{"id":36713,"date":"2025-01-17T03:00:20","date_gmt":"2025-01-16T19:00:20","guid":{"rendered":"https:\/\/17aitech.com\/?p=36713"},"modified":"2025-01-17T03:00:20","modified_gmt":"2025-01-16T19:00:20","slug":"%e7%aa%81%e7%a0%b4%e6%97%a0%e8%a7%84%e5%88%99%e7%a8%80%e7%96%8f%e8%ae%a1%e7%ae%97%e8%be%b9%e7%95%8c%ef%bc%8c%e7%bc%96%e8%af%91%e6%a1%86%e6%9e%b6cross%e6%95%b0%e5%80%8d%e6%8f%90%e5%8d%87%e6%a8%a1","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36713","title":{"rendered":"\u7a81\u7834\u65e0\u89c4\u5219\u7a00\u758f\u8ba1\u7b97\u8fb9\u754c\uff0c\u7f16\u8bd1\u6846\u67b6CROSS\u6570\u500d\u63d0\u5347\u6a21\u578b\u6027\u80fd"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-17\" target=\"_blank\">\u7a81\u7834\u65e0\u89c4\u5219\u7a00\u758f\u8ba1\u7b97\u8fb9\u754c\uff0c\u7f16\u8bd1\u6846\u67b6CROSS\u6570\u500d\u63d0\u5347\u6a21\u578b\u6027\u80fd<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1cba01c8184fc9abb591dc4ba7f18420.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1cba01c8184fc9abb591dc4ba7f18420.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>\u672c\u7bc7\u5de5\u4f5c\u5df2\u88ab HPCA 2025 \u63a5\u6536\uff0c\u7531\u4e0a\u6d77\u4ea4\u5927\u5148\u8fdb\u8ba1\u7b97\u673a\u4f53\u7cfb\u7ed3\u6784\u5b9e\u9a8c\u5ba4\u848b\u529b\u6559\u6388\u8bfe\u9898\u7ec4\uff08IMPACT\uff09\u5b8c\u6210\uff0c\u540c\u65f6\u4e5f\u83b7\u5f97\u4e86\u4e0a\u6d77\u671f\u667a\u7814\u7a76\u9662\u7684\u652f\u6301\u3002\u7b2c\u4e00\u4f5c\u8005\u662f\u5218\u65b9\u946b\u8001\u5e08\u4e0e\u535a\u58eb\u751f\u9ec4\u4e16\u8fdc\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u73b0\u4ee3 AI \u6a21\u578b\u7684\u5feb\u901f\u8fed\u4ee3\u4e2d\uff0c\u5982\u4f55\u5728\u4fdd\u6301\u6a21\u578b\u7cbe\u5ea6\u7684\u540c\u65f6\u63d0\u5347\u8ba1\u7b97\u6548\u7387\u6210\u4e3a\u5173\u952e\u8bfe\u9898\u3002\u5c24\u5176\u5728\u5927\u89c4\u6a21 AI \u63a8\u7406\u4e2d\uff0c\u975e\u7ed3\u6784\u5316\u7a00\u758f\u77e9\u9635\u7684\u8ba1\u7b97\u6548\u7387\u4f4e\u4e0b\u6210\u4e3a\u96be\u4ee5\u7a81\u7834\u7684\u74f6\u9888\u3002\u9762\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u6211\u4eec\u81ea\u4e3b\u7814\u53d1\u4e86 CROSS\u2014\u2014 \u4e00\u79cd\u521b\u65b0\u7684\u7aef\u5230\u7aef\u7a00\u758f\u7f16\u8bd1\u4f18\u5316\u65b9\u6848\uff0c\u4e3a AI \u63a8\u7406\u5e26\u6765\u7ec6\u7c92\u5ea6\u7a00\u758f\u8ba1\u7b97\u7684\u52a0\u901f\u6548\u679c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-43fdd2af30063d74d531eef33cdf6cc3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-43fdd2af30063d74d531eef33cdf6cc3.png\"><\/a><\/section>\n<section><strong>\u7a00\u758f\u8ba1\u7b97\u7684\u6311\u6218\uff1a\u5982\u4f55\u5904\u7406\u975e\u5747\u5300\u7a00\u758f\u5206\u5e03<\/strong><\/section>\n<section><\/section>\n<section>\u975e\u7ed3\u6784\u5316\u7ec6\u7c92\u5ea6\u7a00\u758f\u573a\u666f\u4e0b\u6a21\u578b\u63a8\u7406\u6548\u7387\u4f4e\u4e0b\u95ee\u9898\u662f