{"id":11158,"date":"2025-07-12T17:05:33","date_gmt":"2025-07-12T09:05:33","guid":{"rendered":"https:\/\/www.taki.com.tw\/blog\/?p=11158"},"modified":"2025-07-12T23:55:35","modified_gmt":"2025-07-12T15:55:35","slug":"%e5%a6%82%e4%bd%95%e5%bf%ab%e9%80%9f%e9%83%a8%e7%bd%b2-llm-%e6%a8%a1%e5%9e%8b%e5%88%b0-gpu-%e4%b8%bb%e6%a9%9f%ef%bc%9f%e5%be%9e%e7%92%b0%e5%a2%83%e5%bb%ba%e7%bd%ae%e5%88%b0%e6%9c%8d%e5%8b%99%e5%95%9f","status":"publish","type":"post","link":"https:\/\/www.taki.com.tw\/blog\/%e5%a6%82%e4%bd%95%e5%bf%ab%e9%80%9f%e9%83%a8%e7%bd%b2-llm-%e6%a8%a1%e5%9e%8b%e5%88%b0-gpu-%e4%b8%bb%e6%a9%9f%ef%bc%9f%e5%be%9e%e7%92%b0%e5%a2%83%e5%bb%ba%e7%bd%ae%e5%88%b0%e6%9c%8d%e5%8b%99%e5%95%9f\/","title":{"rendered":"\u5982\u4f55\u5feb\u901f\u90e8\u7f72 LLM \u6a21\u578b\u5230 GPU \u4e3b\u6a5f\uff1f\u5f9e\u74b0\u5883\u5efa\u7f6e\u5230\u670d\u52d9\u555f\u52d5"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"11158\" class=\"elementor elementor-11158\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4b56bf3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4b56bf3\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-0b79633\" data-id=\"0b79633\" 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-e37cbe1 elementor-toc--minimized-on-tablet elementor-widget elementor-widget-table-of-contents\" data-id=\"e37cbe1\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;headings_by_tags&quot;:[&quot;h2&quot;,&quot;h3&quot;,&quot;h4&quot;],&quot;exclude_headings_by_selector&quot;:[],&quot;marker_view&quot;:&quot;bullets&quot;,&quot;no_headings_message&quot;:&quot;\\u5728\\u6b64\\u9801\\u9762\\u4e0a\\u627e\\u4e0d\\u5230\\u6a19\\u984c\\u3002&quot;,&quot;icon&quot;:{&quot;value&quot;:&quot;fas fa-circle&quot;,&quot;library&quot;:&quot;fa-solid&quot;},&quot;minimize_box&quot;:&quot;yes&quot;,&quot;minimized_on&quot;:&quot;tablet&quot;,&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__header\">\n\t\t\t\t\t\t<h4 class=\"elementor-toc__header-title\">\n\t\t\t\t\u76ee\u9304\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__e37cbe1\" aria-expanded=\"true\" aria-label=\"Open table of contents\"><i aria-hidden=\"true\" class=\"fas fa-chevron-down\"><\/i><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__e37cbe1\" aria-expanded=\"true\" aria-label=\"Close table of contents\"><i aria-hidden=\"true\" class=\"fas fa-chevron-up\"><\/i><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div id=\"elementor-toc__e37cbe1\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<i class=\"elementor-toc__spinner eicon-animation-spin eicon-loading\" aria-hidden=\"true\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-aba4ab9\" data-id=\"aba4ab9\" 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-0fb45b5 elementor-widget elementor-widget-heading\" data-id=\"0fb45b5\" 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<h1 class=\"elementor-heading-title elementor-size-default\">GPU \u4e3b\u6a5f<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d400678 elementor-widget elementor-widget-image\" data-id=\"d400678\" 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=\"1003\" height=\"563\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/06\/Nvidia_cuda.jpg\" class=\"attachment-full size-full wp-image-10539\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/06\/Nvidia_cuda.jpg 1003w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/06\/Nvidia_cuda-300x168.jpg 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/06\/Nvidia_cuda-768x431.jpg 768w\" sizes=\"(max-width: 1003px) 100vw, 1003px\" title=\"\u624b\u628a\u624b\u5e36\u4f60\u5b89\u88dd CUDA - 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-4be9f25 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4be9f25\" 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-9585331\" data-id=\"9585331\" 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-3ff0e42 elementor-widget elementor-widget-heading\" data-id=\"3ff0e42\" 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\">LLM \u6a21\u578b\u672c\u5730\u90e8\u7f72\u7684\u50f9\u503c\u8207\u6311\u6230<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-95c6c1e elementor-widget elementor-widget-text-editor\" data-id=\"95c6c1e\" 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-pm-slice=\"1 1 []\"><a title=\"GPU \u4e3b\u6a5f\" href=\"\/gpu-dedicated-server\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #3366ff;\"><strong>GPU \u4e3b\u6a5f<\/strong><\/span><\/a> &#8211; \u96a8\u8457 ChatGPT\u3001LLaMA\u3001DeepSeek \u7b49\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u5ee3\u6cdb\u61c9\u7528\uff0c\u8d8a\u4f86\u8d8a\u591a\u4f01\u696d\u8207\u958b\u767c\u8005\u5e0c\u671b\u5c07 LLM \u6a21\u578b\u81ea\u5efa\u65bc\u672c\u5730\u6216 <a title=\"GPU \u5be6\u9ad4\u4e3b\u6a5f\" href=\"\/gpu-dedicated-server\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #3366ff;\"><strong>GPU \u5be6\u9ad4\u4e3b\u6a5f<\/strong><\/span><\/a>\u4e0a\u3002\u9019\u6a23\u4e0d\u50c5\u80fd\u53d6\u5f97\u66f4\u9ad8\u7684\u8cc7\u6599\u63a7\u5236\u6b0a\uff0c\u907f\u514d\u79c1\u5bc6\u8cc7\u8a0a\u5916\u6d29\uff0c\u4e5f\u80fd\u6709\u6548\u964d\u4f4e\u9577\u671f\u4f7f\u7528\u6210\u672c\uff0c\u4e26\u898f\u907f\u5546\u696d API \u5728\u983b\u7387\u3001\u4f7f\u7528\u91cf\u3001\u529f\u80fd\u4e0a\u7684\u9650\u5236\u8207\u8cc7\u5b89\u7591\u616e\u3002<\/p><p>\u7136\u800c\uff0c\u90e8\u7f72 LLM \u6a21\u578b\u7684\u7b2c\u4e00\u9053\u9580\u6abb\u5f80\u5f80\u662f\u74b0\u5883\u5efa\u7f6e\u3002\u5f9e CUDA \u9a45\u52d5\u7684\u7248\u672c\u5c0d\u61c9\u3001PyTorch \u7684\u5b89\u88dd\uff0c\u5230 HuggingFace \u6a21\u578b\u5feb\u53d6\u8207\u63a8\u8ad6\u5f15\u64ce\u9078\u578b\uff0c\u90fd\u662f\u9700\u8981\u8003\u91cf\u7684\u6280\u8853\u7d30\u7bc0\u3002\u5982\u679c\u6c92\u6709\u660e\u78ba\u6307\u5f15\uff0c\u5f80\u5f80\u5bb9\u6613\u5728\u521d\u671f\u968e\u6bb5\u8017\u8cbb\u5927\u91cf\u6642\u9593\u6478\u7d22\u3002<\/p><p>\u9019\u7bc7\u6587\u7ae0\u5c07\u4ee5\u5e73\u6613\u8fd1\u4eba\u7684\u65b9\u5f0f\uff0c\u5e36\u4f60\u5f9e\u6311\u9078 <a title=\"GPU \u4e3b\u6a5f\" href=\"\/gpu-dedicated-server\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #3366ff;\"><strong>GPU \u4e3b\u6a5f<\/strong><\/span><\/a>\u958b\u59cb\uff0c\u9010\u6b65\u8aaa\u660e\u74b0\u5883\u5efa\u7f6e\u3001\u90e8\u7f72\u6d41\u7a0b\u3001\u6a21\u578b\u4e0a\u7dda\u3001API \u4e32\u63a5\u3001\u5bb9\u5668\u5316\u7ba1\u7406\u8207\u5f8c\u7e8c\u904b\u7dad\u5efa\u8b70\uff0c\u5354\u52a9\u4f60\u6210\u529f\u5c07 LLM \u6a21\u578b\u90e8\u7f72\u5230\u5be6\u9ad4\u4e3b\u6a5f\uff0c\u5feb\u901f\u6253\u9020\u81ea\u5df1\u7684\u672c\u5730 AI \u63a8\u8ad6\u5e73\u53f0\u3002<\/p>\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-5573f30 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5573f30\" 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-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b6021ac\" data-id=\"b6021ac\" 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-ca5a5e5 elementor-widget elementor-widget-heading\" data-id=\"ca5a5e5\" 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<h5 class=\"elementor-heading-title elementor-size-default\">AI \u4f3a\u670d\u5668\u89e3\u6c7a\u65b9\u6848<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5835c24 elementor-widget elementor-widget-heading\" data-id=\"5835c24\" 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<h5 class=\"elementor-heading-title elementor-size-default\">\u9818\u5148\u7684AI\u7b97\u529b\u670d\u52d9\u5e73\u53f0<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-21b59d6 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"21b59d6\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-f32d991\" data-id=\"f32d991\" 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-d7cf6c0 elementor-cta--skin-cover elementor-cta--valign-middle elementor-bg-transform elementor-bg-transform-zoom-out elementor-animated-content elementor-widget elementor-widget-call-to-action\" data-id=\"d7cf6c0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"elementor-cta\" href=\"\/ai\u4f3a\u670d\u5668-nvidia-4090gpu\u4f3a\u670d\u5668\/\" target=\"_blank\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/06\/TAKI-AI-server-4090-GPU.jpg);\" role=\"img\" aria-label=\"TAKI AI server 4090 GPU\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tTAKI AI \u4f3a\u670d\u5668\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tNVIDIA 4090 GPU\u4f3a\u670d\u5668\u89e3\u6c7a\u65b9\u6848\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-da28e7f\" data-id=\"da28e7f\" 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-72ff5cf elementor-cta--skin-cover elementor-bg-transform elementor-bg-transform-zoom-out elementor-animated-content elementor-widget elementor-widget-call-to-action\" data-id=\"72ff5cf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"elementor-cta\" href=\"\/ai\u4f3a\u670d\u5668-nvidia-t4-gpu\u4f3a\u670d\u5668\/\" target=\"_blank\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/06\/taki-ai-server-t4.jpg);\" role=\"img\" aria-label=\"taki ai server t4\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tTAKI AI \u4f3a\u670d\u5668\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tNVIDIA T4 GPU\u4f3a\u670d\u5668\u89e3\u6c7a\u65b9\u6848\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/a>\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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-f5a888b elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f5a888b\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-a931c45\" data-id=\"a931c45\" 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-60818e7 elementor-cta--skin-cover elementor-cta--valign-middle elementor-bg-transform elementor-bg-transform-zoom-out elementor-animated-content elementor-widget elementor-widget-call-to-action\" data-id=\"60818e7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"elementor-cta\" href=\"\/ai\u4f3a\u670d\u5668-nvidia-a100gpu\u4f3a\u670d\u5668\/\" target=\"_blank\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/06\/TAKI-ai-server-NVIDIA_H100.jpg);\" role=\"img\" aria-label=\"TAKI ai server NVIDIA H100\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tTAKI AI \u4f3a\u670d\u5668\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tNVIDIA A100 GPU\u89e3\u6c7a\u65b9\u6848\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-7e35996\" data-id=\"7e35996\" 