\u4f5c\u70ba\u672c\u5730 AI \u6e2c\u8a66\u3001RAG \u539f\u578b\u3001\u5167\u90e8\u77e5\u8b58\u5eab\u6216 Private AI \u90e8\u7f72\u7684\u8d77\u9ede\u3002<\/p><p data-start=\"686\" data-end=\"927\">\u4e0d\u904e\uff0cOllama \u5b89\u88dd\u672c\u8eab\u4e26\u4e0d\u56f0\u96e3\u3002\u771f\u6b63\u9700\u8981\u6ce8\u610f\u7684\u662f\uff1aGPU \u662f\u5426\u88ab\u6b63\u78ba\u8abf\u7528\u3001VRAM \u662f\u5426\u8db3\u5920\u3001API \u662f\u5426\u5b89\u5168\u958b\u653e\uff0c\u4ee5\u53ca\u670d\u52d9\u662f\u5426\u80fd\u5728\u4f01\u696d\u74b0\u5883\u4e2d\u9577\u6642\u9593\u7a69\u5b9a\u904b\u884c\u3002\u9019\u7bc7\u6587\u7ae0\u6703\u5f9e Linux GPU \u4e3b\u6a5f\u7684\u524d\u7f6e\u6aa2\u67e5\u958b\u59cb\uff0c\u5b8c\u6574\u8aaa\u660e Ollama \u5b89\u88dd\u3001\u6a21\u578b\u57f7\u884c\u3001GPU \u9a57\u8b49\u3001API \u6e2c\u8a66\u3001\u5167\u7db2\u5b89\u5168\u8a2d\u5b9a\u8207\u4f01\u696d\u90e8\u7f72\u6ce8\u610f\u4e8b\u9805\u3002Ollama \u5b98\u65b9 Linux \u6587\u4ef6\u4e5f\u5efa\u8b70\u5b89\u88dd\u5f8c\u900f\u904e systemd \u555f\u52d5\u8207\u6aa2\u67e5\u670d\u52d9\u72c0\u614b\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-ecdf246 elementor-widget elementor-widget-heading\" data-id=\"ecdf246\" 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 \u5de5\u7a0b\u89c0\u9ede\uff1aOllama \u9069\u5408\u4ec0\u9ebc\u968e\u6bb5\uff1f<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b999b8b elementor-widget elementor-widget-text-editor\" data-id=\"b999b8b\" 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=\"340\" data-end=\"465\">\u4ee5 TAKI Cloud \u7684\u90e8\u7f72\u7d93\u9a57\u4f86\u770b\uff0cOllama \u5f88\u9069\u5408\u505a\u672c\u5730 LLM \u6e2c\u8a66\u3001RAG \u539f\u578b\u9a57\u8b49\u8207\u5167\u90e8\u77e5\u8b58\u5eab\u67e5\u8a62\uff0c\u4f46\u5982\u679c\u8981\u9032\u5165\u591a\u4eba\u4f75\u767c\u3001\u6b63\u5f0f API \u670d\u52d9\u6216\u9ad8\u541e\u5410\u63a8\u8ad6\uff0c\u5c31\u9700\u8981\u9032\u4e00\u6b65\u8a55\u4f30 GPU VRAM\u3001\u6a21\u578b\u91cf\u5316\u683c\u5f0f\u3001API \u6b0a\u9650\u63a7\u7ba1\u8207\u670d\u52d9\u76e3\u63a7\u3002<\/p><p data-start=\"467\" data-end=\"580\">\u5f88\u591a\u4f01\u696d\u4e00\u958b\u59cb\u6703\u4ee5\u70ba\u300cOllama 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elementor-element-ded3315 elementor-widget elementor-widget-text-editor\" data-id=\"ded3315\" 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=\"1594\" data-end=\"1761\">Ollama \u662f\u4e00\u500b\u672c\u5730\u6a21\u578b\u90e8\u7f72\u8207\u63a8\u8ad6\u5de5\u5177\uff0c\u76ee\u6a19\u662f\u964d\u4f4e\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u5728\u500b\u4eba\u96fb\u8166\u3001\u4f3a\u670d\u5668\u6216 GPU \u4e3b\u6a5f\u4e0a\u7684\u90e8\u7f72\u9580\u6abb\u3002\u50b3\u7d71\u4e0a\uff0c\u5982\u679c\u8981\u5728 Linux \u4e0a\u904b\u884c\u958b\u6e90 LLM\uff0c\u901a\u5e38\u9700\u8981\u8655\u7406 Python\u3001CUDA\u3001PyTorch\u3001\u6a21\u578b\u6b0a\u91cd\u3001\u63a8\u8ad6\u6846\u67b6\u8207\u7248\u672c\u76f8\u5bb9\u6027\u554f\u984c\uff1b\u800c Ollama \u5c07\u6a21\u578b\u4e0b\u8f09\u3001\u6a21\u578b\u57f7\u884c\u8207 API \u670d\u52d9\u6574\u5408\u6210\u76f8\u5c0d\u7c21\u6f54\u7684\u64cd\u4f5c\u6d41\u7a0b\u3002<\/p><p data-start=\"1763\" data-end=\"1915\">\u5c0d\u958b\u767c\u8005\u4f86\u8aaa\uff0cOllama \u5f88\u9069\u5408\u7528\u4f86\u5feb\u901f\u6e2c\u8a66\u6a21\u578b\u3001\u5efa\u7acb RAG \u539f\u578b\u3001\u9a57\u8b49\u5167\u90e8\u77e5\u8b58\u5eab\u6d41\u7a0b\uff0c\u6216\u5c07\u672c\u5730 LLM \u63a5\u5165 n8n\u3001\u81ea\u52d5\u5316\u5de5\u5177\u3001\u5167\u90e8\u5ba2\u670d\u7cfb\u7d71\u8207\u6587\u4ef6\u554f\u7b54\u7cfb\u7d71\u3002\u5c0d\u4f01\u696d\u4f86\u8aaa\uff0c\u5b83\u5247\u53ef\u4ee5\u4f5c\u70ba Private AI \u7684\u8d77\u9ede\uff1a\u5148\u7528\u8f03\u4f4e\u9580\u6abb\u8dd1\u8d77\u6a21\u578b\uff0c\u518d\u9010\u6b65\u8a55\u4f30 GPU \u898f\u683c\u3001API \u5b89\u5168\u3001\u4f75\u767c\u91cf\u8207\u6b63\u5f0f\u7dad\u904b\u67b6\u69cb\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-e9bd2ac elementor-widget elementor-widget-heading\" data-id=\"e9bd2ac\" 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\u4f01\u696d\u6703\u60f3\u5728\u672c\u5730\u90e8\u7f72 LLM\uff1f<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7db6b2a elementor-widget elementor-widget-text-editor\" data-id=\"7db6b2a\" 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=\"1947\" data-end=\"1991\">\u4f01\u696d\u8a55\u4f30\u672c\u5730\u90e8\u7f72 LLM\uff0c\u901a\u5e38\u4e0d\u662f\u55ae\u7d14\u70ba\u4e86\u300c\u4e0d\u60f3\u7528 API\u300d\uff0c\u800c\u662f\u57fa\u65bc\u5e7e\u500b\u66f4\u5be6\u969b\u7684\u8003\u91cf\u3002<\/p><p data-start=\"1993\" data-end=\"2100\"><span style=\"color: #333333;\"><strong data-start=\"1993\" data-end=\"2008\">\u7b2c\u4e00\uff0c\u8cc7\u6599\u5b89\u5168\u8207\u5408\u898f\u3002<\/strong><\/span><br data-start=\"2008\" data-end=\"2011\" \/>\u82e5\u4f01\u696d\u9700\u8981\u8655\u7406\u5408\u7d04\u3001\u5ba2\u6236\u8cc7\u6599\u3001\u5167\u90e8\u5831\u8868\u3001\u7814\u767c\u6587\u4ef6\u3001\u8ca1\u52d9\u8cc7\u6599\u6216\u500b\u8cc7\uff0c\u5c07\u8cc7\u6599\u50b3\u9001\u5230\u7b2c\u4e09\u65b9 API \u53ef\u80fd\u6703\u9047\u5230\u8cc7\u5b89\u3001\u6cd5\u9075\u6216\u5167\u90e8\u7a3d\u6838\u7591\u616e\u3002\u672c\u5730\u90e8\u7f72\u53ef\u4ee5\u8b93\u6a21\u578b\u63a8\u8ad6\u6d41\u7a0b\u7559\u5728\u5167\u7db2\u6216\u79c1\u6709\u74b0\u5883\u4e2d\u3002<\/p><p data-start=\"2102\" data-end=\"2190\"><span style=\"color: #333333;\"><strong data-start=\"2102\" data-end=\"2116\">\u7b2c\u4e8c\uff0c\u5ef6\u9072\u8207\u7a69\u5b9a\u6027\u3002<\/strong><\/span><br data-start=\"2116\" data-end=\"2119\" \/>\u7576\u6a21\u578b\u670d\u52d9\u90e8\u7f72\u5728\u4f01\u696d\u5167\u7db2\u6216\u9760\u8fd1\u696d\u52d9\u7cfb\u7d71\u7684\u4f4d\u7f6e\u6642\uff0c\u53ef\u4ee5\u964d\u4f4e\u7db2\u8def\u5f80\u8fd4\u5ef6\u9072\uff0c\u4e5f\u80fd\u907f\u514d\u5916\u90e8 API \u56e0\u6d41\u91cf\u3001\u9650\u984d\u3001\u5340\u57df\u7db2\u8def\u6216\u4f9b\u61c9\u5546\u8abf\u6574\u9020\u6210\u670d\u52d9\u4e0d\u7a69\u5b9a\u3002<\/p><p data-start=\"2192\" data-end=\"2318\"><span style=\"color: #333333;\"><strong data-start=\"2192\" data-end=\"2207\">\u7b2c\u4e09\uff0c\u9577\u671f\u6210\u672c\u53ef\u9810\u6e2c\u3002<\/strong><\/span><br data-start=\"2207\" data-end=\"2210\" \/>\u5982\u679c\u53ea\u662f\u5076\u723e\u4f7f\u7528 LLM\uff0cAPI \u8a08\u8cbb\u901a\u5e38\u5f88\u65b9\u4fbf\uff1b\u4f46\u5982\u679c\u662f\u9577\u6642\u9593\u904b\u884c\u7684\u5ba2\u670d\u3001RAG\u3001\u6587\u4ef6\u641c\u5c0b\u3001\u5167\u5bb9\u5be9\u67e5\u6216\u5167\u90e8\u52a9\u7406\uff0c\u6309 Token \u8a08\u8cbb\u7684\u6210\u672c\u53ef\u80fd\u96a8\u4f7f\u7528\u91cf\u5feb\u901f\u589e\u52a0\u3002\u6b64\u6642\uff0c\u56fa\u5b9a\u6708\u8cbb\u6216\u5c08\u7528 GPU \u4e3b\u6a5f\u6703\u8b93\u6210\u672c\u66f4\u5bb9\u6613\u9810\u4f30\u3002<\/p><p data-start=\"2320\" data-end=\"2408\"><span style=\"color: #333333;\"><strong data-start=\"2320\" data-end=\"2333\">\u7b2c\u56db\uff0c\u67b6\u69cb\u81ea\u4e3b\u6b0a\u3002<\/strong><\/span><br data-start=\"2333\" data-end=\"2336\" \/>\u672c\u5730\u90e8\u7f72\u8b93\u4f01\u696d\u80fd\u81ea\u884c\u9078\u64c7\u6a21\u578b\u7248\u672c\u3001\u91cf\u5316\u683c\u5f0f\u3001\u4e0a\u4e0b\u6587\u9577\u5ea6\u3001API \u884c\u70ba\u8207\u8cc7\u6599\u5b58\u53d6\u65b9\u5f0f\uff0c\u4e0d\u5fc5\u5b8c\u5168\u4f9d\u8cf4\u7b2c\u4e09\u65b9 API \u7684\u6a21\u578b\u66f4\u65b0\u3001\u50f9\u683c\u653f\u7b56\u6216\u670d\u52d9\u9650\u5236\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-862e702 elementor-widget elementor-widget-jet-table\" data-id=\"862e702\" 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-6bf9ece 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-eb2bc21 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 \u662f\u5426\u9069\u5408<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-0e3f06d 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-87fe713\"><td class=\"jet-table__cell elementor-repeater-item-18f020c jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u500b\u4eba\u6e2c\u8a66 LLM<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-9267b5d jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9069\u5408<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-246d191 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u53ef\u76f4\u63a5\u4f7f\u7528 Ollama<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-7779f63\"><td class=\"jet-table__cell elementor-repeater-item-e22cd72 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">RAG \u539f\u578b\u9a57\u8b49<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-e731dba jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9069\u5408<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-e50c904 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u642d\u914d n8n \/ LangChain \/ LlamaIndex<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-c7c2882\"><td class=\"jet-table__cell elementor-repeater-item-9e16eb1 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5167\u90e8\u5ba2\u670d\u6e2c\u8a66<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-de82fe1 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9069\u5408<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-8313fc5 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9700\u6ce8\u610f API \u6b0a\u9650\u8207\u65e5\u8a8c<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-7338024\"><td class=\"jet-table__cell elementor-repeater-item-0f94e9d jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u591a\u4eba\u9ad8\u4f75\u767c\u63a8\u8ad6<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-89ac65a jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u90e8\u5206\u9069\u5408<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-d694d67 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5efa\u8b70\u8a55\u4f30 vLLM \/ TGI<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-fb9a424\"><td class=\"jet-table__cell elementor-repeater-item-70de807 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 AI \u670d\u52d9<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-20c27bb jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u8996\u60c5\u6cc1<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-2b2a9f3 