AI \u7f16\u8bd1\u793e\u533a\u9762\u5bf9\u7684\u5173\u952e\u95ee\u9898\u4e4b\u4e00\u3002\u76f8\u6bd4\u4e8e\u5bc6\u96c6\u7b97\u5b50\u52a0\u901f\u5e93\uff08cuBlas\uff09\uff0c\u4e3b\u8981\u7684\u7a00\u758f\u7b97\u5b50\u52a0\u901f\u5e93\u6216\u7f16\u8bd1\u6846\u67b6\u9700\u8981\u5728\u8f83\u9ad8\u7a00\u758f\u7387\u4e0b\u624d\u80fd\u83b7\u5f97\u6536\u76ca\uff0c\u800c\u8fc7\u9ad8\u7684\u7a00\u758f\u7387\u9700\u6c42\u53ef\u80fd\u4f7f\u6211\u4eec\u9762\u4e34\u6a21\u578b\u7cbe\u5ea6\u4e0b\u964d\u7684\u98ce\u9669\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0afcf0e04eb5e147827eb314645c5ae7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0afcf0e04eb5e147827eb314645c5ae7.png\"><\/a><\/section>\n<section><em><sup>\u56fe 1. \u76f8\u6bd4\u4e8e cuBlas\uff0c\u4e0d\u540c\u7a00\u758f\u52a0\u901f\u5e93\u6216\u7f16\u8bd1\u6846\u67b6\u5728\u4e0d\u540c\u7a00\u758f\u7387\u4e0b\u7684\u52a0\u901f\u6bd4\u3002Sputnik\u3001TVM-Sparse\u3001SparseTIR\u3001ASpT \u548c cuSPARSE \u5728\u7a00\u758f\u7387\u8d85\u8fc7 76%\u300180.5%\u300182.6%\u300189.4% \u548c 98.1% \u65f6\u624d\u80fd\u83b7\u5f97\u6b63\u5411\u6536\u76ca\uff08\u7a00\u758f\u77e9\u9635\u6e90\u4e8e Bert \u6a21\u578b\u4e2d\u7684\u7a00\u758f\u6743\u503c\u77e9\u9635\uff09\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u7a00\u758f\u8ba1\u7b97\u7684\u673a\u4f1a\uff1a\u7a00\u758f\u8d1f\u8f7d\u5b58\u5728\u5c40\u90e8\u6027<\/strong><\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u5bf9\u7a00\u758f\u6a21\u578b\u8fdb\u884c\u8c03\u7814\u6211\u4eec\u53d1\u73b0\uff0c\u7a00\u758f\u77e9\u9635\u4e2d\u975e\u96f6\u5143\u7d20\u7684\u5206\u5e03\u5c55\u73b0\u51fa\u4e25\u91cd\u7684\u975e\u5747\u5300\u5206\u5e03\u7279\u6027\u3002\u8fd9\u79cd\u975e\u5747\u5300\u5206\u5e03\u5bf9\u7a00\u758f\u77e9\u9635\u7684\u8ba1\u7b97\u6548\u7387\u4ea7\u751f\u4e86\u5de8\u5927\u7684\u8d1f\u9762\u5f71\u54cd\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5c40\u90e8\u8fc7\u5bc6\uff1a\u90e8\u5206\u533a\u57df\u7684\u975e\u96f6\u5143\u7d20\u8fc7\u4e8e\u5bc6\u96c6\u5bfc\u81f4\u8be5\u533a\u57df\u4e0d\u518d\u9002\u5408\u7a00\u758f\u77e9\u9635\u8fd0\u7b97\uff1b<\/section>\n<\/li>\n<li>\n<section>\u5c40\u90e8\u8fc7\u7a00\uff1a\u90e8\u5206\u533a\u57df\u7684\u975e\u96f6\u5143\u7d20\u8fc7\u4e8e\u7a00\u758f\u5bfc\u81f4\u8be5\u533a\u57df\u76f8\u5bf9\u4e8e\u5176\u4ed6\u533a\u57df\u8d1f\u8f7d\u8fc7\u4f4e\uff0c\u9020\u6210\u8ba1\u7b97\u5355\u5143\u8d1f\u8f7d\u5931\u8861\u95ee\u9898\u3002\u8fd9\u4e9b\u95ee\u9898\u4e25\u91cd\u5f71\u54cd\u4e86\u7a00\u758f\u7b97\u5b50\u7684\u6267\u884c\u6548\u7387\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a1afa1a0005fd6768145282326789b54.