{"id":61202,"date":"2024-12-22T23:56:00","date_gmt":"2024-12-22T15:56:00","guid":{"rendered":"https:\/\/www.granitefirm.com\/blog\/?p=61202"},"modified":"2025-08-31T09:20:09","modified_gmt":"2025-08-31T01:20:09","slug":"gpu%e5%92%8casic%e7%9a%84%e5%84%aa%e5%8a%a3%e5%8b%a2%e6%af%94%e8%bc%83","status":"publish","type":"post","link":"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\/","title":{"rendered":"GPU\u548cASIC\u5728AI\u4e0a\u7684\u512a\u52a3\u52e2\u6bd4\u8f03"},"content":{"rendered":"\n<p>\u5efa\u8b70\u5404\u4f4d\u5148\u95b1\u8b80\u548c\u672c\u6587\u5bc6\u5207\u76f8\u95dc\u7684\u8cbc\u6587 \uff1a\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 ,\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<\/p>\n\n\n\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 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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\/#%E6%8E%A8%E7%90%86%E6%98%AF%E4%B8%8B%E4%B8%80%E6%B3%A2%E9%9C%80%E6%B1%82%E7%9A%84%E7%84%A6%E9%BB%9E\" >\u63a8\u7406\u662f\u4e0b\u4e00\u6ce2\u9700\u6c42\u7684\u7126\u9ede<\/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\/12\/22\/gpu%e5%92%8casic%e7%9a%84%e5%84%aa%e5%8a%a3%e5%8b%a2%e6%af%94%e8%bc%83\/#%E5%B0%88%E7%94%A8%E8%88%87%E9%80%9A%E7%94%A8%E4%B9%8B%E7%88%AD\" >\u5c08\u7528\u8207\u901a\u7528\u4e4b\u722d<\/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\/12\/22\/gpu%e5%92%8casic%e7%9a%84%e5%84%aa%e5%8a%a3%e5%8b%a2%e6%af%94%e8%bc%83\/#%E7%82%BA%E4%BD%95%E5%BF%85%E9%9C%80%E5%90%8C%E6%99%82%E4%B8%A6%E7%94%A8%EF%BC%9F\" 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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%E5%92%8CASIC%E5%9C%A8AI%E5%B8%82%E4%BD%94%E7%8E%87%E7%82%BA3%E6%AF%941\" >GPU\u548cASIC\u5728AI\u5e02\u4f54\u7387\u70ba3\u6bd41<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" 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\/#%E5%BB%A0%E5%95%86%E8%87%AA%E7%A0%94%E7%9A%84AI%E6%99%B6%E7%89%87\" >\u5ee0\u5546\u81ea\u7814\u7684AI\u6676\u7247<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" 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\/#%E7%A7%91%E6%8A%80%E5%B7%A8%E6%93%98%E9%83%BD%E6%9C%89%E8%87%AA%E7%A0%94%E7%9A%84AI%E6%99%B6%E7%89%87\" 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ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" 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\/#%E5%AF%A6%E9%9A%9B%E4%BD%BF%E7%94%A8%E4%B8%8A%E7%9A%84%E8%80%83%E9%87%8F\" >\u5be6\u969b\u4f7f\u7528\u4e0a\u7684\u8003\u91cf<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" 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\/#%E6%95%88%E8%83%BD\" >\u6548\u80fd<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" 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\/#%E5%8A%9F%E8%80%97\" >\u529f\u8017<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" 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\/#%E5%8A%9F%E8%83%BD\" >\u529f\u80fd<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" 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\/#%E8%BB%9F%E9%AB%94\" >\u8edf\u9ad4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" 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\/#%E9%AB%98%E9%80%9F%E5%82%B3%E8%BC%B8\" >\u9ad8\u901f\u50b3\u8f38<\/a><\/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\/12\/22\/gpu%e5%92%8casic%e7%9a%84%e5%84%aa%e5%8a%a3%e5%8b%a2%e6%af%94%e8%bc%83\/#%E9%83%A8%E7%BD%B2\" >\u90e8\u7f72<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" 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\/#%E6%88%90%E6%9C%AC\" >\u6210\u672c<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-22\" 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\/#%E4%B8%BB%E8%A6%81%E5%BB%A0%E5%95%86\" >\u4e3b\u8981\u5ee0\u5546<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" 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\" >GPU<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" 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\/#ASIC\" >ASIC<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" 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\/#%E5%8D%9A%E9%80%9A2024_Q3%E7%9A%84%E8%B2%A1%E5%A0%B1\" >\u535a\u901a2024 Q3\u7684\u8ca1\u5831<\/a><\/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\/12\/22\/gpu%e5%92%8casic%e7%9a%84%e5%84%aa%e5%8a%a3%e5%8b%a2%e6%af%94%e8%bc%83\/#%E9%82%81%E5%A8%81%E7%88%BE2024_Q3%E7%9A%84%E8%B2%A1%E5%A0%B1\" >\u9081\u5a01\u723e2024 Q3\u7684\u8ca1\u5831<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-27\" 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\/#ASIC%E6%96%B0%E5%89%B5%E5%85%AC%E5%8F%B8\" >ASIC\u65b0\u5275\u516c\u53f8<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-28\" 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\/#%E7%82%BA%E4%BB%80%E9%BA%BC%E5%8D%9A%E9%80%9A%E8%83%BD%E7%A8%B1%E9%9C%B8ASIC%EF%BC%9F\" >\u70ba\u4ec0\u9ebc\u535a\u901a\u80fd\u7a31\u9738ASIC\uff1f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-29\" 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\/#%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=\"AI%E6%99%B6%E7%89%87%E7%9A%84%E7%99%BC%E5%B1%95%E8%B6%A8%E5%8B%A2\"><\/span>AI\u6676\u7247\u7684\u767c\u5c55\u8da8\u52e2<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%AE%A2%E8%A3%BD%E5%8C%96%E7%9A%84AI%E6%99%B6%E7%89%87%E7%A8%AE%E9%A1%9E\"><\/span>\u5ba2\u88fd\u5316\u7684AI\u6676\u7247\u7a2e\u985e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5ba2\u88fd\u5316\u7684AI\u6676\u7247\u7a2e\u985e\uff0cASIC\u5305\u542b\u591a\u985e\u6676\u7247\uff0c\u8af8\u5982TPU\uff08Tensor