{"id":10918,"date":"2025-07-05T16:59:49","date_gmt":"2025-07-05T08:59:49","guid":{"rendered":"https:\/\/www.taki.com.tw\/blog\/?p=10918"},"modified":"2025-07-13T23:18:46","modified_gmt":"2025-07-13T15:18:46","slug":"cuda%e7%a8%8b%e5%bc%8f%e8%aa%bf%e5%84%aa%e6%8c%87%e5%8d%97-gpu-%e7%a1%ac%e9%ab%94","status":"publish","type":"post","link":"https:\/\/www.taki.com.tw\/blog\/cuda%e7%a8%8b%e5%bc%8f%e8%aa%bf%e5%84%aa%e6%8c%87%e5%8d%97-gpu-%e7%a1%ac%e9%ab%94\/","title":{"rendered":"CUDA\u7a0b\u5f0f\u8abf\u512a\u6307\u5357\uff08\u4e00\uff09\uff1aGPU \u786c\u9ad4"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"10918\" class=\"elementor elementor-10918\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ce1757c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ce1757c\" 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-9370106\" data-id=\"9370106\" 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-006d179 elementor-toc--minimized-on-tablet elementor-widget elementor-widget-table-of-contents\" data-id=\"006d179\" 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__006d179\" 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__006d179\" 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__006d179\" 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-0940471\" data-id=\"0940471\" 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-0a1643d elementor-widget elementor-widget-heading\" data-id=\"0a1643d\" 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\">CUDA\u7a0b\u5f0f\u8abf\u512a<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-55fc2aa elementor-widget elementor-widget-image\" data-id=\"55fc2aa\" 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=\"1536\" height=\"1024\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/cuda-kernel-optimization.jpg\" class=\"attachment-full size-full wp-image-11236\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/cuda-kernel-optimization.jpg 1536w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/cuda-kernel-optimization-300x200.jpg 300w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/cuda-kernel-optimization-1024x683.jpg 1024w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/cuda-kernel-optimization-768x512.jpg 768w\" sizes=\"(max-width: 1536px) 100vw, 1536px\" \/>\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-ce9927c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ce9927c\" 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-ec68cf1\" data-id=\"ec68cf1\" 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-eed7842 elementor-widget elementor-widget-text-editor\" data-id=\"eed7842\" 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 []\">\u672c\u7bc7\u6df1\u5165\u4ecb\u7d39 CUDA \u5728 GPU \u4e0a\u7684\u786c\u9ad4\u57f7\u884c\u57fa\u790e\uff0c\u5305\u62ec\u57f7\u884c\u7dd2\uff08Thread\uff09\u3001\u5340\u584a\uff08Block\uff09\u3001\u7db2\u683c\uff08Grid\uff09\u7684\u5c64\u6b21\u7d50\u69cb\u8207 SM\uff08Streaming Multiprocessor\uff09\u7684\u8a2d\u8a08\u67b6\u69cb\u3002\u5167\u5bb9\u4e5f\u8a73\u7d30\u89e3\u6790\u4e86\u8a18\u61b6\u9ad4\u67b6\u69cb\uff08\u5982 Global\u3001Local\u3001Shared\u3001Constant Memory \u53ca Register\uff09\u7684\u5b58\u53d6\u539f\u7406\u8207\u6548\u80fd\u5f71\u97ff\uff0c\u70ba\u5f8c\u7e8c CUDA \u7a0b\u5f0f\u6548\u80fd\u8abf\u512a\u6253\u4e0b\u57fa\u790e\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-ed80a72 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ed80a72\" 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-300cead\" data-id=\"300cead\" 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-4c5e872 elementor-widget elementor-widget-heading\" data-id=\"4c5e872\" 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-6311ce3 elementor-widget elementor-widget-heading\" data-id=\"6311ce3\" 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-26ac761 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"26ac761\" 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-b9381ff\" data-id=\"b9381ff\" 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-6c164be 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=\"6c164be\" 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-15a9fb8\" data-id=\"15a9fb8\" 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-7655f41 elementor-cta--skin-cover elementor-bg-transform elementor-bg-transform-zoom-out elementor-animated-content elementor-widget elementor-widget-call-to-action\" data-id=\"7655f41\" 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-6eba621 