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-4ff9a4a elementor-cta--skin-cover elementor-bg-transform elementor-bg-transform-zoom-out elementor-animated-content elementor-widget elementor-widget-call-to-action\" data-id=\"4ff9a4a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<a class=\"elementor-cta\" href=\"\/ai-\u4f3a\u670d\u5668-nvidia-h100gpu\u4f3a\u670d\u5668\/\" target=\"_blank\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2024\/06\/TAKI-ai-server-NVIDIA_H100.jpg);\" role=\"img\" aria-label=\"TAKI ai server NVIDIA H100\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h5 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tTAKI AI \u4f3a\u670d\u5668\t\t\t\t\t<\/h5>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item elementor-animated-item--grow\">\n\t\t\t\t\t\tNVIDIA H100 GPU\u89e3\u6c7a\u65b9\u6848\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/a>\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\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6844b0f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6844b0f\" 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-59eb3fb\" data-id=\"59eb3fb\" 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-b69001b elementor-widget elementor-widget-heading\" data-id=\"b69001b\" 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\">\u90e8\u7f72\u524d\u6e96\u5099\u8207\u4e3b\u6a5f\u914d\u7f6e\u5efa\u8b70<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f2fac97 elementor-widget elementor-widget-text-editor\" data-id=\"f2fac97\" 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-pm-slice=\"1 1 []\">\u5728\u6b63\u5f0f\u958b\u59cb\u90e8\u7f72\u6a21\u578b\u4e4b\u524d\uff0c\u5148\u5225\u6025\u8457\u5b89\u88dd\u7a0b\u5f0f\uff01\u6211\u5011\u9700\u8981\u5148\u78ba\u8a8d\u4f60\u7684 GPU \u4e3b\u6a5f\u786c\u9ad4\u5920\u529b\u3001\u74b0\u5883\u8a2d\u5b9a\u76f8\u5bb9\u3002\u9019\u4e00\u7bc0\u6703\u7528\u901a\u4fd7\u7684\u65b9\u5f0f\uff0c\u5e36\u4f60\u4e86\u89e3\u61c9\u8a72\u6311\u9078\u54ea\u4e00\u5f35\u986f\u5361\uff08GPU\uff09\u3001\u8981\u6e96\u5099\u591a\u5c11\u8a18\u61b6\u9ad4\u3001\u8a72\u5b89\u88dd\u54ea\u4e9b\u9a45\u52d5\u8207\u958b\u767c\u5de5\u5177\u3002\u53ea\u8981\u7167\u8457\u9019\u4e9b\u5efa\u8b70\u4f86\u8a2d\u5b9a\uff0c\u5c31\u80fd\u5927\u5e45\u964d\u4f4e\u90e8\u7f72\u932f\u8aa4\u7684\u98a8\u96aa\uff0c\u5e6b\u4f60\u66f4\u9806\u5229\u5730\u8b93 LLM \u8dd1\u8d77\u4f86\u3002<\/p><blockquote><p data-pm-slice=\"1 1 [&quot;blockquote&quot;,{&quot;start&quot;:1628,&quot;end&quot;:1766}]\"><span style=\"color: #333399;\">\u82e5\u4f60\u9700\u8981\u90e8\u7f72\u5982 DeepSeek-V2 671B\u3001GPT-4 \u7d1a\u6a21\u578b\uff0c\u8acb\u6ce8\u610f\u5176\u5c0d GPU \u8a18\u61b6\u9ad4\u3001\u7bc0\u9ede\u4e92\u806f\u983b\u5bec\u8207\u5bb9\u5668\u8abf\u5ea6\u67b6\u69cb\uff08\u5982 Slurm\u3001Ray\u3001KubeRay\uff09\u8981\u6c42\u9060\u9ad8\u65bc\u55ae\u5361\u90e8\u7f72\uff0c\u5efa\u8b70\u898f\u5283\u591a\u7bc0\u9ede H100 \u6216 B100 \u96c6\u7fa4\uff0c\u4e26\u63d0\u524d\u6e2c\u8a66\u8cc7\u6599\u540c\u6b65\u8207\u5206\u7247\u8f09\u5165\u6a5f\u5236\u3002<\/span><\/p><\/blockquote>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ed201f3 elementor-widget elementor-widget-heading\" data-id=\"ed201f3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">1\ufe0f\u20e3 \u9078\u64c7\u5408\u9069\u7684 GPU \u4e3b\u6a5f<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f7ed673 elementor-widget elementor-widget-text-editor\" data-id=\"f7ed673\" 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-pm-slice=\"1 1 []\">\u4ee5\u4e0b\u70ba\u5e38\u898b\u4e3b\u6d41 LLM \u6a21\u578b\u898f\u6a21\u5c0d\u61c9\u7684 GPU \u914d\u7f6e\u5efa\u8b70\uff0c\u9069\u7528\u65bc LLaMA\u3001Vicuna\u3001DeepSeek\u3001Baichuan \u7b49\u6a21\u578b\u7cfb\u5217\u3002\u6b64\u5916\uff0c\u90e8\u5206\u6a21\u578b\uff08\u5982 DeepSeek-VL\u3001Yi-34B\u3001Mixtral\uff09\u56e0\u652f\u63f4\u591a\u6a21\u614b\u6216\u5206\u6563\u5f0f\u63a8\u8ad6\uff0c\u5c0d GPU \u8a18\u61b6\u9ad4\u3001\u983b\u5bec\u8207\u5132\u5b58\u901f\u5ea6\u8981\u6c42\u66f4\u9ad8\uff0c\u5efa\u8b70\u63d0\u524d\u78ba\u8a8d\u5b98\u65b9\u9700\u6c42\u3002<\/p><p>\u4ee5\u4e0b\u914d\u7f6e\u70ba\u5efa\u8b70\u7684\u6700\u4f4e\u786c\u9ad4\u9700\u6c42\uff0c\u9069\u7528\u65bc\u55ae\u5361\u90e8\u7f72\u689d\u4ef6\u4e0b\u7684\u57fa\u672c\u7a69\u5b9a\u904b\u884c\u3002\u82e5\u4f60\u5e0c\u671b\u7372\u5f97\u66f4\u9ad8\u6548\u80fd\u6216\u652f\u63f4\u591a\u4f7f\u7528\u8005\u4f75\u767c\uff0c\u5efa\u8b70\u9078\u64c7\u66f4\u9ad8\u968e\u786c\u9ad4\u3002<\/p><p>\u4f9d\u7167\u4f60\u60f3\u90e8\u7f72\u7684\u6a21\u578b\u5927\u5c0f\u8207\u4f7f\u7528\u60c5\u5883\uff0c\u9078\u64c7 <a title=\"GPU \u4e3b\u6a5f\" href=\"\/gpu-dedicated-server\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #3366ff;\"><strong>GPU \u4e3b\u6a5f<\/strong><\/span><\/a> \u914d\u7f6e\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-90ce59d elementor-widget elementor-widget-jet-table\" data-id=\"90ce59d\" 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-9bda079 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-233ff65 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">  \u63a8\u85a6 GPU<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-d5e9f0d jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">VRAM \u5efa\u8b70<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-ba4d401 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u786c\u9ad4\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-fc24861\"><td class=\"jet-table__cell elementor-repeater-item-db41d1e jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5c0f\u578b\uff087B\uff09<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-8bf12b5 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">RTX 3090 \/ A10 \/ L4<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-3d9f1ad jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">24GB \u4ee5\u4e0a<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-eb9bd2d jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">8 \u6838\u5fc3 CPU \/ 64GB RAM \/ 1TB NVMe<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-04103c7\"><td class=\"jet-table__cell elementor-repeater-item-1abbe33 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4e2d\u578b\uff0813B~33B\uff09<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-9d0cad2 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">RTX 4090 \/ A100<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-0220502 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">40GB \u4ee5\u4e0a<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-0ccac62 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u591a\u6838\u5fc3 CPU \/ 128GB RAM<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-ee99314\"><td class=\"jet-table__cell elementor-repeater-item-16ff168 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5927\u578b\uff0865B~70B\uff09<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-6fafddb jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">A100\u00d72 \/ H100\u00d72 \/ \u591a\u5361<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-06047b4 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">80GB\u00d72 \u4ee5\u4e0a<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-b68a8d6 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9ad8\u901f\u5132\u5b58 \/ \u591a GPU NVLink<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-8e3225c\"><td class=\"jet-table__cell elementor-repeater-item-32ad3b2 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u8d85\u5927\u578b\uff08175B~671B\uff09<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-6c13c27 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">H100\u00d74~8 \/ B100\u00d78 \/ \u591a\u7bc0\u9ede\u96c6\u7fa4<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-da7b92e jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u6bcf\u7bc0\u9ede 80GB\u00d74 \u4ee5\u4e0a<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-98a7c23 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9ad8\u901f\u7db2\u8def\u4e92\u806f \/ \u591a\u7bc0\u9ede\u5132\u5b58 \/ Slurm \u7ba1\u7406<\/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-6fce1da elementor-alert-info elementor-widget elementor-widget-alert\" data-id=\"6fce1da\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"alert.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-alert\" role=\"alert\">\n\n\t\t\t\t\t\t<span class=\"elementor-alert-title\">\u5efa\u8b70<\/span>\n\t\t\t\n\t\t\t\t\t\t<span class=\"elementor-alert-description\">\u5efa\u8b70\u512a\u5148\u9078\u64c7\u652f\u63f4 FP16 \u8207 Tensor Core \u7684\u67b6\u69cb\uff0c\u4f8b\u5982 Ampere\uff08A100\uff09\u6216 Ada\uff084090\uff09\u7cfb\u5217\u3002<\/span>\n\t\t\t\n\t\t\t\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-0680215 elementor-widget elementor-widget-heading\" data-id=\"0680215\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2\ufe0f\u20e3 \u5b89\u88dd\u57fa\u672c\u74b0\u5883\uff08CUDA \/ \u9a45\u52d5 \/ PyTorch\uff09<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9646882 elementor-widget elementor-widget-text-editor\" data-id=\"9646882\" 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<ul data-spread=\"false\" data-pm-slice=\"3 3 []\"><li><p>\u9a45\u52d5\u5b89\u88dd\uff1a\u5efa\u8b70\u4f7f\u7528\u5b98\u65b9\u7db2\u7ad9\u4e0b\u8f09\u6700\u65b0\u7248 NVIDIA Driver<\/p><\/li><li><p>CUDA \u5de5\u5177\u5305\uff1a\u5efa\u8b70\u5b89\u88dd\u8207 PyTorch \u76f8\u5bb9\u7684\u7248\u672c<\/p><\/li><li><p>\u5b89\u88dd\u6307\u4ee4\uff1a<\/p><\/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-fbffcd2 elementor-widget elementor-widget-heading\" data-id=\"fbffcd2\" 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<h4 class=\"elementor-heading-title elementor-size-default\">\u5b89\u88dd nvidia \u986f\u793a\u5361\u9a45\u52d5<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4e2e4f6 elementor-widget elementor-widget-text-editor\" data-id=\"4e2e4f6\" 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>apt \u5b89\u88dd\u65b9\u5f0f\uff1a\u5b89\u88dd\u9a45\u52d5\u4e4b\u524d\u53ef\u80fd\u8981\u66f4\u65b0\u93e1\u50cf\u4f86\u6e90<\/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-7952a95 elementor-widget