Processing Unit\uff0c\u5f35\u91cf\u8655\u7406\u5668\uff09\u3001LPU\uff08\u8a9e\u8a00\u8655\u7406\u5668\uff09\u3001NPU\uff08\u795e\u7d93\u7db2\u8def\u8655\u7406\u5668\uff09\u7b49\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%8E%A8%E7%90%86%E6%98%AF%E4%B8%8B%E4%B8%80%E6%B3%A2%E9%9C%80%E6%B1%82%E7%9A%84%E7%84%A6%E9%BB%9E\"><\/span>\u63a8\u7406\u662f\u4e0b\u4e00\u6ce2\u9700\u6c42\u7684\u7126\u9ede<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u4f46\u5982\u4eca\u7684\u6578\u64da\u7336\u5982\u6a21\u578b\u8a13\u7df4\u7684\u5316\u77f3\u71c3\u6599\uff0c\u7d42\u5c07\u662f\u6703\u8017\u76e1\u7684\uff0c\u9019\u662f\u5927\u6a21\u578b\u7af6\u8cfd\u5f9e\u9810\u8a13\u7df4\u8f49\u5411\u63a8\u7406\u7684\u91cd\u8981\u539f\u56e0\uff0c\u8fd1\u671f\u524dOpen AI\u9ad8\u7ba1Ilya Sutskever\u516c\u958b\u6f14\u8b1b\u8ac7\u53ca\u9019\u4e00\u9ede\uff0c\u5176\u9810\u8a08\uff0c\u4e0b\u4e00\u4ee3AI\u6a21\u578b\u5c07\u662f\u771f\u6b63\u7684AI Agent\uff0c\u4e14\u5177\u5099\u63a8\u7406\u80fd\u529b\u3002&nbsp;<\/p>\n\n\n\n<p>\u5df4\u514b\u840a\u7684\u53e6\u4e00\u4efd\u5831\u544a\u5247\u9810\u8a08\uff0c\u9810\u8a08AI\u63a8\u7406\u9700\u6c42\u5c07\u4f54\u901a\u7528\u4eba\u5de5\u667a\u6167\u7e3d\u904b\u7b97\u9700\u6c42\u768470%\u4ee5\u4e0a\uff0c\u751a\u81f3\u9054\u5230\u8a13\u7df4\u904b\u7b97\u9700\u6c42\u76844.5\u500d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%B0%88%E7%94%A8%E8%88%87%E9%80%9A%E7%94%A8%E4%B9%8B%E7%88%AD\"><\/span>\u5c08\u7528\u8207\u901a\u7528\u4e4b\u722d<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>GPU\u548cASIC\u76ee\u524d\u7684\u512a\u7f3a\u9ede\u90fd\u5f88\u660e\u986f\u3002GPU\u52dd\u5728\u901a\u7528\uff0c\u80fd\u904b\u884c\u8a31\u591a\u6f14\u7b97\u6cd5\uff0c\u4e14\u8f1d\u9054CUDA\u751f\u614b\u6210\u719f\uff0c\u5177\u5099\u6613\u7528\u6027\uff0c\u7f3a\u9ede\u5728\u65bc\u901a\u7528\u7684GPU\u5728\u7b97\u529b\u548c\u529f\u8017\u4e0a\u6703\u6709\u4e00\u5b9a\u6d6a\u8cbb\u3002ASIC\u76f8\u5c0d\u5c08\u7528\uff0c\u91dd\u5c0d\u7279\u5b9a\u6f14\u7b97\u6cd5\u7684\u8a2d\u8a08\u4f7f\u7b97\u529b\u548c\u529f\u8017\u8868\u73fe\u53ef\u80fd\u66f4\u512a\u3002\u4ee5Groq\u7684LPU\u70ba\u4f8b\uff0c\u8a72\u516c\u53f8\u7a31LPU\u901f\u5ea6\u6bd4\u8f1d\u9054GPU\u5feb\u5341\u500d\uff0c\u4f46\u50f9\u683c\u548c\u8017\u96fb\u91cf\u90fd\u50c5\u70ba\u5f8c\u8005\u7684\u5341\u5206\u4e4b\u4e00\u3002\u4e0d\u904e\uff0c\u8d8a\u662f\u5c08\u7528\u7684ASIC\u8d8a\u96e3\u5bb9\u5fcd\u592a\u591a\u6f14\u7b97\u6cd5\uff0c\u539f\u672c\u5728GPU\u4e0a\u8dd1\u7684\u5927\u6a21\u578b\u8981\u9077\u79fb\u81f3ASIC\u4e0a\u904b\u4f5c\u4e0d\u4e00\u5b9a\u5bb9\u6613\uff0c\u6574\u9ad4\u4e0a\u6613\u7528\u6027\u4e5f\u4f4e\u65bcGPU\u3002<br><\/p>\n\n\n\n<p>\u5f9e\u4f7f\u7528\u5834\u666f\u4f86\u770b\uff0c\u4e00\u540d\u696d\u5167\u4eba\u58eb\u544a\u8a34\u8a18\u8005\uff0cGPU\u4ecd\u8981\u7528\u5728\u5927\u91cf\u5e73\u884c\u5316\u901a\u7528\u7528\u4f8b\u4e2d\uff0c\u5728\u6b64\u4e4b\u5916\u7684\u5176\u4ed6\u9700\u6c42\u53ef\u4ee5\u4f7f\u7528\u6210\u672c\u66f4\u4f4e\u7684ASIC\uff0c\u4f8b\u5982\u5728\u63a8\u7406\u7aef\u4f7f\u7528\u4f4e\u529f\u8017\u7684AISC\u3002\u9ea5\u80af\u932b\u7684\u7814\u7a76\u4e5f\u8a8d\u70ba\uff0c\u672a\u4f86AI\u5de5\u4f5c\u91cf\u4e3b\u8981\u8f49\u5411\u63a8\u7406\uff0c\u52302030\u5e74\uff0c\u914d\u5099ASIC\u6676\u7247\u7684AI\u52a0\u901f\u5668\u5c07\u8655\u7406\u5927\u591a\u6578AI\u5de5\u4f5c\u8ca0\u8f09\u3002<\/p>\n\n\n\n<p>\u4f46\u5177\u9ad4\u672a\u4f86ASIC\u80fd\u62ff\u4e0b\u591a\u5927\u7684AI\u6676\u7247\u5e02\u5834\u4efd\u984d\uff0c\u53ef\u80fd\u4ecd\u6709\u8b8a\u6578\uff0c\u9019\u7a2e\u8b8a\u6578\u4f86\u81eaGPU\u5c0dASIC\u6676\u7247\u512a\u9ede\u7684\u5438\u6536\u3002\u5b89\u8b00\u79d1\u6280\u7522\u54c1\u7e3d\u76e3\u9b91\u654f\u797a\u5411\u8a18\u8005\u8868\u793a\uff0cGPU\u4e0d\u4e00\u5b9a\u6703\u88ab\u5176\u4ed6\u6676\u7247\u53d6\u4ee3\u3002GPU\u4e3b\u8981\u5728AI\u96f2\u7aef\u61c9\u7528\uff0cGPU\u66f4\u5bb9\u6613\u63a5\u5165openCLcuda\u6216\u662fSYCL\u9019\u7a2e\u8edf\u9ad4\u7a0b\u5f0f\u751f\u614b\u6a21\u5f0f\uff0c\u5177\u5099\u4fbf\u5229\u6027\u3002\u800c\u5f9e\u80fd\u6e90\u6548\u7387\u89d2\u5ea6\u4f86\u770b\uff0cGPU\u6703\u5e36\u4f86\u66f4\u591a\u7684\u591a\u57f7\u884c\u7dd2\u4e0a\u4e0b\u6587\u5207\u63db\u958b\u92b7\uff0c\u9019\u4e9b\u958b\u92b7\u4e0d\u5bb9\u5ffd\u8996\u3002\u7531\u6b64\u770b\uff0c\u672a\u4f86\u5728\u7aef\u5074\u5834\u666f\uff0cGPU\u548c\u5176\u4ed6\u6676\u7247\u6703\u9010\u6b65\u8d70\u5411\u878d\u5408\uff0c\u800c\u4e0d\u662f\u4e92\u76f8\u53d6\u4ee3\u3002\u5c31\u50cf\u8f1d\u9054H100\u7684TensorCore\uff08\u5f35\u91cf\u8655\u7406\u55ae\u5143\uff09\u5df2\u7d93\u5f15\u5165\u4e86\u66f4\u591aTensor\u5c08\u7528\u7684\u6280\u8853\uff0c\u6676\u7247\u4e4b\u9593\u5df2\u7d93\u5728\u53d6\u5c0d\u65b9\u7684\u9577\u8655\u9010\u6b65\u5f4c\u88dc\u81ea\u8eab\u7684\u77ed\u8655\u3002<\/p>\n\n\n\n<p>\u5f9e\u9019\u500b\u5c64\u9762\u4f86\u770b\uff0cASIC\u4e5f\u9700\u8981\u8003\u616e\u6368\u68c4\u901a\u7528\u6027\u7684\u98a8\u96aa\u3002GPU\u901a\u7528\u6027\u7684\u91cd\u8981\u6027\u78ba\u5be6\u5982\u6b64\uff0c\u7576Transformer\u6539\u8b8a\uff0cGPU\u5c07\u6709\u512a\u52e2\u3002\u4ee5NPU\u70ba\u4f8b\uff0c\u4e00\u65b9\u9762\uff0c\u539f\u672c\u7684DSA\uff08\u7279\u5b9a\u9818\u57df\u67b6\u69cb\uff09\u53ef\u80fd\u7121\u6cd5\u61c9\u5c0d\u6f14\u7b97\u6cd5\u6d41\u7a0b\u8b8a\u5316\uff0c\u56e0\u6b64\u5c0d\u4e00\u4e9b\u5411\u91cf\u904b\u7b97\u9700\u8981\u8003\u616e\u5f15\u5165\u66f4\u591a\u901a\u7528\u80fd\u529