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9700\u642d\u914d GPU \u4e3b\u6a5f\u3001\u76e3\u63a7\u8207\u8cc7\u5b89\u8a2d\u8a08<\/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-4f8a176 elementor-widget elementor-widget-text-editor\" data-id=\"4f8a176\" 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\u4f60\u53ea\u662f\u60f3\u5148\u6e2c\u8a66 Ollama\uff0c\u53ef\u4ee5\u5f9e\u55ae\u5361 GPU \u4e3b\u6a5f\u958b\u59cb\uff1b\u4f46\u5982\u679c\u4f60\u5df2\u7d93\u8981\u628a\u672c\u5730 LLM \u63a5\u5230\u5ba2\u670d\u7cfb\u7d71\u3001\u5167\u90e8\u77e5\u8b58\u5eab\u3001ERP \u6216\u6587\u4ef6\u67e5\u8a62\u6d41\u7a0b\uff0c\u5efa\u8b70\u5148\u8a55\u4f30 GPU VRAM\u3001\u6a21\u578b\u5927\u5c0f\u3001\u4f75\u767c\u91cf\u8207\u8cc7\u6599\u5b89\u5168\u9700\u6c42\u3002TAKI Cloud \u53ef\u5354\u52a9\u4f01\u696d\u898f\u5283 Linux GPU \u4e3b\u6a5f\u3001\u79c1\u6709\u5316 LLM \u90e8\u7f72\u8207 RAG \u6e2c\u8a66\u74b0\u5883\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-3748e82 elementor-widget elementor-widget-heading\" data-id=\"3748e82\" 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\">Linux GPU \u4e3b\u6a5f\u90e8\u7f72\u524d\u6e96\u5099<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f1a0d6b elementor-widget elementor-widget-text-editor\" data-id=\"f1a0d6b\" 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>\u4ee5\u4f01\u696d\u90e8\u7f72\u89d2\u5ea6\u4f86\u770b\uff0cGPU \u9078\u578b\u4e0d\u80fd\u53ea\u770b\u300c\u6a21\u578b\u80fd\u4e0d\u80fd\u8dd1\u8d77\u4f86\u300d\uff0c\u800c\u8981\u770b\u6a21\u578b\u5927\u5c0f\u3001VRAM \u5bb9\u91cf\u3001context \u9577\u5ea6\u3001\u4f75\u767c\u4eba\u6578\u8207\u56de\u61c9\u901f\u5ea6\u30028B \u7d1a\u6a21\u578b\u901a\u5e38\u53ef\u4ee5\u5148\u7528\u55ae\u5361 RTX 4090 \/ RTX 5090 \u505a\u6e2c\u8a66\uff1b\u4f46\u5982\u679c\u8981\u90e8\u7f72 70B \u4ee5\u4e0a\u6a21\u578b\uff0c\u6216\u9700\u8981\u8f03\u9577\u4e0a\u4e0b\u6587\u3001\u591a\u4f4d\u4f7f\u7528\u8005\u540c\u6642\u67e5\u8a62\uff0c\u5c31\u8981\u8a55\u4f30 A100 80GB\u3001H100 \u6216 H200 \u9019\u985e\u5927 VRAM GPU \u4e3b\u6a5f\u3002\u9019\u6642\u5019\u771f\u6b63\u5f71\u97ff\u9ad4\u9a57\u7684\uff0c\u5df2\u7d93\u4e0d\u662f\u5b89\u88dd\u6307\u4ee4\uff0c\u800c\u662f\u63a8\u8ad6\u901f\u5ea6\u3001\u7a69\u5b9a\u6027\u8207\u9577\u6642\u9593\u904b\u4f5c\u80fd\u529b\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-65f8c8f elementor-widget elementor-widget-heading\" data-id=\"65f8c8f\" 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\">NVIDIA Driver \u6aa2\u67e5<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-77ff73d elementor-widget elementor-widget-text-editor\" data-id=\"77ff73d\" 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>\u8acb\u5148\u767b\u5165 Linux \u4e3b\u6a5f\uff0c\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-8a0ef67 elementor-widget elementor-widget-code-highlight\" data-id=\"8a0ef67\" 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>nvidia-smi<\/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-1d10154 elementor-widget elementor-widget-text-editor\" data-id=\"1d10154\" 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=\"2587\" data-end=\"2764\">\u5982\u679c\u7cfb\u7d71\u6b63\u78ba\u8fa8\u8b58 GPU\uff0c\u901a\u5e38\u6703\u770b\u5230 NVIDIA Driver Version\u3001CUDA Version\u3001GPU \u578b\u865f\u3001VRAM \u4f7f\u7528\u91cf\u8207\u76ee\u524d\u57f7\u884c\u4e2d\u7684 GPU process\u3002\u82e5\u51fa\u73fe <code data-start=\"2680\" data-end=\"2699\">command not found<\/code>\u3001<code data-start=\"2700\" data-end=\"2723\">NVIDIA-SMI has failed<\/code> \u6216\u770b\u4e0d\u5230 GPU\uff0c\u4ee3\u8868 NVIDIA Driver \u6216\u6838\u5fc3\u6a21\u7d44\u53ef\u80fd\u5c1a\u672a\u6b63\u78ba\u5b89\u88dd\u3002<\/p><p data-start=\"2766\" data-end=\"2854\">\u5728\u4f01\u696d\u74b0\u5883\u4e2d\uff0c\u4e0d\u5efa\u8b70\u53ea\u770b\u300c\u662f\u5426\u6709\u5b89\u88dd CUDA Toolkit\u300d\u3002\u66f4\u95dc\u9375\u7684\u662f\uff1a\u4f5c\u696d\u7cfb\u7d71\u80fd\u5426\u900f\u904e NVIDIA Driver \u6b63\u78ba\u8fa8\u8b58 GPU\uff0c\u4e14\u63a8\u8ad6\u670d\u52d9\u80fd\u5426\u53d6\u5f97 GPU \u6b0a\u9650\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-b9e18f9 elementor-widget elementor-widget-heading\" data-id=\"b9e18f9\" 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\">CUDA \/ GPU Runtime<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd2ee40 elementor-widget elementor-widget-text-editor\" data-id=\"dd2ee40\" 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\u822c\u4f7f\u7528 Ollama \u6642\uff0c\u91cd\u9ede\u5728\u65bc NVIDIA Driver \u662f\u5426\u6b63\u5e38\u904b\u4f5c\uff1b\u5982\u679c\u4f60\u9084\u8981\u642d\u914d PyTorch\u3001vLLM\u3001Docker\u3001n8n\u3001RAG pipeline \u6216\u5176\u4ed6 AI \u5de5\u5177\uff0c\u624d\u9700\u8981\u9032\u4e00\u6b65\u6574\u7406 CUDA Toolkit\u3001NVIDIA Container Toolkit \u8207\u5bb9\u5668\u5316\u74b0\u5883\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-43e7cca elementor-widget elementor-widget-heading\" data-id=\"43e7cca\" 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\">AMD GPU \u4f7f\u7528\u8005<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-44797cd elementor-widget elementor-widget-text-editor\" data-id=\"44797cd\" 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 \u4e5f\u652f\u63f4\u90e8\u5206 AMD GPU\uff0c\u4f46 Linux \u74b0\u5883\u9700\u642d\u914d ROCm\uff0c\u4e14 GPU \u578b\u865f\u8207 ROCm \u7248\u672c\u76f8\u5bb9\u6027\u9700\u8981\u4e8b\u5148\u78ba\u8a8d\u3002Ollama \u5b98\u65b9 GPU \u6587\u4ef6\u4e5f\u7279\u5225\u8aaa\u660e\uff0cAMD Radeon \u652f\u63f4\u6703\u4f9d ROCm \/ Vulkan \u8207\u786c\u9ad4\u578b\u865f\u800c\u6709\u6240\u4e0d\u540c\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-990cdda elementor-widget elementor-widget-heading\" data-id=\"990cdda\" 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\u88dd Ollama<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c040230 elementor-widget elementor-widget-text-editor\" data-id=\"c040230\" 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 Linux \u7cfb\u7d71\u4e0a\uff0c\u6700\u7c21\u55ae\u7684\u65b9\u5f0f\u662f\u4f7f\u7528 Ollama \u5b98\u65b9\u5b89\u88dd\u8173\u672c\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-661dd4a elementor-widget elementor-widget-code-highlight\" data-id=\"661dd4a\" 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<\/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-a61b66a elementor-widget elementor-widget-text-editor\" data-id=\"a61b66a\" 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>\u5b89\u88dd\u5b8c\u6210\u5f8c\uff0cOllama \u901a\u5e38\u6703\u8a3b\u518a\u70ba systemd \u670d\u52d9\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u6307\u4ee4\u78ba\u8a8d\u670d\u52d9\u72c0\u614b\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-9e0e3d3 elementor-widget elementor-widget-code-highlight\" data-id=\"9e0e3d3\" 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>systemctl status ollama<\/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-a71c1a2 elementor-widget elementor-widget-text-editor\" data-id=\"a71c1a2\" 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=\"3422\" data-end=\"3543\">\u5982\u679c\u770b\u5230 <code data-start=\"3427\" data-end=\"3445\">active (running)<\/code>\uff0c\u4ee3\u8868 Ollama \u80cc\u666f\u670d\u52d9\u5df2\u7d93\u555f\u52d5\u3002Ollama \u5b98\u65b9 Linux \u6587\u4ef6\u4e5f\u63d0\u4f9b\u4e86 systemd \u555f\u52d5\u8207\u72c0\u614b\u6aa2\u67e5\u65b9\u5f0f\u3002<\/p><p data-start=\"3545\" data-end=\"3561\">\u5982\u679c\u670d\u52d9\u6c92\u6709\u555f\u52d5\uff0c\u53ef\u4ee5\u624b\u52d5\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-45f09e7 elementor-widget elementor-widget-code-highlight\" data-id=\"45f09e7\" 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 start ollama\nsudo systemctl enable ollama<\/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-851df61 elementor-widget elementor-widget-text-editor\" data-id=\"851df61\" 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\u53ef\u4ee5\u8b93 Ollama \u5728\u7cfb\u7d71\u958b\u6a5f\u5f8c\u81ea\u52d5\u555f\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-1b8c6e0 elementor-widget elementor-widget-heading\" data-id=\"1b8c6e0\" 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\">\u57f7\u884c\u7b2c\u4e00\u500b\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-07f4ed5 elementor-widget elementor-widget-text-editor\" data-id=\"07f4ed5\" 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>\u5b89\u88dd\u5b8c\u6210\u5f8c\uff0c\u53ef\u4ee5\u5148\u7528 Llama 3.1 8B \u4f5c\u70ba\u6e2c\u8a66\u6a21\u578b\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-8212efd elementor-widget elementor-widget-code-highlight\" data-id=\"8212efd\" 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 run llama3.1<\/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-ad94ce5 elementor-widget elementor-widget-text-editor\" data-id=\"ad94ce5\" 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\u5b89\u88dd\u5b8c Ollama \u5f8c\uff0c\u53ea\u6e2c\u4e00\u6b21 <code data-start=\"545\" data-end=\"566\">ollama run llama3.1<\/code>\uff0c\u770b\u5230\u6a21\u578b\u80fd\u6b63\u5e38\u56de\u8a71\uff0c\u5c31\u4ee5\u70ba\u672c\u5730 LLM \u5df2\u7d93\u90e8\u7f72\u5b8c\u6210\u3002\u4f46\u5728\u4f01\u696d\u74b0\u5883\u88e1\uff0c\u9019\u53ea\u662f\u7b2c\u4e00\u6b65\u3002\u771f\u6b63\u8981\u78ba\u8a8d\u7684\u662f\uff1a<code data-start=\"617\" data-end=\"629\">nvidia-smi<\/code> \u662f\u5426\u80fd\u770b\u5230\u63a8\u8ad6\u7a0b\u5e8f\u3001VRAM \u662f\u5426\u6b63\u5e38\u88ab\u4f7f\u7528\u3001Ollama API port \u662f\u5426\u53ea\u958b\u653e\u7d66\u5167\u7db2\u3001systemd \u670d\u52d9\u662f\u5426\u80fd\u5728\u91cd\u958b\u6a5f\u5f8c\u81ea\u52d5\u555f\u52d5\uff0c\u4ee5\u53ca\u65e5\u8a8c\u662f\u5426\u65b9\u4fbf\u5f8c\u7e8c\u8ffd\u8e64\u932f\u8aa4\u3002\u9019\u4e9b\u6aa2\u67e5\u6703\u76f4\u63a5\u5f71\u97ff\u5f8c\u7e8c\u63a5\u5165 RAG\u3001\u5167\u90e8\u5ba2\u670d\u3001\u6587\u4ef6\u67e5\u8a62\u6216\u81ea\u52d5\u5316\u6d41\u7a0b\u6642\u7684\u7a69\u5b9a\u6027\u3002<\/p><p>\u7b2c\u4e00\u6b21\u57f7\u884c\u6642\uff0cOllama \u6703\u4e0b\u8f09\u6a21\u578b\u6b0a\u91cd\u3002\u4e0b\u8f09\u5b8c\u6210\u5f8c\uff0c\u7d42\u7aef\u6a5f\u6703\u9032\u5165\u4e92\u52d5\u6a21\u5f0f\uff0c\u4f60\u53ef\u4ee5\u76f4\u63a5\u8f38\u5165\u554f\u984c\u6e2c\u8a66\u6a21\u578b\u56de\u8986\u3002\u82e5\u8981\u9000\u51fa\u5c0d\u8a71\uff0c\u53ef\u4ee5\u8f38\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-7f5fd9a elementor-widget elementor-widget-code-highlight\" data-id=\"7f5fd9a\" 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>\/bye<\/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-58a0cf1 elementor-widget elementor-widget-text-editor\" data-id=\"58a0cf1\" 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\u60f3\u5148\u4e0b\u8f09\u6a21\u578b\u3001\u4e0d\u7acb\u5373\u9032\u5165\u4e92\u52d5\u6a21\u5f0f\uff0c\u53ef\u4ee5\u4f7f\u7528\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-d258785 elementor-widget elementor-widget-code-highlight\" data-id=\"d258785\" 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 llama3.1<\/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-76779de elementor-widget elementor-widget-text-editor\" data-id=\"76779de\" 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\u65b9\u5f0f\u9069\u5408\u5728\u6b63\u5f0f\u90e8\u7f72\u524d\uff0c\u5148\u628a\u6a21\u578b\u4e0b\u8f09\u5230\u4e3b\u6a5f\u4e0a\uff0c\u907f\u514d\u7b2c\u4e00\u6b21\u670d\u52d9\u555f\u52d5\u6642\u624d\u4e0b\u8f09\u6a21\u578b\u9020\u6210\u7b49\u5f85\u6642\u9593\u904e\u9577\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-42e8a9b elementor-widget elementor-widget-heading\" data-id=\"42e8a9b\" 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\u78ba\u8a8d Ollama \u4f7f\u7528 GPU\uff1f<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cf3abf8 elementor-widget elementor-widget-text-editor\" data-id=\"cf3abf8\" 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=\"3976\" data-end=\"4051\">\u9019\u662f\u5f88\u591a\u4eba\u90e8\u7f72\u672c\u5730 LLM \u6642\u6700\u5bb9\u6613\u5ffd\u7565\u7684\u6b65\u9a5f\u3002\u6a21\u578b\u300c\u8dd1\u8d77\u4f86\u300d\u4e0d\u4ee3\u8868\u5b83\u771f\u7684\u6709\u4f7f\u7528 GPU\uff1b\u5982\u679c\u6a21\u578b\u56de\u9000\u5230 CPU \u6216\u7cfb\u7d71\u8a18\u61b6\u9ad4\uff0c\u63a8\u8ad6\u901f\u5ea6\u53ef\u80fd\u6703\u975e\u5e38\u6162\u3002<\/p><h3 data-section-id=\"q2qr9i\" data-start=\"4053\" data-end=\"4075\"><span role=\"text\">\u65b9\u6cd5\u4e00\uff1a\u4f7f\u7528 <code data-start=\"4064\" data-end=\"4075\">ollama ps<\/code><\/span><\/h3><p data-start=\"4077\" data-end=\"4093\">\u57f7\u884c\u6a21\u578b\u5f8c\uff0c\u958b\u53e6\u4e00\u500b\u7d42\u7aef\u6a5f\u8f38\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-1f1367a elementor-widget elementor-widget-code-highlight\" data-id=\"1f1367a\" 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 ps<\/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-acc58c5 elementor-widget elementor-widget-text-editor\" data-id=\"acc58c5\" 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=\"4118\" data-end=\"4213\">\u89c0\u5bdf\u8f38\u51fa\u4e2d\u7684 <code data-start=\"4125\" data-end=\"4136\">PROCESSOR<\/code> \u6b04\u4f4d\u3002\u5982\u679c\u986f\u793a GPU \u6216 GPU \u76f8\u95dc\u8cc7\u8a0a\uff0c\u4ee3\u8868\u6a21\u578b\u6b63\u5728\u4f7f\u7528 GPU\u3002\u82e5\u986f\u793a CPU\uff0c\u5247\u9700\u8981\u56de\u982d\u6aa2\u67e5\u9a45\u52d5\u3001\u6b0a\u9650\u6216\u6a21\u578b\u5927\u5c0f\u662f\u5426\u8d85\u51fa GPU \u53ef\u627f\u8f09\u7bc4\u570d\u3002<\/p><h3 data-section-id=\"dsqgy4\" data-start=\"4215\" data-end=\"4238\"><span role=\"text\">\u65b9\u6cd5\u4e8c\uff1a\u4f7f\u7528 <code data-start=\"4226\" data-end=\"4238\">nvidia-smi<\/code><\/span><\/h3><p data-start=\"4240\" data-end=\"4252\">\u5728\u6a21\u578b\u57f7\u884c\u6642\uff0c\u518d\u6b21\u8f38\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-9d08c30 elementor-widget elementor-widget-code-highlight\" data-id=\"9d08c30\" 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>nvidia-smi<\/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-4e65354 elementor-widget elementor-widget-text-editor\" data-id=\"4e65354\" 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=\"4278\" data-end=\"4395\">\u89c0\u5bdf <code data-start=\"4281\" data-end=\"4292\">Processes<\/code> \u5340\u584a\u662f\u5426\u51fa\u73fe Ollama \u76f8\u95dc\u9032\u7a0b\uff0c\u4e26\u78ba\u8a8d VRAM \u4f7f\u7528\u91cf\u662f\u5426\u4e0a\u5347\u3002\u4e0d\u540c\u7248\u672c\u6216\u74b0\u5883\u4e0b\uff0cprocess \u540d\u7a31\u4e0d\u4e00\u5b9a\u5b8c\u5168\u76f8\u540c\uff0c\u56e0\u6b64\u91cd\u9ede\u4e0d\u662f\u53ea\u770b\u540d\u7a31\uff0c\u800c\u662f\u8981\u78ba\u8a8d\u6a21\u578b\u8f09\u5165\u6642 GPU \u8a18\u61b6\u9ad4\u8207\u4f7f\u7528\u7387\u662f\u5426\u6709\u8b8a\u5316\u3002<\/p><h3 data-section-id=\"17in4yn\" data-start=\"4397\" data-end=\"4418\">\u65b9\u6cd5\u4e09\uff1a\u67e5\u770b systemd \u65e5\u8a8c<\/h3><p data-start=\"4420\" data-end=\"4450\">\u5982\u679c\u6a21\u578b\u6c92\u6709\u4f7f\u7528 GPU\uff0c\u53ef\u4ee5\u6aa2\u67e5 Ollama \u670d\u52d9\u65e5\u8a8c\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-2988390 elementor-widget elementor-widget-code-highlight\" data-id=\"2988390\" 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>journalctl -u ollama -n 100 --no-pager<\/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-1e3a9d1 elementor-widget elementor-widget-text-editor\" data-id=\"1e3a9d1\" 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\u51fa\u73fe CUDA\u3001driver\u3001permission\u3001<code data-start=\"4532\" data-end=\"4544\">libcuda.so<\/code> \u6216 GPU not found \u76f8\u95dc\u932f\u8aa4\uff0c\u5c31\u9700\u8981\u4f9d\u7167\u65e5\u8a8c\u5167\u5bb9\u6392\u67e5\u3002Ollama \u5b98\u65b9 troubleshooting \u6587\u4ef6\u4e5f\u5efa\u8b70\u6aa2\u67e5\u5bb9\u5668 runtime\u3001NVIDIA UVM driver\u3001NVIDIA driver \u7248\u672c\u8207 GPU \u662f\u5426\u53ef\u88ab\u7cfb\u7d71\u770b\u898b\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-ad212a2 elementor-widget elementor-widget-heading\" data-id=\"ad212a2\" 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 API \u6e2c\u8a66<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d6a970d elementor-widget elementor-widget-text-editor\" data-id=\"d6a970d\" 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\u6703\u5728\u672c\u6a5f\u63d0\u4f9b API \u670d\u52d9\uff0c\u901a\u5e38\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-abc187d elementor-widget elementor-widget-code-highlight\" data-id=\"abc187d\" 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>http:\/\/localhost: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-6112118 elementor-widget elementor-widget-text-editor\" data-id=\"6112118\" 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 API \u4e0d\u662f\u56b4\u683c\u7248\u672c\u5316\uff0c\u4f46\u5b98\u65b9\u8aaa\u660e API \u9810\u671f\u6703\u4fdd\u6301\u7a69\u5b9a\u8207\u5411\u5f8c\u76f8\u5bb9\u3002<\/p><h3 data-section-id=\"1ux26x0\" data-start=\"4882\" data-end=\"4905\">A. \u4f7f\u7528 Ollama \u539f\u751f API<\/h3><p data-start=\"4907\" data-end=\"4937\">\u5982\u679c\u53ea\u662f\u6e2c\u8a66\u6a21\u578b\u751f\u6210\uff0c\u53ef\u4ee5\u4f7f\u7528 Ollama \u539f\u751f API\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-881f267 elementor-widget elementor-widget-code-highlight\" data-id=\"881f267\" 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\/generate -d '{\r\n  \"model\": \"llama3.1\",\r\n  \"prompt\": \"\u8acb\u7528\u7e41\u9ad4\u4e2d\u6587\u8aaa\u660e\u4f01\u696d\u90e8\u7f72 Private AI \u7684\u4e09\u5927\u597d\u8655\u3002\",\r\n  \"stream\": false\r\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-06ce7c1 elementor-widget elementor-widget-text-editor\" data-id=\"06ce7c1\" 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=\"5089\" data-end=\"5124\">\u5982\u679c API \u56de\u50b3\u6a21\u578b\u751f\u6210\u5167\u5bb9\uff0c\u4ee3\u8868 Ollama API \u670d\u52d9\u6b63\u5e38\u3002<\/p><h3 data-section-id=\"1fqbmqa\" data-start=\"5126\" data-end=\"5157\">B. \u4f7f\u7528 OpenAI-compatible API<\/h3><p data-start=\"5159\" data-end=\"5352\">\u5982\u679c\u4f60\u7684\u61c9\u7528\u7a0b\u5f0f\u539f\u672c\u4f7f\u7528 OpenAI SDK\uff0c\u6216\u4f60\u60f3\u8b93\u73fe\u6709\u670d\u52d9\u66f4\u5bb9\u6613\u6539\u63a5\u672c\u5730\u6a21\u578b\uff0c\u53ef\u4ee5\u8a55\u4f30 Ollama \u7684 OpenAI-compatible API\u3002Ollama \u5b98\u65b9\u6587\u4ef6\u8aaa\u660e\u5176\u652f\u63f4\u90e8\u5206 OpenAI \u76f8\u5bb9\u4ecb\u9762\uff0c\u4f8b\u5982 <code data-start=\"5271\" data-end=\"5293\">\/v1\/chat\/completions<\/code> \u8207 Responses API \u76f8\u95dc\u529f\u80fd\u3002<\/p><p data-start=\"5354\" data-end=\"5359\">\u6e2c\u8a66\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-13bda63 elementor-widget elementor-widget-code-highlight\" data-id=\"13bda63\" 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\/v1\/chat\/completions \\\r\n  -H \"Content-Type: application\/json\" \\\r\n  -d '{\r\n    \"model\": \"llama3.1\",\r\n    \"messages\": [\r\n      {\r\n        \"role\": \"user\",\r\n        \"content\": \"\u8acb\u7528\u7e41\u9ad4\u4e2d\u6587\u8aaa\u660e Private AI \u7684\u512a\u9ede\"\r\n      }\r\n    ]\r\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-29203d1 elementor-widget elementor-widget-text-editor\" data-id=\"29203d1\" 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>\u5be6\u52d9\u4e0a\uff0c\u82e5\u8981\u628a Ollama \u63a5\u5230 n8n\u3001\u5167\u90e8\u5ba2\u670d\u3001RAG \u7cfb\u7d71\u6216 AI \u81ea\u52d5\u5316\u6d41\u7a0b\uff0c\u5efa\u8b70\u5148\u78ba\u8a8d\u4f60\u7684\u61c9\u7528\u7a0b\u5f0f\u4f7f\u7528\u7684\u662f Ollama \u539f\u751f API\uff0c\u9084\u662f OpenAI-compatible API\uff0c\u518d\u6c7a\u5b9a\u4e32\u63a5\u65b9\u5f0f\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-3e0fb32 elementor-widget elementor-widget-heading\" data-id=\"3e0fb32\" 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\">\u5167\u7db2\u958b\u653e\u8207\u5b89\u5168\u8a2d\u5b9a<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c3a087 elementor-widget elementor-widget-text-editor\" data-id=\"0c3a087\" 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=\"5742\" data-end=\"5825\">Ollama \u9810\u8a2d\u53ea\u76e3\u807d\u672c\u6a5f\u3002\u5982\u679c\u4f60\u5e0c\u671b\u8b93\u5167\u7db2\u5176\u4ed6\u4e3b\u6a5f\uff0c\u4f8b\u5982 RAG \u7cfb\u7d71\u3001n8n\u3001\u81ea\u52d5\u5ba2\u670d\u6216\u5167\u90e8 API server \u547c\u53eb Ollama\uff0c\u5c31\u9700\u8981\u4fee\u6539\u670d\u52d9\u76e3\u807d\u8a2d\u5b9a\u3002<\/p><p data-start=\"5827\" data-end=\"5831\">\u8acb\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-6050879 elementor-widget elementor-widget-code-highlight\" data-id=\"6050879\" 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-5013fde elementor-widget elementor-widget-text-editor\" data-id=\"5013fde\" 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 <code data-start=\"5883\" data-end=\"5894\">[Service]<\/code> \u5340\u6bb5\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-513a3a7 elementor-widget elementor-widget-code-highlight\" data-id=\"513a3a7\" 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]\r\nEnvironment=\"OLLAMA_HOST=0.0.0.0\"<\/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-d8928b5 elementor-widget elementor-widget-text-editor\" data-id=\"d8928b5\" 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>\u63a5\u8457\u91cd\u65b0\u8f09\u5165 systemd \u4e26\u91cd\u555f Ollama\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-4fe79c1 elementor-widget elementor-widget-code-highlight\" data-id=\"4fe79c1\" 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\r\nsudo systemctl restart ollama<\/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-b3d1550 elementor-widget elementor-widget-text-editor\" data-id=\"b3d1550\" 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\u555f\u5f8c\uff0c\u4f60\u53ef\u4ee5\u6aa2\u67e5\u670d\u52d9\u662f\u5426\u6709\u76e3\u807d 11434 port\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-54ba78c elementor-widget elementor-widget-code-highlight\" data-id=\"54ba78c\" 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>ss -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-34cb109 elementor-widget elementor-widget-heading\" data-id=\"34cb109\" 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\">\u9632\u706b\u7246\u8a2d\u5b9a\uff1a\u4e0d\u8981\u76f4\u63a5\u5c0d\u5168\u7db2\u8def\u958b\u653e<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d920950 elementor-widget elementor-widget-text-editor\" data-id=\"d920950\" 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=\"6145\" data-end=\"6246\">\u628a <code data-start=\"6147\" data-end=\"6160\">OLLAMA_HOST<\/code> \u8a2d\u70ba <code data-start=\"6164\" data-end=\"6173\">0.0.0.0<\/code> \u4ee3\u8868\u670d\u52d9\u6703\u5c0d\u7db2\u8def\u4ecb\u9762\u958b\u653e\u3002\u9019\u4e00\u6b65\u4e00\u5b9a\u8981\u642d\u914d\u9632\u706b\u7246\u3001IP \u767d\u540d\u55ae\u3001VPN \u6216 Zero Trust \u63a7\u7ba1\uff0c\u5426\u5247\u5167\u90e8 GPU \u7b97\u529b\u53ef\u80fd\u88ab\u672a\u6388\u6b0a\u4f7f\u7528\u3002<\/p><p data-start=\"6248\" data-end=\"6274\">\u5982\u679c\u4f60\u4f7f\u7528 UFW\uff0c\u53ef\u4ee5\u53ea\u5141\u8a31\u7279\u5b9a\u5167\u7db2 IP \u5b58\u53d6\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-12989b2 elementor-widget elementor-widget-code-highlight\" data-id=\"12989b2\" 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>ss -lntp | grep 11434sudo ufw allow from 192.168.1.50 to any port 11434 proto tcp<\/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-3b3479c elementor-widget elementor-widget-text-editor\" data-id=\"3b3479c\" 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\u8981\u5141\u8a31\u6574\u500b\u5167\u7db2\u6bb5\uff0c\u4f8b\u5982 <code data-start=\"6363\" data-end=\"6379\">192.168.1.0\/24<\/code>\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-2ad5ed7 elementor-widget elementor-widget-code-highlight\" data-id=\"2ad5ed7\" 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>ss -lntp | grep 11434sudo ufw sudo ufw allow from 192.168.1.0\/24 to any port 11434 proto tcp<\/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-f735662 elementor-widget elementor-widget-text-editor\" data-id=\"f735662\" 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=\"6458\" data-end=\"6540\">\u5982\u679c\u4f3a\u670d\u5668\u4e0d\u662f\u4f7f\u7528 UFW\uff0c\u800c\u662f\u7531 firewalld\u3001iptables\u3001\u96f2\u7aef\u9632\u706b\u7246\u3001\u6a5f\u623f\u9632\u706b\u7246\u6216 FortiGate \u63a7\u7ba1\uff0c\u8acb\u6539\u5728\u5c0d\u61c9\u5c64\u7d1a\u8a2d\u5b9a\u4f86\u6e90 IP \u767d\u540d\u55ae\u3002<\/p><p data-start=\"6542\" data-end=\"6667\">\u82e5\u9700\u8981\u8de8\u5340\u57df\u5b58\u53d6\uff0c\u5efa\u8b70\u4f7f\u7528 VPN\u3001Cloudflare Tunnel \u642d\u914d Cloudflare Access\u3001Zero Trust \u9a57\u8b49\uff0c\u6216\u4ee5 Nginx \u53cd\u5411\u4ee3\u7406\u52a0\u4e0a\u8eab\u4efd\u9a57\u8b49\u8207 IP \u767d\u540d\u55ae\u63a7\u7ba1\u3002\u4e0d\u8981\u5c07 Ollama API \u76f4\u63a5\u88f8\u9732\u5728\u516c\u7db2\u4e0a\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-fbbfbdd elementor-widget elementor-widget-heading\" data-id=\"fbbfbdd\" 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\u7528 Ollama \u6307\u4ee4\u6574\u7406<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d678ab2 elementor-widget elementor-widget-jet-table\" data-id=\"d678ab2\" 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-e420219 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u529f\u80fd<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-a75c103 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\u4ee4<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-7e04396 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-6950b6e\"><td class=\"jet-table__cell elementor-repeater-item-f060ea1 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u57f7\u884c\u6a21\u578b<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-ba5bd45 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">ollama run <model><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-0b2b757 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4e0b\u8f09\u4e26\u555f\u52d5\u6307\u5b9a\u6a21\u578b<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-0e85644\"><td class=\"jet-table__cell elementor-repeater-item-e23856e jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4e0b\u8f09\u6a21\u578b<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-bc697bc jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">ollama pull <model><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-4a9c2ee jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u53ea\u4e0b\u8f09\u6a21\u578b\uff0c\u4e0d\u7acb\u5373\u57f7\u884c<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-54d0957\"><td class=\"jet-table__cell elementor-repeater-item-4cc3e6c jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u67e5\u770b\u5df2\u4e0b\u8f09\u6a21\u578b<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-346541f jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">ollama list<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-4718237 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5217\u51fa\u672c\u6a5f\u5df2\u5b89\u88dd\u6a21\u578b<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-0877ae8\"><td class=\"jet-table__cell elementor-repeater-item-f4db97d jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u67e5\u770b\u904b\u884c\u4e2d\u6a21\u578b<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-cefddc2 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">ollama ps<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-f2da074 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u67e5\u770b\u6a21\u578b\u662f\u5426\u6b63\u5728\u57f7\u884c\u8207\u4f7f\u7528 CPU\/GPU<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-4b6b980\"><td class=\"jet-table__cell elementor-repeater-item-c838713 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u522a\u9664\u6a21\u578b<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-dbcbca5 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">ollama rm <model><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-39c41d1 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u79fb\u9664\u4e0d\u9700\u8981\u7684\u6a21\u578b<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-2ca50fe\"><td class=\"jet-table__cell elementor-repeater-item-907611f jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u67e5\u770b\u6a21\u578b\u8cc7\u8a0a<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-5eb73b6 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">ollama show <model><\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-f4bddef jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u67e5\u770b\u6a21\u578b\u8a73\u7d30\u8cc7\u8a0a<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-6ca6988\"><td class=\"jet-table__cell elementor-repeater-item-aab4be1 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u67e5\u770b\u670d\u52d9\u72c0\u614b<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-0961034 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">systemctl status ollama<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-58c6643 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u78ba\u8a8d Ollama \u80cc\u666f\u670d\u52d9\u662f\u5426\u6b63\u5e38<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-db95fcc\"><td class=\"jet-table__cell elementor-repeater-item-4038209 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u91cd\u555f\u670d\u52d9<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-befa14c jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">sudo systemctl restart ollama<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-a74e78d jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4fee\u6539\u8a2d\u5b9a\u5f8c\u91cd\u65b0\u555f\u52d5 Ollama<\/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-c82a3e6 elementor-widget elementor-widget-text-editor\" data-id=\"c82a3e6\" 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\u6a21\u578b\u3001\u4e0b\u8f09\u6a21\u578b\u3001\u522a\u9664\u6a21\u578b\u3001\u67e5\u770b\u6a21\u578b\u8cc7\u8a0a \u9019\u56db\u500b\u6307\u4ee4\u5f8c\u9762\u9700\u52a0 mode \uff0c\u770b\u60a8\u7684mode\u662f\u4ec0\u9ebc\u5c31\u52a0\u4ec0\u9ebc\u3002<br \/>\u4f8b\u5982\uff1a<br \/><span style=\"color: #3366ff;\">ollama run &lt;model&gt;<\/span> \u3001 <span style=\"color: #3366ff;\">ollama pull &lt;model&gt;<\/span> \u3001 <span style=\"color: #3366ff;\">ollama rm &lt;model&gt;<\/span> \u3001 <span style=\"color: #3366ff;\">ollama show &lt;model&gt;<\/span><\/p><p>\u4ee5 llama3 \u4f5c\u70ba\u5be6\u969b\u6848\u4f8b\u5982\u4e0b\uff1a<br \/><span style=\"color: #3366ff;\">ollama run llama3<\/span>\u00a0\u3001 <span style=\"color: #3366ff;\">ollama pull llama3<\/span>\u00a0\u3001 <span style=\"color: #3366ff;\">ollama rm llama3<\/span>\u00a0\u3001 <span style=\"color: #3366ff;\">ollama show llama3<\/span><\/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-e10a2c7 elementor-widget elementor-widget-heading\" data-id=\"e10a2c7\" 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\">\u6a21\u578b\u898f\u6a21\u8207 VRAM \u5c0d\u7167\u8868<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a1b42d elementor-widget elementor-widget-text-editor\" data-id=\"9a1b42d\" 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=\"7184\" data-end=\"7253\">GPU VRAM \u662f\u672c\u5730 LLM \u63a8\u8ad6\u6548\u80fd\u7684\u6838\u5fc3\u9650\u5236\u4e4b\u4e00\u3002\u6a21\u578b\u5982\u679c\u7121\u6cd5\u5b8c\u6574\u8f09\u5165 GPU\uff0c\u53ef\u80fd\u6703\u56de\u9000\u5230 CPU \u6216\u7cfb\u7d71\u8a18\u61b6\u9ad4\uff0c\u9020\u6210\u660e\u986f\u5ef6\u9072\u3002<\/p><p data-start=\"7255\" data-end=\"7320\">\u4ee5\u4e0b\u8868\u683c\u662f\u4f01\u696d\u90e8\u7f72\u6642\u53ef\u53c3\u8003\u7684\u7c97\u7565\u4f30\u7b97\uff0c\u5be6\u969b\u9700\u6c42\u4ecd\u6703\u53d7\u6a21\u578b\u67b6\u69cb\u3001\u91cf\u5316\u683c\u5f0f\u3001\u4e0a\u4e0b\u6587\u9577\u5ea6\u3001KV Cache\u3001\u4f75\u767c\u91cf\u8207\u662f\u5426\u591a\u6a21\u578b\u5e38\u99d0\u5f71\u97ff\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-a6332a0 elementor-widget elementor-widget-jet-table\" data-id=\"a6332a0\" 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-3fae07a 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\u898f\u6a21<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-90bea61 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5e38\u898b\u91cf\u5316<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-8df5e28 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 VRAM<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-4d2279b 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\u90e8\u7f72\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-a423ad2\"><td class=\"jet-table__cell elementor-repeater-item-411bac8 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">3B\u20138B<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-e059e27 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">4-bit \/ 8-bit<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-4eddf31 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">8GB\u201312GB+<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-013b312 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6e2c\u8a66\u3001\u5167\u90e8\u5de5\u5177\u3001\u5c0f\u578b\u804a\u5929\u6a5f\u5668\u4eba<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-0f8a03a\"><td class=\"jet-table__cell elementor-repeater-item-0ad94b1 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">14B\u201332B<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-809bc52 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">4-bit<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-86479c2 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">16GB\u201324GB+<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-5d457ce jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4f01\u696d\u77e5\u8b58\u554f\u7b54\u3001\u5c0f\u578b RAG\u3001\u90e8\u9580\u7d1a\u61c9\u7528<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-a67b02a\"><td class=\"jet-table__cell elementor-repeater-item-2afa1f3 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">70B\u201372B<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-e18dfab jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">4-bit<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-485a1a1 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">48GB\u201380GB+<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-7b6361f 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\u63a8\u8ad6\u3001\u8907\u96dc\u908f\u8f2f\u8207\u6b63\u5f0f\u4f01\u696d\u554f\u7b54<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-a7d9660\"><td class=\"jet-table__cell elementor-repeater-item-981935e jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">100B+ \/ MoE<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-0e434e4 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u8996\u6a21\u578b\u800c\u5b9a<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-e9bd015 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">80GB+ \/ \u591a GPU<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-12aa771 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9ad8\u968e\u63a8\u8ad6\u3001\u9577\u4e0a\u4e0b\u6587\u3001\u591a\u4f7f\u7528\u8005\u670d\u52d9<\/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-3b42c09 elementor-widget elementor-widget-text-editor\" data-id=\"3b42c09\" 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 \u5b98\u65b9 context length \u6587\u4ef6\u4e5f\u6307\u51fa\uff0c\u9810\u8a2d context length \u6703\u4f9d VRAM \u5340\u9593\u4e0d\u540c\u800c\u6709\u6240\u5dee\u7570\uff0c\u4f8b\u5982\u5c0f\u65bc 24 GiB\u300124\u201348 GiB\u300148 GiB \u4ee5\u4e0a\u7684 VRAM \u6703\u6709\u4e0d\u540c\u9810\u8a2d\u4e0a\u4e0b\u6587\u9577\u5ea6\u3002\u9019\u4e5f\u8aaa\u660e\u4e86\u70ba\u4ec0\u9ebc\u4f01\u696d\u90e8\u7f72\u6642\u4e0d\u80fd\u53ea\u770b\u6a21\u578b\u53c3\u6578\u91cf\uff0c\u4e5f\u8981\u8003\u616e context length \u8207 KV Cache\u3002<\/p><p><strong data-start=\"7811\" data-end=\"7820\">\u5c08\u696d\u8a3b\u8a18\uff1a<\/strong><br data-start=\"7820\" data-end=\"7823\" \/>MoE \u6a21\u578b\u7684\u5be6\u969b VRAM \u9700\u6c42\u4e0d\u53ea\u53d6\u6c7a\u65bc\u7e3d\u53c3\u6578\u91cf\uff0c\u4e5f\u6703\u53d7\u5230 active parameters\u3001\u91cf\u5316\u683c\u5f0f\u3001\u4e0a\u4e0b\u6587\u9577\u5ea6\u3001KV Cache \u8207\u4f75\u767c\u91cf\u5f71\u97ff\u3002\u6b63\u5f0f\u90e8\u7f72\u524d\uff0c\u5efa\u8b70\u7528\u76ee\u6a19\u6a21\u578b\u8207\u5be6\u969b\u4f7f\u7528\u60c5\u5883\u9032\u884c\u58d3\u529b\u6e2c\u8a66\u3002<\/p><p>\u5982\u679c\u60a8\u5df2\u7d93\u78ba\u8a8d\u6a21\u578b\u9700\u8981 24GB\u300148GB\u300180GB \u4ee5\u4e0a VRAM\uff0c\u6216\u8a08\u756b\u90e8\u7f72 70B \u4ee5\u4e0a\u6a21\u578b\uff0c\u5efa\u8b70\u512a\u5148\u8a55\u4f30\u5c08\u7528 GPU \u5be6\u9ad4\u4e3b\u6a5f\uff0c\u800c\u4e0d\u662f\u4e00\u822c\u5171\u4eab\u578b\u96f2\u7aef\u8cc7\u6e90\u3002\u5c08\u7528 GPU \u4e3b\u6a5f\u80fd\u63d0\u4f9b\u56fa\u5b9a\u7b97\u529b\u3001\u8f03\u7a69\u5b9a\u7684 VRAM \u914d\u7f6e\u8207\u66f4\u53ef\u63a7\u7684\u5167\u7db2\u90e8\u7f72\u74b0\u5883\u3002<\/p><p>\u53ef\u53c3\u8003 TAKI Cloud \u7684<span style=\"color: #3366ff;\"><strong><a style=\"color: #3366ff;\" title=\"GPU \u5be6\u9ad4\u4e3b\u6a5f\u65b9\u6848\" href=\"https:\/\/www.taki.com.tw\/gpu-dedicated-server\/\" target=\"_blank\" rel=\"noopener\"> [GPU \u5be6\u9ad4\u4e3b\u6a5f\u65b9\u6848]<\/a><\/strong><\/span>\uff0c\u4f9d\u7167\u6a21\u578b\u898f\u6a21\u3001VRAM \u9700\u6c42\u8207\u63a8\u8ad6\u8ca0\u8f09\u9078\u64c7\u5408\u9069\u914d\u7f6e\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-625d3be elementor-widget elementor-widget-heading\" data-id=\"625d3be\" 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\u932f\u8aa4\u6392\u9664<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e191385 elementor-widget elementor-widget-heading\" data-id=\"e191385\" 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\">Connection refused<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3665e44 elementor-widget elementor-widget-text-editor\" data-id=\"3665e44\" 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=\"7980\" data-end=\"8046\">\u5982\u679c API \u6e2c\u8a66\u6642\u51fa\u73fe connection refused\uff0c\u901a\u5e38\u4ee3\u8868 Ollama \u670d\u52d9\u672a\u555f\u52d5\uff0c\u6216 API \u76e3\u807d\u4f4d\u5740\u8a2d\u5b9a\u4e0d\u6b63\u78ba\u3002<\/p><p data-start=\"8048\" data-end=\"8053\">\u8acb\u5148\u6aa2\u67e5\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-e9d452a elementor-widget elementor-widget-code-highlight\" data-id=\"e9d452a\" 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>systemctl status ollama<\/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-8e113bf elementor-widget elementor-widget-text-editor\" data-id=\"8e113bf\" 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>\u518d\u6aa2\u67e5 11434 port \u662f\u5426\u6709\u76e3\u807d\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-464ed1b elementor-widget elementor-widget-code-highlight\" data-id=\"464ed1b\" 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>ss -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-50818d7 elementor-widget elementor-widget-text-editor\" data-id=\"50818d7\" 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\u4f60\u5df2\u7d93\u4fee\u6539 <code data-start=\"8158\" data-end=\"8179\">OLLAMA_HOST=0.0.0.0<\/code>\uff0c\u8acb\u78ba\u8a8d\u662f\u5426\u5df2\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-8796ea0 elementor-widget elementor-widget-code-highlight\" data-id=\"8796ea0\" 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\r\nsudo systemctl restart ollama<\/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-532390e elementor-widget elementor-widget-heading\" data-id=\"532390e\" 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\">\u63a8\u8ad6\u901f\u5ea6\u7570\u5e38\u7de9\u6162<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8214152 elementor-widget elementor-widget-text-editor\" data-id=\"8214152\" 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=\"8287\" data-end=\"8310\">\u5982\u679c\u6a21\u578b\u53ef\u4ee5\u56de\u8986\uff0c\u4f46\u901f\u5ea6\u975e\u5e38\u6162\uff0c\u5e38\u898b\u539f\u56e0\u5305\u62ec\uff1a<\/p><ul data-start=\"8312\" data-end=\"8390\"><li