{"id":54023,"date":"2024-07-30T23:56:00","date_gmt":"2024-07-30T15:56:00","guid":{"rendered":"https:\/\/www.granitefirm.com\/blog\/?p=54023"},"modified":"2026-03-24T10:27:45","modified_gmt":"2026-03-24T02:27:45","slug":"cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/","title":{"rendered":"CUDA\u8edf\u9ad4\u5982\u4f55\u5f37\u5316\u8f1d\u9054\u58df\u65b7\u7684\u8b77\u57ce\u6cb3\uff1f"},"content":{"rendered":"\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u986f\u793a\/\u96b1\u85cf\u5167\u5bb9\u76ee\u9304\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #ffffff;color:#ffffff\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #ffffff;color:#ffffff\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#CUDA%E7%B0%A1%E4%BB%8B\" >CUDA\u7c21\u4ecb<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#%E4%BB%80%E9%BA%BC%E6%98%AFCUDA%EF%BC%9F\" >\u4ec0\u9ebc\u662fCUDA\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#CUDA%E7%9A%84%E7%99%BC%E4%BD%88\" >CUDA\u7684\u767c\u4f48<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#CUDA%E6%98%AF%E5%A6%82%E4%BD%95%E8%A2%AB%E7%99%BC%E6%98%8E%E7%9A%84%EF%BC%9F\" >CUDA\u662f\u5982\u4f55\u88ab\u767c\u660e\u7684\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#%E7%94%A8%E9%80%94\" >\u7528\u9014<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#%E9%80%B2%E8%A1%8C%E9%80%9A%E7%94%A8%E8%99%95%E7%90%86\" >\u9032\u884c\u901a\u7528\u8655\u7406<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#GPU%E5%92%8CCUDA%E4%B8%BB%E8%A6%81%E7%94%A8%E6%96%BC%E5%8A%A0%E9%80%9F\" >GPU\u548cCUDA\u4e3b\u8981\u7528\u65bc\u52a0\u901f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#%E6%9C%80%E5%A4%A7%E7%BC%BA%E9%BB%9E\" >\u6700\u5927\u7f3a\u9ede<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#%E5%B0%81%E9%96%89%E4%B8%8D%E9%96%8B%E6%94%BE\" >\u5c01\u9589\u4e0d\u958b\u653e<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#%E7%82%BA%E4%BB%80%E9%BA%BCCUDA%E6%9C%83%E5%BD%A2%E6%88%90%E8%AD%B7%E5%9F%8E%E6%B2%B3%EF%BC%9F\" >\u70ba\u4ec0\u9ebcCUDA\u6703\u5f62\u6210\u8b77\u57ce\u6cb3\uff1f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#%E5%9F%B7%E8%A1%8C%E6%95%88%E7%8E%87%E8%BC%83%E4%BD%B3\" >\u57f7\u884c\u6548\u7387\u8f03\u4f73<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#%E6%B6%B5%E8%93%8B%E5%8A%9F%E8%83%BD%E5%BB%A3%E6%B3%9B\" >\u6db5\u84cb\u529f\u80fd\u5ee3\u6cdb<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#%E8%A2%AB%E5%BB%A3%E7%82%BA%E6%8E%A5%E5%8F%97\" >\u88ab\u5ee3\u70ba\u63a5\u53d7<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#%E5%BB%A3%E5%A4%A7%E7%9A%84%E4%BD%BF%E7%94%A8%E5%9F%BA%E7%A4%8E\" >\u5ee3\u5927\u7684\u4f7f\u7528\u57fa\u790e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#%E6%9C%89%E5%A4%9A%E5%B0%91%E4%BA%BA%E4%BD%BF%E7%94%A8%EF%BC%9F\" >\u6709\u591a\u5c11\u4eba\u4f7f\u7528\uff1f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#%E7%AB%B6%E7%88%AD%E8%80%85\" >\u7af6\u722d\u8005<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#%E5%B0%81%E9%96%89%E5%9E%8B%E6%96%B9%E6%A1%88\" >\u5c01\u9589\u578b\u65b9\u6848<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#%E8%B6%85%E5%BE%AE%E7%9A%84ROCm\" >\u8d85\u5fae\u7684ROCm<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#%E8%8F%AF%E7%82%BA%E7%9A%84CANN\" >\u83ef\u70ba\u7684CANN<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#%E9%96%8B%E6%94%BE%E5%9E%8B%E6%96%B9%E6%A1%88\" >\u958b\u653e\u578b\u65b9\u6848<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#OpenCL\" >OpenCL<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#OpenAI%E7%9A%84Triton\" >OpenAI\u7684Triton<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#oneAPI\" >oneAPI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#ZLUDA\" >ZLUDA<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#Mojo\" >Mojo<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#%E6%A8%A1%E6%93%AC%E5%99%A8\" >\u6a21\u64ec\u5668<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#Scale\" >Scale<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#%E8%BC%9D%E9%81%94%E7%9A%84%E5%B0%8D%E7%AD%96\" >\u8f1d\u9054\u7684\u5c0d\u7b56<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#%E7%A6%81%E2%BD%8C%E6%A8%A1%E6%93%AC%E6%88%96%E7%9B%B8%E5%AE%B9%E2%BD%85%E6%A1%88\" >\u7981\u2f4c\u6a21\u64ec\u6216\u76f8\u5bb9\u2f45\u6848<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#%E6%8C%81%E7%BA%8C%E5%BC%B7%E5%8C%96%E5%8A%9F%E8%83%BD\" >\u6301\u7e8c\u5f37\u5316\u529f\u80fd<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/30\/cuda%e8%bb%9f%e9%ab%94%e7%82%ba%e4%bd%95%e6%98%af%e8%bc%9d%e9%81%94%e5%a3%9f%e6%96%b7%e7%9a%84%e6%9c%80%e5%a4%a7%e5%8a%9f%e8%87%a3%ef%bc%9f\/#%E7%9B%B8%E9%97%9C%E6%96%87%E7%AB%A0\" >\u76f8\u95dc\u6587\u7ae0<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"CUDA%E7%B0%A1%E4%BB%8B\"><\/span>CUDA\u7c21\u4ecb<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E4%BB%80%E9%BA%BC%E6%98%AFCUDA%EF%BC%9F\"><\/span>\u4ec0\u9ebc\u662fCUDA\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>CUDA \u662f\u4e00\u500b\u5e73\u884c\u904b\u7b97\u5e73\u53f0\u548c\u7a0b\u5f0f\u8a2d\u8a08\u6a21\u578b\uff0c\u5141\u8a31\u5728\u8f1d\u9054\u7684 GPU \u4e0a\u9032\u884c\u901a\u7528\u904b\u7b97\u3002\u8a72\u5e73\u53f0\u4f7f\u958b\u767c\u4eba\u54e1\u80fd\u5920\u5229\u7528 GPU \u7684\u5f37\u5927\u529f\u80fd\u9032\u884c\u5e73\u884c\u904b\u7b97\uff0c\u5f9e\u800c\u52a0\u901f\u904b\u7b97\u8981\u6c42\u8f03\u9ad8\u7684\u61c9\u7528\u7a0b\u5f0f\u3002<\/p>\n\n\n\n<p>\u95dc\u65bcGPU\uff0c\u8acb\u898b\u6211\u7684\u53e6\u4e00\u7bc7\u8cbc\u6587\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/24\/%e5%9c%96%e5%bd%a2%e8%99%95%e7%90%86%e5%99%a8gpu%e4%b8%bb%e8%a6%81%e7%9a%84%e5%bb%a0%e5%95%86%e5%92%8c%e7%94%a8%e9%80%94\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5716\u5f62\u8655\u7406\u5668\uff08GPU\uff09\u4e3b\u8981\u7684\u5ee0\u5546\u548c\u7528\u9014<\/a>\u300b<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"CUDA%E7%9A%84%E7%99%BC%E4%BD%88\"><\/span>CUDA\u7684\u767c\u4f48<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u8f1d\u9054\u65bc2007\u5e74\u767c\u4f48\u4e86CUDA\u3002CUDA\u5c31\u662f\u4e00\u5957\u8f1d\u9054GPU\u63d0\u4f9b\u7d66\u5ba2\u6236\u7684\u7a0b\u5f0f\u8a2d\u8a08\u74b0\u5883\uff0c\u8b93\u5ba2\u6236\u900f\u904e\u9019\u500b\u8edf\u9ad4\u4ecb\u9762\u547c\u53eb\uff0c\u5b58\u53d6\u8f1d\u9054GPU\u6240\u63d0\u4f9b\u7684\u6240\u6709\u529f\u80fd\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"CUDA%E6%98%AF%E5%A6%82%E4%BD%95%E8%A2%AB%E7%99%BC%E6%98%8E%E7%9A%84%EF%BC%9F\"><\/span>CUDA\u662f\u5982\u4f55\u88ab\u767c\u660e\u7684\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u9ec3\u4ec1\u52f2\u8868\u793a\u904e\uff1a\u56e0\u70ba\u5728\u6211\u5011\u9078\u64c7\u7684\u96fb\u73a9\u9818\u57df\u4e2d\uff0c\u4f60\u4e0d\u50c5\u5e0c\u671b\u5b83\u7f8e\u89c0\uff0c\u9084\u5e0c\u671b\u5b83\u52d5\u614b\u5316\uff0c\u80fd\u5920\u5275\u5efa\u865b\u64ec\u4e16\u754c\u3002\u6211\u5011\u4e00\u6b65\u4e00\u6b65\u5730\u64f4\u5c55\uff0c\u4e26\u5c07\u5176\u5f15\u5165\u79d1\u5b78\u8a08\u7b97\u3002\u7b2c\u4e00\u500b\u61c9\u7528\u4e4b\u4e00\u662f\u5206\u5b50\u52d5\u529b\u5b78\u6a21\u64ec\uff0c\u53e6\u4e00\u500b\u662f\u5730\u9707\u8655\u7406\uff0c\u57fa\u672c\u4e0a\u662f\u9006\u7269\u7406\u3002\u5730\u9707\u8655\u7406\u8207CT\u91cd\u5efa\u975e\u5e38\u76f8\u4f3c\uff0c\u662f\u53e6\u4e00\u7a2e\u5f62\u5f0f\u7684\u9006\u7269\u7406\u3002\u6240\u4ee5\u6211\u5011\u4e00\u6b65\u4e00\u6b65\u89e3\u6c7a\u554f\u984c\uff0c\u64f4\u5c55\u5230\u9130\u8fd1\u7522\u696d\uff0c\u6700\u5f8c\u89e3\u6c7a\u4e86\u9019\u4e9b\u554f\u984c\u3002<\/p>\n\n\n\n<p><strong>\u8acb\u6ce8\u610f<\/strong>\uff1a\u9ec3\u4ec1\u52f2\u8ac7\u7684\u4e0d\u662f\u53ea\u6709\u96fb\u8166\u6216\u96fb\u73a9\u7522\u696d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%94%A8%E9%80%94\"><\/span>\u7528\u9014<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E9%80%B2%E8%A1%8C%E9%80%9A%E7%94%A8%E8%99%95%E7%90%86\"><\/span>\u9032\u884c\u901a\u7528\u8655\u7406<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>CUDA\u662f\u8f1d\u9054\u7684\u5e73\u884c\u904b\u7b97\u5e73\u53f0\u548c\u61c9\u7528\u7a0b\u5f0f\u4ecb\u9762\u3002\u6b63\u56e0\u70ba\u6709\u4e86CUDA\uff0c\u8b93\u8f1d\u9054\u7684GPU\u4e0d\u9650\u65bc\u7528\u65bc\u96fb\u8166\u7684\u986f\u793a\u800c\u5df2\uff0c\u800c\u662f\u53ef\u4ee5\u88ab\u7528\u65bc\u5176\u5b83\u7684\u7528\u9014\uff0c\u9032\u884c\u901a\u7528\u8655\u7406\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"GPU%E5%92%8CCUDA%E4%B8%BB%E8%A6%81%E7%94%A8%E6%96%BC%E5%8A%A0%E9%80%9F\"><\/span>GPU\u548cCUDA\u4e3b\u8981\u7528\u65bc\u52a0\u901f<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u8207\u901a\u7528\u96fb\u8166\u4e0d\u540c\uff0c\u901a\u7528\u96fb\u8166\u4e00\u65e6\u5efa\u7f6e\u597d\u8655\u7406\u5668\uff0c\u6240\u6709\u7684\u6771\u897f\u6700\u7d42\u90fd\u6703\u904b\u4f5c\u3002\u4f46GPU\u662f\u52a0\u901f\u8a08\u7b97\u6a5f\uff0c\u9019\u8868\u793a\u4f60\u9700\u8981\u554f\u81ea\u5df1\uff0c\u4f60\u8981\u52a0\u901f\u4ec0\u9ebc\uff1f\u4e0d\u5b58\u5728\u6240\u8b02\u7684\u901a\u7528\u52a0\u901f\u5668\u3002<\/p>\n\n\n\n<p>\u4e0d\u540c\u7528\u9014\u7684\u6f14\u7b97\u6cd5\u90fd\u662f\u4e0d\u540c\u7684\u3002\u5982\u679c\u4f60\u5275\u5efa\u4e00\u500b\u8655\u7406\u5668\uff0c\u5c08\u9580\u64c5\u9577\u9019\u4e9b\u6f14\u7b97\u6cd5\uff0c\u4e26\u88dc\u5145CPU\u8655\u7406\u5b83\u64c5\u9577\u7684\u4efb\u52d9\uff0c\u90a3\u9ebc\u7406\u8ad6\u4e0a\uff0c\u4f60\u53ef\u4ee5\u5927\u5927\u52a0\u901f\u61c9\u7528\u7a0b\u5f0f\u7684\u904b\u4f5c\u3002\u539f\u56e0\u662f\u901a\u5e385%\u523010%\u7684\u7a0b\u5f0f\u78bc\u4f54\u64da\u4e8699.99%\u7684\u904b\u884c\u6642\u9593\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u4f60\u628a\u90a35%\u7684\u7a0b\u5f0f\u78bc\u7528\u8f1d\u9054\u7684GPU\u548cCUDA\u4f86\u8655\u7406\uff0c\u5728\u52a0\u901f\u5668\u4e0a\uff0c\u6280\u8853\u4e0a\uff0c\u4f60\u53ef\u4ee5\u5c07\u61c9\u7528\u7a0b\u5f0f\u7684\u901f\u5ea6\u63d0\u9ad8100\u500d\u3002<\