b\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5728\u5177\u5099\u901a\u7528\u904b\u7b97\u80fd\u529b\u7684\u60c5\u6cc1\u4e0b\uff0c\u6676\u7247\u5247\u53ef\u80fd\u6c92\u6709\u91dd\u5c0d\u7279\u5b9a\u904b\u7b97\u985e\u578b\u9032\u884c\u6700\u4f73\u5316\uff0c\u5c0e\u81f4\u9047\u5230\u6548\u80fd\u74f6\u9838\u3002\u56e0\u6b64\u8a2d\u8a08\u6642\u65e2\u8981\u5f15\u5165\u66f4\u591a\u901a\u7528\u904b\u7b97\u80fd\u529b\u4ee5\u9069\u61c9\u6f14\u7b97\u6cd5\u7b49\u7684\u8b8a\u5316\uff0c\u53c8\u8981\u5e73\u8861\u901a\u7528\u904b\u7b97\u80fd\u529b\u548c\u57f7\u884c\u7279\u5b9a\u4efb\u52d9\u7684\u6548\u80fd\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%82%BA%E4%BD%95%E5%BF%85%E9%9C%80%E5%90%8C%E6%99%82%E4%B8%A6%E7%94%A8%EF%BC%9F\"><\/span>\u70ba\u4f55\u5fc5\u9700\u540c\u6642\u4e26\u7528\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>GPU\u548cASIC\u4e4b\u722d\u66f4\u50cf\u662f\u4e00\u5834\u901a\u7528\u548c\u5c08\u7528\u9663\u71df\u4e4b\u722d\uff0c\u5728AI\u6700\u7d42\u5b9a\u578b\u4e4b\u524d\uff0c\u5169\u7a2e\u6676\u7247\u90fd\u4e0d\u6703\u5b8c\u5168\u53d6\u4ee3\u5c0d\u65b9\uff0c\u9019\u5834\u535a\u5f08\u4e5f\u4e0d\u4e00\u5b9a\u4ee5\u4e00\u8f38\u4e00\u8d0f\u70ba\u7d50\u679c\u3002<\/p>\n\n\n\n<p>\u5c24\u5176ChatGPT\u7206\u706b\u4ee5\u5f8c\uff0c\u8f1d\u9054GPU\u7522\u54c1\u7522\u91cf\u7121\u6cd5\u8d95\u4e0a\u5ba2\u6236\u7684\u5927\u91cf\u9700\u6c42\uff0c\u8a31\u591a\u4f01\u696d\u90fd\u662f\u9760\u8457\u4f3a\u670d\u5668CPU+ASIC\u7684\u5f62\u5f0f\uff0c\u4f86\u6eff\u8db3\u4f7f\u7528\u8005\u5c0d\u65bcAI\u8a13\u7df4\u548c\u63a8\u7406\u7684\u7b97\u529b\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\u9019\u5c31\u986f\u793a\u51faASIC\u5728AI\u6642\u4ee3\u7684\u89d2\u8272\u3002\u9081\u5a01\u723e\u7684\u8a08\u7b97\u8207\u5ba2\u88fd\u5316\u96c6\u5718\u6280\u8853\u526f\u7e3d\u88c1Mark Kuemerle\u89c0\u5bdf\u5230\uff1a\u300c\u95dc\u65bc\u9019\u4e9b\u8cc7\u6599\u4e2d\u5fc3\u5ba2\u6236\u7684\u6709\u8da3\u4e8b\u5be6\u662f\uff0c\u5982\u679c\u4ed6\u5011\u7684\u7cfb\u7d71\u4e2d\u51fa\u73fe\u8f15\u5fae\u7684\u74f6\u9838\u9ede\uff0c\u554f\u984c\u6703\u88ab\u653e\u59271000\u500d\u751a\u81f3\u66f4\u591a\uff08\u56e0\u70ba\u5b83\u5011\u90e8\u7f72\u5728\u8d85\u5927\u898f\u6a21\u4e2d\uff09\u3002\u300d\u9019\u6a23\u7684\u74f6\u9838\u9ede\u53ef\u80fd\u5c0e\u81f4NIC\u5361\u4f4f\u3002\u73fe\u6210\u7684\u6a5f\u5668\u5b78\u7fd2\u8a2d\u5099\u53ef\u80fd\u7121\u6cd5\u5339\u914d\u5de5\u4f5c\u8ca0\u8f09\u6216\u6eff\u8db3\u9748\u6d3b\u6027\u6216\u53ef\u7a0b\u5f0f\u6027\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"AI%E6%99%B6%E7%89%87%E7%9A%84%E5%B8%82%E5%A0%B4\"><\/span>AI\u6676\u7247\u7684\u5e02\u5834<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"ASIC%E5%B8%82%E5%A0%B4%E7%9A%84%E5%A4%A7%E5%B0%8F\"><\/span>ASIC\u5e02\u5834\u7684\u5927\u5c0f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u4f86\u770b\u4f54\u9818\u65b0\u7684\u5e02\u5834\u3002\u8cc7\u6599\u4e2d\u5fc3\u5ba2\u88fd\u5316\u6676\u7247\u7684\u6f5b\u5728\u5e02\u5834\u4e26\u4e0d\u5c0f\uff0c\u6839\u64da\u7814\u7a76\u516c\u53f8650 Group\u4f30\u8a08\uff0c\u8cc7\u6599\u4e2d\u5fc3\u5ba2\u88fd\u5316\u6676\u7247\u5e02\u58342024\u5e74\u5c07\u6210\u9577\u81f3100\u5104\u7f8e\u5143\uff0c\u52302025\u5e74\u5c07\u7ffb\u500d\u3002<\/p>\n\n\n\n<p>Needham\u5206\u6790\u5e2bCharles Shi\u8868\u793a\uff0c2023\u5e74\u66f4\u5ee3\u6cdb\u7684\u5ba2\u88fd\u5316\u6676\u7247\u5e02\u503c\u7d04\u70ba300\u5104\u7f8e\u5143\uff0c\u7d04\u4f54\u5168\u7403\u6676\u7247\u5e74\u92b7\u552e\u984d\u76845%\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"GPU%E5%92%8CASIC%E5%9C%A8AI%E5%B8%82%E4%BD%94%E7%8E%87%E7%82%BA3%E6%AF%941\"><\/span>GPU\u548cASIC\u5728AI\u5e02\u4f54\u7387\u70ba3\u6bd41<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u82b1\u65d7\u5c31\u8868\u793a\uff1a\u76ee\u524d\u770b\u4f86\uff0cGPU\u548cASIC\u5728AI\u4e0a\u7684\u4f7f\u7528\u5e02\u4f54\u7387\u5927\u7d04\u70ba3\u6bd41\u3002\u82b1\u65d7\u8a8d\u70ba\uff0c\u8f1d\u9054\u7684GPU\u80fd\u900f\u904eCUDA\u652f\u63f4\u8edf\u9ad4\u7684\u91cd\u65b0\u7de8\u7a0b\uff0c\u4e26\u9069\u61c9\u4e0d\u540c\u7684\u5de5\u4f5c\u8ca0\u8f09\uff0c\u662f\u8f1d\u9054\u7684\u6700\u5927\u512a\u52e2\u3002<\/p>\n\n\n\n<p>\u96a8\u8457\u9081\u5a01\u723e\u548c\u535a\u901a\u5169\u5bb6\u6676\u7247\u88fd\u9020\u5546\u7684\u8fd1\u671f\u62ab\u9732\u7684\u696d\u7e3e\u5927\u5927\u8d85\u4e4e\u9810\u671f\uff0c\u6295\u8cc7\u8005\u958b\u59cb\u64d4\u6182\u8f1d\u9054\u7684GPU\u662f\u5426\u6703\u88ab\u5ba2\u88fd\u5316ASIC\u6676\u7247\u6240\u53d6\u4ee3\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/passport.futunn.com\/?target=https%3A%2F%2Fq.futunn.com%2Fen%2Fnnq%3Fglobal_content%3D%257B%2522promote_id%2522%253A13643%252C%2522sub_promote_id%2522%253A64%257D&amp;type=login&amp;lang=en-us&amp;global_content=%7B%22promote_id%22%3A13643%2C%22sub_promote_id%22%3A64%7D&amp;force=1#\/\" target=\"_blank\" rel=\"noopener\">\u82b1\u65d7\u91cd\u7533\u300c\u9019\u5169\u7a2e\u6676\u7247\u5c07\u6703\u5171\u5b58\u300d\u4e26\u9810\u8a08\u52302028\u5e74\uff0cAI\u52a0\u901f\u5668\u7684\u7e3d\u5e02\u5834\u898f\u6a21\uff08TAM\uff09\u5c07\u9054\u52303,800\u5104\u7f8e\u5143\uff0c\u5176\u4e2dGPU\u5c07\u4f54\u64da\u4e3b\u5c0e\u5730\u4f4d\uff0c\u4f5475%\u7684\u4efd\u984d\uff0cASIC\u5247\u5c07\u50c5\u4f5425%\u3002<\/a><\/p>\n\n\n\n<p>\u8f1d\u9054\u7684GPU\u80fd\u900f\u904eCUDA\u652f\u63f4\u8edf\u9ad4\u7684\u91cd\u65b0\u7de8\u7a0b\uff0c\u4e26\u9069\u61c9\u4e0d\u540c\u7684\u5de5\u4f5c\u8ca0\u8f09\uff0c\u662f\u8f1d\u9054\u7684\u6700\u5927\u512a\u52e2\u3002\u82b1\u65d7\u4e5f\u8868\u793a\uff0c\u5118\u7ba1ASIC\u55ae\u4f4d\u7d44\u5408\u7684\u4efd\u984d\u53ef\u80fd\u57282028\u5e74\u9054\u523035%\u4ee5\u4e0a\uff0c\u4f46\u7531\u65bcAI  