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a1afa1a0005fd6768145282326789b54.png\"><\/a><\/section>\n<section><em><sup>\u56fe 2. Llama-2-7B \u6a21\u578b\u6574\u4f53 70% \u7a00\u758f\u7387\u573a\u666f\u4e0b\u975e\u96f6\u5143\u7d20\u7684\u5206\u5e03\u3002\u7b2c 0\u30011\u30012 \u5c42\u7684 Query weight \u77e9\u9635\u4e2d\u4e0d\u540c\u533a\u57df\u7684\u7a00\u758f\u7387\u8de8\u5ea6\u5f88\u5927\uff0830%~99%\uff09\uff0c\u5c55\u73b0\u51fa\u4e25\u91cd\u7684\u975e\u5747\u5300\u5206\u5e03\u7279\u5f81\uff1b\u7b2c 30\u300131 \u5c42\u7684 Query weight \u77e9\u9635\u4e2d\u4e0d\u540c\u533a\u57df\u7684\u975e\u5747\u5300\u5206\u5e03\u7279\u6027\u6709\u6240\u7f13\u89e3\uff0855%~99%\uff09\u4f46\u4f9d\u7136\u4e25\u91cd\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>CROSS\uff1a\u7a00\u758f\u7f16\u8bd1\u7684\u7834\u5c40\u4e4b\u9053<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u5e94\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0cCROSS \u5f15\u5165\u4e86\u4e00\u5957\u5168\u65b0\u7684\u7f16\u8bd1\u4f18\u5316\u6d41\u7a0b\u3002CROSS \u9996\u5148\u5bf9\u7a00\u758f\u77e9\u9635\u7684\u7ed3\u6784\u7279\u70b9\u8fdb\u884c\u6df1\u5165\u5206\u6790\uff0c\u901a\u8fc7\u4ee3\u4ef7\u6a21\u578b\u7cbe\u51c6\u5224\u65ad\u7a00\u758f\u4e0e\u5bc6\u96c6\u533a\u57df\u7684\u4e0d\u540c\u8ba1\u7b97\u9700\u6c42\uff0c\u5e76\u81ea\u52a8\u5206\u914d\u6700\u4f18\u7684\u8ba1\u7b97\u8d44\u6e90\u3002\u5176\u5173\u952e\u6b65\u9aa4\u5305\u62ec\uff1a<\/section>\n<section><\/section>\n<section>1\uff09 \u4ee3\u4ef7\u6a21\u578b\u6784\u5efa\uff1a\u9996\u5148\uff0c\u6211\u4eec\u5bf9\u4e0d\u540c block \u5f62\u72b6\u4e0b\u3001\u4e0d\u540c\u7a00\u758f\u7387\u4e0b\u7684\u7a00\u758f\u77e9\u9635\u4e58\uff08SpMM\uff09\u548c\u5bc6\u96c6\u77e9\u9635\u4e58\uff08GEMM\uff09\u6267\u884c\u65f6\u95f4\u8fdb\u884c\u5206\u6790\u5e76\u5efa\u7acb\u4ee3\u4ef7\u6a21\u578b\uff08block \u5185\u7684\u7a00\u758f\u5206\u5e03\u5047\u8bbe\u4e3a\u5747\u5300\u5206\u5e03\uff09\uff0c\u5982\u56fe 3 \u6240\u793a\u3002SpMM \u5f00\u9500\u660e\u663e\u9ad8\u4e8e GEMM \u5f00\u9500\u7684\u7a00\u758f\u7387\u8303\u56f4\u79f0\u4e3a\u5bc6\u96c6\u533a\uff08Dense band\uff09\uff1b\u5c06 SpMM \u5f00\u9500\u660e\u663e\u4f4e\u4e8e GEMM \u5f00\u9500\u7684\u7a00\u758f\u7387\u8303\u56f4\u79f0\u4e3a\u7a00\u758f\u533a\uff08Sparse band\uff09\uff0c\u5c06 SpMM \u4e0e GEMM \u7684\u6267\u884c\u5f00\u9500\u76f8\u8fd1\u7684\u533a\u57df\u79f0\u4e3a\u6447\u6446\u533a\uff08Swing band\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-7605d88bdf025a6b47d04397ddd7645d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-7605d88bdf025a6b47d04397ddd7645d.