/p>\n\n\n\n<p>\u5e7e\u4e4e\u6240\u6709\u8207\u6a5f\u5668\u5b78\u7fd2\u76f8\u95dc\u7684\u5167\u5bb9\u90fd\u5728\u6f14\u9032\u3002\u5b83\u53ef\u4ee5\u662fSQL\u8cc7\u6599\u8655\u7406\u3001Spark\u985e\u578b\u7684\u8cc7\u6599\u8655\u7406\uff0c\u6216\u662f\u5411\u91cf\u8cc7\u6599\u5eab\u985e\u578b\u7684\u8655\u7406\uff0c\u8655\u7406\u7121\u7d50\u69cb\u6216\u7d50\u69cb\u5316\u7684\u6578\u64da\uff0c\u9019\u4e9b\u8cc7\u6599\u90fd\u662f\u8cc7\u6599\u5e40\u3002\u6211\u5011\u5c0d\u9019\u4e9b\u9032\u884c\u6975\u5927\u7684\u52a0\u901f\uff0c\u4f46\u70ba\u4e86\u505a\u5230\u9019\u4e00\u9ede\uff0c\u4f60\u9700\u8981\u4e00\u500b\u9802\u7d1a\u7684\u7a0b\u5f0f\u5eab\u2500\u2500\u2500\u90a3\u5c31\u662fCUDA\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%9C%80%E5%A4%A7%E7%BC%BA%E9%BB%9E\"><\/span>\u6700\u5927\u7f3a\u9ede<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>CUDA\u7684\u6700\u5927\u7f3a\u9ede\u662f\u5b83\u7f3a\u4e4f\u53ef\u79fb\u690d\u6027\uff0c\u56e0\u70ba\u5b83\u53ea\u80fd\u5728\u8f1d\u9054\u7684\u6676\u7247\u4e0a\u904b\u4f5c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%B0%81%E9%96%89%E4%B8%8D%E9%96%8B%E6%94%BE\"><\/span>\u5c01\u9589\u4e0d\u958b\u653e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u4e00\u5982\u860b\u679c\u7684\u4f5c\u6cd5\uff0cCUDA\u662f\u8f1d\u9054\u7279\u6709\u7684\u8edf\u9ad4\u4ecb\u9762\uff0c\u53ea\u80fd\u7528\u65bc\u8f1d\u9054\u7684\u786c\u9ad4\u4e0a\uff0c\u662f\u5c01\u9589\u4e0d\u958b\u653e\u7684\u8edf\u9ad4\u4ecb\u9762\u3002<\/p>\n\n\n\n<p>\u6b63\u56e0\u70ba\u5b83\u7684\u5c01\u9589\uff0c\u53cd\u800c\u5f37\u5316\u4e86\u5b83\u7684\u7368\u7279\u6027\uff0c\u5f37\u5316\u4e86\u8f1d\u9054\u7684\u7af6\u722d\u529b\uff0c\u5806\u9ad8\u8f1d\u9054\u7684\u6574\u9ad4\u58df\u65b7\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%82%BA%E4%BB%80%E9%BA%BCCUDA%E6%9C%83%E5%BD%A2%E6%88%90%E8%AD%B7%E5%9F%8E%E6%B2%B3%EF%BC%9F\"><\/span>\u70ba\u4ec0\u9ebcCUDA\u6703\u5f62\u6210\u8b77\u57ce\u6cb3\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%9F%B7%E8%A1%8C%E6%95%88%E7%8E%87%E8%BC%83%E4%BD%B3\"><\/span>\u57f7\u884c\u6548\u7387\u8f03\u4f73<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5b83\u901a\u5e38\u88ab\u8a8d\u70ba\u901f\u5ea6\u66f4\u5feb\uff0c\u900f\u904e\u5ee3\u6cdb\u7684\u7a0b\u5f0f\u5eab\u548c\u8edf\u9ad4\u5de5\u5177\u5f97\u5230\u66f4\u597d\u7684\u652f\u6301\uff0c\u4e26\u4e14\u901a\u5e38\u88ab\u8a8d\u70ba\u662f\u4e00\u500b\u66f4\u6210\u719f\u7684\u5e73\u53f0\uff0c\u8207OpenCL\u76f8\u6bd4\uff0cCUDA\u5177\u6709\u66f4\u5ee3\u6cdb\u7684\u7528\u6236\u57fa\u790e\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%B6%B5%E8%93%8B%E5%8A%9F%E8%83%BD%E5%BB%A3%E6%B3%9B\"><\/span>\u6db5\u84cb\u529f\u80fd\u5ee3\u6cdb<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u8209\u4f8b\u800c\u8a00\uff0cCUDA\u63d0\u4f9b\u4e86cuDNN\uff08\u7528\u65bc\u795e\u7d93\u7db2\u8def\u904b\u7b97\u7684\u51fd\u5f0f\u5eab\uff09\uff0c\u9084\u6709cuOpt\uff08\u7528\u65bc\u7d44\u5408\u6700\u4f73\u5316\u7684\u51fd\u5f0f\u5eab\uff09\uff0ccuQuantum\uff08\u7528\u65bc\u91cf\u5b50\u6a21\u64ec\u548c\u6a21\u64ec\u7684\u51fd\u5f0f\u5eab\uff09\uff0c\u4ee5\u53ca\u8a31\u591a\u5176\u4ed6\u7684\u51fd\u5f0f\u5eab\uff0c\u50cf\u662f\u7528\u65bc\u8cc7\u6599\u5e40\u8655\u7406\u7684cuDF\uff0c\u985e\u4f3cSQL\u7684\u529f\u80fd\u3002\u56e0\u6b64\uff0c\u6240\u6709\u9019\u4e9b\u4e0d\u540c\u7684\u51fd\u5f0f\u5eab\u90fd\u9700\u8981\u88ab\u767c\u660e\u51fa\u4f86\uff0c\u5b83\u5011\u53ef\u4ee5\u628a\u61c9\u7528\u7a0b\u5f0f\u4e2d\u7684\u6f14\u7b97\u6cd5\u91cd\u65b0\u6574\u7406\uff0c\u4f7f\u8f1d\u9054GPU\u7684\u52a0\u901f\u5668\u80fd\u5920\u904b\u4f5c\u3002\u5982\u679c\u4f60\u4f7f\u7528\u9019\u4e9b\u51fd\u5f0f\u5eab\uff0c\u4f60\u5c31\u53ef\u4ee5\u9054\u5230100\u500d\u7684\u52a0\u901f\uff0c\u7372\u5f97\u66f4\u591a\u7684\u901f\u5ea6\uff0c\u975e\u5e38\u9a5a\u4eba\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E8%A2%AB%E5%BB%A3%E7%82%BA%E6%8E%A5%E5%8F%97\"><\/span>\u88ab\u5ee3\u70ba\u63a5\u53d7<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u8acb\u6ce8\u610f\uff0cCUDA\u5728\u6df1\u5ea6\u5b78\u7fd2\u8edf\u9ad4\u793e\u7fa4\u4e2d\u5177\u6709\u66f4\u5927\u7684\u5438\u5f15\u529b\uff0c\u4e26\u4e14\u5c0d\u65bcAI\u6c42\u8077\u8005\u4f86\u8aaa\u662f\u4e00\u7a2e\u66f4\u5177\u5438\u5f15\u529b\u7684\u6280\u80fd\u3002\u5b83\u662fGoogle\u7684TensorFlow\u548c\u5fae\u8edf\u7684CNTK\u652f\u63f4\u7684\u552f\u4e00\u6a19\u6e96\uff0c\u4e5f\u662f\u5927\u591a\u6578\u5176\u4ed6\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\u7684\u4e3b\u8981\u6a19\u6e96\u3002<\/p>\n\n\n\n<p>\u5982\u4eca\uff0c\u8a31\u591a\u4eba\u5de5\u667a\u6167\u7684\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\uff08\u5305\u62ec Caffe2\u3001Chainer\u3001Databricks\u3001H2O.ai\u3001Keras\u3001MATLAB\u3001MXNet\u3001PyTorch\u3001Theano \u548c Torch\uff09\u90fd\u4f9d\u8cf4 CUDA \u4f86\u63d0\u4f9b\u5c0d