GPU\u66f4\u9ad8\u7684\u5e73\u5747\u552e\u50f9\uff08ASP\uff09\uff0cASIC\u7684\u92b7\u552e\u4efd\u984d\u53ef\u80fd\u88ab\u9650\u5236\u5728\u7d0425%\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u8f1d\u9054\u7684CoWOS\u4ee3\u5de5\u5ee0\u7522\u80fd\u5206\u914d\u9810\u8a08\u5c07\u5f9e2024\u5e74\u768456%\u589e\u9577\u52302025\u5e74\u768460%\uff0c\u986f\u793a\u51fa2025\u5e74GPU\u4ecd\u5c07\u4fdd\u6301\u5f37\u52c1\u7684\u589e\u9577\u52e2\u982d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%BB%A0%E5%95%86%E8%87%AA%E7%A0%94%E7%9A%84AI%E6%99%B6%E7%89%87\"><\/span>\u5ee0\u5546\u81ea\u7814\u7684AI\u6676\u7247<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%A7%91%E6%8A%80%E5%B7%A8%E6%93%98%E9%83%BD%E6%9C%89%E8%87%AA%E7%A0%94%E7%9A%84AI%E6%99%B6%E7%89%87\"><\/span>\u79d1\u6280\u5de8\u64d8\u90fd\u6709\u81ea\u7814\u7684AI\u6676\u7247<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>ASIC\u53ef\u4ee5\u690d\u5165\u500b\u5225\u5ba2\u6236\u6240\u671f\u671b\u4f46GPU\u7121\u6cd5\u63d0\u4f9b\u7684\u529f\u80fd\u2500\u2500\u2500\u9019\u662fASIC\u6700\u5927\u7684\u512a\u52e2\uff1b\u66f4\u4f55\u6cc1GPU\u7684\u8d85\u7d1a\u5927\u7528\u6236\u90fd\u662f\u79d1\u6280\u5de8\u64d8\uff0c\u9810\u7b97\u4e0d\u6703\u662f\u554f\u984c\uff0c\u4ed6\u5011\u666e\u904d\u4e5f\u4e0d\u60f3\u8b93\u8f1d\u9054\u85c9\u7531GPU\u7684\u4f9b\u61c9\u6390\u4f4f\u81ea\u5df1\u7684\u5589\u56a8\u3002\u76ee\u524d\uff0c\u8c37\u6b4c\u3001\u4e9e\u99ac\u905c\u3001\u7279\u65af\u62c9\u548cMeta\u90fd\u63a8\u51fa\u4e86ASIC\u6676\u7247\u3002<\/p>\n\n\n\n<p>\u96f2\u7aef\u5ee0\u5546\u4e2d\uff0c\u8c37\u6b4c\u591a\u5e74\u524d\u5c31\u4f48\u5c40TPU\uff0c\u5176\u7b2c\u516d\u4ee3TPU\u57282024\u5e7412\u6708\u6b63\u5f0f\u5411\u5ba2\u6236\u958b\u653e\u4f7f\u7528\uff1bMeta\u57282024\u5e74\u63a8\u51fa\u4e86\u5c08\u70baAI\u8a13\u7df4\u548c\u63a8\u7406\u8a2d\u8a08\u7684\u5b9a\u5236\u82af\u7247MTIA v2\uff1b\u4e9e\u99ac\u905c\u6709Trainium 2.0\uff0c\u4f75\u8a08\u52832025\u5e74\u767c\u8868Trainium 3.0\uff1b\u5fae\u8edf\u5247\u6709\u81ea\u7814\u7684AI\u6676\u7247Maia\u3002<br>\u3000\u3000<br>\u56e0\u70ba\u4e0d\u5c0d\u5916\u92b7\u552e\u6676\u7247\uff0c\u9019\u4e9b\u96f2\u5ee0\u5546\u7684AI\u6676\u7247\u6bd4\u8f03\u5c11\u53d7\u5230\u5e02\u5834\u95dc\u6ce8\u3002\u4f46\u5be6\u969b\u4e0a\uff0c\u9019\u4e9b\u96f2\u5ee0\u5546\u90fd\u65e9\u5df2\u7d93\u5728\u81ea\u5df1\u7684\u8cc7\u6599\u4e2d\u5fc3\u4e2d\u90e8\u7f72ASIC\u6676\u7247\u4e26\u8457\u529b\u64f4\u5927\u9019\u4e9b\u6676\u7247\u7684\u4f7f\u7528\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E8%B0%B7%E6%AD%8C\"><\/span>\u8c37\u6b4c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u8c37\u6b4c2015\u5e74\u767c\u8868\u9996\u6b3eASIC\u6676\u7247TPU v1\uff0c2023\u5e74\u5df2\u7d93\u8fed\u4ee3\u5230\u4e86v5\u3002\u6839\u64da\u5b98\u65b9\u63d0\u4f9b\u7684\u6578\u64da\uff0c\u6bcf\u500bTPU v5\u5728\u4e09\u7dad\u74b0\u5f62\u62d3\u64b2\u7d50\u69cb\u4e2d\uff0c\u900f\u904e\u6700\u9ad8\u983b\u5bec\u7684\u6676\u7247\u9593\u4e92\u806f\uff08ICI\uff09\uff0c\u4ee54,800 Gbps\/chip \u7684\u901f\u5ea6\u5c078,960 \u500b\u6676\u7247\u7d44\u5408\u5728\u4e00\u8d77\uff0c\u8207TPU v4 \u76f8\u6bd4\uff0c TPU v5\u7684FLOPS \u548c\u9ad8\u983b\u5bec\u8a18\u61b6\u9ad4\uff08HBM\uff09\u5206\u5225\u63d0\u9ad8\u4e862 \u500d\u548c3 \u500d\u3002<\/p>\n\n\n\n<p>\u5c0d\u8c37\u6b4c\u4f86\u8aaa\uff0c\u8981\u9322\u6709\u9322\uff0c\u8981\u6280\u8853\u6709\u6280\u8853\uff0c\u8981\u61c9\u7528\u5834\u666f\u6709\u61c9\u7528\u5834\u666f\uff0c\u53ef\u4ee5\u8aaa\u662f\u5404\u5927\u79d1\u6280\u5de8\u982d\u4e2d\u5728\u81ea\u7814AI\u6676\u7247\u9019\u689d\u8def\u4e0a\u8d70\u5f97\u6700\u9060\u7684\uff0c\u5176\u4ed6\u5ee0\u5546\u76ee\u524d\u9084\u5728\u6e90\u6e90\u4e0d\u65b7\u5730\u70ba\u8f1d\u9054\u5e33\u6236\u6536\u9322\uff0c\u4f46\u8c37\u6b4c\u537b\u65e9\u5df2\u505a\u597d\u4e86\u5169\u624b\u6e96\u5099\u3002<\/p>\n\n\n\n<p>\u4ee5\u8c37\u6b4c\u70ba\u4ee3\u8868\uff0cTech Insights\u8cc7\u6599\u986f\u793a\uff0c2023\u5e74\u8c37\u6b4c\u5df2\u6084\u6084\u6210\u70ba\u5168\u7403\u7b2c\u4e09\u5927\u8cc7\u6599\u4e2d\u5fc3\u8655\u7406\u5668\u8a2d\u8a08\u516c\u53f8\uff0c\u4f4d\u5217CPU\u9738\u4e3b\u82f1\u7279\u723e\u548cGPU\u9738\u4e3b\u8f1d\u9054\u4e4b\u5f8c\u3002\u8c37\u6b4c\u5167\u90e8\u5de5\u4f5c\u8ca0\u8f09\u904b\u884cTPU\u800c\u4e0d\u5c0d\u5916\u51fa\u552e\u6676\u7247\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E4%BA%9E%E9%A6%AC%E9%81%9C\"><\/span>\u4e9e\u99ac\u905c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u4e9e\u99ac\u905c\u5247\u5411OpenAI\u7684\u7af6\u722d\u5c0d\u624bAnthropic\u9032\u884c\u591a\u6b21\u6295\u8cc7\uff0c\u52a0\u6df1\u8207\u8a72\u516c\u53f8\u7684\u7d81\u5b9a\u3002Anthropic\u5c31\u7528\u4e86\u4e9e\u99ac\u905c\u7684Trainium\u3002\u4e9e\u99ac\u905c\u8fd1\u65e5\u900f\u9732\uff0c\u5efa\u9020\u7d66Anthropic\u4f7f\u7528\u7684Rainier\u8d85\u7d1a\u96fb\u8166\u96c6\u7fa4\u8a08\u756b\u5f88\u5feb\u5c31\u6703\u5b8c\u6210\uff0c\u4e9e\u99ac\u905c\u9084\u5728\u5efa\u9020\u66f4\u591a\u7522\u80fd\u4ee5\u6eff\u8db3\u5176\u4ed6\u5ba2\u6236\u7528Trainium\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\u5ba2\u88fd\u5316\u6676\u7247\u5ee0\u5546\u535a\u901a\u3001\u9081\u5a01\u723e\u7684\u76f8\u95dc\u8a02\u55ae\u5c31\u662f\u4f86\u81ea\u9019\u4e9b\u96f2\u7aef\u5ee0\u5546\u3002\u5176\u4e2d\uff0c\u8c37\u6b4c \uff0cMeta\u7684ASIC\u6676\u7247\u8207\u535a\u901a\u5408\u4f5c\u5ba2\u88fd\u5316\u3002\u9664\u4e86\u8c37\u6b4c\uff0c\u6469\u6839\u5927\u901a\u5206\u6790\u5e2b\u9810\u6e2c\uff0cMeta\u6709\u671b\u6210\u70ba\u4e0b\u4e00\u500b\u70ba\u535a\u901a\u5e36\u4f8610\u5104\u7f8e\u5143\u71df\u6536\u7684ASIC\u5ba2\u6236\u3002\u4e9e\u99ac\u905c\u5247\u8207\u6676\u7247\u5ee0\u5546\u9081\u5a01\u723e\u5408\u4f5c\u3002<\/p>\n\n\n\n<p>2024\u5e7412\u6708\u521d\uff0c\u4e9e\u99ac\u905cAWS\u525b\u8207\u9081\u5a01\u723e\u9054\u6210\u4e00\u9805\u70ba\u671f\u4e94\u5e74\u7684\u5354\u8b70\uff0c\u96d9\u65b9\u64ec\u64f4\u5927\u5728AI\u548c\u8cc7\u6599\u4e2d\u5fc3\u9023\u63a5\u7522\u54c1\u65b9\u9762\u7684\u5408\u4f5c\uff0c\u4ee5\u4fbf\u4e9e\u99ac\u905c\u90e8\u7f72\u534a\u5c0e\u9ad4\u7522\u54c1\u7d44\u5408\u548c\u5c08\u7528\u7db2\u8def\u786c\u9ad4\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%85%B6%E5%AE%83%E5%BB%A0%E5%95%86\"><\/span>\u5176\u5b83\u5ee0\u5546<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u9664\u4e86\u8c37\u6b4c\u3001Meta\u3001\u4e9e\u99ac\u905c\u9019\u4e9b\u96f2\u7aef\u5ee0\u5546\uff0cOpenAI\u3001\u860b\u679c\u4e5f\u591a\u6b21\u50b3\u51fa\u8207\u9019\u985eASIC\u5ba2\u88fd\u5316\u6676\u7247\u5ee0\u5546\u5408\u4f5c\u7684\u6d88\u606f\u3002\u8fd1\u65e5\u860b\u679c\u4fbf\u50b3\u51fa\u6b63\u5728\u958b\u767cAI\u4f3a\u670d\u5668\u6676\u7247\u3001\u6b63\u8207\u535a\u901a\u5408\u4f5c\u958b\u767c\u8a72\u6676\u7247\u7db2\u8def\u6280\u8853\u7684\u6d88\u606f\uff0cOpenAI\u5148\u524d\u50b3\u51fa\u5df2\u8207\u535a\u901a\u5408\u4f5c\u6578\u6708\u5efa\u69cbAI\u63a8\u7406\u6676\u7247\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%AF%A6%E9%9A%9B%E4%BD%BF%E7%94%A8%E4%B8%8A%E7%9A%84%E8%80%83%E9%87%8F\"><\/span>\u5be6\u969b\u4f7f\u7528\u4e0a\u7684\u8003\u91cf<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%95%88%E8%83%BD\"><\/span>\u6548\u80fd<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u56e0\u70ba\u5f9e\u6548\u80fd\u4f86\u770b\uff0c\u91dd\u5c0d\u7279\u5b9a\u5834\u666f\u6216\u61c9\u7528\u6240\u8a2d\u8a08\u7684ASIC\u6676\u7247\uff0c\u6703\u6bd4\u8f1d\u9054\u6240\u8ce3\u7684\u901a\u7528GPU\u66f4\u6709\u512a\u52e2\u3002\u4ee5\u524d\u4e00\u76f4\u4f7f\u7528GPU\uff0c\u4e5f\u5e36\u706b\u4e86\u8f1d\u9054\u7b49\u5ee0\u5546\u7684\u696d\u7e3e\u548c\u80a1\u50f9\uff0c\u4f46\u5f8c\u4f86\u5927\u5bb6\u767c\u73fe\uff0c\u96a8\u8457\u6a5f\u5668\u5b78\u7fd2\u3001\u908a\u7de3\u904b\u7b97\u767c\u5c55\uff0c\u6f14\u7b97\u6cd5\u66f4\u52a0\u6210\u719f\u7a69\u5b9a\uff0c\u81ea\u5df1\u5b8c\u5168\u6709\u8db3\u5920\u7684\u904b\u7b97\u9700\u6c42\u53bb\u5206\u6524ASIC\u7684\u6210\u672c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%8A%9F%E8%80%97\"><\/span>\u529f\u8017<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u4e00\u822c\u800c\u8a00\uff0cASIC\u5728AI\u904b\u7b97\u4e2d\u4f7f\u7528\u983b\u7e41\u7684\u77e9\u9663\u904b\u7b97\u7b49\u6700\u6838\u5fc3\u7684\u904b\u7b97\u4efb\u52d9\u4e2d\uff0c\u6548\u7387\u6bd4\u901a\u7528\u52a0\u901f\u5668\u9ad850%\u4ee5\u4e0a\uff0c\u4e14\u529f\u8017\u964d\u4f4e\u7d0430%\u3002<\/p>\n\n\n\n<p>\u4ee5\u76ee\u524d\u5e02\u5834\u4e0a\u4f7f\u7528\u6700\u591a\u7684\u8f1d\u9054\u7684H100\u6676\u7247\u4f86\u8aaa\uff0c\u529f\u8017\u9ad8\u9054700W\uff0c\u8a18\u61b6\u9ad4\u7246\u554f\u984c\u9650\u5236\u4e86\u5176\u5728\u63a8\u7406\u5834\u666f\u7684\u6027\u50f9\u6bd4\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%8A%9F%E8%83%BD\"><\/span>\u529f\u80fd<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>ASIC\u53ef\u4ee5\u767c\u63eeGPU\u5728\u4eba\u5de5\u667a\u6167\u4e0a\u6240\u6b20\u7f3a\u6216\u8f03\u5f31\u7684\u529f\u80fd\uff0c\u4f8b\u5982\u63a8\u7406\u65b9\u9762\uff0c\u4f46GPU\u6b63\u5728\u63a8\u7406\u65b9\u9762\u6025\u8d77\u76f4\u8ffd\uff0c\u9019\u65b9\u5169\u8005\u7684\u5dee\u8ddd\u6b63\u5728\u7e2e\u5c0f\u3002\u53e6\u4e00\u9805ASIC\u7684\u512a\u9ede\u662f\u53ef\u4ee5\u690d\u5165\u500b\u5225\u5ba2\u6236\u6240\u671f\u671b\u4f46GPU\u7121\u6cd5\u63d0\u4f9b\u7684\u529f\u80fd\u653e\u9032\u81ea\u5df1\u6240\u8a2d\u8a08\u7684ASIC\u6676\u7247\u88e1\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E8%BB%9F%E9%AB%94\"><\/span>\u8edf\u9ad4<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>CUDA\u73fe\u5728\u5df2\u7d93\u8fd1\u4e4e\u662f\u58df\u65b7\uff0cASIC\u5247\u7121\u6cd5\u4eab\u6709\u8edf\u9ad4\u76f8\u5bb9\u7684\u512a\u52e2\u3002\u7531\u65bc\u6bcf\u5bb6\u5ba2\u6236\u6240\u8a2d\u8a08\u51fa\u4f86\u7684ASIC\u529f\u80fd\u90fd\u4e0d\u540c\uff0c\u7d30\u7bc0\u5dee\u7570\u6027\u5f88\u5927\uff0c\u6240\u4ee5\u5728\u7a0b\u5f0f\u8a2d\u8a08\u4e0a\u90fd\u5fc5\u9700\u91cd\u65b0\u8a2d\u8a08\uff0c\u624d\u80fd\u628a\u7a0b\u5f0f\u79fb\u690d\u5230\u4e0d\u540c\u5ba2\u6236\u6240\u7528\u7684ASIC\u6676\u7247\u4e0a\uff0c\u9019\u6703\u662f\u9805\u6745\u5927\u7684\u5de5\u7a0b\u3002<\/p>\n\n\n\n<p>\u95dc\u65bcCuda\uff0c\u8a73\u898b\u3fdd\u7684\u53e6\u4e00\u7bc7\u8cbc\u6587\uff1a\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<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E9%AB%98%E9%80%9F%E5%82%B3%E8%BC%B8\"><\/span>\u9ad8\u901f\u50b3\u8f38<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u8f1d\u9054\u7d71\u6cbbAI\u8a13\u7df4\u5e02\u5834\u7684\u738b\u724c\uff0c\u9664\u4e86\u6676\u7247\uff0c\u9084\u6709CUDA\u548cNV LINK\uff0c\u524d\u8005\u8207\u6676\u7247\u9ad8\u5ea6\u9069\u914d\u7684\u8edf\u9ad4\u958b\u767c\u5de5\u5177\uff0c\u5f8c\u8005\u5247\u662f\u80fd\u63d0\u4f9b\u9ad8\u901f\u4f4e\u5ef6\u9072\u5de5\u4f5c\u74b0\u5883\u7684\u5c08\u7528\u7db2\u8def\u5354\u5b9a\u3002&nbsp;<\/p>\n\n\n\n<p>\u535a\u901a\u548c\u9081\u5a01\u723e\u4e4b\u6240\u4ee5\u80fd\u64ca\u6557\u5176\u4ed6\u540c\u696d \uff0c\u6210\u70baAI\u6676\u7247\u7684ASIC\u8a2d\u8a08\u7684\u4e3b\u8981\u524d\u5169\u5927\u5ee0\u5546\uff0c\u5176\u4e2d\u7684\u4e00\u9805\u95dc\u9375\u662f\u5169\u8005\u90fd\u638c\u63e1\u4e86\u9ad8\u901f\u50b3\u8f38\u7684\u6280\u8853\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E9%83%A8%E7%BD%B2\"><\/span>\u90e8\u7f72<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>GPU\u6709\u5148\u767c\u512a\u52e2\uff0c\u6280\u8853\u767c\u5c55\u6642\u9593\u9577\uff0c\u4f7f\u7528\u6210\u672c\u8f03\u4f4e\uff0c\u76f8\u5bb9\u6027\u5f88\u9ad8\uff0c\u5df2\u7d93\u904e\u5e02\u5834\u7684\u9a57\u8b49\uff0c\u6240\u4ee5\u5728\u5927\u91cf\u7684\u90e8\u7f72\u4e0a\u8f03\u6709\u512a\u52e2\uff1b\u7136\u800c\uff0c\u6700\u660e\u986f\u7684\u7f3a\u9ede\u662f\u529f\u8017\u9ad8\uff0c\u800c\u4e14\u6548\u7387\u8f03\u5dee\u3002<\/p>\n\n\n\n<p>ASIC\u56e0\u70ba\u9762\u5411\u7279\u5b9a\u7528\u6236\u9700\u6c42\u8a2d\u8a08\u7684\u5ba2\u88fd\u5316\u6676\u7247\uff0c\u5728\u541e\u5410\u91cf\u3001\u529f\u8017\u3001\u7b97\u529b\u6c34\u5e73\u7b49\u6548\u7387\u65b9\u9762\u90fd\u4eab\u6709\u512a\u52e2\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%88%90%E6%9C%AC\"><\/span>\u6210\u672c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u82b1\u65d7\u6307\u51fa\uff0c\u5e02\u5834\u4e0a\u7684ASIC\u55ae\u9846\u6210\u672c\u7d04\u70ba5,000\u7f8e\u5143\uff0cGPU\u6210\u672c\u55ae\u9846\u7d04\u572820,000~30,000\u7f8e\u5143\u4e4b\u9593\u3002 \u7136\u800c\uff0c\u5831\u544a\u7a31\uff0cGPU\u64c1\u6709\u66f4\u591a\u9ad8\u983b\u5bec\u8a18\u61b6\u9ad4(HBM)\u3001\u9084\u80fd\u91cd\u65b0\u7de8\u7a0b\u4ee5\u9069\u61c9\u4e0d\u540c\u7684\u5de5\u4f5c\u8ca0\u8f09\uff0c\u800c\u5f8c\u8005\u5728\u8f1d\u9054CUDA\u8edf\u9ad4\u5de5\u5177\u7684\u8f14\u52a9\u4e0b\uff0c\u4e43\u662fGPU\u53ca\u8f1d\u9054\u7684\u6700\u5927\u512a\u52e2\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E4%B8%BB%E8%A6%81%E5%BB%A0%E5%95%86\"><\/span>\u4e3b\u8981\u5ee0\u5546<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"GPU\"><\/span>GPU<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u8f1d\u9054\u5e7e\u4e4e\u58df\u65b7\u4e86\u5168\u740390%\u4ee5\u4e0a\u7684\u4eba\u5de5\u667a\u6167\u6240\u4f7f\u7528\u7684GPU \uff08\u95dc\u65bc\u8f1d\u9054\u5728\u4eba\u5de5\u667a\u6167\u6240\u4f7f\u7528\u7684GPU\u4e0a\u7684\u58df\u65b7\uff0c\u8a73\u898b\u6211\u7684\u7684\u53e6\u4e00\u7bc7\u8cbc\u6587\uff1a\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\uff09\uff0c\u800c\u4e14\u9019\u500b\u6578\u5b57\u5728\u904e\u53bb\u5169\u5e74\u5df2\u7d93\u753180%\u4e0a\u5347\u81f3\u73fe\u5728\u768495%\uff0c\u672a\u4f86\u53ef\u80fd\u9084\u6703\u518d\u4e0a\u5347\uff0c\u7279\u5225\u662f\u6700\u65b0\u548c\u6700\u5148\u9032\u7684GPU\uff0c\u8f1d\u9054\u6839\u672c\u6c92\u6709\u6575\u624b\u53ef\u8a00\u3002<\/p>\n\n\n\n<p>\u95dc\u65bcGPU\uff0c\u8a73\u898b\u6211\u7684\u7684\u53e6\u4e00\u7bc7\u8cbc\u6587\uff1a\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=\"ASIC\"><\/span>ASIC<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u6469\u6839\u5927\u901a\u4f30\u8a08\uff0c\u535a\u901a\u76ee\u524d\u4f54\u64da\u4e86\u5ba2\u88fd\u5316\u6676\u7247\u5e02\u5834 55% \u81f3 60% \u7684\u4efd\u984d\u3002\u9081\u5a01\u723e\u88ab\u8a8d\u70ba\u662f ASIC \u5e02\u5834\u7684\u7b2c\u4e8c\u5927\u5ee0\u5546\uff0c\u4f30\u8a08\u4efd\u984d\u70ba 13% \u81f3 15%\u3002<\/p>\n\n\n\n<p>Needham\u57282023\u5e74\u7684\u7d71\u8a08\uff1a\u8cc7\u6599\u4e2d\u5fc3\u7684\u5ba2\u88fd\u5316\u6676\u7247\u7684\u5e02\u5834\u4e2d\u6709\u5169\u5927\u5de8\u982d\uff1a\u535a\u901a\u548c\u9081\u5a01\u723e\u3002\u5728\u9ad8\u968eASIC\u5e02\u5834\uff0c\u535a\u901a\u4ee535\uff05\u7684\u5e02\u4f54\u7387\uff0c\u7a69\u5750\u9f8d\u982d\u5bf6\u5ea7\uff0c\u9081\u5a01\u723e\u4ee512\uff05\u7684\u5e02\u4f54\u7387\u5c45\u6b21\u3002\u535a\u901a\u548c\u9081\u5a01\u723e\u5176\u5be6\u90fd\u8a8d\u70ba\u96a8\u8457\u8cc7\u6599\u4e2d\u5fc3\u8655\u7406\u5668\u8b8a\u7684\u591a\u6a23\uff0c\u6703\u8b93\u5ba2\u88fd\u5316\u6676\u7247\u7684\u6a21\u5f0f\u91cd\u65b0\u7165\u767c\u751f\u6a5f\u3002<\/p>\n\n\n\n<p>\u5168\u7403\u9867\u554f\u516c\u53f8\u9ea5\u80af\u932b\u5831\u544a\u7279\u5225\u6307\u51fa\uff0c\u535a\u901a\u9810\u8a08\u5c07\u4ee5 55-60% \u7684\u4efd\u984d\u4e3b\u5c0e\u5e02\u5834\u3002\u9810\u8a08\u5230 2030 \u5e74\uff0c\u5927\u90e8\u5206\u4eba\u5de5\u667a\u6167\u5de5\u4f5c\u8ca0\u8f09\u5c07\u7531 ASIC \u8655\u7406\u3002\u9081\u5a01\u723e\u6b63\u5728\u8fc5\u901f\u5d1b\u8d77\uff0c\u6210\u70ba\u5ba2\u88fd\u5316 ASIC \u5e02\u5834\u7b2c\u4e8c\u5927\u5ee0\u5546\uff0c\u4f54\u6709 13-15% \u7684\u4efd\u984d\u3002<\/p>\n\n\n\n<p>\u53f0\u7063\uff0c\u4e2d\u570b\uff0c\u548c\u65e5\u672c\u5ee0\u5546\u5247\u5206\u98df\u9019\u5169\u5927\u5de8\u982d\u5269\u4e0b\u7684\u8f03\u5c0f\u5e02\u5834\u7a7a\u9593\u3002\u9019\u4e9b\u516c\u53f8\u4e2d\uff0c\u4e16\u82af\uff08AIChip\uff09\u7684\u6210\u9577\u6700\u5feb\uff0c\u540c\u671f\u92b7\u552e\u984d\u6210\u9577\u4e86\u7d047 \u500d\uff0c\u5df2\u9023\u7e8c\u516d\u5e74\u5275\u65b0\u7d00\u9304\uff0c\u71df\u6536\u3001\u71df\u5229\u3001\u6de8\u5229\u548c\u6bcf\u80a1\u76c8\u9918\u7686\u5275\u6b77\u53f2\u65b0\u9ad8\uff0c\u5118\u7ba1\u8fd1\u671f\u8a72\u516c\u53f8\u80a1\u50f9\u8655\u65bc\u56de\u8abf\u968e\u6bb5\uff0c\u4f46\u4ecd\u662f\u4e2d\u570b\u53f0\u7063\u6700\u9ad8\u50f9\u7684\u80a1\u7968\u4e4b\u4e00\uff0c\u5df2\u7d93\u662f\u56db\u5e74\u524d\u80a1\u50f9\u768410 \u500d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%8D%9A%E9%80%9A2024_Q3%E7%9A%84%E8%B2%A1%E5%A0%B1\"><\/span>\u535a\u901a2024 