elementor-widget-code-highlight\" data-id=\"7952a95\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>sudo apt update -y\r\n\r\nsudo apt install nvidia-driver-550-server -y<\/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-acd8b5f elementor-widget elementor-widget-image\" data-id=\"acd8b5f\" 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=\"720\" height=\"311\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/nvidia-smi.png\" class=\"attachment-full size-full wp-image-11162\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/nvidia-smi.png 720w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/nvidia-smi-300x130.png 300w\" sizes=\"(max-width: 720px) 100vw, 720px\" title=\"nvidia-smi - 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-19eb5c1 elementor-widget elementor-widget-image\" data-id=\"19eb5c1\" 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=\"720\" height=\"103\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/nvidia-driver.png\" class=\"attachment-full size-full wp-image-11163\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/nvidia-driver.png 720w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/nvidia-driver-300x43.png 300w\" sizes=\"(max-width: 720px) 100vw, 720px\" title=\"nvidia driver - 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-f79de9b elementor-widget elementor-widget-text-editor\" data-id=\"f79de9b\" 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>\u7de8\u8b6f\u5b89\u88dd\u7684\u65b9\u5f0f\uff0c\u4f46\u4e0d\u63a8\u85a6\u73fe\u5b89\u88dd\u9a45\u52d5\u5efa\u8b70\u900f\u904eapt\u65b9\u5f0f<\/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-c6d10f7 elementor-widget elementor-widget-heading\" data-id=\"c6d10f7\" 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<h4 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.nvidia.com\/zh-tw\/drivers\/\">\u4e0b\u8f09\u65b0\u7248 NVIDIA \u5b98\u65b9\u9a45\u52d5<\/a><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e100683 elementor-widget elementor-widget-image\" data-id=\"e100683\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1377\" height=\"907\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/nvidia-select-driver.jpg\" class=\"attachment-full size-full wp-image-11164\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/nvidia-select-driver.jpg 1377w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/nvidia-select-driver-300x198.jpg 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/nvidia-select-driver-1024x674.jpg 1024w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/nvidia-select-driver-768x506.jpg 768w\" sizes=\"(max-width: 1377px) 100vw, 1377px\" title=\"\u4e0b\u8f09\u65b0\u7248 NVIDIA \u5b98\u65b9\u9a45\u52d5 - 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-adf0ea9 elementor-widget elementor-widget-text-editor\" data-id=\"adf0ea9\" 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>\u9a45\u52d5\u53ef\u4ee5\u5f9envidia\u5b98\u7db2\u4e0b\u8f09\u5b89\u88dd\u6700\u65b0\u7684\u986f\u793a\u5361\u9a45\u52d5\uff0ccuda version\u8868\u793a\u652f\u63f4\u7684\u6700\u9ad8\u7684cuda\u7248\u672c\uff0c\u76f8\u5bb9\u65bc\u8a72\u7248\u672c\u4ee5\u4e0b\u7684cuda\u3002\u4e0b\u8f09\u5230\u4f3a\u670d\u5668\u4e0a\u5f8c\u57f7\u884c<\/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-ff5b8cd elementor-widget elementor-widget-heading\" data-id=\"ff5b8cd\" 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<h4 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.nvidia.com\/zh-tw\/drivers\/\">Linux\u5b89\u88dd<\/a><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-251ade3 elementor-widget elementor-widget-code-highlight\" data-id=\"251ade3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>sh NVIDIA-Linux-x86_64-535.113.01.run -no-x-check -no-nouveau-check -no-opengl-files --no-cc-version-check --kernel-source-path=\"\/usr\/src\/kernels\/linux-headers-generic4\"<\/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-3d0e781 elementor-widget elementor-widget-text-editor\" data-id=\"3d0e781\" 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<blockquote><p><strong><span style=\"color: #3366ff;\">\u6ce8\u610f\uff1a<\/span><\/strong><span style=\"color: #333399;\">&#8220;\/usr\/src\/kernels\/linux-headers-generic4&#8221; \u9019\u500b\u662f\u7cfb\u7d71\u7684\u6838\u5fc3\u7248\u672c\uff0c\u6839\u64da\u81ea\u5df1\u7684\u6838\u5fc3\u7248\u672c\u4fee\u6539\u5c0d\u61c9\u53c3\u6578(\u4f8b\u5982\uff1a\/usr\/src\/kernels\/linux-headers-5.4.0-42-generic)\u3002<\/span><\/p><\/blockquote>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c13b729 elementor-widget elementor-widget-image\" data-id=\"c13b729\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1678\" height=\"407\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/your-version.jpg\" class=\"attachment-full size-full wp-image-11165\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/your-version.jpg 1678w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/your-version-300x73.jpg 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/your-version-1024x248.jpg 1024w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/your-version-768x186.jpg 768w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/your-version-1536x373.jpg 1536w\" sizes=\"(max-width: 1678px) 100vw, 1678px\" title=\"\u7cfb\u7d71\u7684\u6838\u5fc3\u7248\u672c - 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-d4d2282 elementor-widget elementor-widget-text-editor\" data-id=\"d4d2282\" 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>\u9032\u5165\u8a72\u4ecb\u9762\u5f8c\u9762\u90fd\u6309\u9810\u8a2d\u4e0d\u8981\u505a\u4fee\u6539\u3002\u5b89\u88dd\u5b8c\u6210\u5f8c\u57f7\u884c <strong><span style=\"color: #3366ff;\">nvidia-smi<\/span><\/strong> \u5c31\u80fd\u9a57\u8b49\u9a45\u52d5\u662f\u5426\u5b89\u88dd\u5b8c\u6210\u4e86\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-f62ba2f elementor-widget elementor-widget-image\" data-id=\"f62ba2f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"875\" height=\"763\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/nvidia-smi-ok.jpg\" class=\"attachment-full size-full wp-image-11166\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/nvidia-smi-ok.jpg 875w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/nvidia-smi-ok-300x262.jpg 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/nvidia-smi-ok-768x670.jpg 768w\" sizes=\"(max-width: 875px) 100vw, 875px\" title=\"\u5b89\u88dd\u5b8c\u6210\u5f8c\u57f7\u884cnvidia-smi\u5c31\u80fd\u9a57\u8b49\u9a45\u52d5\u662f\u5426\u5b89\u88dd\u5b8c\u6210\u4e86 - 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-105bf23 elementor-widget elementor-widget-heading\" data-id=\"105bf23\" 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<h4 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.nvidia.com\/zh-tw\/drivers\/\">cuda\u5b89\u88dd<\/a><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f0b5860 elementor-widget elementor-widget-text-editor\" data-id=\"f0b5860\" 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>Nvidia\u5b98\u65b9\u5404\u7248\u672c\u4e0b\u8f09\u5730\u5740\u3002<br \/><a title=\"CUDA Toolkit Archive\" href=\"https:\/\/developer.nvidia.com\/cuda-toolkit-archive\" target=\"_blank\" rel=\"noopener\"><strong><span style=\"color: #3366ff;\">CUDA Toolkit Archive<\/span><\/strong><\/a> | NVIDIA Developer<\/p><p>\u4ee5\u4e0b\u63d0\u4f9b Linux \u7248\u672c\u7684\u4e0b\u8f09\u4f4d\u5740\u8207\u5b89\u88dd\u65b9\u5f0f<\/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-d9d84a6 elementor-widget elementor-widget-heading\" data-id=\"d9d84a6\" 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<h5 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.nvidia.com\/zh-tw\/drivers\/\">cuda 12.9<\/a><\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8c67f74 elementor-widget elementor-widget-code-highlight\" data-id=\"8c67f74\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>wget https:\/\/developer.download.nvidia.com\/compute\/cuda\/12.9.1\/local_installers\/cuda_12.9.1_575.57.08_linux.run\r\nsudo sh cuda_12.9.1_575.57.08_linux.run<\/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-42c8d71 elementor-widget elementor-widget-heading\" data-id=\"42c8d71\" 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<h5 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.nvidia.com\/zh-tw\/drivers\/\">cuda 12.8<\/a><\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2358f87 elementor-widget elementor-widget-code-highlight\" data-id=\"2358f87\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>wget https:\/\/developer.download.nvidia.com\/compute\/cuda\/12.8.1\/local_installers\/cuda_12.8.1_570.124.06_linux.run\r\nsudo sh cuda_12.8.1_570.124.06_linux.run<\/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-5ba039c elementor-widget elementor-widget-heading\" data-id=\"5ba039c\" 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<h5 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.nvidia.com\/zh-tw\/drivers\/\">cuda 12.6<\/a><\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fcdf4c7 elementor-widget elementor-widget-code-highlight\" data-id=\"fcdf4c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>wget https:\/\/developer.download.nvidia.com\/compute\/cuda\/12.6.3\/local_installers\/cuda_12.6.3_560.35.05_linux.run\r\nsudo sh cuda_12.6.3_560.35.05_linux.run<\/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-d759c94 elementor-widget elementor-widget-heading\" data-id=\"d759c94\" 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<h5 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.nvidia.com\/zh-tw\/drivers\/\">cuda 12.5<\/a><\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1a9f9ac elementor-widget elementor-widget-code-highlight\" data-id=\"1a9f9ac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>wget https:\/\/developer.download.nvidia.com\/compute\/cuda\/12.5.1\/local_installers\/cuda_12.5.1_555.42.06_linux.run\r\nsudo sh cuda_12.5.1_555.42.06_linux.run<\/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-a0cd51a elementor-widget elementor-widget-heading\" data-id=\"a0cd51a\" 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<h5 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.nvidia.com\/zh-tw\/drivers\/\">cuda 12.4<\/a><\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6338a62 elementor-widget