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6eba621\" 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-48f128a\" data-id=\"48f128a\" 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-999fb17 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=\"999fb17\" 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-ad694ef\" data-id=\"ad694ef\" 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-6375eea elementor-cta--skin-cover elementor-bg-transform elementor-bg-transform-zoom-out elementor-animated-content elementor-widget elementor-widget-call-to-action\" data-id=\"6375eea\" 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-7054bb1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7054bb1\" 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-39b1e40\" data-id=\"39b1e40\" 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-c60363f elementor-widget elementor-widget-heading\" data-id=\"c60363f\" 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\">GPU \u7684\u786c\u9ad4\u67b6\u69cb\u8207\u57f7\u884c\u539f\u7406<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f6117e4 elementor-widget elementor-widget-heading\" data-id=\"f6117e4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">CUDA \u57f7\u884c\u7dd2\u968e\u5c64\uff08Thread Hierarchy\uff09<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c6e1e5e elementor-widget elementor-widget-text-editor\" data-id=\"c6e1e5e\" 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 3 []\">\u908f\u8f2f\u4e0a\uff0cCUDA \u57f7\u884c\u7dd2\u53ef\u5206\u70ba\u4e09\u500b\u5c64\u7d1a\uff1a<\/p><ul data-spread=\"false\"><li><p><span style=\"color: #3366ff;\"><strong>Thread<\/strong><\/span>\uff1a\u6bcf\u500b thread \u57f7\u884c\u4e00\u6b21 kernel function\uff0c\u5f7c\u6b64\u5e73\u7b49\u7121\u512a\u5148\u9806\u5e8f\u3002<\/p><\/li><li><p><span style=\"color: #3366ff;\"><strong>Block<\/strong><\/span>\uff1a\u4e00\u7d44 threads\uff0c\u901a\u5e38\u914d\u7f6e\u65bc\u4e00\u500b SM\uff08Streaming Multiprocessor\uff09\u3002<\/p><\/li><li><p><span style=\"color: #3366ff;\"><strong>Grid<\/strong><\/span>\uff1a\u4e00\u7d44 blocks\uff0c\u6574\u500b kernel \u547c\u53eb\u7684\u6240\u6709 thread \u5747\u5c6c\u65bc\u540c\u4e00 grid\u3002<\/p><\/li><\/ul><p>\u5728\u786c\u9ad4\u5c64\u9762\uff0cthreads \u53ef\u5283\u5206\u70ba\u5169\u7d1a\uff1a<\/p><ul data-spread=\"false\"><li><p><span style=\"color: #3366ff;\"><strong>Core<\/strong><\/span>\uff1a\u57f7\u884c\u55ae\u4e00 thread \u7684\u5be6\u9ad4\u904b\u7b97\u55ae\u5143\u3002<\/p><\/li><li><p><span style=\"color: #3366ff;\"><strong>Warp<\/strong><\/span>\uff1a32 \u500b thread \u7d44\u6210\u7684\u7fa4\u7d44\uff0c\u4e26\u884c\u57f7\u884c\u540c\u4e00\u6307\u4ee4\u3002<\/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-7d3c8fa elementor-widget elementor-widget-heading\" data-id=\"7d3c8fa\" 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\">Streaming Multiprocessor\uff08SM\uff09<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-906abe9 elementor-widget elementor-widget-text-editor\" data-id=\"906abe9\" 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 3 []\">GPU \u7531\u591a\u500b SM \u7d44\u6210\uff0c\u6bcf\u500b SM \u914d\u5099\u591a\u500b CUDA Core\u3001Warp Scheduler \u7b49\u3002<\/p><p>\u4ee5 NVIDIA GTX 1080\uff08Compute Capability 6.1\uff09\u70ba\u4f8b\uff1a<\/p><ul data-spread=\"false\"><li><p>\u5171 20 \u500b SM<\/p><\/li><li><p>\u6bcf\u500b SM \u6709 128 \u500b CUDA Core\u30014 \u500b Warp Scheduler<\/p><\/li><\/ul><p>Kernel grid \u88ab\u5206\u914d\u81f3\u53ef\u7528 SM\uff0c\u5404 block \u7684 threads \u5728 SM \u4e0a\u4e26\u884c\u57f7\u884c\u3002<\/p><p>SM \u63a1\u7528 <strong>SIMT\uff08Single Instruction Multiple Thread\uff09<\/strong> \u67b6\u69cb\u8a2d\u8a08\uff0c\u4e26\u767c\u57f7\u884c\u6578\u767e\u500b\u57f7\u884c\u7dd2\uff0c\u5177\u5099\uff1a<\/p><ul data-spread=\"false\"><li><p>\u6307\u4ee4\u5c64\u7d1a\u5e73\u884c\uff08ILP\uff09<\/p><\/li><li><p>\u57f7\u884c\u7dd2\u5c64\u7d1a\u5e73\u884c\uff08TLP\uff09<\/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-39e5ea0 elementor-widget elementor-widget-heading\" data-id=\"39e5ea0\" 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\">SIMT \u6a21\u578b\uff1a\u55ae\u6307\u4ee4\u591a\u57f7\u884c\u7dd2<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-469cb5e elementor-widget elementor-widget-text-editor\" data-id=\"469cb5e\" 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 []\">Warp \u662f SM \u7684\u57fa\u672c\u57f7\u884c\u55ae\u5143\u3002\u6bcf\u500b