Q3\u7684\u8ca1\u5831 <span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u535a\u901a 2024 \u8ca1\u5e74\uff08\u622a\u81f3 11 \u6708 3 \u65e5\uff09\u900f\u904e\u92b7\u552e\u5ba2\u88fd\u5316 AI \u6676\u7247\u548c\u7db2\u8def\u8655\u7406\u5668\u5275\u9020\u4e86 122 \u5104\u7f8e\u5143\u7684\u6536\u5165\u3002\u8207\u8a72\u516c\u53f8 2023 \u8ca1\u5e74\u5f9e AI \u6676\u7247\u4e2d\u5275\u9020\u7684 38 \u5104\u7f8e\u5143\u6536\u5165\u76f8\u6bd4\uff0c\u9019\u4e00\u6536\u5165\u589e\u9577\u4e86 220%\uff0c\u589e\u5e45\u9a5a\u4eba\u3002<\/p>\n\n\n\n<p>\u597d\u6d88\u606f\u662f\uff0c\u535a\u901a\u9810\u8a08\u5176\u8207\u4eba\u5de5\u667a\u6167\u76f8\u95dc\u7684\u6f5b\u5728\u5e02\u5834\u898f\u6a21\u52302027 \u8ca1\u5e74\u5c07\u589e\u81f3600 \u5104\u81f3900 \u5104\u7f8e\u5143\u3002  \u5728\u9019\u4e00\u6a5f\u9047\u4e2d\u7684\u5e02\u5834\u4efd\u984d\uff0c\u4e26\u9810\u8a08\u9019\u5c07\u63a8\u52d5 2024 \u5e74 122 \u5104\u7f8e\u5143\u7684 AI \u6536\u5165\u57fa\u790e\u5f37\u52c1\u589e\u9577\u3002<\/p>\n\n\n\n<p>\u5728\u696d\u7e3e\u4e0a\uff0c2024\u8ca1\u5e74\uff0c\u535a\u901a\u71df\u6536\u5e74\u589e44%\uff0c\u9054\u5230\u5275\u7d00\u9304\u7684516\u5104\u7f8e\u5143\u3002\u8a72\u8ca1\u5e74\uff0c\u535a\u901a\u4eba\u5de5\u667a\u6167\u71df\u6536\u5e74\u589e220%\uff0c\u9054\u5230122\u5104\u7f8e\u5143\uff0c\u63a8\u52d5\u516c\u53f8\u7684\u534a\u5c0e\u9ad4\u71df\u6536\u9054\u5230\u5275\u7d00\u9304\u7684301\u5104\u7f8e\u5143\u3002\u535a\u901a\u4e5f\u5c55\u671b2025\u8ca1\u5e74\u7b2c\u4e00\u5b63\u71df\u6536\u5e74\u589e22%\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E9%82%81%E5%A8%81%E7%88%BE2024_Q3%E7%9A%84%E8%B2%A1%E5%A0%B1\"><\/span>\u9081\u5a01\u723e2024 Q3\u7684\u8ca1\u5831 <span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u6839\u64da\u9081\u5a01\u723e\u767c\u5e03\u76842025\u8ca1\u5e74\u7b2c\u4e09\u5b63\u8ca1\u5831\uff0c\u56e0\u70ba\u8a72\u516c\u53f82025\u8ca1\u5e74\u7b2c\u4e09\u5b63\uff08\u622a\u81f311\u67082\u65e5\uff09\u7684\u8cc7\u6599\u4e2d\u5fc3\u71df\u6536\u6bd4\u53bb\u5e74\u540c\u671f\u6210\u9577\u4e8698%\uff0c\u9054\u523011\u5104\u7f8e\u5143\u3002\u9019\u4e00\u51fa\u8272\u7684\u6210\u9577\u62b5\u6d88\u4e86\u516c\u53f8\u5176\u4ed6\u696d\u52d9\u90e8\u9580\u7684\u75b2\u8edf\u8868\u73fe\u3002\u8a72\u5b63\u5ea6\u516c\u53f8\u71df\u6536\u5247\u70ba15.16\u5104\u7f8e\u5143\uff0c\u540c\u6bd4\u589e\u95777%\uff0c\u74b0\u6bd4\u589e\u957719%\uff0c<\/p>\n\n\n\n<p>\u8a72\u516c\u53f8\u7a31\u74b0\u6bd4\u589e\u9577\u5e45\u5ea6\u9ad8\u65bc\u6b64\u524d\u6307\u5f15\u7684\u4e2d\u9ede\uff0c\u4e26\u9810\u6e2c\u4e0b\u4e00\u5b63\u71df\u6536\u4e5f\u5c07\u8f03\u4e0a\u5b63\u6210\u957719%\u3002\u9081\u5a01\u723e\u8868\u793a\uff0c\u7b2c\u4e09\u5b63\u7684\u696d\u7e3e\u8868\u73fe\u548c\u5c0d\u7b2c\u56db\u5b63\u696d\u7e3e\u8868\u73fe\u5f37\u52c1\u7684\u9810\u671f\u4e3b\u8981\u662f\u7531\u5ba2\u88fd\u5316AI\u6676\u7247\u5c08\u6848\u63a8\u52d5\u7684\uff0c\u9019\u4e9b\u5c08\u6848\u5df2\u7d93\u958b\u59cb\u91cf\u7522\uff0c\u4e26\u9810\u8a082026\u8ca1\u5e74\u9700\u6c42\u9084\u5c07\u4fdd\u6301\u5f37\u52c1\u52e2\u982d\u3002<\/p>\n\n\n\n<p>\u95dc\u65bc\u5168\u7403ASIC\u7522\u696d\u7684\u767c\u5c55\uff0c\u8a73\u898b\u6211\u7684\u7684\u53e6\u4e00\u7bc7\u8cbc\u6587\uff1a\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<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"ASIC%E6%96%B0%E5%89%B5%E5%85%AC%E5%8F%B8\"><\/span>ASIC\u65b0\u5275\u516c\u53f8<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u96f2\u7aef\u5ee0\u5546\u81ea\u7814\u5927\u6a21\u578b\u4e26\u900f\u904e\u6295\u8cc7\u7d81\u5b9a\u4e86\u4e00\u4e9b\u5927\u6a21\u578b\u5275\u696d\u516c\u53f8\uff0c\u8207ASIC\u5b9a\u5236\u5ee0\u5546\u5408\u4f5c\u7684\u81ea\u7814\u6676\u7247\u7528\u65bc\u9019\u4e9b\u5927\u6a21\u578b\u8a13\u7df4\u548c\u63a8\u7406\uff0c\u4e0d\u9700\u8981\u4f9d\u8cf4\u5916\u552e\u3002ASIC\u65b0\u5275\u516c\u53f8\u5247\u4e0d\u540c\uff0c\u5b83\u5011\u9078\u64c7\u4e86\u4e0d\u540c\u7684\u6676\u7247\u4ee3\u5de5\u5546\uff0c\u4e26\u9700\u8981\u81ea\u5df1\u5c0b\u627e\u5ba2\u6236\u3002<\/p>\n\n\n\n<p><br>\u5176\u4e2d\uff0c\u63a8\u51fa\u4e86\u6676\u5713\u7d1a\u6676\u7247\u7684Cerebras\u5c07\u6676\u7247\u4ea4\u7d66\u53f0\u7a4d\u96fb\u751f\u7522\uff0cEtched\u7684Sohu\u6676\u7247\u63a1\u7528\u53f0\u7a4d\u96fb4nm\u88fd\u7a0b\u3002\u63a1\u7528\u8fd1\u5b58\u904b\u7b97\u67b6\u69cb\u7684GroqLPU\u6676\u7247\u5c0d\u88fd\u7a0b\u7684\u8981\u6c42\u6c92\u6709\u90a3\u9ebc\u9ad8\uff0c\u7528\u4e86GlobalFoundries\u768414nm\u88fd\u7a0b\u3002<\/p>\n\n\n\n<p>\u9019\u4e9bASIC\u65b0\u5275\u516c\u53f8\u6b63\u5728\u5168\u4e16\u754c\u7bc4\u570d\u5167\u7db2\u7f85\u5ba2\u6236\uff0c\u5f9e\u6b63\u52a0\u78bc\u4f48\u5c40AI\u7684\u4e2d\u6771\u570b\u5bb6\u641c\u5c0b\u5ba2\u6236\u6210\u70ba\u4e00\u4e9bASIC\u5275\u696d\u516c\u53f8\u7684\u5171\u540c\u9078\u64c7\u3002\u6839\u64daCerebras\u516c\u958b\u7684\u6578\u64da\uff0c2023\u5e74Cerebras\u6de8\u92b7\u552e\u984d\u8fd17,900\u842c\u7f8e\u5143\uff0c\u4eca\u5e74\u4e0a\u534a\u5e74\u90541.364\u5104\u7f8e\u5143\u30022023\u5e74\u8a72\u516c\u53f8\u4f86\u81ea\u963f\u5e03\u9054\u6bd4\u7684G42\u516c\u53f8\u7684\u71df\u6536\u4f54\u7e3d\u71df\u653683%\uff0cG42\u4e5f\u627f\u8afe\u5728\u660e\u5e74\u8cfc\u8cb7\u50f9\u503c14.3\u5104\u7f8e\u5143\u7684Cerebras\u7522\u54c1\u548c\u670d\u52d9\u3002<\/p>\n\n\n\n<p>\u5728\u6c99\u70cf\u5730\u963f\u62c9\u4f2f\u7684AI\u5cf0\u6703\u4e0a\u4e5f\u770b\u5230\u4e86Cerebras\u3001Groq\u548c\u53e6\u4e00\u5bb6AI\u6676\u7247\u65b0\u5275\u516c\u53f8SambaNova\u7684\u8eab\u5f71\u3002Cerebras\u7576\u6642\u8207\u6c99\u70cf\u5730\u963f\u7f8e\u7c3d\u7f72\u4e86\u8ad2\u89e3\u5099\u5fd8\u9304\uff0c\u6c99\u70cf\u5730\u963f\u7f8e\u8a08\u756b\u4ee5Cerebras\u7684\u7522\u54c1\u8a13\u7df4\u548c\u90e8\u7f72\u5927\u6a21\u578b\u3002<\/p>\n\n\n\n<p>Groq\u5247\u8207\u6c99\u70cf\u5730\u963f\u7f8e\u7684\u6578\u4f4d\u8207\u79d1\u6280\u5b50\u516c\u53f8\u5408\u4f5c\uff0c\u8a08\u756b\u5728\u6c99\u70cf\u5730\u963f\u62c9\u4f2f\u5efa\u9020\u5168\u7403\u6700\u5927\u898f\u6a21\u7684\u63a8\u7406\u8cc7\u6599\u4e2d\u5fc3\uff0c2024\u5e74\u5e95\u5efa\u6210\u6295\u904b\uff0c\u521d\u671f\u5305\u62ec1.9\u842c\u500bGroq