elementor-widget-code-highlight\" data-id=\"6338a62\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>wget https:\/\/developer.download.nvidia.com\/compute\/cuda\/12.4.1\/local_installers\/cuda_12.4.1_550.54.15_linux.run\nsudo sh cuda_12.4.1_550.54.15_linux.run<\/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-cfe5722 elementor-widget elementor-widget-text-editor\" data-id=\"cfe5722\" 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>\u4e0b\u8f09\u5f8c\u8edf\u9ad4\u5305\u5f8c\u5728\u8edf\u9ad4\u5305\u57f7\u884c sh \u547d\u4ee4<\/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-1993e36 elementor-widget elementor-widget-image\" data-id=\"1993e36\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"865\" height=\"575\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/end-user-license-agreement.png\" class=\"attachment-full size-full wp-image-11171\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/end-user-license-agreement.png 865w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/end-user-license-agreement-300x199.png 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/end-user-license-agreement-768x511.png 768w\" sizes=\"(max-width: 865px) 100vw, 865px\" title=\"\u4e0b\u8f09\u5f8c\u8edf\u9ad4\u5305\u5f8c\u5728\u8edf\u9ad4\u5305\u57f7\u884c sh \u547d\u4ee4 - 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-33257a4 elementor-widget elementor-widget-text-editor\" data-id=\"33257a4\" 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\u9019\u500b\u4ecb\u9762\u8f38\u5165 accept \u7136\u5f8c enter<\/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-e5a870a elementor-widget elementor-widget-image\" data-id=\"e5a870a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"865\" height=\"583\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/cuda-install-agreement.png\" class=\"attachment-full size-full wp-image-11176\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/cuda-install-agreement.png 865w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/cuda-install-agreement-300x202.png 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/cuda-install-agreement-768x518.png 768w\" sizes=\"(max-width: 865px) 100vw, 865px\" title=\"\u9019\u500b\u9078\u9805\u4f9d\u7a7a\u683c\u53ea\u4fdd\u7559 cuda toolkit 12.3 \u7136\u5f8cinstall\u5b89\u88dd - 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-68f21f1 elementor-widget elementor-widget-text-editor\" data-id=\"68f21f1\" 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\u500b\u9078\u9805\u4f9d\u7a7a\u683c\u53ea\u4fdd\u7559 cuda toolkit 12.3 \u7136\u5f8c install \u5b89\u88dd\u3002<br \/>\u6b63\u5e38\u5b89\u88dd\u5b8c\u6210\u5f8c linux \u7cfb\u7d71\u5167\u662f\u6c92\u6709 nvcc \u547d\u4ee4\u7684\uff0c\u5efa\u8b70\u900f\u904e\u7de8\u8f2f\u7576\u524d\u7528\u6236\u7684 ~\/.bashrc \u5728\u6700\u5f8c\u4e00\u884c\u6dfb\u52a0\u4e0b\u9762\u5b57\u6bb5\uff0c\u4fdd\u5b58\u5f8c source ~\/.bashrc \u751f\u6548\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-67dec16 elementor-widget elementor-widget-code-highlight\" data-id=\"67dec16\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:\/usr\/local\/cuda-11.8\/lib64\r\nexport PATH=$PATH:\/usr\/local\/cuda-11.8\/bin\r\nexport CUDA_HOME=$CUDA_HOME:\/usr\/local\/cuda-11.8<\/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-ea8df9c elementor-widget elementor-widget-image\" data-id=\"ea8df9c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"864\" height=\"151\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/cuda-install.png\" class=\"attachment-full size-full wp-image-11177\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/cuda-install.png 864w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/cuda-install-300x52.png 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/cuda-install-768x134.png 768w\" sizes=\"(max-width: 864px) 100vw, 864px\" title=\"cuda install - 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-225b473 elementor-widget elementor-widget-image\" data-id=\"225b473\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"726\" height=\"183\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/nvcc-V.png\" class=\"attachment-full size-full wp-image-11178\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/nvcc-V.png 726w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/nvcc-V-300x76.png 300w\" sizes=\"(max-width: 726px) 100vw, 726px\" title=\"nvcc -V - 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-7f76eaf elementor-widget elementor-widget-heading\" data-id=\"7f76eaf\" 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<h4 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.nvidia.com\/zh-tw\/drivers\/\">pytorch\u5b89\u88dd<\/a><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-04c4523 elementor-widget elementor-widget-text-editor\" data-id=\"04c4523\" 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>\u63a8\u85a6\u5b98\u7db2\u5b89\u88dd\uff0c\u9078\u64c7\u81ea\u5df1\u7684\u5b89\u88dd\u65b9\u5f0f\u548c cuda \u7248\u672c\u5373\u53ef\u5b89\u88dd\uff1a<\/p><p><a title=\"pytorch.org\" href=\"https:\/\/pytorch.org\/get-started\/locally\/\" target=\"_blank\" rel=\"noopener\">https:\/\/pytorch.org\/get-started\/locally\/<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f3a3ddf elementor-widget elementor-widget-image\" data-id=\"f3a3ddf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1328\" height=\"856\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/pytorch.jpg\" class=\"attachment-full size-full wp-image-11179\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/pytorch.jpg 1328w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/pytorch-300x193.jpg 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/pytorch-1024x660.jpg 1024w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/pytorch-768x495.jpg 768w\" sizes=\"(max-width: 1328px) 100vw, 1328px\" title=\"pytorch.org - 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-c212255 elementor-widget elementor-widget-text-editor\" data-id=\"c212255\" 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>\u5176\u4ed6\u7248\u672c\u5b89\u88dd\u53ef\u5728\u6b64\u9023\u7d50\u627e\u5230<br \/>https:\/\/pytorch.org\/get-started\/previous-versions\/<br \/>\u7bc4\u4f8b\uff1a\u5b89\u88ddpytorch2.0.0,torchvision1.15.0,torchaudio2.0.0,cuda\u7248\u672c11.8<\/p><p>pip install torch==2.0.0 torchvision==0.15.0 torchaudio==2.0.0 &#8211;index-url https:\/\/download.pytorch.org\/whl\/cu118<\/p><p>\u9806\u5229\u5b89\u88dd\u5b8c\u53ef\u4ee5\u7528\u4ee5\u4e0b\u65b9\u5f0f\u9a57\u8b49<\/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-d498cf0 elementor-widget elementor-widget-code-highlight\" data-id=\"d498cf0\" 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  \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-python \">\n\t\t\t\t<code readonly=\"true\" class=\"language-python\">\n\t\t\t\t\t<xmp>(base) root@ubuntu20:~# python\nPython 3.9.7 (default, Sep 16 2021, 13:09:58)\n[GCC 7.5.0] :: Anaconda, Inc. on linux\nType \"help\", \"copyright\", \"credits\" or \"license\" for more information.\n>>> import torch\n>>> print(torch.__version__)\n2.0.0+cu118<\/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-78257c6 elementor-widget elementor-widget-text-editor\" data-id=\"78257c6\" 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<blockquote><p data-pm-slice=\"1 1 [&quot;blockquote&quot;,{&quot;start&quot;:1852,&quot;end&quot;:1888}]\"><span style=\"color: #333399;\">\u4f7f\u7528 Conda \u53ef\u5feb\u901f\u5efa\u69cb\u865b\u64ec\u74b0\u5883\u8207\u4f9d\u8cf4\u63a7\u5236\uff0c\u63a8\u85a6\u65bc\u90e8\u7f72\u968e\u6bb5\u4f7f\u7528\u3002<\/span><\/p><\/blockquote>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-20cd06a elementor-widget elementor-widget-heading\" data-id=\"20cd06a\" 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\"><a href=\"https:\/\/www.nvidia.com\/zh-tw\/drivers\/\">\u6a21\u578b\u90e8\u7f72\u6d41\u7a0b\u5be6\u4f5c\uff08\u4ee5 vLLM \u70ba\u4f8b\uff09<\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c58f23c elementor-widget elementor-widget-text-editor\" data-id=\"c58f23c\" 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-pm-slice=\"1 1 []\">\u76ee\u524d\u4e3b\u6d41\u7684 LLM \u90e8\u7f72\u5de5\u5177\u53ef\u5206\u70ba\u5169\u5927\u985e\u578b\uff1a<\/p><ol start=\"1\" data-spread=\"true\"><li><p><span style=\"color: #3366ff;\"><strong>\u5716\u5f62\u4ecb\u9762\u5de5\u5177\uff08\u9069\u5408\u6e2c\u8a66\u8207\u4e92\u52d5\u64cd\u4f5c\uff09<\/strong><\/span><\/p><ul data-spread=\"false\"><li><p><span style=\"color: #3366ff;\"><strong>Text Generation WebUI<\/strong>\uff1a<\/span>\u652f\u63f4\u591a\u6a21\u578b\u5207\u63db\u3001LoRA\/QLoRA\u3001\u91cf\u5316\u6a21\u578b\uff0c\u53ef\u900f\u904e\u700f\u89bd\u5668\u64cd\u4f5c\uff0c\u662f\u6700\u591a\u4eba\u4f7f\u7528\u7684\u672c\u5730 GUI \u90e8\u7f72\u4ecb\u9762\u3002<\/p><\/li><li><p><span style=\"color: #3366ff;\"><strong>LM Studio<\/strong>\uff1a<\/span>\u8de8\u5e73\u53f0\u684c\u9762\u61c9\u7528\uff0c\u9069\u5408\u5165\u9580\u8005\u4f7f\u7528\uff0c\u5feb\u901f\u57f7\u884c\u6a21\u578b\u4e92\u52d5\u3002<\/p><\/li><\/ul><\/li><li><p><span style=\"color: #3366ff;\"><strong>API \u90e8\u7f72\u5de5\u5177\uff08\u9069\u5408\u5be6\u52d9\u90e8\u7f72\u8207\u670d\u52d9\u4e32\u63a5\uff09<\/strong><\/span><\/p><ul data-spread=\"false\"><li><p><span style=\"color: #3366ff;\"><strong>vLLM<\/strong>\uff1a<\/span>\u9ad8\u6548\u63a8\u8ad6\u5f15\u64ce\uff0c\u652f\u63f4 FlashAttention\u3001OpenAI API \u683c\u5f0f\uff0c\u662f\u4f01\u696d\u90e8\u7f72\u9996\u9078\u3002<\/p><\/li><li><p><span style=\"color: #3366ff;\"><strong>TGI\uff08Text Generation Inference\uff09<\/strong>\uff1a<\/span>\u7531 HuggingFace \u958b\u767c\uff0c\u652f\u63f4\u4e26\u767c\u63a8\u8ad6\u3001FastAPI \u67b6\u69cb\u8207\u81ea\u52d5\u5206\u7247\u3002<\/p><\/li><li><p><span style=\"color: #3366ff;\"><strong>LMDeploy<\/strong>\uff1a<\/span>\u7531 Alibaba \u63d0\u4f9b\uff0c\u9069\u5408 INT4 \/ INT8 \u91cf\u5316\u63a8\u8ad6\uff0c\u9069\u5408\u4e2d\u6587 LLM \u90e8\u7f72\u3002<\/p><\/li><\/ul><\/li><\/ol><p>\u4ee5\u4e0b\u662f\u4e3b\u8981 LLM \u90e8\u7f72\u5de5\u5177\u529f\u80fd\u5c0d\u7167\u8868\uff0c\u5354\u52a9\u4f60\u6839\u64da\u9700\u6c42\u9078\u64c7\u6700\u9069\u5408\u7684\u65b9\u5f0f\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-917c719 elementor-widget