GPU\u7684\u652f\u63f4\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%BB%A3%E5%A4%A7%E7%9A%84%E4%BD%BF%E7%94%A8%E5%9F%BA%E7%A4%8E\"><\/span>\u5ee3\u5927\u7684\u4f7f\u7528\u57fa\u790e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u8f1d\u9054\u6676\u7247\u7684\u6700\u2f24\u512a\u52e2\u662f\u82b1\u8fd120\u5e74\u6642\u9593\u958b\u767c\u51fa\u4f86\u3001\u52a0\u901f\u7e6a\u5716\u6676\u7247\u904b\u7b97\u4ee5\u4f9bAI\u61c9\u2f64\u7684<br>CUDA\uff0c\u9019\u5f62\u6210\u7af6\u722d\u5c0d\u2f3f\u96e3\u4ee5\u8de8\u8d8a\u7684\u5f37\u2f24\u8b77\u57ce\u6cb3\u3002<\/p>\n\n\n\n<p>\u7531\u65bc\u2f24\u591a\u6578AI\u7cfb\u7d71\u548c\u61c9\u2f64\u5df2\u5728\u8f1d\u9054\u7684CUDA\u4e0a\u904b\u2f8f\uff0c\u958b\u767c\u2f08\u54e1\u8981\u70ba\u5176\u4ed6\u8655\u7406\u5668\uff08\u4f8b\u5982\u8d85\u5fae\u7684MI 300\u3001\u82f1\u7279\u723e\u7684Gaudi 3 \uff0c\u6216\u4e9e\u2fba\u905c\u7684Trainium\uff09\u91cd\u5beb\u9019\u4e9b\u7cfb\u7d71\u548c\u61c9\u2f64\uff0c\u8cbb\u6642\u2f1c\u6709\u98a8\u96aa\u3002<\/p>\n\n\n\n<p>\u7e3d\u4e4b\uff0c\u2f6c\u524d\u8f1d\u9054\u7684CUDA\u5728\u5f8c\u7aef\u67b6\u69cb\u4e0a\u8655\u65bc\u7d55\u5c0d\u7d71\u6cbb\u5730\u4f4d\u3002\u66ff\u63dbCUDA\u9019\u7a2e\u958b\u767c\u74b0\u5883\uff0c\u6bd4\u66ff\u63db\u6676\u7247\u548c\u901a\u9053\u90fd\u9084\u8981\u56f0\u96e3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%9C%89%E5%A4%9A%E5%B0%91%E4%BA%BA%E4%BD%BF%E7%94%A8%EF%BC%9F\"><\/span>\u6709\u591a\u5c11\u4eba\u4f7f\u7528\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5728COMPUTEX 2023\u671f\u9593\uff0c\u8f1d\u9054\u900f\u9732CUDA\u64c1\u6709\u8d85\u904e400\u842c\u958b\u767c\u4eba\u54e1\u3001\u8d85\u904e3,000\u500b\u61c9\u7528\u7a0b\u5f0f\u3001\u9a5a\u4eba\u76844000\u842c\u6b21CUDA\u4e0b\u8f09\u91cf\uff0c\u5149\u662f2022\u5e74\u5c31\u9054\u5230\u4e86\u9a5a\u4eba\u76842500\u842c\u6b21\u3002\u6b64\u5916\uff0c\u8f1d\u9054\u5e73\u53f0\u4e0a\u5df2\u7d93\u6210\u7acb\u4e8615,000\u5bb6\u65b0\u5275\u516c\u53f8\uff0c\u5168\u7403\u670940,000\u5bb6\u5927\u578b\u4f01\u696d\u6b63\u5728\u5229\u7528CUDA\u9032\u884c\u52a0\u901f\u904b\u7b97\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%AB%B6%E7%88%AD%E8%80%85\"><\/span>\u7af6\u722d\u8005<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%B0%81%E9%96%89%E5%9E%8B%E6%96%B9%E6%A1%88\"><\/span>\u5c01\u9589\u578b\u65b9\u6848<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E8%B6%85%E5%BE%AE%E7%9A%84ROCm\"><\/span>\u8d85\u5fae\u7684ROCm<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u8f1d\u9054\u662f\u57282007\u5e74\u767c\u4f48CUDA\u7684\uff0c\u8d85\u5fae\u9072\u81f32016\u5e74\u624d\u767c\u4f48ROCm\uff0c\u4f5c\u70ba\u5c0d\u7b49\u7684\u89e3\u6c7a\u65b9\u6848\u3002CUDA\u81ea\u554f\u4e16\u8d77\u5c31\u652f\u6301Linux\u3001Windows\u591a\u7a2e\u5e73\u53f0\uff0c\u5f8c\u8005\u5247\u9577\u671f\u53ea\u80fd\u652f\u63f4Linux\u7cfb\u7d71\uff0c\u4e14\u4e0d\u652f\u6301\u90e8\u5206Linux\u7684\u66f4\u65b0\uff0c\u4e26\u65bc2023\u5e744\u6708\u624d\u652f\u63f4Windows\u5e73\u53f0\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E8%8F%AF%E7%82%BA%E7%9A%84CANN\"><\/span>\u83ef\u70ba\u7684CANN<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>CANN\uff08Compute Architecture for Neural Networks\uff09\u662f\u83ef\u70ba\u91dd\u5c0dAI\u5834\u666f\u63a8\u51fa\u7684\u7570\u8cea\u904b\u7b97\u67b6\u69cb\uff0c\u5c0d\u4e0a\u652f\u63f4\u591a\u7a2eAI\u6846\u67b6\uff0c\u5c0d\u4e0b\u670d\u52d9AI\u8655\u7406\u5668\u8207\u7de8\u7a0b\uff0c\u652f\u63f4\u83ef\u70ba\u7684\u6607\u9a30AI\u8655\u7406\u5668\u904b\u7b97\u6548\u7387\u7684\u95dc\u9375\u5e73\u53f0\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E9%96%8B%E6%94%BE%E5%9E%8B%E6%96%B9%E6%A1%88\"><\/span>\u958b\u653e\u578b\u65b9\u6848<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"OpenCL\"><\/span>OpenCL <span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>OpenCL\u662fCUDA\u7684\u7b2c\u4e00\u500b\u8f03\u77e5\u540d\u7684\u7af6\u722d\u5c0d\u624b\uff0c\u65bc2009\u5e74\u63a8\u51fa\u3002\u7136\u800c\uff0c\u5118\u7ba1OpenCL\u7684\u8c50\u5bcc\u6027\u770b\u8d77\u4f86\u5f88\u5438\u5f15\u4eba\uff0c\u4f46\u5b83\u5728\u8f1d\u9054GPU \u4e0a\u7684\u8868\u73fe\u4e0d\u5982 CUDA\uff0c\u4f7f\u5f8c\u8005\u8d8a\u4f86\u8d8a\u53d7\u6b61\u8fce\u3002\u5982\u4eca\uff0c\u5927\u591a\u6578\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\u8981\u4e0d\u662f\u7f3a\u4e4fOpenCL\u7684\u652f\u63f4\uff0c\u4e0d\u7136\u5c31\u662f\u5148\u63d0\u4f9bCUDA\uff0c\u5f8c\u9762\u624d\u6703\u63d0\u4f9bOpenCL\u7684\u7248\u672c\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"OpenAI%E7%9A%84Triton\"><\/span>OpenAI\u7684Triton<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>OpenAI\u4e5f\u5728\u65bc 2019 \u5e74\u958b\u767c\u4e86\u2f08\u2f2f\u667a\u6167\u61c9\u2f64\u8edf\u9ad4Triton\u3002Meta\u3001\u5fae\u8edf\u548cGoogle\u7b49\u591a\u5bb6\u516c\u53f8\u7684\u2f2f\u7a0b\u5e2b\u90fd\u53c3\u8207\u958b\u767c\u958b\u6e90\u7684Triton\u3002<\/p>\n\n\n\n<p>Triton\u6700\u521d\u50c5\u9069\u2f64\u65bc\u8f1d\u9054GPU\uff0c\u4f46\u73fe\u5728\u4e5f\u2f40\u63f4\u8f1d\u9054Gaudi \u548c\u8d85\u5fae\u7684MI300 