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 3. \u4e0d\u540c\u7a00\u758f\u7387\u4e0b SpMM \u4e0e GEMM \u7684\u6267\u884c\u65f6\u95f4\u5206\u5e03\uff08SpMM \u7531 Sputnik \u5b9e\u73b0\uff0cGEMM \u7531 cuBlas \u5b9e\u73b0\uff0c\u77e9\u9635\u5f62\u72b6 M=N=K=256, batch=10\uff09\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>2\uff09 Intra-batch \u8d1f\u8f7d\u5747\u8861\uff1a\u5176\u6b21\uff0c\u6211\u4eec\u5c06\u6a21\u578b\u4e2d\u7684\u7a00\u758f\u77e9\u9635\u62c6\u5206\u4e3a\u591a\u4e2a block \u5e76\u4f9d\u636e\u4ee3\u4ef7\u6a21\u578b\u8bc4\u4f30\u6bcf\u4e2a block \u9002\u5408\u7684\u8ba1\u7b97\u8303\u5f0f\u548c\u8ba1\u7b97\u5f00\u9500\u3002\u7136\u540e\uff0c\u6211\u4eec\u4f9d\u636e block \u4e4b\u95f4\u662f\u5426\u5177\u6709\u7d2f\u52a0\u5173\u7cfb\u5bf9\u6574\u4e2a\u77e9\u9635\u7684\u8ba1\u7b97\u5f00\u9500\u5efa\u7acb\u4ee3\u4ef7\u6a21\u578b\uff0c\u5982\u56fe 4\uff08b\uff09\u6240\u793a\u3002\u9488\u5bf9\u77e9\u9635\u4e2d\u5b58\u5728\u7684\u8d1f\u8f7d\u4e0d\u5747\u8861\u95ee\u9898\uff0c\u6211\u4eec\u5c06\u7a00\u758f\u8ba1\u7b97\u4e0e\u5bc6\u96c6\u8ba1\u7b97\u5206\u522b\u6620\u5c04\u5230\u4e0d\u540c\u7684\u8ba1\u7b97\u5355\u5143\u6267\u884c\u3002\u5f53\u7a00\u758f\u8ba1\u7b97\u4e0e\u5bc6\u96c6\u8ba1\u7b97\u7684\u8d1f\u8f7d\u5dee\u5f02\u8f83\u5927\u65f6\uff0c\u6211\u4eec\u5c06\u6447\u6446\u7c7b\u578b\u7684 block \u8f6c\u6362\u4e3a\u8d1f\u8f7d\u8f83\u5c0f\u7684\u7c7b\u578b\uff0c\u4ee5\u5b9e\u73b0\u5355 batch \u7a00\u758f\u77e9\u9635\u4e58\u6cd5\u7684\u8ba1\u7b97\u5355\u5143\u8d1f\u8f7d\u5747\u8861\uff08\u5982\u56fe 4\uff08c\uff09\u6240\u793a\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-353203337248069ef7ab6e6554cc3ab6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-353203337248069ef7ab6e6554cc3ab6.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 4. Intra-batch \u8d1f\u8f7d\u5747\u8861\u7b56\u7565\u3002\uff08a\uff09\u4e00\u4e2a\u7a00\u758f\u5206\u5e03\u4e0d\u5747\u5300\u7684\u7a00\u758f\u77e9\u9635\u6848\u4f8b\u3002\uff08b\uff09\u539f\u59cb\u7a00\u758f\u77e9\u9635\u4e58\u6cd5\u7684\u6267\u884c\u5f00\u9500\u3002\uff08c\uff09\u8d1f\u8f7d\u5747\u8861\u7b56\u7565\u4e0b\u7684\u77e9\u9635\u4e58\u6cd5\u6267\u884c\u5f00\u9500\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>3\uff09 Inter-batch \u8d1f\u8f7d\u5747\u8861\uff1a\u6b64\u5916\uff0c\u7531\u4e8e batch \u4e4b\u95f4\u4f7f\u7528\u76f8\u540c\u7684\u7a00\u758f\u6743\u503c\u77e9\u9635\uff0c\u5f53 batch size \u8f83\u5927\u65f6\uff0c\u77e9\u9635\u4e2d\u4e0d\u540c\u4f4d\u7f6e\u7684\u8d1f\u8f7d\u5931\u8861\u95ee\u9898\u6301\u7eed\u79ef\u7d2f\u800c\u53d8\u5f97\u66f4\u52a0\u4e25\u91cd\u3002\u9488\u5bf9\u8be5\u95ee\u9898\u6211\u4eec\u5c06\u76f8\u90bb\u4e24\u4e2a