elementor-widget-jet-table\" data-id=\"917c719\" 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-e7f0aca jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5de5\u5177\u540d\u7a31<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-03b154e jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4ecb\u9762\u985e\u578b<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-3ca5abb jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u652f\u63f4\u6a21\u578b\u683c\u5f0f<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-e177b5f jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u7279\u9ede\u8207\u512a\u52e2<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-52fd4f5 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\u5c0d\u8c61<\/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-8828f16\"><td class=\"jet-table__cell elementor-repeater-item-ac2e403 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Text Generation WebUI<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-ed46e79 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">GUI<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-0362148 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">GGUF \/ HF Transformers<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-5e2b568 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u591a\u6a21\u578b\u3001LoRA\u3001\u91cf\u5316\u3001\u63d2\u4ef6\u8c50\u5bcc\u3001\u64cd\u4f5c\u7c21\u55ae<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-5c95b50 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\u5275\u4f5c\u8005\u3001\u6559\u80b2\u7528\u9014<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-0076374\"><td class=\"jet-table__cell elementor-repeater-item-08bd9c5 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">LM Studio<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-c605c28 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">GUI<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-e99524f jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">GGUF \/ HF Transformers<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-694aef3 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u684c\u9762\u61c9\u7528\u3001\u5373\u958b\u5373\u7528\u3001\u8de8\u5e73\u53f0\u652f\u63f4<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-fc03ce7 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u5165\u9580\u8005\u3001\u500b\u4eba\u7528\u6236<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-a58b06c\"><td class=\"jet-table__cell elementor-repeater-item-5ad39df jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">vLLM<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-a4af9f6 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">API<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-9b31318 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">HF Transformers<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-8d082a0 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u9ad8\u6548\u63a8\u8ad6\u3001FlashAttention\u3001OpenAI \u76f8\u5bb9\u683c\u5f0f<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-d0a7a38 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u958b\u767c\u8005\u3001\u4f01\u696d\u670d\u52d9\u90e8\u7f72<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-95100f6\"><td class=\"jet-table__cell elementor-repeater-item-4b7a653 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">TGI\uff08Text Gen. Inference\uff09<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-f3de6ba jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">API<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-bb5ddd9 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">HF Transformers<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-9e6b187 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">FastAPI \u67b6\u69cb\u3001\u81ea\u52d5\u5206\u7247\u3001\u591a\u5be6\u4f8b\u652f\u63f4<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-e90ac64 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4e2d\u5927\u578b\u90e8\u7f72\u8207\u4e26\u767c\u9700\u6c42<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-129493a\"><td class=\"jet-table__cell elementor-repeater-item-0860661 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">LMDeploy<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-e539f9a jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">API<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-8578a8d jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">INT4 \/ INT8 \u91cf\u5316\u683c\u5f0f<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-d441b76 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u652f\u63f4\u4f4e\u7cbe\u5ea6\u90e8\u7f72\u3001\u4e2d\u6587\u6a21\u578b\u512a\u5316<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-640b926 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">\u4e2d\u6587\u74b0\u5883\u3001\u7bc0\u80fd\u63a8\u8ad6\u9700\u6c42<\/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-c113560 elementor-widget elementor-widget-heading\" data-id=\"c113560\" 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\"><a href=\"https:\/\/www.nvidia.com\/zh-tw\/drivers\/\">\u6b65\u9a5f\u4e00\uff1a\u4e0b\u8f09 LLM \u6a21\u578b\uff08\u4ee5 HuggingFace \u70ba\u4f8b\uff09<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fda4af8 elementor-widget elementor-widget-code-highlight\" data-id=\"fda4af8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-python line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-python\">\n\t\t\t\t\t<xmp>pip install huggingface_hub\nhuggingface-cli login\nhuggingface-cli download lmsys\/vicuna-13b-v1.5<\/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-666aac1 elementor-widget elementor-widget-text-editor\" data-id=\"666aac1\" 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<blockquote><p data-pm-slice=\"1 1 [&quot;blockquote&quot;,{&quot;start&quot;:4785,&quot;end&quot;:4834}]\"><span style=\"color: #333399;\">\u6a21\u578b\u6703\u4ee5 safetensors \u683c\u5f0f\u5132\u5b58\uff0c\u4e26\u653e\u5728 ~\/.cache\/huggingface\/<\/span><\/p><\/blockquote>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-80e6ad2 elementor-widget elementor-widget-heading\" data-id=\"80e6ad2\" 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\"><a href=\"https:\/\/www.nvidia.com\/zh-tw\/drivers\/\">\u6b65\u9a5f\u4e8c\uff1a\u5b89\u88dd vLLM<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68cc95c elementor-widget elementor-widget-code-highlight\" data-id=\"68cc95c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-python line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-python\">\n\t\t\t\t\t<xmp>pip install vllm<\/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-865d12a elementor-widget elementor-widget-heading\" data-id=\"865d12a\" 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\"><a href=\"https:\/\/www.nvidia.com\/zh-tw\/drivers\/\">\u6b65\u9a5f\u4e09\uff1a\u555f\u52d5 vLLM \u63a8\u8ad6 API \u670d\u52d9<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c22f0c elementor-widget elementor-widget-code-highlight\" data-id=\"1c22f0c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-python line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-python\">\n\t\t\t\t\t<xmp>python3 -m vllm.entrypoints.openai.api_server \\\n    --model lmsys\/vicuna-13b-v1.5 \\\n    --dtype float16 \\\n    --port 8000<\/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-0597b83 elementor-widget elementor-widget-heading\" data-id=\"0597b83\" 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\"><a href=\"https:\/\/www.nvidia.com\/zh-tw\/drivers\/\">\u6b65\u9a5f\u56db\uff1a\u4e32\u63a5\u524d\u7aef\u6216\u61c9\u7528\u670d\u52d9<\/a><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c04f28 elementor-widget elementor-widget-text-editor\" data-id=\"1c04f28\" 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-pm-slice=\"1 1 []\">vLLM \u555f\u52d5\u5f8c\u6703\u81ea\u52d5\u5728\u6307\u5b9a\u57e0\u53e3\uff08\u9810\u8a2d\u70ba 8000\uff09\u63d0\u4f9b\u4e00\u7d44\u76f8\u5bb9 OpenAI API \u7684\u4f3a\u670d\u5668\u4ecb\u9762\uff0c\u5177\u5099 <code>\/v1\/chat\/completions<\/code> \u548c <code>\/v1\/completions<\/code> \u5169\u689d\u4e3b\u8981\u8def\u7531\uff0c\u6a21\u64ec\u539f\u751f OpenAI \u7684\u884c\u70ba\u3002\u9019\u4ee3\u8868\u4f60\u53ef\u4ee5\u7121\u9700\u4fee\u6539\u539f\u6709\u61c9\u7528\u7a0b\u5f0f\u908f\u8f2f\uff0c\u5c31\u80fd\u76f4\u63a5\u6539\u70ba\u4e32\u63a5\u672c\u5730\u90e8\u7f72\u7684\u6a21\u578b\uff0c\u4f8b\u5982\uff1a<\/p><ul data-spread=\"false\"><li><p>\u5728 Python \u4e2d\u5c07 <code>openai.api_base<\/code> \u8a2d\u70ba <code>http:\/\/localhost:8000\/v1<\/code><\/p><\/li><li><p>\u5c07\u524d\u7aef\u6216 webhook \u539f\u672c\u6307\u5411 OpenAI \u7684 token \u8207 endpoint \u6539\u70ba\u5167\u90e8\u4e3b\u6a5f IP<\/p><\/li><li><p>\u914d\u5408 FastAPI\u3001Flask\u3001Node.js \u7b49\u6846\u67b6\u7684 OpenAI SDK \u6216 HTTP request \u65b9\u5f0f\u547c\u53eb<\/p><\/li><\/ul><p>\u9019\u6a23\u4f60\u5c31\u80fd\u8f15\u9b06\u5c07\u672c\u5730 LLM \u63a8\u8ad6\u670d\u52d9\u6574\u5408\u9032\u7db2\u7ad9\u3001\u6a5f\u5668\u4eba\u5e73\u53f0\u6216\u4f01\u696d\u5167\u90e8\u7cfb\u7d71\u4e2d\u3002<\/p><p>\u4ee5\u4e0b\u662f\u7bc4\u4f8b\u7a0b\u5f0f\u78bc\uff08Python\uff09\u7528\u65bc\u4e32\u63a5\u672c\u5730 vLLM 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-81ae764 elementor-widget elementor-widget-code-highlight\" data-id=\"81ae764\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-python line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-python\">\n\t\t\t\t\t<xmp>import openai\n\nopenai.api_key = \"EMPTY\"  # \u672c\u5730\u90e8\u7f72\u901a\u5e38\u4e0d\u9700\u8981\u9a57\u8b49\u91d1\u9470\nopenai.api_base = \"http:\/\/localhost:8000\/v1\"\n\nresponse = openai.ChatCompletion.create(\n    model=\"lmsys\/vicuna-13b-v1.5\",\n    messages=[\n        {\"role\": \"user\", \"content\": \"\u5e6b\u6211\u5beb\u4e00\u6bb5\u4ecb\u7d39\u53f0\u7063\u7f8e\u98df\u7684\u77ed\u6587\"}\n    ]\n)\n\nprint(response.choices[0].message[\"content\"])<\/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-b5e3800 elementor-widget elementor-widget-text-editor\" data-id=\"b5e3800\" 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-pm-slice=\"1 1 []\">\u4f60\u4e5f\u53ef\u4ee5\u5c07\u5176\u5305\u88dd\u6210\u524d\u7aef Web App\uff08\u5982 React + Next.js\uff09\u6216\u5f8c\u7aef API\uff08\u5982 FastAPI\uff09\uff0c\u5be6\u73fe\u66f4\u5b8c\u6574\u7684\u5c0d\u8a71\u61c9\u7528\u3002\u6b64\u5916\uff0c\u5efa\u8b70\u4f7f\u7528 Nginx \u4f5c\u70ba\u524d\u7aef Proxy\uff0c\u8a2d\u5b9a TLS \u6191\u8b49\u8207\u53cd\u5411\u4ee3\u7406\uff0c\u63d0\u5347\u670d\u52d9\u5b89\u5168\u6027\u8207\u64f4\u5c55\u6027\u3002<\/p><p>\u5982\u679c\u4f60\u5e0c\u671b\u90e8\u7f72\u6210\u5bb9\u5668\u5316\u5f62\u5f0f\uff0c\u53ef\u4f7f\u7528 Docker Compose \u5efa\u7acb\u7c21\u6613\u90e8\u7f72\u67b6\u69cb\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-c6dbda6 elementor-widget elementor-widget-code-highlight\" data-id=\"c6dbda6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-python line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-python\">\n\t\t\t\t\t<xmp>version: '3.9'\nservices:\n  vllm:\n    image: vllm\/vllm:latest\n    command: >\n      python3 -m vllm.entrypoints.openai.api_server \\\n      --model lmsys\/vicuna-13b-v1.5 \\\n      --port 8000 \\\n      --dtype float16\n    ports:\n      - \"8000:8000\"\n    volumes:\n      - .