GPU\u3002\u5176\u4e2d\uff0cMeta\u2f83\u4e3b\u7814\u767c\u7684AI\u6676\u7247 MTIA\u9084\u63a1\u2f64Triton\uff0c\u6210\u70ba\u4e86\u5e02\u5834\u4e0a\u6f5b\u5728\u7af6\u722d\u5c0d\u2f3f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"oneAPI\"><\/span>oneAPI<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u82f1\u7279\u723e\u3001\u5b57\u6bcd\u3001\u5b89\u8b00\u548c\u2fbc\u901a\u7b49\u90fd\u662fUXL Foundation\u7684\u6210\u54e1\uff0c\u8a72\u806f\u76df\u6b63\u958b\u767c\u57fa\u65bc\u82f1\u7279\u723e\u958b\u6e90\u5e73\u53f0<a href=\"https:\/\/en.wikipedia.org\/wiki\/OneAPI_(compute_acceleration)\" target=\"_blank\" rel=\"noreferrer noopener\">oneAPI<\/a>\u7684CUDA\u66ff\u4ee3\u2f45\u6848\u3002<\/p>\n\n\n\n<p>oneAPI\u65e8\u5728\u8de8\u4e0d\u540c\u7684\u904b\u7b97\u52a0\u901f\u5668\uff08\u5354\u8655\u7406\u5668\uff09\u67b6\u69cb\u4f7f\u7528\uff0c\u5305\u62ecGPU\u3001AI \u52a0\u901f\u5668\u548c\u73fe\u5834\u53ef\u7a0b\u5f0f\u9598\u9663\u5217\uff08FPGA\uff09\u3002\u4e3b\u8981\u76ee\u7684\u5728\u6d88\u9664\u958b\u767c\u4eba\u54e1\u5fc5\u9700\u5206\u5225\u70ba\u6bcf\u500b\u67b6\u69cb\u7dad\u8b77\u55ae\u7368\u7684\u7a0b\u5f0f\u78bc\u5eab\u3001\u591a\u7a2e\u7a0b\u5f0f\u8a9e\u8a00\u3001\u5de5\u5177\u548c\u5de5\u4f5c\u6d41\u7a0b\u7684\u9700\u6c42\uff1b\u7a0b\u5f0f\u55ce\u53ea\u9700\u5beb\u4e00\u6b21\u5c31\u53ef\u4ee5\u5728\u4e0d\u540c\u7684\u786c\u9ad4\u67b6\u69cb\u4e0b\u4f7f\u7528\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"ZLUDA\"><\/span>ZLUDA<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>ZLUDA \u7684\u51fa\u73fe\uff0c\u9019\u662f\u2f00\u500b\u958b\u653e\u539f\u59cb\u78bc\u79fb\u690d\u9805\u2f6c\uff0c\u5141\u8a31\u8f1d\u9054\u7684CUDA\u8207\u8d85\u5fae\u7684ROCm\u5169\u6b3e\u904b\u7b97\u67b6\u69cb\u914d\u5408\u4f7f\u2f64\uff0c\u6700\u7d42\u2f40\u63f4 GPU \u904b\u7b97\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Mojo\"><\/span>Mojo<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p><br>\u66fe\u5728\u860b\u679c\u3001\u7279\u65af\u62c9\u548c\u5b57\u6bcd\u2f2f\u4f5c\u904e\u7684\u77e5\u540d\u8cc7\u6df1\u2f2f\u7a0b\u5e2bChris Lattner\uff0c\u63a8\u51fa\u91dd\u5c0dAI\u958b\u767c\u5546\u7684\u7a0b\u5f0f\u8a9e\u2f94Mojo\uff0c\u4e3b\u6253\u6bcb\u9808\u4f7f\u7528CUDA\uff0c\u4e00\u6a23\u53ef\u4ee5\u64b0\u5beb\u8de8\u786c\u9ad4\u5e73\u53f0\u7684AI\u7a0b\u5f0f\u8a9e\u8a00\uff0c\u6e1b\u8f15\u7a0b\u5f0f\u8a2d\u8a08\u76f8\u5bb9\u7684\u58d3\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%A8%A1%E6%93%AC%E5%99%A8\"><\/span>\u6a21\u64ec\u5668<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Scale\"><\/span>Scale<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u82f1\u570b\u4e00\u5bb6\u65b0\u5275\u516c\u53f8\uff0c\u63a8\u51fa\u4e86\u91dd\u5c0d\u8d85\u5fae\u7684CUDA\u7a0b\u5f0f\u7de8\u8b6f\u5de5\u5177\uff0c\u800c\u4e14\u514d\u8cbb\u5546\u7528\u3002\u539f\u4f86\u7684\u7a0b\u5f0f\u78bc\u4e0d\u9700\u8981\u4efb\u4f55\u4fee\u6539\u8f49\u63db\uff0c\u8d85\u5fae\u6676\u7247\u4e5f\u80fd\u57f7\u884c\u5c08\u9580\u70baCUDA\u6240\u64b0\u7684\u7a0b\u5f0f\u4e86\u3002\u9019\u5957\u8edf\u9ad4\u5de5\u5177\u540d\u70baSCALE\uff0c\u958b\u767c\u8005\u7d66\u5b83\u7684\u5b9a\u4f4d\u662f\u4e00\u500bGPGPU\uff08\u901a\u7528GPU\uff09\u7a0b\u5f0f\u8a2d\u8a08\u5de5\u5177\u96c6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E8%BC%9D%E9%81%94%E7%9A%84%E5%B0%8D%E7%AD%96\"><\/span>\u8f1d\u9054\u7684\u5c0d\u7b56<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%A6%81%E2%BD%8C%E6%A8%A1%E6%93%AC%E6%88%96%E7%9B%B8%E5%AE%B9%E2%BD%85%E6%A1%88\"><\/span>\u7981\u2f4c\u6a21\u64ec\u6216\u76f8\u5bb9\u2f45\u6848<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5f9e 2021 \u5e74\u958b\u59cb\uff0c\u8f1d\u9054\u5c31\u7981\u2f4c\u5176\u4ed6\u786c\u9ad4\u5e73\u81fa\u4f7f\u2f64\u985e\u6bd4\u5c64\u904b\u2f8fCUDA \u8edf\u9ad4\uff0c\u4f46\u53ea\u662f\u5728\u7dda\u4e0a\u7684 EULA \u2f64\u2f3e\u5354\u5b9a\u4e2d\u63d0\u51fa\u8b66\u544a\u3002<\/p>\n\n\n\n<p>\u8f1d\u9054\u57282024\u5e743\u6708\u6642\uff0c\u66f4\u65b0 CUDA 11.6 \u7248\u672c\u7684 EULA \u5354\u5b9a\u3002\u5176\u4e2d\u2f00\u689d\u63d0\u5230\uff0c\u300c\u4f60\u4e0d\u80fd\u9006\u5411\u2f2f\u7a0b\u3001\u53cd\u7de8\u8b6f\u6216\u53cd\u5f59\u7de8\u4f7f\u2f64\u6b64 SKD \u2f63\u6210\u7684\u4efb\u4f55\u7d50\u679c\uff0c\u4e26\u5728\u975e\u8f1d\u9054\u5e73\u81fa\u4e0a\u9032\u2f8f\u8f49\u8b6f\u300d\u3002\u5916\u754c\u63e3\u6e2c\uff0c\u6b64\u8209\u662f\u91dd\u5c0d\u82f1\u7279\u723e\u3001\u8d85\u5fae\u90fd\u53c3\u8207\u7684 ZLUDA \u7b49\u7b2c\u4e09\u2f45\u5c08\u6848\uff0c\u4ee5\u53ca\u767b\u81e8\u79d1\u6280 GPU+\u3001\u6c90\u66e6\u79d1\u6280\u7b49\u4e2d\u570b\u5ee0\u5546\u7684\u76f8\u5bb9\u2f45\u6848\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%8C%81%E7%BA%8C%E5%BC%B7%E5%8C%96%E5%8A%9F%E8%83%BD\"><\/span>\u6301\u7e8c\u5f37\u5316\u529f\u80fd<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u9ec3\u4ec1\u52f2\u57282024\u5e748 \u6708\u7684\u7b2c\u4e8c\u5b63\u6cd5\u8aaa\u6703\u4e2d\u5c31\u8868\u793a\uff1a\u52a0\u901f\u904b\u7b97\u59cb\u65bcCUDA-X\u51fd\u5f0f\u5eab\u3002\u65b0\u7684\u8cc7\u6599\u5eab\u70ba\u8f1d\u9054\u5c55\u958b\u65b0\u5e02\u5834\uff0c\u800c\u8f1d\u9054\u5df2\u63a8\u51fa\u8a31\u591a\u65b0\u7684\u8cc7\u6599\u5eab\uff0c\u5305\u62ecCUDA-X Accelerated Polars\u3001Pandas\u548c\u9818\u5148\u7684\u8cc7\u6599\u79d1\u5b78\u8207\u8cc7\u6599\u8655\u7406\u5eabSpark\uff0c\u4ee5\u53ca\u7528\u65bc\u5411\u91cf\u8cc7\u6599\u5eab\u7684CUVI-S\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"200\" height=\"100\" src=\"https:\/\/www.granitefirm.com\/blog\/wp-content\/uploads\/2024\/07\/cuda-Custom.jpg\" alt=\"CUDA\" class=\"wp-image-54093\"\/><figcaption class=\"wp-element-caption\">credit: Ideogram<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%9B%B8%E9%97%9C%E6%96%87%E7%AB%A0\"><\/span>\u76f8\u95dc\u6587\u7ae0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2026\/03\/23\/%e9%ad%8f%e5%93%b2%e5%ae%b6%e5%b0%8d%e4%b8%ad%e5%9c%8b%e6%a9%9f%e5%99%a8%e4%ba%ba%e7%9a%84%e9%a7%ad%e4%ba%ba%e8%81%bd%e8%81%9e%e7%99%bc%e8%a8%80\/\">\u53f0\u7a4d\u96fb\u9b4f\u54f2\u5bb6\u5c0d\u4e2d\u570b\u6a5f\u5668\u4eba\u7684\u99ed\u4eba\u807d\u805e\u767c\u8a00\uff0c\u548c\u9ec3\u4ec1\u52f2\u76f8\u6bd4\u9ad8\u4e0b\u7acb\u5224<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2025\/10\/14\/%e8%bc%9d%e9%81%94%e7%9a%84%e6%8a%95%e8%b3%87%e5%b8%9d%e5%9c%8b\/\">\u8f1d\u9054\u7684\u6295\u8cc7\u5e1d\u570b\uff0c\u6295\u8cc7\u7d44\u5408\u88e1\u6709\u90a3\u4e9b\u516c\u53f8\uff1f<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2025\/08\/24\/ai%e6%8e%a8%e7%90%86%e6%99%b6%e7%89%87%e5%92%8c%e8%a8%93%e7%b7%b4%e6%99%b6%e7%89%87%e6%9c%89%e4%bd%95%e4%b8%8d%e5%90%8c%ef%bc%9f\/\">AI\u63a8\u7406\u6676\u7247\u548c\u8a13\u7df4\u6676\u7247\u6709\u4f55\u4e0d\u540c\uff1f<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2025\/07\/06\/%e8%bc%9d%e9%81%94%e6%8a%95%e8%b3%87%e4%ba%ba%e5%bf%85%e8%ae%80%e7%9a%84%e9%bb%83%e4%bb%81%e5%8b%b3%e5%82%b3-%e8%bc%9d%e9%81%94%e5%89%b5%e8%be%a6%e5%8f%b2\/\">\u8f1d\u9054\u6295\u8cc7\u4eba\u5fc5\u8b80\u7684\u300a\u9ec3\u4ec1\u52f3\u50b3\uff08The Thinking Machine\uff09\u300b<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2025\/05\/15\/%e5%85%a8%e4%b8%96%e7%95%8c%e8%bc%83%e7%9f%a5%e5%90%8d%e7%9a%84%e5%af%a1%e4%bd%94%e4%bc%81%e6%a5%ad\/\">\u5168\u4e16\u754c\u8f03\u77e5\u540d\u7684\u5be1\u4f54\u4f01\u696d<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2025\/02\/08\/%e6%b7%b1%e5%ba%a6%e6%b1%82%e7%b4%a2deepseek%e5%b0%8d%e5%85%a8%e7%90%83%e7%9a%84%e5%bd%b1%e9%9f%bf\/\">\u6df1\u5ea6\u6c42\u7d22\uff08DeepSeek\uff09\u5c0d\u5168\u7403AI\u548c\u80a1\u5e02\u6240\u9020\u6210\u7684\u885d\u64ca<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2025\/02\/12\/%e4%b8%ad%e5%9c%8b%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e7%9a%84%e9%80%b2%e5%b1%95%e5%92%8c%e9%a0%82%e5%b0%96%e7%9a%84%e4%bc%81%e6%a5%ad\/\">\u4e2d\u570b\u4eba\u5de5\u667a\u6167\u7684\u9032\u5c55\u548c\u9802\u5c16\u7684\u4f01\u696d<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2025\/03\/04\/%e5%b8%95%e8%98%ad%e6%b3%b0%e7%88%be%e7%9a%84%e5%83%b9%e5%80%bc%e7%a9%b6%e7%ab%9f%e5%9c%a8%e5%93%aa%e8%a3%a1%e6%8a%95%e8%b3%87%e5%b8%95%e8%98%ad%e6%b3%b0%e7%88%be%e7%9a%84%e5%88%a9%e5%bc%8a\/\">\u5e15\u862d\u6cf0\u723e\uff08Palantir\uff09\u7684\u50f9\u503c\u7a76\u7adf\u5728\u54ea\u88e1\uff1f\u6295\u8cc7\u5e15\u862d\u6cf0\u723e\u7684\u5229\u5f0a\uff1f<\/a>\u300b<\/li>\n\n\n\n<li><a href=\"https:\/\/www.granitefirm.com\/blog\/stocks\/us-stocks\/palantir%e6%98%af%e4%b8%80%e5%ae%b6%e4%bb%80%e9%ba%bc%e6%a8%a3%e7%9a%84%e4%bc%81%e6%a5%ad%ef%bc%9f\/\">\u300aPalantir\uff08\u5e15\u862d\u6cf0\u723e\uff09\u662f\u4e00\u5bb6\u4ec0\u9ebc\u6a23\u7684\u4f01\u696d\uff1f\u300b<\/a><\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/10\/09\/2024%e8%ab%be%e8%b2%9d%e7%88%be%e7%89%a9%e7%90%86%e7%8d%8e%e5%be%97%e4%b8%bb%e8%be%9b%e9%a0%93%e5%b9%ab%e5%8a%a9%e8%bc%9d%e9%81%94%e8%ae%8a%e6%88%90%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e7%9a%84\/\">2024\u5e74\u8afe\u8c9d\u723e\u7269\u7406\u734e\u5f97\u4e3b\u8f9b\u9813\uff08Geoffrey Hinton\uff09\u7121\u610f\u4e2d\u5e6b\u52a9\u8f1d\u9054\u5f9e\u5716\u5f62\u6676\u7247\u5546\u7a81\u7136\u8b8a\u6210\u4eba\u5de5\u667a\u6167\u7684\u9738\u4e3b<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/10\/12\/2024%e5%b9%b4%e8%ab%be%e8%b2%9d%e7%88%be%e5%8c%96%e5%ad%b8%e7%8d%8e%e9%a0%92%e7%b5%a6ai%e5%ad%b8%e8%80%85\/\">2024\u5e74\u8afe\u8c9d\u723e\u5316\u5b78\u734e\u9812\u7d66\u4e09\u4f4d\u5229\u7528AI\u6e96\u78ba\u9810\u6e2c\u86cb\u767d\u8cea3D\u7d50\u69cb\u7684\u5b78\u8005<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/09\/04\/%E9%BE%90%E5%A4%A7%E7%9A%84%E8%BC%9D%E9%81%94%E6%96%B0%E6%A5%AD%E5%8B%99%E4%BD%88%E5%B1%80%E6%9C%89%E5%88%A9%E6%96%BC%E8%82%A1%E5%83%B9%E7%9A%84%E5%A4%A7%E5%B9%85%E6%88%90%E9%95%B7\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u9f90\u5927\u7684\u8f1d\u9054\u65b0\u696d\u52d9\u4f48\u5c40\u6709\u5229\u65bc\u80a1\u50f9\u7684\u5927\u5e45\u6210\u9577<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2025\/06\/10\/spectrum-x%e5%92%8cquantum-x%e4%ba%a4%e6%8f%9b%e6%a9%9f\/\">Spectrum-X\u548cQuantum-X\u77fd\u5149\u5b50\u4ea4\u63db\u6a5f\u7684\u4e0a\u5e02\uff0c\u8f1d\u9054\u9818\u57df\u7684\u91cd\u5927\u6539\u8b8a<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/12\/22\/gpu%e5%92%8casic%e7%9a%84%e5%84%aa%e5%8a%a3%e5%8b%a2%e6%af%94%e8%bc%83\/\">GPU\u548cASIC\u5728AI\u4e0a\u7684\u512a\u52a3\u52e2\u6bd4\u8f03<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2023\/12\/11\/%e8%bc%9d%e9%81%94%e7%9a%84%e5%a3%9f%e6%96%b7%e5%8e%9f%e5%9b%a0%e5%92%8c%e9%9d%a2%e5%b0%8d%e7%9a%84%e6%8c%91%e6%88%b0\/\" target=\"_blank\" rel=\"noreferrer