warp \u6709 32 \u500b threads\uff0c\u5171\u540c\u57f7\u884c\u76f8\u540c\u6307\u4ee4\u3002<\/p><p>\u82e5 warp \u4e2d\u6709\u689d\u4ef6\u5206\u652f\uff08\u5982 if\/else\uff09\uff0cSM \u9700\u5206\u5225\u57f7\u884c\u5404\u5206\u652f\u4e26\u5207\u63db\u57f7\u884c\uff0c\u672a\u57f7\u884c\u8a72\u5206\u652f\u7684 thread \u5c07 idle\uff0c\u9020\u6210\u6548\u7387\u964d\u4f4e\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-391bdd3 elementor-widget elementor-widget-heading\" data-id=\"391bdd3\" 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\">\u786c\u9ad4\u591a\u5de5\uff08Hardware Multithreading\uff09<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cc0e7ce elementor-widget elementor-widget-text-editor\" data-id=\"cc0e7ce\" 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 []\">\u6bcf\u500b warp \u7684\u57f7\u884c\u4e0a\u4e0b\u6587\uff08PC\u3001\u66ab\u5b58\u5668\u7b49\uff09\u7686\u5132\u5b58\u5728 on-chip \u8a18\u61b6\u9ad4\u4e2d\u3002<\/p><p>Warp scheduler \u6bcf\u500b\u6642\u8108\u9031\u671f\uff08clock cycle\uff09\u9078\u64c7\u53ef\u57f7\u884c\u7684 warp \u767c\u51fa\u6307\u4ee4\u3002<\/p><p>SM \u5305\u542b\uff1a<\/p><ul data-spread=\"false\"><li><p>\u4e00\u7d44\u66ab\u5b58\u5668\uff08\u4f9d warp \u5206\u914d\uff09<\/p><\/li><li><p>\u4e00\u584a\u5171\u4eab\u8a18\u61b6\u9ad4\uff08\u4f9d block \u5206\u914d\uff09<\/p><\/li><\/ul><p>\u9019\u4e9b\u786c\u9ad4\u8cc7\u6e90\u9650\u5236\u540c\u6642\u53ef\u4f48\u7f72\u7684 warp\/block \u6578\u91cf\u3002<\/p><p>\u82e5\u67d0 block \u6240\u9700\u66ab\u5b58\u5668\u6216\u5171\u4eab\u8a18\u61b6\u9ad4\u8d85\u904e\u4e0a\u9650\uff0ckernel \u57f7\u884c\u5c07\u5931\u6557\u3002<\/p><p>warp \u6578\u8d8a\u591a\uff0c\u53ef\u7528\u4f86\u63a9\u84cb\u6307\u4ee4\u5ef6\u9072\uff08latency\uff09\uff0c\u6548\u80fd\u8d8a\u4f73\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-57a4d1d elementor-widget elementor-widget-heading\" data-id=\"57a4d1d\" 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\">GPU \u7684\u8a18\u61b6\u9ad4\u5c64\u7d1a\u67b6\u69cb\uff08Memory Hierarchy\uff09<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-95aa91e elementor-widget elementor-widget-image\" data-id=\"95aa91e\" 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=\"535\" height=\"505\" src=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/memory-hierarchy.png\" class=\"attachment-full size-full wp-image-10934\" alt=\"\" srcset=\"https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/memory-hierarchy.png 535w, https:\/\/www.taki.com.tw\/blog\/wp-content\/uploads\/2025\/07\/memory-hierarchy-300x283.png 300w\" sizes=\"(max-width: 535px) 100vw, 535px\" \/>\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-622bcf1 elementor-widget elementor-widget-heading\" data-id=\"622bcf1\" 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\">\u8853\u8a9e\u8aaa\u660e\uff1a<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-014ffe3 elementor-widget elementor-widget-text-editor\" data-id=\"014ffe3\" 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\"><li><p><span style=\"color: #3366ff;\"><strong>Cache Line<\/strong><\/span>\uff1a\u8b80\u5beb\u8a18\u61b6\u9ad4\u6642\u4e00\u6b21\u642c\u79fb\u7684\u6700\u5c0f\u55ae\u4f4d\uff08\u5982 32B\u300164B\u3001128B\uff09\u3002<\/p><\/li><li><p><span style=\"color: #3366ff;\"><strong>Memory Transaction<\/strong><\/span>\uff1a\u8cc7\u6599\u5f9e\u4e00\u500b\u8a18\u61b6\u9ad4\u5340\u57df\u642c\u79fb\u81f3\u53e6\u4e00\u5340\u7684\u52d5\u4f5c\u3002<\/p><\/li><li><p><span style=\"color: #3366ff;\"><strong>Register Spilling<\/strong><\/span>\uff1a\u7576\u66ab\u5b58\u5668\u4e0d\u8db3\u6642\uff0c\u8b8a\u6578\u88ab\u653e\u81f3 local memory\u3002<\/p><\/li><li><p><span style=\"color: #3366ff;\"><strong>Naturally Aligned<\/strong><\/span>\uff1a\u8cc7\u6599\u4f4d\u5740\u5c0d\u9f4a\u5176\u5927\u5c0f\uff08\u5982 4-byte \u8b8a\u6578\u5730\u5740\u9808\u80fd\u6574\u9664 4\uff09\u3002<\/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-3e89e6c elementor-widget elementor-widget-heading\" data-id=\"3e89e6c\" 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\">Global Memory\uff08\u5168\u57df\u8a18\u61b6\u9ad4\uff09<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-355ffe1 elementor-widget elementor-widget-text-editor\" data-id=\"355ffe1\" 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 []\">\u6700\u5e38\u7528\u3001\u6700\u5927\u4f46\u6700\u6162\u7684\u8a18\u61b6\u9ad4\uff0c\u4f4d\u65bc\u88dd\u7f6e\u8a18\u61b6\u9ad4\uff08device memory\uff09\uff0c\u7531\u6240\u6709 