\/models:\/root\/.cache\/huggingface\n    deploy:\n      resources:\n        reservations:\n          devices:\n            - driver: nvidia\n              count: all\n              capabilities: [gpu]<\/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-23da6e3 elementor-widget elementor-widget-text-editor\" data-id=\"23da6e3\" 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-pm-slice=\"1 1 []\">\u642d\u914d Docker Desktop\u3001Portainer \u6216\u81ea\u5efa NVIDIA Container Toolkit\uff0c\u5373\u53ef\u5be6\u73fe\u5f48\u6027\u90e8\u7f72\u8207\u8cc7\u6e90\u9650\u5236\u7ba1\u7406\uff0c\u9069\u5408\u591a\u6a21\u578b\u6216\u8de8\u5718\u968a\u61c9\u7528\u5834\u666f\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-3c592b9 elementor-widget elementor-widget-heading\" data-id=\"3c592b9\" 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\"><a href=\"https:\/\/www.nvidia.com\/zh-tw\/drivers\/\">\u90e8\u7f72\u6210\u529f\u5f8c\u9084\u53ef\u4ee5\u505a\u4ec0\u9ebc\uff1f<\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3fc2963 elementor-widget elementor-widget-text-editor\" data-id=\"3fc2963\" 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-pm-slice=\"1 1 []\">\u90e8\u7f72\u5b8c\u6210\u5f8c\uff0c\u4f60\u7684 LLM \u6a21\u578b\u5c31\u50cf\u4e00\u500b\u672c\u5730\u7248\u7684 ChatGPT\uff0c\u53ef\u4f9d\u7167\u524d\u8ff0\u7684\u4e32\u63a5\u65b9\u5f0f\u8207 Docker \u5316\u6d41\u7a0b\uff0c\u5be6\u969b\u61c9\u7528\u65bc\u591a\u7a2e\u5834\u666f\u3002\u4f8b\u5982\uff1a<\/p><ul data-spread=\"false\"><li><p>\u4f5c\u70ba\u4f01\u696d\u5167\u90e8\u6587\u4ef6\u554f\u7b54\u7cfb\u7d71\u6838\u5fc3\uff0c\u642d\u914d FastAPI \u4f5c\u70ba\u524d\u7aef API \u7ba1\u7406\u5c64<\/p><\/li><li><p>\u6574\u5408 RAG \u67b6\u69cb\uff0c\u8b93\u672c\u5730 LLM \u7d50\u5408 FAISS \/ Elasticsearch \u56de\u7b54\u79c1\u6709\u77e5\u8b58\u67e5\u8a62<\/p><\/li><li><p>\u4e32\u63a5\u81f3 LINE Bot\u3001Discord Bot\u3001Telegram \u7b49\u5e73\u53f0\uff0c\u900f\u904e vLLM \u7684 OpenAI \u76f8\u5bb9 API \u63d0\u4f9b\u5373\u6642\u4e92\u52d5<\/p><\/li><li><p>\u958b\u767c AI \u5beb\u4f5c\u52a9\u624b\u3001SEO \u95dc\u9375\u5b57\u751f\u6210\u5668\u6216\u5167\u90e8\u81ea\u52d5\u5316\u5de5\u5177<\/p><\/li><\/ul><p>\u6b64\u5916\uff0c\u642d\u914d Docker Compose \u8207 Nginx \u4ee3\u7406\u8a2d\u5b9a\uff0c\u9084\u80fd\u5be6\u73fe\u591a\u6a21\u578b\u5207\u63db\u3001\u81ea\u52d5\u5316\u555f\u52d5\u8207\u591a\u57e0\u8def\u7531\u7ba1\u7406\u3002\u9032\u4e00\u6b65\u7d50\u5408 Gunicorn \u6216 Uvicorn \u7b49 ASGI Server\uff0c\u4fbf\u80fd\u5c07\u6a21\u578b\u6253\u5305\u70ba\u7a69\u5b9a\u9ad8\u4f75\u767c\u7684\u5fae\u670d\u52d9\uff0c\u652f\u63f4\u6578\u5341\u751a\u81f3\u4e0a\u767e\u540d\u7528\u6236\u4e26\u884c\u4e92\u52d5\u3002<\/p><p>\u82e5\u6709\u9700\u8981\u9032\u4e00\u6b65\u9032\u884c GPU \u8cc7\u6e90\u76e3\u63a7\u8207\u6a21\u578b\u5065\u5eb7\u7ba1\u7406\uff0c\u4e5f\u53ef\u5c0e\u5165\u4ee5\u4e0b\u76e3\u63a7\u6a5f\u5236\uff1a<\/p><ul data-spread=\"false\"><li><p><span style=\"color: #3366ff;\"><strong>NVIDIA DCGM\uff08Data Center GPU Manager\uff09<\/strong>\uff1a<\/span>\u53ef\u5373\u6642\u76e3\u63a7 GPU \u6eab\u5ea6\u3001\u8a18\u61b6\u9ad4\u4f7f\u7528\u91cf\u3001\u7b97\u529b\u8ca0\u8f09\u7b49\u95dc\u9375\u6307\u6a19\uff0c\u9069\u5408\u591a\u5361\u74b0\u5883\u3002<\/p><\/li><li><p><span style=\"color: #3366ff;\"><strong>Prometheus + Grafana<\/strong>\uff1a<\/span>\u900f\u904e exporter \u5957\u4ef6\u6536\u96c6 vLLM \u6216\u670d\u52d9\u5c64\u7684 API \u547c\u53eb\u6b21\u6578\u3001\u5ef6\u9072\u3001\u932f\u8aa4\u7387\u7b49\u6307\u6a19\uff0c\u4e26\u4ee5\u5716\u8868\u5f62\u5f0f\u5448\u73fe\u3002<\/p><\/li><li><p><span style=\"color: #3366ff;\"><strong>NVIDIA SMI \u6307\u4ee4\u7d50\u5408 log \u76e3\u63a7<\/strong>\uff1a<\/span>\u642d\u914d cron job \u6216 log collection \u5de5\u5177\u76e3\u6e2c GPU \u72c0\u614b\u3001\u89f8\u767c\u81ea\u52d5\u544a\u8b66\u6216\u64f4\u5bb9\u3002<\/p><\/li><\/ul><p>\u900f\u904e\u4e0a\u8ff0\u5de5\u5177\uff0c\u4f60\u53ef\u4ee5\u6253\u9020\u51fa\u4e00\u5957\u517c\u5177\u6548\u80fd\u3001\u7a69\u5b9a\u6027\u8207\u53ef\u8996\u5316\u904b\u7dad\u80fd\u529b\u7684 LLM \u79c1\u6709\u90e8\u7f72\u5e73\u53f0\u3002<\/p><p>\u82e5\u60f3\u5be6\u73fe\u9032\u4e00\u6b65\u7684\u5f48\u6027\u8207\u898f\u6a21\u64f4\u5c55\uff0c\u4e5f\u53ef\u8003\u616e\u4ee5\u4e0b\u9032\u968e\u7b56\u7565\uff1a<\/p><ul data-spread=\"false\"><li><p><span style=\"color: #3366ff;\"><strong>\u5bb9\u5668\u81ea\u52d5\u64f4\u7e2e\uff08Auto Scaling\uff09<\/strong>\uff1a<\/span>\u53ef\u4f7f\u7528 Kubernetes\uff08K8s\uff09\u6216 Docker Swarm \u7ba1\u7406 LLM \u5bb9\u5668\u7fa4\uff0c\u642d\u914d\u8cc7\u6e90\u76e3\u63a7\u89f8\u767c\u81ea\u52d5\u8abf\u6574 GPU \u8cc7\u6e90\u3002<\/p><\/li><li><p><span style=\"color: #3366ff;\"><strong>\u6a21\u578b\u5feb\u53d6\u8207\u6b0a\u91cd\u71b1\u8f09\u5165<\/strong>\uff1a<\/span>\u4f7f\u7528 vLLM \u63d0\u4f9b\u7684 lazy loading \u6216 memory-efficient loading \u6a5f\u5236\uff0c\u52d5\u614b\u8f09\u5165\u9700\u8981\u7684\u6b0a\u91cd\uff0c\u7bc0\u7701 GPU \u8a18\u61b6\u9ad4\u3002<\/p><\/li><li><p><span style=\"color: #3366ff;\"><strong>\u6df7\u5408\u90e8\u7f72\u67b6\u69cb<\/strong>\uff1a<\/span>\u5c07 RAG \u7684\u6aa2\u7d22\u5c64\u3001LLM \u63a8\u8ad6\u5c64\u8207\u524d\u7aef\u670d\u52d9\u5c64\u9032\u884c\u6a21\u7d44\u5316\u5206\u96e2\uff0c\u4e26\u4f9d\u8ca0\u8f09\u52d5\u614b\u64f4\u5c55\uff0c\u6bcf\u5c64\u53ef\u7368\u7acb\u8abf\u6574\u8cc7\u6e90\u914d\u7f6e\u8207\u66f4\u65b0\u7b56\u7565\u3002<\/p><\/li><\/ul><p>\u9019\u4e9b\u9032\u968e\u7b56\u7565\u5c07\u6709\u52a9\u65bc\u4f01\u696d\u7d1a\u5834\u666f\u4e0b\u7684\u9ad8\u53ef\u7528\u3001\u9ad8\u6548\u80fd LLM \u67b6\u69cb\u5efa\u7f6e\uff0c\u63d0\u5347\u90e8\u7f72\u5f48\u6027\u8207\u71df\u904b\u6548\u7387\u3002<\/p><p>\u82e5\u9700\u90e8\u7f72\u65bc\u66f4\u5927\u578b\u6216\u6df7\u5408\u67b6\u69cb\u74b0\u5883\uff0c\u4e5f\u53ef\u8003\u616e\u4e0b\u5217\u9032\u968e\u65b9\u6848\uff1a<\/p><ul data-spread=\"true\"><li><p><span style=\"color: #3366ff;\"><strong>Kubernetes + GPU Operator<\/strong>\uff1a<\/span>\u900f\u904e K8s \u7ba1\u7406 GPU container job\uff0c\u7d50\u5408 NVIDIA GPU Operator \u53ef\u81ea\u52d5\u8a2d\u5b9a driver\u3001DCGM\u3001CUDA \u74b0\u5883\u8207\u76e3\u63a7\u8cc7\u6e90\uff0c\u9069\u5408\u591a\u4f7f\u7528\u8005\u6216\u5f48\u6027\u4efb\u52d9\u6392\u7a0b\u5834\u666f\u3002<\/p><\/li><li><p><span style=\"color: #3366ff;\"><strong>\u6a21\u578b\u5feb\u53d6\u8207\u5206\u4f48\u5f0f\u8a08\u7b97\u6700\u4f73\u5316<\/strong>\uff1a<\/span>\u91dd\u5c0d\u5927\u578b\u6a21\u578b\uff0c\u53ef\u63a1\u7528 Tensor Parallel \/ Pipeline Parallel \u8a2d\u8a08\uff0c\u6216\u5229\u7528 vLLM \u7684 lazy loading \u8207 FlashAttention \u52a0\u901f\u63a8\u8ad6\u6548\u7387\u8207\u8a18\u61b6\u9ad4\u4f7f\u7528\u3002<\/p><\/li><li><p><span style=\"color: #3366ff;\"><strong>\u6574\u5408 Triton Inference Server \/ KServe \u67b6\u69cb<\/strong>\uff1a<\/span>\u5c07\u63a8\u8ad6\u670d\u52d9\u5c01\u88dd\u6210 ONNX \/ TorchScript \u6a21\u578b\uff0c\u4f7f\u7528 Triton \u6216 KServe \u63d0\u4f9b\u5f48\u6027 endpoint\u3001\u591a\u6a21\u578b\u71b1\u5207\u63db\u3001AB \u6e2c\u8a66\u7b49\u4f01\u696d\u7d1a\u4f48\u7f72\u529f\u80fd\u3002<\/p><\/li><li><p><span style=\"color: #3366ff;\"><strong>\u591a\u6a21\u578b\u4f75\u884c\u8207\u547d\u540d\u7a7a\u9593\u7ba1\u7406<\/strong>\uff1a<\/span>\u5efa\u8b70\u5c07\u6bcf\u500b\u6a21\u578b\u90e8\u7f72\u70ba\u7368\u7acb Namespace\uff08K8s\uff09\u6216\u7368\u7acb GPU Pod\uff0c\u642d\u914d ingress controller \u8207\u8ca0\u8f09\u5747\u8861\u6a5f\u5236\uff0c\u53ef\u4f9d\u8ca0\u8f09\u81ea\u52d5\u8abf\u6574\u670d\u52d9\u6578\u91cf\uff0c\u4e26\u8a18\u9304\u6a21\u578b\u884c\u70ba\u8207\u7d71\u8a08\u3002<\/p><\/li><\/ul><p>\u9019\u4e9b\u5143\u4ef6\u8207\u7b56\u7565\u5c07\u6709\u52a9\u65bc\u4f60\u6253\u9020\u4e00\u500b\u80fd\u96a8\u9700\u6c42\u64f4\u5145\u3001\u6613\u65bc\u6cbb\u7406\u4e26\u5177\u5099\u89c0\u6e2c\u6027\uff08observability\uff09\u7684\u4f01\u696d\u7d1a LLM \u5e73\u53f0\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-5bbe783 elementor-widget elementor-widget-heading\" data-id=\"5bbe783\" 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\"><a href=\"https:\/\/www.nvidia.com\/zh-tw\/drivers\/\">\u5feb\u901f\u90e8\u7f72 LLM \u6a21\u578b\u5230 GPU \u4e3b\u6a5f\u5e38\u898b\u554f\u984c FAQ<\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2712516 elementor-widget elementor-widget-accordion\" data-id=\"2712516\" 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-4091\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-4091\" 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\">vLLM \u548c WebUI \u6709\u4ec0\u9ebc\u5dee\u5225\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-4091\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-4091\"><p>WebUI \u5074\u91cd\u5716\u5f62\u4ecb\u9762\u8207\u652f\u63f4\u591a\u6a21\u578b\u5207\u63db\uff0c\u9069\u5408\u958b\u767c\u6e2c\u8a66\u8207\u6559\u5b78\u7528\u9014\uff1bvLLM \u5247\u6548\u80fd\u6700\u4f73\u5316\u3001\u652f\u63f4 FlashAttention \u8207 OpenAI API \u683c\u5f0f\uff0c\u9069\u5408\u90e8\u7f72\u5728\u4f3a\u670d\u5668\u74b0\u5883\u3001\u4f01\u696d\u670d\u52d9\u6216 API \u67b6\u69cb\u4e2d\u3002<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-4092\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-4092\" 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\">\u90e8\u7f72 LLM \u9700\u8981\u5f88\u591a\u8a18\u61b6\u9ad4\u55ce\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-4092\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-4092\"><p>\u662f\u7684\u3002\u4ee5 Vicuna-13B \u6216 LLaMA2-13B \u70ba\u4f8b\uff0c\u5efa\u8b70\u7cfb\u7d71 RAM \u81f3\u5c11 64GB\uff0c\u82e5\u57f7\u884c\u591a\u5361\u5206\u4f48\u5f0f\u63a8\u8ad6\u6216\u5927\u91cf\u4e26\u767c\u8acb\u6c42\uff0c\u5247\u5efa\u8b70\u914d\u7f6e 128GB \u6216\u66f4\u591a\uff0c\u4e26\u4f7f\u7528\u9ad8\u901f NVMe SSD \u4ee5\u652f\u63f4\u5feb\u53d6\u8207\u6a21\u578b\u8f09\u5165\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-4093\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-4093\" 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\u53ef\u4ee5\u6539\u6210\u4e2d\u6587\u55ce\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-4093\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-4093\"><p>\u53ef\u4ee5\uff0c\u53ea\u8981\u5728 Hugging Face \u6216 ModelScope \u4e0a\u4e0b\u8f09\u4e2d\u6587 LLM \u6a21\u578b\uff0c\u4f8b\u5982 DeepSeek-VL\u3001Baichuan2\u3001Chinese-LLaMA2 \u7b49\uff0c\u90e8\u7f72\u6b65\u9a5f\u8207\u82f1\u6587\u6a21\u578b\u76f8\u540c\uff0c\u53ea\u9700\u5c07 &#8211;model \u53c3\u6578\u6539\u70ba\u5c0d\u61c9\u6a21\u578b ID\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-4094\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"button\" aria-controls=\"elementor-tab-content-4094\" 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\">\u53ef\u4ee5\u90e8\u7f72\u5169\u500b\u6a21\u578b\u55ce\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-4094\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"region\" aria-labelledby=\"elementor-tab-title-4094\"><p>\u53ef\u4ee5\uff0c\u63a8\u85a6\u65b9\u5f0f\u5982\u4e0b\uff1a<\/p><p>\u4f7f\u7528 Docker Compose \u5b9a\u7fa9\u591a\u670d\u52d9\uff0c\u6bcf\u500b\u670d\u52d9\u5206\u914d\u4e0d\u540c GPU \u6216 port<\/p><p>\u4f7f\u7528 vLLM \u642d\u914d FastAPI gateway \u7ba1\u7406\u6a21\u578b\u9078\u64c7<\/p><p>\u5728 K8s \u67b6\u69cb\u4e2d\u4ee5\u4e0d\u540c namespace \u6216 deployment \u9694\u96e2\u6a21\u578b\uff0c\u4e26\u900f\u904e ingress \u5be6\u73fe\u8def\u7531\u5206\u6d41<\/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-4095\" class=\"elementor-tab-title\" data-tab=\"5\" role=\"button\" aria-controls=\"elementor-tab-content-4095\" 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\">\u600e\u9ebc\u76e3\u63a7\u6a21\u578b\u8cc7\u6e90\u4f7f\u7528\u8207\u5065\u5eb7\u72c0\u614b\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-4095\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"5\" role=\"region\" aria-labelledby=\"elementor-tab-title-4095\"><p>\u53ef\u642d\u914d DCGM\/NVIDIA SMI \u76e3\u63a7 GPU \u8ca0\u8f09\uff0c\u4e26\u6574\u5408 Prometheus + Grafana \u6216 Loki \u9032\u884c\u7d71\u4e00\u65e5\u8a8c\u8207\u6307\u6a19\u8996\u89ba\u5316\u3002vLLM \u4ea6\u53ef\u900f\u904e\u555f\u52d5\u6307\u4ee4\u8a2d\u5b9a tracing \u6216\u8abf\u6574 log level\uff0c\u4ee5\u4fbf\u5075\u932f\u8207\u6548\u80fd\u512a\u5316\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-4096\" class=\"elementor-tab-title\" data-tab=\"6\" role=\"button\" aria-controls=\"elementor-tab-content-4096\" 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\u8b93\u6a21\u578b\u81ea\u52d5\u64f4\u7e2e\u8a72\u600e\u9ebc\u505a\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-4096\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"6\" role=\"region\" aria-labelledby=\"elementor-tab-title-4096\"><p>\u53ef\u4f7f\u7528 Kubernetes + GPU Operator \u642d\u914d HPA\/VPA\uff08Horizontal\/Vertical Pod Autoscaler\uff09\u8207 metrics server \u5be6\u73fe\u81ea\u52d5\u64f4\u7e2e\uff0c\u6216\u914d\u5408 Prometheus \u8a2d\u5b9a\u81ea\u52d5\u5316\u89f8\u767c\u898f\u5247\u8abf\u6574\u63a8\u8ad6\u7bc0\u9ede\u6578\u91cf\u3002<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<script type=\"application\/ld+json\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"vLLM \\u548c WebUI \\u6709\\u4ec0\\u9ebc\\u5dee\\u5225\\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p>WebUI \\u5074\\u91cd\\u5716\\u5f62\\u4ecb\\u9762\\u8207\\u652f\\u63f4\\u591a\\u6a21\\u578b\\u5207\\u63db\\uff0c\\u9069\\u5408\\u958b\\u767c\\u6e2c\\u8a66\\u8207\\u6559\\u5b78\\u7528\\u9014\\uff1bvLLM \\u5247\\u6548\\u80fd\\u6700\\u4f73\\u5316\\u3001\\u652f\\u63f4 FlashAttention \\u8207 OpenAI API \\u683c\\u5f0f\\uff0c\\u9069\\u5408\\u90e8\\u7f72\\u5728\\u4f3a\\u670d\\u5668\\u74b0\\u5883\\u3001\\u4f01\\u696d\\u670d\\u52d9\\u6216 API \\u67b6\\u69cb\\u4e2d\\u3002<\\\/p>\"}},{\"@type\":\"Question\",\"name\":\"\\u90e8\\u7f72 LLM 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Autoscaler\\uff09\\u8207 metrics server \\u5be6\\u73fe\\u81ea\\u52d5\\u64f4\\u7e2e\\uff0c\\u6216\\u914d\\u5408 Prometheus \\u8a2d\\u5b9a\\u81ea\\u52d5\\u5316\\u89f8\\u767c\\u898f\\u5247\\u8abf\\u6574\\u63a8\\u8ad6\\u7bc0\\u9ede\\u6578\\u91cf\\u3002<\\\/p>\"}}]}<\/script>\n\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-00bf2ee elementor-widget elementor-widget-text-editor\" data-id=\"00bf2ee\" 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-pm-slice=\"1 1 []\">\u5982\u679c\u4f60\u5e0c\u671b\u7372\u5f97\u66f4\u5feb\u901f\u3001\u66f4\u7a69\u5b9a\u7684\u6a21\u578b\u90e8\u7f72\u9ad4\u9a57\uff0c\u6b61\u8fce\u6d3d\u8a62 <strong><span style=\"color: #3366ff;\">TAKI Cloud<\/span><\/strong>\u3002\u6211\u5011\u63d0\u4f9b\u5f9e <a title=\"GPU \u4e3b\u6a5f\u6311\u9078\" href=\"\/gpu-dedicated-server\/\" target=\"_blank\" rel=\"noopener\"><strong><span style=\"color: #3366ff;\">GPU \u4e3b\u6a5f\u6311\u9078<\/span><\/strong><\/a>\u3001\u9a45\u52d5\u8207\u74b0\u5883\u5efa\u7f6e\u3001\u6a21\u578b\u4e0b\u8f09\u5feb\u53d6\u3001\u81ea\u52d5\u5316\u63a8\u8ad6\u670d\u52d9\u67b6\u8a2d\u3001API \u4e32\u63a5\u8207\u5b89\u5168\u5f37\u5316\u7b49\u4e00\u7ad9\u5f0f\u90e8\u7f72\u652f\u63f4\uff0c\u8b93\u4f60\u5728\u77ed\u6642\u9593\u5167\u5373\u53ef\u64c1\u6709\u5c08\u5c6c\u7684\u672c\u5730 AI \u6a21\u578b\u5e73\u53f0\uff0c\u7121\u8ad6\u662f\u90e8\u7f72 LLaMA\u3001DeepSeek-V2\u3001Mistral \u6216\u591a\u6a21\u578b\u67b6\u69cb\uff0c\u6211\u5011\u90fd\u80fd\u63d0\u4f9b\u6280\u8853\u9867\u554f\u8207\u5be6\u52d9\u89e3\u6c7a\u65b9\u6848\uff0c\u5354\u52a9\u4f60\u5feb\u901f\u4e0a\u7dda\u3001\u7a69\u5b9a\u71df\u904b\u3002<\/p>\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-da6850c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"da6850c\" 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-839fed4\" data-id=\"839fed4\" 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-4dfc1e2 elementor-widget elementor-widget-heading\" data-id=\"4dfc1e2\" 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\">\u5ef6\u4f38\u95b1\u8b80\u8207\u8cc7\u6e90\u63a8\u85a6<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d7bdfa3 elementor-widget elementor-widget-text-editor\" data-id=\"d7bdfa3\" 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-pm-slice=\"1 1 []\">\u82e5\u4f60\u60f3\u66f4\u6df1\u5165\u4e86\u89e3\u4e0d\u540c\u5de5\u4f5c\u8ca0\u8f09\u5982\u4f55\u9078\u64c7 GPU \u4e3b\u6a5f\uff0c\u6216\u5b78\u7fd2\u5982\u4f55\u5feb\u901f\u90e8\u7f72 AI \u6a21\u578b\uff0c\u63a8\u85a6\u4ee5\u4e0b\u6587\u7ae0\u8207\u8cc7\u6e90\uff1a<\/p><ul><li><strong><span style=\"color: #3366ff;\"><a style=\"color: #3366ff;\" title=\"GPU \/ AI \u5be6\u9ad4\u4e3b\u6a5f\u662f\u4ec0\u9ebc\uff1fAI \u904b\u7b97\u8207\u6df1\u5ea6\u5b78\u7fd2\u7684\u57fa\u77f3\u89e3\u6790\" href=\"\/blog\/gpu-ai-%e5%af%a6%e9%ab%94%e4%b8%bb%e6%a9%9f%e6%98%af%e4%bb%80%e9%ba%bc%ef%bc%9fai-%e9%81%8b%e7%ae%97%e8%88%87%e6%b7%b1%e5%ba%a6%e5%ad%b8%e7%bf%92%e7%9a%84%e5%9f%ba%e7%9f%b3%e8%a7%a3%e6%9e%90\/\" target=\"_blank\" rel=\"noopener\">GPU \/ AI \u5be6\u9ad4\u4e3b\u6a5f\u662f\u4ec0\u9ebc\uff1fAI \u904b\u7b97\u8207\u6df1\u5ea6\u5b78\u7fd2\u7684\u57fa\u77f3\u89e3\u6790<\/a><\/span><\/strong><\/li><li><strong><span style=\"color: #3366ff;\"><a style=\"color: #3366ff;\" title=\"\u9078\u64c7 AI \u5c08\u7528 GPU \u4e3b\u6a5f\u7684 7 \u5927\u95dc\u9375\u898f\u683c\" href=\"\/blog\/%e9%81%b8%e6%93%87-ai-%e5%b0%88%e7%94%a8-gpu-%e4%b8%bb%e6%a9%9f%e7%9a%84-7-%e5%a4%a7%e9%97%9c%e9%8d%b5%e8%a6%8f%e6%a0%bc\/\" target=\"_blank\" rel=\"noopener\">\u9078\u64c7 AI \u5c08\u7528 GPU \u4e3b\u6a5f\u7684 7 \u5927\u95dc\u9375\u898f\u683c<\/a><\/span><\/strong><\/li><li><strong><span style=\"color: #3366ff;\"><a style=\"color: #3366ff;\" title=\"GPU \u4e3b\u6a5f\u79df\u7528 vs \u81ea\u5efa\uff1a\u54ea\u7a2e\u65b9\u5f0f\u9069\u5408\u4f60\u7684 AI \u5c08\u6848\uff1f\" href=\"\/blog\/gpu-%e4%b8%bb%e6%a9%9f%e7%a7%9f%e7%94%a8-vs-%e8%87%aa%e5%bb%ba%ef%bc%9a%e5%93%aa%e7%a8%ae%e6%96%b9%e5%bc%8f%e9%81%a9%e5%90%88%e4%bd%a0%e7%9a%84-ai-%e5%b0%88%e6%a1%88%ef%bc%9f\/\" target=\"_blank\" rel=\"noopener\">GPU \u4e3b\u6a5f\u79df\u7528 vs \u81ea\u5efa\uff1a\u54ea\u7a2e\u65b9\u5f0f\u9069\u5408\u4f60\u7684 AI \u5c08\u6848\uff1f<\/a><\/span><\/strong><\/li><li class=\"entry-title title\"><strong><span style=\"color: #3366ff;\"><a style=\"color: #3366ff;\" title=\"\u4e0d\u540c AI \u8ca0\u8f09\u5c0d GPU\u914d\u7f6e\u5206\u6790\uff08LLM\/SDXL\/RAG\/DeepSeek \uff09\" href=\"\/blog\/gpu-%e4%b8%bb%e6%a9%9f-%e4%b8%8d%e5%90%8c-ai-%e8%b2%a0%e8%bc%89%e5%b0%8d-gpu%e9%85%8d%e7%bd%ae%e5%88%86%e6%9e%90llm-sdxl-rag-deepseek\/\" target=\"_blank\" rel=\"noopener\">\u4e0d\u540c AI \u8ca0\u8f09\u5c0d GPU\u914d\u7f6e\u5206\u6790\uff08LLM\/SDXL\/RAG\/DeepSeek \uff09<\/a><\/span><\/strong><\/li><li class=\"entry-title title\"><strong><span style=\"color: #3366ff;\"><a style=\"color: #3366ff;\" title=\"\u5982\u4f55\u5feb\u901f\u90e8\u7f72 LLM \u6a21\u578b\u5230 GPU \u4e3b\u6a5f\uff1f\u5f9e\u74b0\u5883\u5efa\u7f6e\u5230\u670d\u52d9\u555f\u52d5\" href=\"\/blog\/%e5%a6%82%e4%bd%95%e5%bf%ab%e9%80%9f%e9%83%a8%e7%bd%b2-llm-%e6%a8%a1%e5%9e%8b%e5%88%b0-gpu-%e4%b8%bb%e6%a9%9f%ef%bc%9f%e5%be%9e%e7%92%b0%e5%a2%83%e5%bb%ba%e7%bd%ae%e5%88%b0%e6%9c%8d%e5%8b%99%e5%95%9f\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5feb\u901f\u90e8\u7f72 LLM \u6a21\u578b\u5230 GPU \u4e3b\u6a5f\uff1f\u5f9e\u74b0\u5883\u5efa\u7f6e\u5230\u670d\u52d9\u555f\u52d5<\/a><\/span><\/strong><\/li><li class=\"entry-title title\"><a