noopener\">CUDA\u8edf\u9ad4\u5982\u4f55\u5f37\u5316\u8f1d\u9054\u58df\u65b7\u7684\u8b77\u57ce\u6cb3\uff1f<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/24\/%e5%9c%96%e5%bd%a2%e8%99%95%e7%90%86%e5%99%a8gpu%e4%b8%bb%e8%a6%81%e7%9a%84%e5%bb%a0%e5%95%86%e5%92%8c%e7%94%a8%e9%80%94\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5716\u5f62\u8655\u7406\u5668\uff08GPU\uff09\u4e3b\u8981\u7684\u5ee0\u5546\u548c\u7528\u9014<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/02\/%E5%B8%82%E5%A0%B4%E6%84%88%E4%BE%86%E6%84%88%E5%A4%A7%E7%9A%84%E7%89%B9%E6%AE%8A%E6%87%89%E7%94%A8%E7%A9%8D%E9%AB%94%E9%9B%BB%E8%B7%AF%EF%BC%88asic%EF%BC%89%EF%BC%8C%E7%BE%8E%E8%82%A1%E5%92%8C\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5e02\u5834\u6108\u4f86\u6108\u5927\u7684\u7279\u6b8a\u61c9\u7528\u7a4d\u9ad4\u96fb\u8def\uff08ASIC\uff09\uff0c\u548c\u7f8e\u80a1\u548c\u53f0\u80a1\u7684\u76f8\u95dc\u4e0a\u5e02\u4f01\u696d<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/24\/%e5%9c%96%e5%bd%a2%e8%99%95%e7%90%86%e5%99%a8gpu%e4%b8%bb%e8%a6%81%e7%9a%84%e5%bb%a0%e5%95%86%e5%92%8c%e7%94%a8%e9%80%94\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5716\u5f62\u8655\u7406\u5668\uff08GPU\uff09\u4e3b\u8981\u7684\u5ee0\u5546\u548c\u7528\u9014<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2023\/12\/11\/%E8%BC%9D%E9%81%94%E7%9A%84%E5%A3%9F%E6%96%B7%E5%8E%9F%E5%9B%A0%E5%92%8C%E9%9D%A2%E5%B0%8D%E7%9A%84%E6%8C%91%E6%88%B0\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u8f1d\u9054\u7684\u58df\u65b7\u539f\u56e0\u548c\u9762\u5c0d\u7684\u6311\u6230<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2023\/07\/02\/%e5%86%8d%e8%ab%96%e8%bc%9d%e9%81%94%ef%bc%9a%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%ef%bc%8c%e8%b3%87%e6%96%99%e4%b8%ad%e5%bf%83%ef%bc%8c%e5%92%8c%e7%b9%aa%e5%9c%96%e7%9a%84%e7%b5%95%e5%b0%8d%e9%a0%98\/\">\u518d\u8ad6\u8f1d\u9054\uff1a\u4eba\u5de5\u667a\u6167\uff0c\u8cc7\u6599\u4e2d\u5fc3\uff0c\u548c\u7e6a\u5716\u7684\u7d55\u5c0d\u9818\u5148\u8005<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2021\/06\/24\/%e9%80%99%e5%ae%b6%e5%85%ac%e5%8f%b8%e6%ad%a3%e5%9c%a8%e6%94%b9%e8%ae%8a%e9%81%8a%e6%88%b2%e8%a6%8f%e5%89%87\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><a href=\"https:\/\/www.granitefirm.com\/blog\/wp-admin\/post.php?post=2178&amp;action=edit\"><\/a><a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2021\/06\/24\/%e8%bc%9d%e9%81%94%e6%94%b9%e8%ae%8a%e4%ba%86%e7%94%a2%e6%a5%ad%e7%9a%84%e9%81%8a%e6%88%b2%e8%a6%8f%e5%89%87\/\">\u8f1d\u9054\uff08nVidia\uff09 \u5982\u4f55\u8cfa\u9322\uff1f\u8f1d\u9054\u6539\u8b8a\u4e86\u7522\u696d\u7684\u904a\u6232\u898f\u5247 <\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2022\/01\/29\/%E7%82%BA%E4%BB%80%E9%BA%BC%E6%B2%92%E6%9C%89%E4%BA%BA%E6%A8%82%E8%A6%8B%E8%BC%9D%E9%81%94%E4%BD%B5%E8%B3%BC%E5%AE%89%E8%AC%80\/\">\u70ba\u4ec0\u9ebc\u8f1d\u9054\uff08nVidia\uff09\u4f75\u8cfc\u5b89\u8b00\uff08ARM\uff09\u6703\u5931\u6557\uff1f<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/06\/12\/%e8%8b%b1%e7%89%b9%e7%88%be%e6%ad%a3%e5%b0%87%e5%85%ac%e5%8f%b8%e5%88%86%e6%8b%86%e7%82%ba%e4%ba%94%e5%ae%b6%e7%8d%a8%e7%ab%8b%e5%85%ac%e5%8f%b8\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u82f1\u7279\u723e\u6b63\u5c07\u516c\u53f8\u5206\u62c6\u70ba\u4e94\u5bb6\u7368\u7acb\u516c\u53f8<\/a> \u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/05\/25\/%E8%8B%B1%E7%89%B9%E7%88%BE%E5%80%92%E9%96%89%E5%8F%AF%E8%83%BD%E7%99%BC%E7%94%9F%E5%97%8E\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u82f1\u7279\u723e\u5012\u9589\u53ef\u80fd\u767c\u751f\u55ce\uff1f<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2021\/10\/30\/%e8%8b%b1%e7%89%b9%e7%88%be%e6%98%af%e6%80%8e%e9%ba%bc%e8%b3%ba%e9%8c%a2%e7%9a%84%e4%bb%a5%e5%8f%8a%e6%8a%95%e8%b3%87%e5%ae%83%e7%9a%84%e5%a5%bd%e8%99%95\/\">\u82f1\u7279\u723e\u662f\u600e\u9ebc\u8cfa\u9322\u7684\uff1f\u4ee5\u53ca\u6295\u8cc7\u5b83\u7684\u597d\u8655<\/a> \u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2021\/11\/05\/%e8%8b%b1%e7%89%b9%e7%88%be%e7%9b%ae%e5%89%8d%e8%89%b1%e9%9b%a3%e7%9a%84%e5%9b%b0%e5%a2%83\/\">\u82f1\u7279\u723e\u76ee\u524d\u8271\u96e3\u7684\u56f0\u5883<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2022\/04\/22\/%E8%B6%85%E5%BE%AE%EF%BC%88amd%EF%BC%89-%E4%BC%81