threads \u5171\u7528\u3002<\/p><p>\u8a2a\u554f\u9700\u7d93\u904e memory transaction\uff0c\u8981\u6c42\u8cc7\u6599\u5c0d\u9f4a\uff0832B\u300164B\u3001128B\uff09\u3002<\/p><p>\u82e5 warp \u4e2d\u7684 threads \u8a2a\u554f\u9023\u7e8c\u4e14\u5c0d\u9f4a\u7684\u4f4d\u5740\uff0c\u8a2a\u554f\u6548\u7387\u9ad8\u3002\u82e5\u4e0d\u5c0d\u9f4a\u6216\u4e0d\u9023\u7e8c\uff0c\u5247\u9700\u8981\u66f4\u591a transaction\uff0c\u964d\u4f4e\u6548\u7387\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-11d876c elementor-widget elementor-widget-heading\" data-id=\"11d876c\" 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\">Local Memory\uff08\u5340\u57df\u8a18\u61b6\u9ad4\uff09<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-234853a elementor-widget elementor-widget-text-editor\" data-id=\"234853a\" 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 []\">\u6bcf\u500b thread \u7684\u79c1\u6709\u8a18\u61b6\u9ad4\uff0c\u4e3b\u8981\u5b58\u653e\u66ab\u5b58\u5668\u4e0d\u8db3\u6642\u7684\u81ea\u52d5\u8b8a\u6578\u3002<\/p><p>\u5be6\u969b\u4e0a\u4e5f\u662f\u4f4d\u65bc device memory\uff0c\u56e0\u6b64\u5b58\u53d6\u5ef6\u9072\u8207 global memory \u76f8\u8fd1\u3002<\/p><p>\u82e5 warp threads \u540c\u6b65\u8a2a\u554f\u76f8\u540c\u7d50\u69cb\u7684\u6b04\u4f4d\uff0c\u53ef\u5b8c\u5168\u5408\u4f75\uff08coalesced\uff09\uff0c\u63d0\u5347\u6548\u7387\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-6a27f21 elementor-widget elementor-widget-heading\" data-id=\"6a27f21\" 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\">Shared Memory\uff08\u5171\u4eab\u8a18\u61b6\u9ad4\uff09<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-21c29e2 elementor-widget elementor-widget-text-editor\" data-id=\"21c29e2\" 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 3 []\">\u6bcf\u500b block \u5c08\u5c6c\u7684 on-chip \u8a18\u61b6\u9ad4\uff0cthreads \u9593\u5171\u4eab\uff0c\u5b58\u53d6\u901f\u5ea6\u6975\u5feb\uff0c\u9069\u5408\u4f5c\u70ba\u8edf\u9ad4\u7ba1\u7406\u7684 cache\u3002<\/p><p>\u786c\u9ad4\u5c64\u9762\u7531 32 \u500b bank \u7d44\u6210\uff1a<\/p><ul data-spread=\"false\"><li><p>\u82e5\u6bcf\u500b thread \u8a2a\u554f\u4e0d\u540c bank\uff1a\u55ae\u4e00\u50b3\u8f38\u5b8c\u6210<\/p><\/li><li><p>\u82e5 threads \u8a2a\u554f\u76f8\u540c bank \u4e0d\u540c\u4f4d\u5740\uff1a\u7522\u751f bank conflict\uff0c\u5e8f\u5217\u5316\u8a2a\u554f<\/p><\/li><li><p>\u82e5 threads \u8a2a\u554f\u76f8\u540c\u4f4d\u5740\uff1a\u53ef\u89f8\u767c broadcast<\/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-7bc6964 elementor-widget elementor-widget-heading\" data-id=\"7bc6964\" 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\">Constant Memory\uff08\u5e38\u6578\u8a18\u61b6\u9ad4\uff09<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fe491a9 elementor-widget elementor-widget-text-editor\" data-id=\"fe491a9\" 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 []\">\u7528\u65bc\u5132\u5b58\u552f\u8b80\u8cc7\u6599\uff08\u5c0d device code \u70ba\u552f\u8b80\uff09\u3002\u7531\u4e3b\u6a5f\u900f\u904e <code>cudaMemcpyToSymbol()<\/code> \u5beb\u5165\u3002<\/p><p>\u5927\u5c0f\u7d04 64KB\uff0c\u5177\u6709 constant cache\uff0c\u52a0\u901f\u8cc7\u6599\u8a2a\u554f\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-c452aa5 elementor-widget elementor-widget-heading\" data-id=\"c452aa5\" 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\">Registers\uff08\u66ab\u5b58\u5668\uff09<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f082079 elementor-widget elementor-widget-text-editor\" data-id=\"f082079\" 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 []\">\u6700\u9760\u8fd1\u57f7\u884c\u55ae\u5143\u7684\u8a18\u61b6\u9ad4\uff0c\u901f\u5ea6\u6700\u5feb\uff0c\u6578\u91cf\u6709\u9650\u3002<\/p><p>\u6bcf\u500b thread \u4f7f\u7528\u66ab\u5b58\u5668\u8d8a\u5c11\uff0cSM \u4e0a\u53ef\u540c\u6642\u4f48\u7f72\u7684 thread \u6578\u8d8a\u591a\uff0c\u4e26\u884c\u5ea6\u8207\u6548\u80fd\u8d8a\u9ad8\u3002<\/p><p>\u66ab\u5b58\u5668\u4f7f\u7528\u91cf\u7531\u7de8\u8b6f\u5668\u6839\u64da\u555f\u767c\u5f0f\u5206\u6790\u6c7a\u5b9a\uff0c\u53ef\u900f\u904e launch bounds \u5354\u52a9\u6700\u4f73\u5316\u914d\u7f6e\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ab3a3f5 elementor-widget elementor-widget-heading\" data-id=\"ab3a3f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u7d50\u8ad6<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a3d604d elementor-widget elementor-widget-text-editor\" data-id=\"a3d604d\" 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 []\">\u719f\u6089 GPU \u7684\u786c\u9ad4\u8207\u8a18\u61b6\u9ad4\u67b6\u69cb\uff0c\u662f\u9032\u884c CUDA \u7a0b\u5f0f\u8abf\u512a\u7684\u57fa\u790e\u3002\u5f8c\u7e8c\u6211\u5011\u5c07\u91dd\u5c0d\u6548\u80fd\u5206\u6790\u5de5\u5177\u8207\u8abf\u6821\u65b9\u6cd5\u9032\u884c\u6df1\u5165\u63a2\u8a0e\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-7776104 elementor-widget elementor-widget-heading\" data-id=\"7776104\" 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\">CUDA\u7a0b\u5f0f\u8abf\u512a \u5e38\u898b\u554f\u984c<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a3fc132 elementor-widget elementor-widget-accordion\" data-id=\"a3fc132\" 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-1711\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-1711\" 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\">\u4ec0\u9ebc\u662f CUDA \u57f7\u884c\u7dd2\u968e\u5c64\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1711\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-1711\"><p>CUDA \u57f7\u884c\u7dd2\u968e\u5c64\u5305\u542b Thread\u3001Block \u8207 Grid \u4e09\u5c64\u908f\u8f2f\u7d50\u69cb\u3002Thread \u662f\u6700\u5c0f\u57f7\u884c\u55ae\u5143\uff0cBlock \u662f\u4e00\u7d44 Threads\uff0cGrid \u662f\u4e00\u7d44 Blocks\u3002\u786c\u9ad4\u5c64\u9762\u5247\u6709 Core \u8207 Warp \u5169\u5c64\uff0c\u5176\u4e2d Warp \u662f 32 \u500b Thread \u4e26\u884c\u57f7\u884c\u76f8\u540c\u6307\u4ee4\u7684\u7fa4\u7d44\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-1712\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-1712\" 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\">Streaming Multiprocessor\uff08SM\uff09\u5728 CUDA \u67b6\u69cb\u4e2d\u626e\u6f14\u4ec0\u9ebc\u89d2\u8272\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1712\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-1712\"><p>SM \u662f GPU \u4e2d\u591a\u57f7\u884c\u7dd2\u7684\u904b\u7b97\u6838\u5fc3\uff0c\u8ca0\u8cac\u7ba1\u7406\u8207\u57f7\u884c\u591a\u500b Thread\uff0c\u63a1\u7528 SIMT\uff08Single Instruction Multiple Thread\uff09\u67b6\u69cb\uff0c\u80fd\u540c\u6642\u57f7\u884c\u6578\u767e\u500b\u57f7\u884c\u7dd2\uff0c\u63d0\u5347\u904b\u7b97\u6548\u80fd\u8207\u8cc7\u6e90\u5229\u7528\u7387\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-1713\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-1713\" 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\">GPU \u4e2d\u6709\u54ea\u4e9b\u4e3b\u8981\u7684\u8a18\u61b6\u9ad4\u5c64\u7d1a\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1713\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-1713\"><p>GPU \u4e3b\u8981\u7684\u8a18\u61b6\u9ad4\u5c64\u7d1a\u5305\u542b Global Memory\u3001Local Memory\u3001Shared Memory\u3001Constant Memory \u8207 Registers\u3002Global Memory \u662f\u6700\u5927\u4f46\u5b58\u53d6\u6700\u6162\u7684\u8a18\u61b6\u9ad4\uff1bLocal Memory \u662f Thread \u79c1\u6709\u7684\uff1bShared Memory \u662f Block \u5167 Thread \u5171\u4eab\u7684\u9ad8\u901f\u5feb\u53d6\uff1bConstant Memory \u5132\u5b58\u552f\u8b80\u8cc7\u6599\uff1bRegisters \u662f\u6700\u5feb\u901f\u3001\u6578\u91cf\u6709\u9650\u7684\u66ab\u5b58\u5668\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-1714\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"button\" aria-controls=\"elementor-tab-content-1714\" 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\">\u4ec0\u9ebc\u662f Shared Memory \u7684 bank conflict\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1714\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"region\" aria-labelledby=\"elementor-tab-title-1714\"><p>Shared Memory \u5206\u70ba 32 \u500b bank\uff0c\u82e5\u540c\u6642\u6709\u591a\u500b Thread \u8a2a\u554f\u76f8\u540c bank \u4f46\u4e0d\u540c\u4f4d\u5740\uff0c\u6703\u767c\u751f bank conflict\uff0c\u5c0e\u81f4\u5b58\u53d6\u5e8f\u5217\u5316\uff0c\u5f71\u97ff\u6548\u80fd\u3002\u82e5\u591a\u500b Thread \u8a2a\u554f\u76f8\u540c\u4f4d\u5740\uff0c\u5247\u6703\u89f8\u767c broadcast\uff0c\u6548\u7387\u8f03\u9ad8\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-1715\" class=\"elementor-tab-title\" data-tab=\"5\" role=\"button\" aria-controls=\"elementor-tab-content-1715\" 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\u6a23\u624d\u80fd\u63d0\u5347 CUDA \u7a0b\u5f0f\u5728 GPU \u4e0a\u7684\u57f7\u884c\u6548\u7387\uff1f<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-1715\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"5\" role=\"region\" aria-labelledby=\"elementor-tab-title-1715\"><p>\u8981\u63d0\u5347 CUDA \u7a0b\u5f0f\u6548\u7387\uff0c\u9700\u4e86\u89e3 GPU \u786c\u9ad4\u7d50\u69cb\u8207\u8a18\u61b6\u9ad4\u5c64\u7d1a\uff0c\u5584\u7528 Warp \u5e73\u884c\u57f7\u884c\u3001\u907f\u514d\u5206\u652f\u5206\u6b67\uff0c\u5408\u7406\u914d\u7f6e Thread \u8207 Block \u6578\u91cf\uff0c\u4e26\u6e1b\u5c11\u8a18\u61b6\u9ad4\u5b58\u53d6\u5ef6\u9072\u8207 bank conflict\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\":\"\\u4ec0\\u9ebc\\u662f CUDA \\u57f7\\u884c\\u7dd2\\u968e\\u5c64\\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p>CUDA \\u57f7\\u884c\\u7dd2\\u968e\\u5c64\\u5305\\u542b Thread\\u3001Block \\u8207 Grid \\u4e09\\u5c64\\u908f\\u8f2f\\u7d50\\u69cb\\u3002Thread \\u662f\\u6700\\u5c0f\\u57f7\\u884c\\u55ae\\u5143\\uff0cBlock \\u662f\\u4e00\\u7d44 Threads\\uff0cGrid \\u662f\\u4e00\\u7d44 Blocks\\u3002\\u786c\\u9ad4\\u5c64\\u9762\\u5247\\u6709 Core \\u8207 Warp \\u5169\\u5c64\\uff0c\\u5176\\u4e2d Warp \\u662f 32 \\u500b Thread \\u4e26\\u884c\\u57f7\\u884c\\u76f8\\u540c\\u6307\\u4ee4\\u7684\\u7fa4\\u7d44\\u3002<\\\/p>\"}},{\"@type\":\"Question\",\"name\":\"Streaming Multiprocessor\\uff08SM\\uff09\\u5728 CUDA \\u67b6\\u69cb\\u4e2d\\u626e\\u6f14\\u4ec0\\u9ebc\\u89d2\\u8272\\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p>SM \\u662f GPU \\u4e2d\\u591a\\u57f7\\u884c\\u7dd2\\u7684\\u904b\\u7b97\\u6838\\u5fc3\\uff0c\\u8ca0\\u8cac\\u7ba1\\u7406\\u8207\\u57f7\\u884c\\u591a\\u500b Thread\\uff0c\\u63a1\\u7528 SIMT\\uff08Single Instruction Multiple Thread\\uff09\\u67b6\\u69cb\\uff0c\\u80fd\\u540c\\u6642\\u57f7\\u884c\\u6578\\u767e\\u500b\\u57f7\\u884c\\u7dd2\\uff0c\\u63d0\\u5347\\u904b\\u7b97\\u6548\\u80fd\\u8207\\u8cc7\\u6e90\\u5229\\u7528\\u7387\\u3002<\\\/p>\"}},{\"@type\":\"Question\",\"name\":\"GPU \\u4e2d\\u6709\\u54ea\\u4e9b\\u4e3b\\u8981\\u7684\\u8a18\\u61b6\\u9ad4\\u5c64\\u7d1a\\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p>GPU \\u4e3b\\u8981\\u7684\\u8a18\\u61b6\\u9ad4\\u5c64\\u7d1a\\u5305\\u542b Global Memory\\u3001Local Memory\\u3001Shared Memory\\u3001Constant Memory \\u8207 Registers\\u3002Global Memory \\u662f\\u6700\\u5927\\u4f46\\u5b58\\u53d6\\u6700\\u6162\\u7684\\u8a18\\u61b6\\u9ad4\\uff1bLocal Memory \\u662f Thread \\u79c1\\u6709\\u7684\\uff1bShared Memory \\u662f Block \\u5167 Thread \\u5171\\u4eab\\u7684\\u9ad8\\u901f\\u5feb\\u53d6\\uff1bConstant Memory \\u5132\\u5b58\\u552f\\u8b80\\u8cc7\\u6599\\uff1bRegisters \\u662f\\u6700\\u5feb\\u901f\\u3001\\u6578\\u91cf\\u6709\\u9650\\u7684\\u66ab\\u5b58\\u5668\\u3002<\\\/p>\"}},{\"@type\":\"Question\",\"name\":\"\\u4ec0\\u9ebc\\u662f Shared Memory \\u7684 bank conflict\\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p>Shared Memory \\u5206\\u70ba 32 \\u500b bank\\uff0c\\u82e5\\u540c\\u6642\\u6709\\u591a\\u500b Thread \\u8a2a\\u554f\\u76f8\\u540c bank \\u4f46\\u4e0d\\u540c\\u4f4d\\u5740\\uff0c\\u6703\\u767c\\u751f bank conflict\\uff0c\\u5c0e\\u81f4\\u5b58\\u53d6\\u5e8f\\u5217\\u5316\\uff0c\\u5f71\\u97ff\\u6548\\u80fd\\u3002\\u82e5\\u591a\\u500b Thread \\u8a2a\\u554f\\u76f8\\u540c\\u4f4d\\u5740\\uff0c\\u5247\\u6703\\u89f8\\u767c broadcast\\uff0c\\u6548\\u7387\\u8f03\\u9ad8\\u3002<\\\/p>\"}},{\"@type\":\"Question\",\"name\":\"\\u600e\\u6a23\\u624d\\u80fd\\u63d0\\u5347 CUDA \\u7a0b\\u5f0f\\u5728 GPU \\u4e0a\\u7684\\u57f7\\u884c\\u6548\\u7387\\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p>\\u8981\\u63d0\\u5347 CUDA \\u7a0b\\u5f0f\\u6548\\u7387\\uff0c\\u9700\\u4e86\\u89e3 GPU \\u786c\\u9ad4\\u7d50\\u69cb\\u8207\\u8a18\\u61b6\\u9ad4\\u5c64\\u7d1a\\uff0c\\u5584\\u7528 Warp \\u5e73\\u884c\\u57f7\\u884c\\u3001\\u907f\\u514d\\u5206\\u652f\\u5206\\u6b67\\uff0c\\u5408\\u7406\\u914d\\u7f6e Thread \\u8207 Block \\u6578\\u91cf\\uff0c\\u4e26\\u6e1b\\u5c11\\u8a18\\u61b6\\u9ad4\\u5b58\\u53d6\\u5ef6\\u9072\\u8207 bank conflict\\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\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-c03479d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c03479d\" 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-f406c47\" data-id=\"f406c47\" 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-c5c1f1e elementor-widget elementor-widget-heading\" data-id=\"c5c1f1e\" 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-33dac40 elementor-widget elementor-widget-text-editor\" data-id=\"33dac40\" 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\u662f\u5e7e\u500b\u63a8\u85a6\u7684 CUDA \u6700\u4f73\u5316\u8cc7\u6e90\u8207\u9032\u4e00\u6b65\u5b78\u7fd2\u6750\u6599\uff1a<\/p>\n<ul>\n<li class=\"entry-title title\"><span style=\"color: #3366ff;\"><strong><a style=\"color: #3366ff;\" title=\"CUDA\u7a0b\u5f0f\u8abf\u512a\u6307\u5357\uff08\u4e00\uff09\uff1aGPU \u786c\u9ad4\" href=\"\/blog\/cuda%e7%a8%8b%e5%bc%8f%e8%aa%bf%e5%84%aa%e6%8c%87%e5%8d%97-gpu-%e7%a1%ac%e9%ab%94\/\" target=\"_blank\" rel=\"nofollow noopener\">CUDA\u7a0b\u5f0f\u8abf\u512a\u6307\u5357\uff08\u4e00\uff09\uff1aGPU \u786c\u9ad4<\/a><\/strong><\/span><\/li>\n<li class=\"entry-title title\"><strong><a style=\"color: #3366ff;\" title=\"CUDA \u6838\u5fc3\u51fd\u5f0f\u6027\u80fd\u8abf\u512a\u5b8c\u6574\u6307\u5357\uff1a\u5f9e\u53c3\u6578\u8a2d\u8a08\u5230\u4e26\u884c\u914d\u7f6e\" href=\"\/blog\/cuda-\u6838\u5fc3\u51fd\u5f0f\u6027\u80fd\u8abf\u512a\u5b8c\u6574\u6307\u5357\uff1a\u5f9e\u53c3\u6578\u8a2d\u8a08\u5230\u4e26\u884c\/\" target=\"_blank\" rel=\"nofollow noopener\">CUDA \u6838\u5fc3\u51fd\u5f0f\u6027\u80fd\u8abf\u512a\u5b8c\u6574\u6307\u5357\uff1a\u5f9e\u53c3\u6578\u8a2d\u8a08\u5230\u4e26\u884c\u914d\u7f6e<\/a><\/strong><\/li>\n<li class=\"entry-title title\"><strong><a title=\"CUDA \u7a0b\u5f0f\u8abf\u512a\uff08\u4e09\uff09\uff1a\u6700\u4f73\u5316 Block \u8207 Thread \u914d\u7f6e\u7684\u5b8c\u6574\u6307\u5357\" href=\"\/blog\/cuda-\u7a0b\u5f0f\u8abf\u512a\uff08\u4e09\uff09\uff1a\u6700\u4f73\u5316-block-\u8207-thread-\u914d\u7f6e\u7684\u5b8c\u6574\u6307\u5357\/\" target=\"_blank\" rel=\"nofollow noopener\"><span style=\"color: #3366ff;\">CUDA \u7a0b\u5f0f\u8abf\u512a\uff08\u4e09\uff09\uff1a\u6700\u4f73\u5316 Block \u8207 Thread \u914d\u7f6e\u7684\u5b8c\u6574\u6307\u5357<\/span><\/a><\/strong><br \/>\u00a0<\/li>\n<\/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-ef45be6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ef45be6\" 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-d3229f7\" data-id=\"d3229f7\" 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-947c8d5 elementor-widget elementor-widget-heading\" data-id=\"947c8d5\" 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\">\u95dc\u65bc TAKI Cloud<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8f68cf9 elementor-widget elementor-widget-text-editor\" data-id=\"8f68cf9\" 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>TAKI Cloud \u63d0\u4f9b\u5c08\u696d\u7684 AI \u4f3a\u670d\u5668\u79df\u7528\u3001GPU \u96f2\u7aef\u904b\u7b97\u4e26\u5c08\u6ce8\u65bcAI\u4f3a\u670d\u5668\u8207GPU\u96f2\u7aef\u670d\u52d9\uff0c\u63d0\u4f9b\u7b26\u5408\u570b\u969b\u6a19\u6e96\u7684\u4e2d\u83ef\u96fb\u4fe1 IDC \u6a5f\u623f\u8207 24 \u5c0f\u6642\u6280\u8853\u652f\u63f4\uff0c\u5354\u52a9\u570b\u5167\u5916 AI \u5718\u968a\u5feb\u901f\u5e03\u7f72\u6700\u65b0\u5927\u6a21\u578b\uff0c\u5177\u5099\u591a\u5e74 A100 \/ H100 \u74b0\u5883\u7ba1\u7406\u8207\u652f\u63f4\u7d93\u9a57\u3002<\/p><p>\u5b98\u65b9\u7db2\u7ad9\uff1a<a href=\"https:\/\/www.taki.com.tw\" target=\"_blank\" rel=\"noopener\">www.taki.com.tw<\/a><\/p><hr \/><p><span style=\"color: #3366ff;\"><strong>\u672c\u6587\u4f5c\u8005\uff1a\u5f35\u4eae<\/strong><\/span><br \/>TAKI Cloud \u8cc7\u6df1\u7cfb\u7d71\u67b6\u69cb\u5e2b\uff0c\u5c08\u7cbe\u65bc AI \u904b\u7b97\u512a\u5316\u3001CUDA \u8abf\u6821\u8207\u9ad8\u6548\u80fd GPU \u53e2\u96c6\u67b6\u69cb\uff0c\u64c1\u6709 10 \u5e74\u4ee5\u4e0a\u7d93\u9a57\uff0c\u66fe\u5354\u52a9\u591a\u5bb6 AI \u65b0\u5275\u5b8c\u6210\u6a21\u578b\u52a0\u901f\u5c08\u6848\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-acbb2d5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"acbb2d5\" 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-f6f5a09\" data-id=\"f6f5a09\" 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-b00d33d elementor-widget elementor-widget-heading\" data-id=\"b00d33d\" 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-46b2c00 elementor-widget elementor-widget-text-editor\" data-id=\"46b2c00\" 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-7a62d51 elementor-widget elementor-widget-heading\" data-id=\"7a62d51\" 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-e2e127b elementor-widget elementor-widget-heading\" data-id=\"e2e127b\" 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-6e8bc6f elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"6e8bc6f\" 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-dba799f elementor-widget elementor-widget-heading\" data-id=\"dba799f\" 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-883a8a7 elementor-widget elementor-widget-heading\" data-id=\"883a8a7\" 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-95c2b38 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"95c2b38\" 