data-section-id=\"1xy79xx\" data-start=\"8312\" data-end=\"8326\">\u6a21\u578b\u6c92\u6709\u6b63\u78ba\u4f7f\u7528 GPU<\/li><li data-section-id=\"1odh4f3\" data-start=\"8327\" data-end=\"8353\">VRAM \u4e0d\u8db3\uff0c\u90e8\u5206\u5de5\u4f5c\u843d\u5230 CPU \/ RAM<\/li><li data-section-id=\"xassxx\" data-start=\"8354\" data-end=\"8362\">\u6a21\u578b\u898f\u6a21\u904e\u5927<\/li><li data-section-id=\"1pwpf9a\" data-start=\"8363\" data-end=\"8374\">\u78c1\u789f I\/O \u8f03\u6162<\/li><li data-section-id=\"1bqm75e\" data-start=\"8375\" data-end=\"8390\">GPU \u6b0a\u9650\u6216\u9a45\u52d5\u8f09\u5165\u7570\u5e38<\/li><\/ul><p data-start=\"8392\" data-end=\"8398\">\u5efa\u8b70\u5148\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-3437852 elementor-widget elementor-widget-code-highlight\" data-id=\"3437852\" 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>nvidia-smi\r\nollama ps\r\njournalctl -u ollama -n 100 --no-pager<\/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-31c021c elementor-widget elementor-widget-text-editor\" data-id=\"31c021c\" 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\u662f\u5728\u5bb9\u5668\u4e2d\u57f7\u884c\uff0c\u4e5f\u8981\u78ba\u8a8d\u5bb9\u5668\u80fd\u5426\u770b\u5230 GPU\u3002Ollama \u5b98\u65b9 troubleshooting \u6587\u4ef6\u5efa\u8b70\uff0c\u53ef\u7528 <code data-start=\"8531\" data-end=\"8572\">docker run --gpus all ubuntu nvidia-smi<\/code> \u6e2c\u8a66\u5bb9\u5668 runtime \u662f\u5426\u80fd\u6b63\u5e38\u770b\u5230 NVIDIA GPU\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-657f86f elementor-widget elementor-widget-heading\" data-id=\"657f86f\" 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\">CUDA out of memory<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b4c5c8c elementor-widget elementor-widget-text-editor\" data-id=\"b4c5c8c\" 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=\"8678\" data-end=\"8718\"><code data-start=\"8678\" data-end=\"8698\">CUDA out of memory<\/code> \u4ee3\u8868 VRAM \u4e0d\u8db3\u3002\u53ef\u5617\u8a66\u4ee5\u4e0b\u65b9\u5f0f\uff1a<\/p><ul data-start=\"8720\" data-end=\"8823\"><li data-section-id=\"1p5lnzg\" data-start=\"8720\" data-end=\"8729\">\u6539\u7528\u66f4\u5c0f\u7684\u6a21\u578b<\/li><li data-section-id=\"1j21z5\" data-start=\"8730\" data-end=\"8743\">\u6539\u7528\u66f4\u9ad8\u91cf\u5316\u7a0b\u5ea6\u7684\u7248\u672c<\/li><li data-section-id=\"ooxkjs\" data-start=\"8744\" data-end=\"8763\">\u964d\u4f4e context length<\/li><li data-section-id=\"1rixlv\" data-start=\"8764\" data-end=\"8776\">\u907f\u514d\u540c\u6642\u8f09\u5165\u591a\u500b\u6a21\u578b<\/li><li data-section-id=\"poo1tn\" data-start=\"8777\" data-end=\"8795\">\u5347\u7d1a\u81f3\u66f4\u5927 VRAM \u7684 GPU<\/li><li data-section-id=\"1938t9d\" data-start=\"8796\" data-end=\"8823\">\u82e5\u662f\u4f01\u696d\u591a\u4eba\u4f7f\u7528\u60c5\u5883\uff0c\u8a55\u4f30\u591a GPU \u6216\u591a\u7bc0\u9ede\u67b6\u69cb<\/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-33b601d elementor-widget elementor-widget-heading\" data-id=\"33b601d\" 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 \u770b\u4e0d\u5230 NVIDIA GPU<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5bfb087 elementor-widget elementor-widget-text-editor\" data-id=\"5bfb087\" 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 <code data-start=\"8864\" data-end=\"8876\">nvidia-smi<\/code> \u6b63\u5e38\uff0c\u4f46 Ollama \u4ecd\u7121\u6cd5\u4f7f\u7528 GPU\uff0c\u53ef\u4ee5\u6aa2\u67e5\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-d3573e5 elementor-widget elementor-widget-code-highlight\" data-id=\"d3573e5\" 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>journalctl -u ollama -n 200 --no-pager<\/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-576c293 elementor-widget elementor-widget-text-editor\" data-id=\"576c293\" 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>\u4e26\u78ba\u8a8d NVIDIA UVM driver \u662f\u5426\u6b63\u5e38\u8f09\u5165\u3002Ollama troubleshooting \u6587\u4ef6\u4e5f\u63d0\u5230\uff0c\u53ef\u4ee5\u5617\u8a66 <code data-start=\"9021\" data-end=\"9046\">sudo nvidia-modprobe -u<\/code>\uff0c\u6216\u91cd\u65b0\u8f09\u5165 <code data-start=\"9053\" data-end=\"9065\">nvidia_uvm<\/code> \u6a21\u7d44\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-7bed75f elementor-widget elementor-widget-heading\" data-id=\"7bed75f\" 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\">Docker \u8207 AMD GPU \u90e8\u7f72\u88dc\u5145<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-557bd32 elementor-widget elementor-widget-heading\" data-id=\"557bd32\" 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\">\u5728 Docker \u4e2d\u4f7f\u7528 NVIDIA GPU \u8dd1 Ollama<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b7f1888 elementor-widget elementor-widget-text-editor\" data-id=\"b7f1888\" 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\u4f60\u5e0c\u671b\u7528 Docker \u90e8\u7f72 Ollama\uff0c\u4e3b\u6a5f\u9700\u8981\u5b89\u88dd NVIDIA Container Toolkit\uff0c\u4e26\u5728\u5bb9\u5668\u555f\u52d5\u6642\u52a0\u5165 GPU \u6388\u6b0a\u53c3\u6578\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-b3f87f5 elementor-widget elementor-widget-code-highlight\" data-id=\"b3f87f5\" 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 \\\r\n  --gpus all \\\r\n  -v ollama:\/root\/.ollama \\\r\n  -p 11434:11434 \\\r\n  --name ollama \\\r\n  ollama\/ollama<\/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-2b0ff59 elementor-widget elementor-widget-text-editor\" data-id=\"2b0ff59\" 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 \u5b98\u65b9 FAQ \u660e\u78ba\u8aaa\u660e\uff0cDocker \u4e2d\u4f7f\u7528 GPU acceleration \u9700\u8981 NVIDIA Container Toolkit\uff0c\u4e14 macOS Docker Desktop \u56e0\u70ba\u7f3a\u5c11 GPU passthrough \/ emulation\uff0c\u7121\u6cd5\u4f7f\u7528 GPU acceleration\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-8b1e4a3 elementor-widget elementor-widget-heading\" data-id=\"8b1e4a3\" 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\">AMD GPU \u8207 ROCm<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4174a84 elementor-widget elementor-widget-text-editor\" data-id=\"4174a84\" 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=\"9607\" data-end=\"9740\">\u82e5\u4f7f\u7528 AMD GPU\uff0cOllama Docker \u6587\u4ef6\u63d0\u4f9b\u4e86 ROCm tag \u7684\u57f7\u884c\u65b9\u5f0f\uff0c\u4f8b\u5982\u900f\u904e <code data-start=\"9659\" data-end=\"9669\">\/dev\/kfd<\/code> \u8207 <code data-start=\"9672\" data-end=\"9682\">\/dev\/dri<\/code> \u88dd\u7f6e\u639b\u8f09\u8b93\u5bb9\u5668\u5b58\u53d6 AMD GPU\u3002<\/p><p data-start=\"9742\" data-end=\"9745\">\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-e7f8eb4 elementor-widget elementor-widget-code-highlight\" data-id=\"e7f8eb4\" 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 \\\r\n  --device \/dev\/kfd \\\r\n  --device \/dev\/dri \\\r\n  -v ollama:\/root\/.ollama \\\r\n  -p 11434:11434 \\\r\n  --name ollama \\\r\n  ollama\/ollama:rocm<\/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-9b15761 elementor-widget elementor-widget-text-editor\" data-id=\"9b15761\" 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>AMD GPU \u7684\u652f\u63f4\u72c0\u6cc1\u8207 ROCm \u7248\u672c\u3001GPU \u578b\u865f\u5bc6\u5207\u76f8\u95dc\u3002\u6b63\u5f0f\u90e8\u7f72\u524d\uff0c\u4e0d\u5efa\u8b70\u53ea\u770b\u898f\u683c\u8868\uff0c\u6700\u597d\u5148\u7528\u5be6\u969b\u6a21\u578b\u505a\u8f09\u5165\u3001\u63a8\u8ad6\u8207\u7a69\u5b9a\u6027\u6e2c\u8a66\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-8c33416 elementor-widget elementor-widget-heading\" data-id=\"8c33416\" 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\">\u66f4\u6539\u6a21\u578b\u5132\u5b58\u8def\u5f91<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1979392 elementor-widget elementor-widget-text-editor\" data-id=\"1979392\" 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\u7cfb\u7d71\u789f\u7a7a\u9593\u4e0d\u8db3\uff0c\u53ef\u4ee5\u900f\u904e\u74b0\u5883\u8b8a\u6578\u8abf\u6574\u6a21\u578b\u5132\u5b58\u4f4d\u7f6e\u3002\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-832ff3a elementor-widget elementor-widget-code-highlight\" data-id=\"832ff3a\" 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]\r\nEnvironment=\"OLLAMA_MODELS=\/mnt\/data\/ollama\"<\/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-ed27bf5 elementor-widget elementor-widget-text-editor\" data-id=\"ed27bf5\" 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>\u4fee\u6539\u5f8c\u8a18\u5f97\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-365ca46 elementor-widget elementor-widget-code-highlight\" data-id=\"365ca46\" 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\r\nsudo systemctl restart ollama<\/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-d0ee755 elementor-widget elementor-widget-heading\" data-id=\"d0ee755\" 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\u90e8\u7f72 Ollama \u7684\u786c\u9ad4\u8207\u7dad\u904b\u8003\u91cf<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d9427fc elementor-widget elementor-widget-text-editor\" data-id=\"d9427fc\" 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 \u5f88\u9069\u5408\u5feb\u901f\u5efa\u7acb\u672c\u5730 LLM \u539f\u578b\uff0c\u4f46\u5982\u679c\u8981\u9032\u5165\u6b63\u5f0f\u670d\u52d9\uff0c\u4e0d\u80fd\u53ea\u770b\u300c\u80fd\u4e0d\u80fd\u8dd1\u8d77\u4f86\u300d\u3002\u4f01\u696d\u90e8\u7f72\u6642\uff0c\u5efa\u8b70\u81f3\u5c11\u8a55\u4f30\u4ee5\u4e0b\u5e7e\u500b\u9762\u5411\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-24c051c elementor-widget elementor-widget-heading\" data-id=\"24c051c\" 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\">\u4f75\u767c\u8207 KV Cache<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-44eb2a5 elementor-widget elementor-widget-text-editor\" data-id=\"44eb2a5\" 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>\u591a\u4eba\u540c\u6642\u4f7f\u7528\u6a21\u578b\u6642\uff0c\u9664\u4e86\u6a21\u578b\u672c\u8eab\u9700\u8981 VRAM\uff0c\u4f7f\u7528\u8005\u7684\u4e0a\u4e0b\u6587\u3001\u5c0d\u8a71\u6b77\u53f2\u8207 