%E6%A5%AD%E5%8F%B2%E4%B8%8A%E7%BD%95%E8%A6%8B%E7%9A%84%E5%8F%8D%E6%95%97%E7%82%BA%E5%8B%9D%E6%A1%88%E4%BE%8B\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u8d85\u5fae\uff08AMD\uff09\u5982\u4f55\u8cfa\u9322\uff1f\u4f01\u696d\u53f2\u4e0a\u7f55\u898b\u7684\u53cd\u6557\u70ba\u52dd\u6848\u4f8b<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/02\/05\/%e9%95%b7%e5%b9%b4%e8%80%81%e4%ba%8c%e7%9a%84%e8%b6%85%e5%be%ae%e8%a1%a8%e7%8f%be%e7%82%ba%e4%bd%95%e4%bb%a4%e4%ba%ba%e4%b8%80%e5%86%8d%e8%b7%8c%e7%a0%b4%e7%9c%bc%e9%8f%a1%ef%bc%9f\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u9577\u5e74\u8001\u4e8c\u7684\u8d85\u5fae\uff08AMD\uff09\u8868\u73fe\u70ba\u4f55\u4ee4\u4eba\u77a0\u76ee\u7d50\u820c\uff1f<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2022\/05\/01\/%E9%AB%98%E9%80%9A%E5%A4%9A%E5%85%83%E5%8C%96%E6%88%90%E5%8A%9F%E5%B7%B2%E4%B8%8D%E5%86%8D%E5%8F%AA%E9%9D%A0%E6%89%8B%E6%A9%9F%E8%B3%BA%E9%8C%A2\/\">\u9ad8\u901a\uff08Qualcomm\uff09\u591a\u5143\u5316\u6210\u529f\uff0c\u5df2\u4e0d\u518d\u53ea\u9760\u624b\u6a5f\u8cfa\u9322<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/01\/29\/%e5%ae%89%e8%ac%80\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u7121\u6240\u4e0d\u5728\u7684\u5b89\u8b00\uff08Arm\uff09\u5982\u4f55\u8cfa\u9322\uff1f<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/06\/20\/%e5%ae%89%e8%ac%80%e4%ba%8c%e6%ac%a1%e4%b8%8a%e5%b8%82%e6%88%90%e5%8a%9f%e4%b8%94%e6%ad%a3%e8%bf%8e%e4%be%86%e5%85%ac%e5%8f%b8%e6%9c%80%e5%a5%bd%e7%9a%84%e6%99%82%e5%85%89\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5b89\u8b00\u4e8c\u6b21\u4e0a\u5e02\u6210\u529f\uff0c\u4e14\u6b63\u8fce\u4f86\u516c\u53f8\u6700\u597d\u7684\u6642\u5149<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/06\/24\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e5%80%8b%e4%ba%ba%e9%9b%bb%e8%85%a6%e6%94%b9%e8%ae%8a%e5%80%8b%e4%ba%ba%e9%9b%bb%e8%85%a6%e7%9a%84%e4%be%9b%e6%87%89%e9%8f%88%e5%92%8c%e7%94%9f%e6%85%8b%e7%b3%bb\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u4eba\u5de5\u667a\u6167\u500b\u4eba\u96fb\u8166\uff08AI PC\uff09\u6b63\u5728\u6539\u8b8a\u500b\u4eba\u96fb\u8166\u7684\u4f9b\u61c9\u93c8\u548c\u751f\u614b\u7cfb\u7d71<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/16\/%e5%ae%89%e8%ac%80%e8%a6%96%e7%aa%97%e9%9b%bb%e8%85%a6windows-on-arm\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5b89\u8b00\u8996\u7a97\u96fb\u8166WOA\uff08Windows on ARM\uff09\u6709\u591a\u5927\u7684\u6f5b\u80fd\uff1f<\/a><\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2023\/03\/04\/%e8%b3%87%e6%96%99%e4%b8%ad%e5%bf%83%e6%98%af%e4%bb%8d%e5%9c%a8%e9%ab%98%e9%80%9f%e6%88%90%e9%95%b7%e7%9a%84%e5%8d%8a%e5%b0%8e%e9%ab%94%e9%a0%98%e5%9f%9f\/\">\u8cc7\u6599\u4e2d\u5fc3\u662f\u4ecd\u5728\u9ad8\u901f\u6210\u9577\u7684\u534a\u5c0e\u9ad4\u9818\u57df<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/04\/06\/%e4%ba%94%e5%a4%a7%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e5%95%86\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u76ee\u524d\u7372\u5229\u8c50\u539a\u7684\u4e94\u5927\u4eba\u5de5\u667a\u6167\u5546<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2023\/10\/02\/%E8%B3%87%E6%9C%AC%E5%B8%82%E5%A0%B4%E7%9A%84%E4%BA%BA%E5%B7%A5%E6%99%BA%E6%85%A7%E6%B3%A1%E6%B2%AB%E6%AD%A3%E5%9C%A8%E5%BD%A2%E6%88%90\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u8cc7\u672c\u5e02\u5834\u7684\u4eba\u5de5\u667a\u6167\u6ce1\u6cab\u6b63\u5728\u5f62\u6210<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2022\/05\/07\/%e5%b8%b8%e8%a6%8b%e7%9a%84%e5%8d%8a%e5%b0%8e%e9%ab%94%e6%8a%95%e8%b3%87%e8%bf%b7%e6%80%9d\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2021\/07\/09\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e7%9a%84%e6%8a%95%e8%b3%87%e9%99%b7%e4%ba%95\/\">\u4eba\u5de5\u667a\u6167\u6295\u8cc7\u7684\u9677\u4e95<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2023\/04\/11\/%e7%be%8e%e8%82%a1%e4%b8%bb%e8%a6%81%e7%9a%84%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e4%b8%8a%e5%b8%82%e5%85%ac%e5%8f%b8\/\">\u7f8e\u80a1\u4e3b\u8981\u7684\u4eba\u5de5\u667a\u6167\u4e0a\u5e02\u516c\u53f8<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/04\/06\/%e4%ba%94%e5%a4%a7%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e5%95%86\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u76ee\u524d\u7372\u5229\u8c50\u539a\u7684\u4e94\u5927\u4eba\u5de5\u667a\u6167\u5546<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2023\/04\/03\/openai%e5%92%8c%e7%88%86%e7%b4%85%e7%9a%84chatgpt\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u6167\u65b0\u661fOpenAI\u548c\u7206\u7d05\u7684ChatGPT<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2025\/11\/22\/%e6%8a%bc%e6%b3%a8%e4%bd%94%e5%84%aa%e5%8b%a2%e8%80%85%ef%bc%8c%e4%b8%8d%e8%a6%81%e9%a0%90%e6%b8%ac\/\">\u62bc\u6ce8\u4f54\u512a\u52e2\u8005\uff0c\u4e0d\u8981\u9810\u6e2c<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a 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