LPU\uff0c\u672a\u4f86\u53ef\u671b\u64f4\u5c55\u81f320\u842c\u500bLPU\u3002\u6839\u64daSymbaNova\u5b98\u7db2\u6d88\u606f\uff0c\u8a72\u516c\u53f8\u4e5f\u8207\u675c\u62dc\u516c\u53f8SolidusAI Tech\u5408\u4f5c\uff0c\u8a08\u756b\u70ba\u6b50\u6d32\u7684\u9ad8\u6548\u80fd\u904b\u7b97\u8cc7\u6599\u4e2d\u5fc3\u63d0\u4f9bSymbaNova Cloud\uff0c\u4e26\u8207\u5728\u4e2d\u6771\u3001\u5357\u4e9e\u3001\u6b50\u6d32\u3001\u975e\u6d32\u5730\u5340\u958b\u5c55\u696d\u52d9\u7684Canvass AI\u516c\u53f8\u5408\u4f5c\uff0c\u5411\u4f01\u696d\u63d0\u4f9bAI\u89e3\u6c7a\u65b9\u6848\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u6839\u64da\u4f01\u696d\u5b98\u7db2\u6d88\u606f\uff0cSymbaNova\u8207\u7f8e\u570b\u963f\u8ca2\u570b\u5bb6\u5be6\u9a57\u5ba4\u5408\u4f5c\u3002Groq\u5247\u8207\u91dd\u5c0d\u7f8e\u570b\u548c\u52a0\u62ff\u5927\u653f\u5e9c\u90e8\u9580\u63d0\u4f9bIT\u65b9\u6848\u7684\u5ee0\u5546Carahsoft\u5408\u4f5c\uff0c\u4e26\u8207\u80fd\u6e90\u9818\u57df\u7684Earth Wind and Power\u5408\u4f5c\uff0c\u8a08\u5283\u5728\u632a\u5a01\u5efa\u9020AI\u8a08\u7b97\u4e2d\u5fc3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%82%BA%E4%BB%80%E9%BA%BC%E5%8D%9A%E9%80%9A%E8%83%BD%E7%A8%B1%E9%9C%B8ASIC%EF%BC%9F\"><\/span>\u70ba\u4ec0\u9ebc\u535a\u901a\u80fd\u7a31\u9738ASIC\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u535a\u901a\u53c3\u8207\u4e86\u8a31\u591a\u516c\u53f8\u7684\u5ba2\u88fd\u5316\u6676\u7247\uff0c\u70ba\u4ec0\u9ebc\u5404\u5927\u516c\u53f8\u90fd\u6703\u770b\u4e2d\u535a\u901a\u5462\uff1f\u4e0d\u53ea\u662f\u6676\u7247\u8a2d<br>\u8a08\u7684\u80fd\u529b\uff0c\u535a\u901a\u6709\u81ea\u5df1\u7684\u300c\u8b77\u57ce\u6cb3\u300d\u6676\u7247\u9593\u7684\u901a\u8a0a\u3002<\/p>\n\n\n\n<p>\u535a\u901a\u662fSerDes\uff08\u4e32\u884c\u5668\/\u89e3\u4e32\u5668\uff09\u7684\u901a\u8a0a\u6280\u8853\u7121\u53ef\u722d\u8b70\u7684\u58df\u65b7\u5de8\u982d\u3002SerDes\u4ecb\u9762\u900f\u904e\u5728\u50b3\u8f38\u4e4b\u524d\u5c07\u4f4e\u901f\u4e26\u884c\u6578\u64da\u8f49\u63db\u70ba\u9ad8\u901f\u4e32\u884c\u6578\u64da\uff0c\u7136\u5f8c\u5728\u63a5\u6536\u7aef\u8f49\u63db\u56de\u4e26\u884c\u6578\u64da\uff0c\u76ee\u7684\u5728\u65bc\u5141\u8a31\u6578\u64da\u5f9e\u4e00\u500bTPU\u9ad8\u901f\u79fb\u52d5\u5230\u53e6\u4e00\u500bTPU\uff0c\u63d0\u5347\u8a0a\u865f\u50b3\u8f38\u6548\u7387\u3002\u5728\u5168\u740350GB\/S\u7684SerDes\u5e02\u5834\u4e2d\uff0c\u535a\u901a\u4f54\u4e8676%\u7684\u5e02\u5834\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"160\" height=\"87\" src=\"https:\/\/www.granitefirm.com\/blog\/wp-content\/uploads\/2024\/12\/ASIC_GPU.png\" alt=\"GPU\u548cASIC\" class=\"wp-image-61382\"\/><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\/2025\/08\/30\/%e4%b8%ad%e5%9c%8b%e6%8d%a8%e6%a3%84%e8%a5%bf%e6%96%b9%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e6%99%b6%e7%89%87\/\">\u4e2d\u570b\u6368\u68c4\u897f\u65b9\u4eba\u5de5\u667a\u6167\u6676\u7247\uff0c\u6c7a\u5b9a\u8d70\u81ea\u5df1\u7684\u8def<\/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\/08\/22\/applied-digital%e5%a6%82%e4%bd%95%e8%b3%ba%e9%8c%a2%ef%bc%9f\/\">Applied Digital\u5982\u4f55\u8cfa\u9322\uff1f<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2025\/05\/19\/coreweave\/\">\u64c1\u6709AI\u6642\u4ee3\u6700\u91cd\u8981\u8ecd\u706b\u5eab\u7684CoreWeave\u5982\u4f55\u8cfa\u9322\uff1f<\/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\/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\/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\">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\/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\/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\/12\/02\/%E5%8D%9A%E9%80%9A%E8%82%A1%E5%83%B9%E9%95%B7%E6%9C%9F%E6%8C%81%E7%BA%8C%E8%A1%A8%E7%8F%BE%E5%84%AA%E7%95%B0%E7%9A%84%E8%83%8C%E5%BE%8C%E5%8E%9F%E5%9B%A0\/\">\u535a\u901a\uff08broadcom\uff09\u80a1\u50f9\u9577\u671f\u6301\u7e8c\u8868\u73fe\u512a\u7570\u7684\u80cc\u5f8c\u539f\u56e0<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2021\/07\/23\/%E5%8D%9A%E9%80%9A%E7%B6%93%E7%87%9F%E6%96%B9%E5%BC%8F%E5%B7%B2%E7%B6%93%E7%99%BC%E7%94%9F%E9%87%8D%E5%A4%A7%E7%9A%84%E6%94%B9%E8%AE%8A\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u535a\u901a\uff08Broadcom\uff09\u5982\u4f55\u8cfa\u9322\uff1f\u7d93\u71df\u65b9\u5f0f\u76841\u9805\u91cd\u5927\u6539\u8b8a<\/a>\u300b<\/li>\n\n\n\n<li>\u300a<a href=\"https:\/\/www.granitefirm.com\/blog\/blog\/2024\/07\/12\/%e9%82%81%e5%a8%81%e7%88%be%ef%bc%88%e7%be%8e%e6%bb%bf%ef%bc%8cmarvell-%ef%bc%89\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u4f4e\u8abf\u60b6\u8072\u8cfa\u5927\u9322\u7684\u9081\u5a01\u723e\uff08\u7f8e\u6eff\uff0cMarvell\uff09\u5982\u4f55\u8cfa\u9322\uff1f<\/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 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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 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