KV Cache \u4e5f\u6703\u6d88\u8017\u8a18\u61b6\u9ad4\u3002\u82e5\u8981\u670d\u52d9\u591a\u500b\u4f7f\u7528\u8005\uff0c\u61c9\u9810\u7559\u8db3\u5920 VRAM\uff0c\u800c\u4e0d\u662f\u628a GPU \u585e\u5230\u525b\u597d\u6eff\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-6838a70 elementor-widget elementor-widget-heading\" data-id=\"6838a70\" 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\">\u6a21\u578b\u5927\u5c0f\u8207\u5ef6\u9072\u76ee\u6a19<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2485ce5 elementor-widget elementor-widget-text-editor\" data-id=\"2485ce5\" 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>7B \/ 8B \u6a21\u578b\u9069\u5408\u6e2c\u8a66\u8207\u8f03\u8f15\u91cf\u61c9\u7528\uff1b14B \/ 32B \u53ef\u7528\u65bc\u8f03\u7a69\u5b9a\u7684\u4f01\u696d\u77e5\u8b58\u554f\u7b54\uff1b70B \u4ee5\u4e0a\u6a21\u578b\u901a\u5e38\u9700\u8981\u66f4\u5927 VRAM \u6216\u591a GPU \u67b6\u69cb\u3002\u6a21\u578b\u8d8a\u5927\uff0c\u56de\u7b54\u54c1\u8cea\u53ef\u80fd\u66f4\u597d\uff0c\u4f46\u5ef6\u9072\u3001\u6210\u672c\u8207\u7dad\u904b\u96e3\u5ea6\u4e5f\u6703\u63d0\u9ad8\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-e8321c8 elementor-widget elementor-widget-heading\" data-id=\"e8321c8\" 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\">\u5167\u7db2 API \u5b89\u5168<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8af99e7 elementor-widget elementor-widget-text-editor\" data-id=\"8af99e7\" 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\u5167\u90e8 API \u4e0d\u61c9\u8a72\u76f4\u63a5\u88f8\u9732\u5728\u516c\u7db2\u4e0a\u3002\u82e5\u9700\u8981\u8de8\u8fa6\u516c\u5ba4\u3001\u8de8\u6a5f\u623f\u6216\u9060\u7aef\u5b58\u53d6\uff0c\u5efa\u8b70\u642d\u914d VPN\u3001Zero Trust\u3001\u53cd\u5411\u4ee3\u7406\u9a57\u8b49\u8207 IP \u767d\u540d\u55ae\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-e0701f1 elementor-widget elementor-widget-heading\" data-id=\"e0701f1\" 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\">\u76e3\u63a7\u8207\u65e5\u8a8c<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-95ef871 elementor-widget elementor-widget-text-editor\" data-id=\"95ef871\" 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=\"10635\" data-end=\"10644\">\u6b63\u5f0f\u670d\u52d9\u5efa\u8b70\u76e3\u63a7\uff1a<\/p><ul data-start=\"10646\" data-end=\"10724\"><li data-section-id=\"brwvdm\" data-start=\"10646\" data-end=\"10655\">GPU \u4f7f\u7528\u7387<\/li><li data-section-id=\"1tiaraw\" data-start=\"10656\" data-end=\"10666\">VRAM \u4f7f\u7528\u91cf<\/li><li data-section-id=\"1x8m6sn\" data-start=\"10667\" data-end=\"10675\">GPU \u6eab\u5ea6<\/li><li data-section-id=\"yhubr4\" data-start=\"10676\" data-end=\"10680\">\u529f\u8017<\/li><li data-section-id=\"1vw15uc\" data-start=\"10681\" data-end=\"10689\">API \u5ef6\u9072<\/li><li data-section-id=\"25hhgk\" data-start=\"10690\" data-end=\"10695\">\u932f\u8aa4\u7387<\/li><li data-section-id=\"7ny62q\" data-start=\"10696\" data-end=\"10715\">Ollama systemd \u65e5\u8a8c<\/li><li data-section-id=\"1k6b5o\" data-start=\"10716\" data-end=\"10724\">\u4f7f\u7528\u8005\u8acb\u6c42\u91cf<\/li><\/ul><p data-start=\"10726\" data-end=\"10786\">\u5982\u679c\u662f\u591a\u4eba\u5171\u7528\u670d\u52d9\uff0c\u4e5f\u53ef\u4ee5\u8003\u616e\u5c07 GPU metrics \u6574\u5408\u5230 Prometheus\u3001Grafana \u6216\u65e2\u6709\u76e3\u63a7\u5e73\u53f0\u3002<\/p><p>\u5982\u679c\u4f01\u696d\u4e0d\u53ea\u662f\u505a\u4e00\u6b21\u6027\u6e2c\u8a66\uff0c\u800c\u662f\u6e96\u5099\u5c07 Ollama\u3001RAG\u3001\u5167\u90e8\u77e5\u8b58\u5eab\u6216 AI \u52a9\u7406\u9577\u671f\u653e\u5728\u5167\u7db2\u4e2d\u904b\u884c\uff0c\u5c31\u9700\u8981\u628a GPU \u898f\u683c\u3001\u9a45\u52d5\u7248\u672c\u3001API \u5b89\u5168\u3001\u76e3\u63a7\u8207\u7dad\u904b\u4e00\u8d77\u898f\u5283\u3002\u9019\u6642\u5019\uff0cGPU Server \u4e0d\u53ea\u662f\u786c\u9ad4\uff0c\u800c\u662f\u6574\u5957 AI \u63a8\u8ad6\u670d\u52d9\u7684\u57fa\u790e\u67b6\u69cb\u3002<\/p><p>TAKI Cloud \u63d0\u4f9b <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>\uff0c\u53ef\u5354\u52a9\u4f01\u696d\u5f9e\u6a21\u578b\u9700\u6c42\u3001\u4f7f\u7528\u4eba\u6578\u3001\u8cc7\u6599\u5b89\u5168\u8207\u90e8\u7f72\u65b9\u5f0f\u51fa\u767c\uff0c\u898f\u5283\u9069\u5408\u7684 AI \u7b97\u529b\u74b0\u5883\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-fe475fb elementor-widget elementor-widget-heading\" data-id=\"fe475fb\" 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\">\u591a\u7bc0\u9ede\u8207\u8ca0\u8f09\u5e73\u8861<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-36ff2f2 elementor-widget elementor-widget-text-editor\" data-id=\"36ff2f2\" 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\u55ae\u53f0 GPU \u4e3b\u6a5f\u7121\u6cd5\u627f\u53d7\u4f7f\u7528\u91cf\u6642\uff0c\u53ef\u4ee5\u8a55\u4f30\u591a\u53f0 GPU \u4e3b\u6a5f\u642d\u914d\u53cd\u5411\u4ee3\u7406\u6216\u61c9\u7528\u5c64\u8def\u7531\u3002\u4e0d\u540c\u6a21\u578b\u4e5f\u53ef\u4ee5\u62c6\u5230\u4e0d\u540c\u7bc0\u9ede\uff0c\u4f8b\u5982\uff1a\u4e00\u53f0\u8dd1\u5c0f\u6a21\u578b\u8655\u7406\u5feb\u901f\u67e5\u8a62\uff0c\u53e6\u4e00\u53f0\u8dd1\u8f03\u5927\u6a21\u578b\u8655\u7406\u9ad8\u54c1\u8cea\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-4cfbd3f elementor-widget elementor-widget-heading\" data-id=\"4cfbd3f\" 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 GPU \u4e3b\u6a5f\u5982\u4f55\u652f\u63f4 Private AI<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-76137db elementor-widget elementor-widget-text-editor\" data-id=\"76137db\" 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=\"10946\" data-end=\"11049\">Ollama \u964d\u4f4e\u4e86\u672c\u5730 LLM \u7684\u90e8\u7f72\u9580\u6abb\uff0c\u4f46\u4f01\u696d\u771f\u6b63\u5c0e\u5165\u6642\uff0c\u5e38\u898b\u6311\u6230\u901a\u5e38\u4e0d\u5728\u65bc\u300c\u80fd\u4e0d\u80fd\u5b89\u88dd\u300d\uff0c\u800c\u662f\u5728\u65bc GPU \u898f\u683c\u662f\u5426\u8db3\u5920\u3001\u6a21\u578b\u662f\u5426\u80fd\u7a69\u5b9a\u8f09\u5165\u3001API \u662f\u5426\u53ea\u958b\u653e\u7d66\u5167\u7db2\u3001\u4ee5\u53ca\u9577\u6642\u9593\u63a8\u8ad6\u6642\u6548\u80fd\u662f\u5426\u7a69\u5b9a\u3002<\/p><p data-start=\"11051\" data-end=\"11226\">TAKI Cloud \u53ef\u5354\u52a9\u4f01\u696d\u4f9d\u7167\u6a21\u578b\u898f\u6a21\u3001\u4f7f\u7528\u4eba\u6578\u3001\u8cc7\u6599\u5b89\u5168\u9700\u6c42\u8207\u9810\u7b97\uff0c\u898f\u5283\u9069\u5408\u7684 Linux GPU \u4e3b\u6a5f\u74b0\u5883\u3002\u5c0d\u65bc\u6b63\u5728\u8a55\u4f30 Private AI\u3001RAG \u77e5\u8b58\u5eab\u3001\u5167\u90e8\u5ba2\u670d\u6216\u672c\u5730\u63a8\u8ad6\u670d\u52d9\u7684\u5718\u968a\uff0c\u6211\u5011\u53ef\u4ee5\u5354\u52a9\u8a55\u4f30 NVIDIA Driver\u3001CUDA\u3001Docker\u3001Ollama \u8207\u7db2\u8def\u5b58\u53d6\u63a7\u7ba1\u7b49\u90e8\u7f72\u7d30\u7bc0\uff0c\u964d\u4f4e\u4f01\u696d\u81ea\u884c\u6392\u9664\u74b0\u5883\u76f8\u4f9d\u554f\u984c\u7684\u6642\u9593\u6210\u672c\u3002<\/p><p data-start=\"11228\" data-end=\"11305\">\u5982\u679c\u4f60\u7684\u76ee\u6a19\u662f\u8b93 AI \u670d\u52d9\u7a69\u5b9a\u5728\u5167\u7db2\u74b0\u5883\u4e2d\u904b\u884c\uff0c\u800c\u4e0d\u662f\u53ea\u505a\u4e00\u6b21\u6027\u6e2c\u8a66\uff0c\u5efa\u8b70\u5728\u5c0e\u5165\u521d\u671f\u5c31\u628a GPU VRAM\u3001\u4f75\u767c\u91cf\u3001API \u5b89\u5168\u8207\u7dad\u904b\u76e3\u63a7\u4e00\u8d77\u7d0d\u5165\u898f\u5283\u3002<\/p><p data-start=\"11307\" data-end=\"11396\"><strong data-start=\"11307\" data-end=\"11331\">\u60f3\u70ba\u4f01\u696d\u5efa\u7acb\u7a69\u5b9a\u7684\u672c\u5730 AI \u63a8\u8ad6\u74b0\u5883\uff1f<\/strong><br data-start=\"11331\" data-end=\"11334\" \/>\u6b61\u8fce\u806f\u7e6b TAKI Cloud \u6280\u8853\u9867\u554f\uff0c\u5354\u52a9\u60a8\u8a55\u4f30 GPU \u4e3b\u6a5f\u3001Private AI\u3001RAG \u8207\u672c\u5730 LLM \u90e8\u7f72\u67b6\u69cb\u3002<\/p><p>\u5982\u679c\u60a8\u6b63\u5728\u6bd4\u8f03\u81ea\u5efa GPU\u3001GPU Server \u79df\u7528\u8207 GPU Cloud \u7684\u6210\u672c\u5dee\u7570\uff0c\u5efa\u8b70\u4e0d\u8981\u53ea\u770b\u55ae\u5c0f\u6642\u50f9\u683c\uff0c\u800c\u8981\u4e00\u8d77\u8a55\u4f30\u6a21\u578b\u5927\u5c0f\u3001\u4f7f\u7528\u6642\u6578\u3001\u8cc7\u6599\u50b3\u8f38\u3001\u5b89\u5168\u9700\u6c42\u8207\u9577\u671f\u7dad\u904b\u6210\u672c\u3002<\/p><p>\u60a8\u53ef\u4ee5\u5148\u53c3\u8003 TAKI Cloud \u7684 <a title=\"GPU Server \u8207 GPU Cloud \u50f9\u683c\u6bd4\u8f03\" href=\"https:\/\/www.taki.com.tw\/gpu-server-gpu-cloud-pricing\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #3366ff;\"><strong>[GPU Server \u8207 GPU Cloud \u50f9\u683c\u6bd4\u8f03]<\/strong><\/span><\/a>\uff0c\u5feb\u901f\u4e86\u89e3\u4e0d\u540c\u7b97\u529b\u65b9\u6848\u5728\u6e2c\u8a66\u3001\u63a8\u8ad6\u8207\u4f01\u696d\u6b63\u5f0f\u90e8\u7f72\u6642\u7684\u6210\u672c\u5dee\u7570\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-180c449 elementor-widget elementor-widget-heading\" data-id=\"180c449\" 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-6a9b08d elementor-widget elementor-widget-accordion\" data-id=\"6a9b08d\" 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-1111\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-1111\" 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\u6b63\u5f0f\u4f01\u696d\u74b0\u5883\u55ce\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1111\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-1111\"><p>\u53ef\u4ee5\u4f5c\u70ba\u4f01\u696d Private AI \u6216 RAG \u539f\u578b\u7684\u8d77\u9ede\uff0c\u4f46\u82e5\u8981\u6b63\u5f0f\u4e0a\u7dda\uff0c\u4ecd\u9700\u8981\u8a55\u4f30 GPU \u898f\u683c\u3001API \u5b89\u5168\u3001\u4f75\u767c\u91cf\u3001\u76e3\u63a7\u3001\u65e5\u8a8c\u8207\u5099\u63f4\u67b6\u69cb\u3002Ollama \u5b89\u88dd\u7c21\u55ae\uff0c\u4f46\u4f01\u696d\u90e8\u7f72\u91cd\u9ede\u5728\u65bc\u7a69\u5b9a\u6027\u8207\u7dad\u904b\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-1112\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-1112\" 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 \u652f\u63f4 AMD GPU \u55ce\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1112\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-1112\"><p>Ollama \u652f\u63f4\u90e8\u5206 AMD GPU\uff0c\u4f46 Linux \u74b0\u5883\u9700\u8981 ROCm\uff0c\u4e14\u9700\u78ba\u8a8d GPU \u578b\u865f\u8207 ROCm \u7248\u672c\u662f\u5426\u76f8\u5bb9\u3002\u6b63\u5f0f\u90e8\u7f72\u524d\uff0c\u5efa\u8b70\u7528\u5be6\u969b\u6a21\u578b\u6e2c\u8a66\u8f09\u5165\u3001\u63a8\u8ad6\u901f\u5ea6\u8207\u7a69\u5b9a\u6027\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-1113\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-1113\" 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\u63a5 OpenAI SDK \u55ce\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1113\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-1113\"><p>\u53ef\u4ee5\u8a55\u4f30\u4f7f\u7528 Ollama \u7684 OpenAI-compatible API\uff0c\u4f8b\u5982 <code data-start=\"11778\" data-end=\"11800\">\/v1\/chat\/completions<\/code>\u3002\u4f46\u5be6\u969b\u652f\u63f4\u6b04\u4f4d\u8207\u884c\u70ba\u4ecd\u9700\u4f9d\u7167 Ollama \u5b98\u65b9\u6587\u4ef6\u8207\u76ee\u524d\u7248\u672c\u78ba\u8a8d\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-1114\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"button\" aria-controls=\"elementor-tab-content-1114\" 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\">Docker \u88e1\u53ef\u4ee5\u4f7f\u7528 GPU \u8dd1 Ollama \u55ce\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1114\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"region\" aria-labelledby=\"elementor-tab-title-1114\"><p>\u53ef\u4ee5\u3002\u82e5\u4f7f\u7528 NVIDIA GPU\uff0c\u4e3b\u6a5f\u9700\u5b89\u88dd NVIDIA Container Toolkit\uff0c\u4e26\u5728\u5bb9\u5668\u555f\u52d5\u6642\u52a0\u5165 <code data-start=\"11972\" data-end=\"11984\">--gpus all<\/code>\u3002\u82e5\u4f7f\u7528 AMD GPU\uff0c\u5247\u9700\u4f9d\u7167 ROCm \u65b9\u5f0f\u90e8\u7f72\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-1115\" class=\"elementor-tab-title\" data-tab=\"5\" role=\"button\" aria-controls=\"elementor-tab-content-1115\" 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\">\u5982\u4f55\u5224\u65b7\u6a21\u578b\u771f\u7684\u6709\u4f7f\u7528 GPU\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1115\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"5\" role=\"region\" aria-labelledby=\"elementor-tab-title-1115\"><p>\u53ef\u4ee5\u4f7f\u7528 <code data-start=\"12083\" data-end=\"12094\">ollama ps<\/code> \u67e5\u770b processor \u8cc7\u8a0a\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528 <code data-start=\"12117\" data-end=\"12129\">nvidia-smi<\/code> \u89c0\u5bdf VRAM \u662f\u5426\u4e0a\u5347\uff0c\u4ee5\u53ca Processes \u5340\u584a\u662f\u5426\u51fa\u73fe Ollama \u76f8\u95dc\u9032\u7a0b\u3002\u5982\u679c\u6c92\u6709 GPU \u4f7f\u7528\u8de1\u8c61\uff0c\u8acb\u6aa2\u67e5 NVIDIA Driver\u3001\u6b0a\u9650\u3001systemd \u65e5\u8a8c\u8207\u6a21\u578b\u662f\u5426\u8d85\u51fa VRAM\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-1116\" class=\"elementor-tab-title\" data-tab=\"6\" role=\"button\" aria-controls=\"elementor-tab-content-1116\" 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\">\u6a21\u578b\u8dd1\u5f88\u6162\u4e00\u5b9a\u662f GPU \u4e0d\u5920\u55ce\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1116\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"6\" role=\"region\" aria-labelledby=\"elementor-tab-title-1116\"><p>\u4e0d\u4e00\u5b9a\u3002\u53ef\u80fd\u539f\u56e0\u5305\u62ec\u6a21\u578b\u6c92\u6709\u4f7f\u7528 GPU\u3001VRAM \u4e0d\u8db3\u3001\u6a21\u578b\u592a\u5927\u3001context length \u592a\u9ad8\u3001\u78c1\u789f I\/O \u6162\u3001CPU\/RAM fallback\u3001\u5bb9\u5668 runtime \u6c92\u6709\u6b63\u78ba\u639b\u8f09 GPU\uff0c\u6216\u9a45\u52d5\u8f09\u5165\u7570\u5e38\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-1117\" class=\"elementor-tab-title\" data-tab=\"7\" role=\"button\" aria-controls=\"elementor-tab-content-1117\" 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\">\u8981\u8dd1 70B \u6a21\u578b\u9700\u8981\u591a\u5c11 VRAM\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1117\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"7\" role=\"region\" aria-labelledby=\"elementor-tab-title-1117\"><p>\u5982\u679c\u4f7f\u7528 4-bit \u91cf\u5316\uff0c\u901a\u5e38\u4ecd\u5efa\u8b70\u6e96\u5099 48GB\u201380GB \u4ee5\u4e0a VRAM\uff0c\u4e26\u4f9d context length\u3001KV Cache\u3001\u4f75\u767c\u91cf\u8207\u5be6\u969b\u6a21\u578b\u683c\u5f0f\u8abf\u6574\u3002\u6b63\u5f0f\u90e8\u7f72\u524d\uff0c\u6700\u597d\u5148\u7528\u76ee\u6a19\u6a21\u578b\u9032\u884c\u58d3\u529b\u6e2c\u8a66\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-1118\" class=\"elementor-tab-title\" data-tab=\"8\" role=\"button\" aria-controls=\"elementor-tab-content-1118\" 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\">\u4f01\u696d\u5c0e\u5165 Ollama \u524d\u6700\u8a72\u5148\u8a55\u4f30\u4ec0\u9ebc\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1118\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"8\" role=\"region\" aria-labelledby=\"elementor-tab-title-1118\"><p>\u5efa\u8b70\u5148\u78ba\u8a8d\u56db\u4ef6\u4e8b\uff1a\u6a21\u578b\u898f\u6a21\u3001\u4f7f\u7528\u4eba\u6578\u3001\u8cc7\u6599\u662f\u5426\u80fd\u96e2\u958b\u5167\u7db2\uff0c\u4ee5\u53ca\u53ef\u63a5\u53d7\u7684\u5ef6\u9072\u76ee\u6a19\u3002\u9019\u56db\u9805\u6703\u76f4\u63a5\u5f71\u97ff GPU \u898f\u683c\u3001\u90e8\u7f72\u65b9\u5f0f\u3001\u5b89\u5168\u63a7\u7ba1\u8207\u6210\u672c\u6a21\u578b\u3002<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\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-2407f45 elementor-widget elementor-widget-heading\" data-id=\"2407f45\" 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\uff1a\u5f9e Ollama \u5b89\u88dd\u8d70\u5411\u4f01\u696d Private AI \u90e8\u7f72<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2356b00 elementor-widget elementor-widget-text-editor\" data-id=\"2356b00\" 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=\"380\" data-end=\"551\">Ollama \u8b93 Linux GPU \u4e3b\u6a5f\u90e8\u7f72\u672c\u5730 LLM \u8b8a\u5f97\u66f4\u5bb9\u6613\uff0c\u5f9e\u5b89\u88dd\u3001\u6a21\u578b\u4e0b\u8f09\u3001GPU \u9a57\u8b49\u5230 API \u6e2c\u8a66\uff0c\u90fd\u53ef\u4ee5\u7528\u76f8\u5c0d\u7c21\u6f54\u7684\u65b9\u5f0f\u5b8c\u6210\u3002\u5c0d\u958b\u767c\u8005\u4f86\u8aaa\uff0c\u5b83\u662f\u5feb\u901f\u9a57\u8b49 Llama\u3001Mistral\u3001DeepSeek\u3001Qwen \u7b49\u958b\u6e90\u6a21\u578b\u7684\u597d\u5de5\u5177\uff1b\u5c0d\u4f01\u696d\u4f86\u8aaa\uff0c\u5b83\u5247\u662f\u8a55\u4f30 Private AI\u3001RAG \u77e5\u8b58\u5eab\u8207\u5167\u90e8 AI \u52a9\u7406\u7684\u91cd\u8981\u8d77\u9ede\u3002<\/p><p data-start=\"553\" data-end=\"647\">\u4e0d\u904e\uff0c\u771f\u6b63\u9032\u5165\u4f01\u696d\u6b63\u5f0f\u74b0\u5883\u6642\uff0c\u91cd\u9ede\u4e0d\u53ea\u5728\u65bc\u300c\u80fd\u4e0d\u80fd\u8dd1\u8d77\u4f86\u300d\uff0c\u800c\u662f GPU VRAM \u662f\u5426\u8db3\u5920\u3001\u6a21\u578b\u662f\u5426\u80fd\u7a69\u5b9a\u8f09\u5165\u3001API \u662f\u5426\u5b89\u5168\u958b\u653e\u3001\u591a\u4eba\u4f7f\u7528\u6642\u5ef6\u9072\u662f\u5426\u53ef\u63a7\uff0c\u4ee5\u53ca\u5f8c\u7e8c\u76e3\u63a7\u8207\u7dad\u904b\u662f\u5426\u5b8c\u6574\u3002<\/p><p data-start=\"649\" data-end=\"744\">\u5982\u679c\u60a8\u6b63\u5728\u8a55\u4f30\u672c\u5730 LLM\u3001Private AI \u6216\u4f01\u696d RAG \u67b6\u69cb\uff0cTAKI Cloud \u53ef\u5354\u52a9\u60a8\u5f9e\u6a21\u578b\u898f\u6a21\u3001\u4f7f\u7528\u4eba\u6578\u3001\u8cc7\u6599\u5b89\u5168\u8207\u9810\u7b97\u51fa\u767c\uff0c\u898f\u5283\u5408\u9069\u7684 Linux GPU \u4e3b\u6a5f\u90e8\u7f72\u65b9\u6848\u3002<\/p><p>\u5982\u679c\u60a8\u6b63\u5728\u8a55\u4f30\u672c\u5730 LLM\u3001Private AI \u6216\u4f01\u696d RAG \u67b6\u69cb\uff0cTAKI Cloud \u53ef\u5354\u52a9\u60a8\u5f9e\u6a21\u578b\u898f\u6a21\u3001\u4f7f\u7528\u4eba\u6578\u3001\u8cc7\u6599\u5b89\u5168\u8207\u9810\u7b97\u51fa\u767c\uff0c\u898f\u5283\u5408\u9069\u7684 Linux GPU \u4e3b\u6a5f\u90e8\u7f72\u65b9\u6848\u3002<\/p><p>\u60a8\u53ef\u4ee5\u5148\u5f9e\u4ee5\u4e0b\u8cc7\u6e90\u958b\u59cb\u8a55\u4f30\uff1a<\/p><ul><li><span style=\"color: #3366ff;\"><strong>[<a style=\"color: #3366ff;\" title=\"\u6211\u8981\u770b\u65b9\u6848 \u2192 GPU \u5be6\u9ad4\u4e3b\u6a5f\" href=\"https:\/\/www.taki.com.tw\/gpu-dedicated-server\/\" target=\"_blank\" rel=\"noopener\">\u67e5\u770b GPU \u5be6\u9ad4\u4e3b\u6a5f\u65b9\u6848<\/a>]\u00a0\u00a0<\/strong><\/span>(<a href=\"https:\/\/www.taki.com.tw\/gpu-dedicated-server\/\" target=\"_blank\" rel=\"noopener\"><strong>https:\/\/www.taki.com.tw\/gpu-dedicated-server\/<\/strong><\/a>)<\/li><li><span style=\"color: #3366ff;\"><a style=\"color: #3366ff;\" title=\"\u6211\u8981\u4e86\u89e3\u670d\u52d9 \u2192 GPU Server \u670d\u52d9\" href=\"https:\/\/www.taki.com.tw\/gpu-server-service\/\" target=\"_blank\" rel=\"noopener\"><strong>[\u4e86\u89e3 TAKI Cloud GPU Server \u670d\u52d9]\u00a0 <\/strong><\/a><\/span>(<strong><a title=\"\u6211\u8981\u4e86\u89e3\u670d\u52d9 \u2192 GPU Server \u670d\u52d9\" href=\"https:\/\/www.taki.com.tw\/gpu-server-service\/\" target=\"_blank\" rel=\"noopener\">https:\/\/www.taki.com.tw\/gpu-server-service\/<\/a><\/strong>)<\/li><li><a title=\"\u6211\u8981\u6bd4\u8f03\u50f9\u683c \u2192 GPU Server \/ GPU Cloud \u50f9\u683c\" href=\"https:\/\/www.taki.com.tw\/gpu-server-gpu-cloud-pricing\/\" target=\"_blank\" rel=\"noopener\"><strong><span style=\"color: #3366ff;\">[\u6bd4\u8f03 GPU Server \u8207 GPU Cloud \u50f9\u683c]\u00a0 <\/span><\/strong><\/a><strong>(<a title=\"\u6211\u8981\u6bd4\u8f03\u50f9\u683c \u2192 GPU Server \/ GPU Cloud \u50f9\u683c\" href=\"https:\/\/www.taki.com.tw\/gpu-server-gpu-cloud-pricing\/\" target=\"_blank\" rel=\"noopener\">https:\/\/www.taki.com.tw\/gpu-server-gpu-cloud-pricing\/<\/a>)<\/strong><\/li><\/ul>\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<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u60f3\u5728\u4f01\u696d\u74b0\u5883\u90e8\u7f72\u79c1\u6709 AI\uff1f\u672c\u7bc7 Ollama \u5b89\u88dd\u6307\u5357\u8a73\u89e3\u5982\u4f55\u5728 Linux GPU \u4e3b\u6a5f\u4e0a\u904b\u884c\u672c\u5730 LLM\u3002\u5f9e\u74b0\u5883\u6aa2\u67e5\u3001Ollama \u5b89\u88dd\u5230\u5b89\u5168\u6027\u914d\u7f6e\uff0c\u5354\u52a9\u60a8\u5efa\u7acb\u9ad8\u6548\u7684\u4f01\u696d\u7d1a AI 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