href=\"https:\/\/www.taki.com.tw\/blog\/%e5%a6%82%e4%bd%95%e5%bf%ab%e9%80%9f%e9%83%a8%e7%bd%b2-llm-%e6%a8%a1%e5%9e%8b%e5%88%b0-gpu-%e4%b8%bb%e6%a9%9f%ef%bc%9f%e5%be%9e%e7%92%b0%e5%a2%83%e5%bb%ba%e7%bd%ae%e5%88%b0%e6%9c%8d%e5%8b%99%e5%95%9f\/\"><strong><span style=\"color: #3366ff;\"><a style=\"color: #3366ff;\" title=\"\u5f9e RTX \u5230 H100\uff1a\u5be6\u6e2c\u6bd4\u8f03\u4e0d\u540c GPU \u5728 AI \u4efb\u52d9\u4e0b\u7684\u6548\u80fd\u8207\u6210\u672c\" href=\"\/blog\/%e5%be%9e-rtx-%e5%88%b0-h100%ef%bc%9a%e5%af%a6%e6%b8%ac%e6%af%94%e8%bc%83%e4%b8%8d%e5%90%8c-gpu-%e5%9c%a8-ai-%e4%bb%bb%e5%8b%99%e4%b8%8b%e7%9a%84%e6%95%88%e8%83%bd%e8%88%87%e6%88%90%e6%9c%ac\/\" target=\"_blank\" rel=\"noopener\">\u5f9e RTX \u5230 H100\uff1a\u5be6\u6e2c\u6bd4\u8f03\u4e0d\u540c GPU \u5728 AI \u4efb\u52d9\u4e0b\u7684\u6548\u80fd\u8207\u6210\u672c<\/a><\/span><\/strong><br \/><\/a>\u00a0<\/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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c90973f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c90973f\" 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-33 elementor-top-column elementor-element elementor-element-0a56caf\" data-id=\"0a56caf\" 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-3b621df elementor-widget elementor-widget-heading\" data-id=\"3b621df\" 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<p class=\"elementor-heading-title elementor-size-default\">RTX - 3090 GPU \u4e3b\u6a5f<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3e486c1 elementor-widget elementor-widget-text-editor\" data-id=\"3e486c1\" 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>\u8996\u983b\u6e32\u67d3\u3001\u79d1\u5b78\u6a21\u64ec\u548c\u6a5f\u5668\u5b78\u7fd2<br \/><strong style=\"color: #c00;\">\u652f\u63f4 DeepSeek-R1 32B<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-933c052 elementor-widget elementor-widget-heading\" data-id=\"933c052\" 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<p class=\"elementor-heading-title elementor-size-default\">\u5be6\u4f8b<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40ab41d elementor-widget elementor-widget-heading\" data-id=\"40ab41d\" 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<p class=\"elementor-heading-title elementor-size-default\">8\u5361 NVIDIA RTX-4090 24G<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ca2e063 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"ca2e063\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\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-096e310 elementor-widget elementor-widget-heading\" data-id=\"096e310\" 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<p class=\"elementor-heading-title elementor-size-default\">\u6578\u91cf<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-02efad8 elementor-widget elementor-widget-heading\" data-id=\"02efad8\" 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<p class=\"elementor-heading-title elementor-size-default\">1<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab5db54 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"ab5db54\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\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-4f9f21c elementor-widget elementor-widget-heading\" data-id=\"4f9f21c\" 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<p class=\"elementor-heading-title elementor-size-default\"><strong>\u5168\u53f0\u552f\u4e00\u63d0\u4f9b\u9ad8\u968e AI \/ GPU \u4e3b\u6a5f\u79df\u7528<\/strong><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-957fbce elementor-widget elementor-widget-heading\" data-id=\"957fbce\" 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<p class=\"elementor-heading-title elementor-size-default\"><strong style=\"color: #c00\">\u50f9\u683c\u6bba\u5f88\u5927 \/ \u91cf\u5927\u53ef\u8ac7 <\/strong><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-99836e8 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"99836e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/gpu-dedicated-server\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">\u4e86\u89e3\u66f4\u591a<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-3cc4b26\" data-id=\"3cc4b26\" 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-bedcf23 elementor-widget elementor-widget-heading\" data-id=\"bedcf23\" 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<p class=\"elementor-heading-title elementor-size-default\">RTX - 4090 GPU \u4e3b\u6a5f<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-957d982 elementor-widget elementor-widget-text-editor\" data-id=\"957d982\" 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>\u8996\u983b\u6e32\u67d3\u3001\u79d1\u5b78\u6a21\u64ec\u548c\u6a5f\u5668\u5b78\u7fd2<br \/><strong style=\"color: #c00;\">\u652f\u63f4 DeepSeek-R1 70B<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f4ed2c elementor-widget elementor-widget-heading\" data-id=\"4f4ed2c\" 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<p class=\"elementor-heading-title elementor-size-default\">\u5be6\u4f8b<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-957df29 elementor-widget elementor-widget-heading\" data-id=\"957df29\" 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<p class=\"elementor-heading-title elementor-size-default\">8\u5361 NVIDIA RTX-4090 24G<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1a65d18 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"1a65d18\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\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-8245321 elementor-widget elementor-widget-heading\" data-id=\"8245321\" 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<p class=\"elementor-heading-title elementor-size-default\">\u6578\u91cf  <strong style=\"color: #C00\">\u5eab\u5b58\u7dca\u5f35\uff0c\u6b32\u79df\u5f9e\u901f<\/strong><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0459a93 elementor-widget elementor-widget-heading\" data-id=\"0459a93\" 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<p class=\"elementor-heading-title elementor-size-default\">1<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab50365 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"ab50365\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\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-553ed5f elementor-widget elementor-widget-heading\" data-id=\"553ed5f\" 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<p class=\"elementor-heading-title elementor-size-default\"><strong>\u5168\u53f0\u552f\u4e00\u63d0\u4f9b\u9ad8\u968e AI \/ GPU \u4e3b\u6a5f\u79df\u7528<\/strong><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-de5e964 elementor-widget elementor-widget-heading\" data-id=\"de5e964\" 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<p class=\"elementor-heading-title elementor-size-default\"><strong style=\"color: #c00\">\u50f9\u683c\u6bba\u5f88\u5927 \/ \u91cf\u5927\u53ef\u8ac7 <\/strong><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7fa8cfe elementor-align-center elementor-widget elementor-widget-button\" data-id=\"7fa8cfe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/gpu-dedicated-server\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">\u4e86\u89e3\u66f4\u591a<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-d14c40e\" data-id=\"d14c40e\" 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-67e8039 elementor-widget elementor-widget-heading\" data-id=\"67e8039\" 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<p class=\"elementor-heading-title elementor-size-default\">HGX H100 GPU \u4e3b\u6a5f<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b8fb041 elementor-widget elementor-widget-text-editor\" data-id=\"b8fb041\" 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>\u8996\u983b\u6e32\u67d3\u3001\u79d1\u5b78\u6a21\u64ec\u548c\u6a5f\u5668\u5b78\u7fd2<br \/><span style=\"color: #c00;\"><strong>\u652f\u63f4 DeepSeek-R1 671B \u6eff\u8840\u7248<\/strong><\/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-5396051 elementor-widget elementor-widget-heading\" data-id=\"5396051\" 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<p class=\"elementor-heading-title elementor-size-default\">\u5be6\u4f8b<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9e6f2ce elementor-widget elementor-widget-heading\" data-id=\"9e6f2ce\" 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<p class=\"elementor-heading-title elementor-size-default\">8\u9846 NVIDIA HGX H100 80G<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2fe295c elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"2fe295c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\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-2bcc093 elementor-widget elementor-widget-heading\" data-id=\"2bcc093\" 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<p class=\"elementor-heading-title elementor-size-default\">\u6578\u91cf <\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d3e16b elementor-widget elementor-widget-heading\" data-id=\"5d3e16b\" 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<p class=\"elementor-heading-title elementor-size-default\">1<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32017c8 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"32017c8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\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-71e8883 elementor-widget elementor-widget-heading\" data-id=\"71e8883\" 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<p class=\"elementor-heading-title elementor-size-default\"><strong>\u5168\u53f0\u552f\u4e00\u63d0\u4f9b\u9ad8\u968e AI \/ GPU \u4e3b\u6a5f\u79df\u7528<\/strong><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0f429e9 elementor-widget elementor-widget-heading\" data-id=\"0f429e9\" 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<p class=\"elementor-heading-title elementor-size-default\"><strong style=\"color: #c00\">\u50f9\u683c\u6bba\u5f88\u5927 \/ \u91cf\u5927\u53ef\u8ac7 <\/strong><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-01e958f elementor-align-center elementor-widget elementor-widget-button\" data-id=\"01e958f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/gpu-dedicated-server\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span 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