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-530f6c9 elementor-widget elementor-widget-heading\" data-id=\"530f6c9\" 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-7cd95b7 elementor-widget elementor-widget-heading\" data-id=\"7cd95b7\" 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-78f930a elementor-align-center elementor-widget elementor-widget-button\" data-id=\"78f930a\" 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-b93f4d7\" data-id=\"b93f4d7\" 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-b02d86e elementor-widget elementor-widget-heading\" data-id=\"b02d86e\" 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-c387cf9 elementor-widget elementor-widget-text-editor\" data-id=\"c387cf9\" 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-0e57f6f elementor-widget elementor-widget-heading\" data-id=\"0e57f6f\" 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-ad0406c elementor-widget elementor-widget-heading\" data-id=\"ad0406c\" 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-9d6a507 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"9d6a507\" 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-9591474 elementor-widget elementor-widget-heading\" data-id=\"9591474\" 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-3682987 elementor-widget elementor-widget-heading\" data-id=\"3682987\" 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-6ad3739 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"6ad3739\" 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-36dc6ad elementor-widget elementor-widget-heading\" data-id=\"36dc6ad\" 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-d5acfb1 elementor-widget elementor-widget-heading\" data-id=\"d5acfb1\" 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-b4fbcea elementor-align-center elementor-widget elementor-widget-button\" data-id=\"b4fbcea\" 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-16b5d0e\" data-id=\"16b5d0e\" 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-ce0416d elementor-widget elementor-widget-heading\" data-id=\"ce0416d\" 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-2c6ef3e elementor-widget elementor-widget-text-editor\" data-id=\"2c6ef3e\" 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>\u539f\u50f9 <em><span style=\"color: #c00;\"><strong><del>499,999<\/del><\/strong><\/span><\/em>\u5143\/\u6708 \u7279\u60e0\u50f9 <em><span style=\"text-decoration: underline;\"><strong><span style=\"color: #c00; text-decoration: underline;\">450,000<\/span><\/strong><\/span><\/em>\u5143\/\u6708<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-3380c9a elementor-widget elementor-widget-heading\" data-id=\"3380c9a\" 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-638d04f elementor-widget elementor-widget-heading\" data-id=\"638d04f\" 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-6f9bb87 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"6f9bb87\" 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-13dfc43 elementor-widget elementor-widget-heading\" data-id=\"13dfc43\" 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-08ef80e elementor-widget elementor-widget-heading\" data-id=\"08ef80e\" 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-3b71964 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"3b71964\" 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-23dffa2 elementor-widget elementor-widget-heading\" data-id=\"23dffa2\" 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-7fd9fac elementor-widget elementor-widget-heading\" data-id=\"7fd9fac\" 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-04c742b elementor-align-center elementor-widget elementor-widget-button\" data-id=\"04c742b\" 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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u672c\u7bc7\u6df1\u5165\u4ecb\u7d39 CUDA \u5728 GPU \u4e0a\u7684\u786c\u9ad4\u57f7\u884c\u57fa\u790e\uff0c\u5305\u62ec\u57f7\u884c\u7dd2\uff08Thread\uff09\u3001\u5340\u584a\uff08Block\uff09\u3001\u7db2\u683c\uff08Grid\uff09\u7684\u5c64\u6b21\u7d50\u69cb\u8207 SM\uff08Streaming Multiprocessor\uff09\u7684\u8a2d\u8a08\u67b6\u69cb\u3002\u5167\u5bb9\u4e5f\u8a73\u7d30\u89e3\u6790\u4e86\u8a18\u61b6\u9ad4\u67b6\u69cb\uff08\u5982 Global\u3001Local\u3001Shared\u3001Constant Memory \u53ca Register\uff09\u7684\u5b58\u53d6\u539f\u7406\u8207\u6548\u80fd\u5f71\u97ff\uff0c\u70ba\u5f8c\u7e8c CUDA 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