batch \u4e4b\u95f4\u7684\u8d1f\u8f7d\u4e0e\u8ba1\u7b97\u5355\u5143\u7684\u6620\u5c04\u5173\u7cfb\u8fdb\u884c\u4e86\u91cd\u6392\u3002\u5982\u56fe 5\uff08a\uff09\u6240\u793a\uff0c\u7b80\u5355\u7684\u5c06\u76f8\u90bb\u4e24\u4e2a batch \u5408\u5e76\u6267\u884c\u4f1a\u9020\u6210\u4e0d\u540c\u4f4d\u7f6e\u7684\u8d1f\u8f7d\u5931\u8861\u6548\u5e94\u6301\u7eed\u79ef\u7d2f\uff0c\u9020\u6210\u66f4\u4e25\u91cd\u7684\u8d1f\u8f7d\u5931\u8861\u95ee\u9898\u3002\u4e3a\u4e86\u5e94\u5bf9\u8be5\u95ee\u9898\uff0c\u6211\u4eec\u5bf9\u4e0d\u540c\u8ba1\u7b97\u5355\u5143\u7684\u8d1f\u8f7d\u8fdb\u884c\u91cd\u6392\u5e8f\uff0c\u76f8\u90bb\u4e24\u4e2a batch \u6309\u7167\u4e0d\u540c\u7684\u987a\u5e8f\u8fdb\u884c\u8ba1\u7b97\u5355\u5143\u6620\u5c04\uff0c\u4ee5\u5b9e\u73b0 batch \u4e4b\u95f4\u7684\u8d1f\u8f7d\u5747\u8861\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-da862c77c3ed0bf7ab9d73e675d64508.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-da862c77c3ed0bf7ab9d73e675d64508.png\"><\/a><\/section>\n<section><em><sup>\u56fe 5. Inter-batch \u8d1f\u8f7d\u5747\u8861\u7b56\u7565\u3002\uff08a\uff09\u7b80\u5355\u7c97\u66b4\u7684\u5c06\u76f8\u90bb\u4e24\u4e2a batch \u5408\u5e76\u4f1a\u9020\u6210\u8d1f\u8f7d\u5931\u8861\u6548\u5e94\u7d2f\u79ef\u3002\uff08b\uff09\u5bf9\u76f8\u90bb batch \u4e2d\u4e0d\u540c\u8ba1\u7b97\u5355\u5143\u7684\u8d1f\u8f7d\u91cd\u6392\u80fd\u5927\u5e45\u7f13\u89e3\u8d1f\u8f7d\u5747\u8861\u95ee\u9898\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u6210\u679c\uff1a\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347<\/strong><\/section>\n<section><\/section>\n<section>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u76f8\u6bd4\u4e8e\u5176\u4ed6\u7a00\u758f\u77e9\u9635\u52a0\u901f\u5e93\u6216\u7f16\u8bd1\u6846\u67b6\uff0cCROSS \u5728\u4e0d\u540c\u7a00\u758f\u7387\u4e0b\u90fd\u83b7\u5f97\u4e86\u663e\u8457\u6027\u80fd\u63d0\u5347\uff0c\u4e0e\u4e1a\u754c\u6700\u4f18\u8bbe\u8ba1\u76f8\u6bd4\u5e73\u5747\u83b7\u5f97 2.03\u00d7 \u7684\u6027\u80fd\u63d0\u5347\u3002\u76f8\u6bd4\u4e8e\u5bc6\u96c6\u8ba1\u7b97\uff08cuBlas\uff09,CROSS \u5728\u7a00\u758f\u7387\u8d85\u8fc7 60% \u65f6\u5f00\u59cb\u83b7\u5f97\u6b63\u6536\u76ca\uff0c\u663e\u8457\u7a81\u7834\u4e86\u4f20\u7edf\u65e0\u89c4\u5219\u7a00\u758f\u52a0\u901f\u8bbe\u8ba1\u7684\u6536\u76ca\u8fb9\u754c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-877fc391b2e8e5d91bde1d5c4c3bd5fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-877fc391b2e8e5d91bde1d5c4c3bd5fe.png\"><\/a><\/section>\n<section><em><sup>\u56fe 6. \u4e94\u79cd\u6574\u4f53\u6a21\u578b\u7a00\u758f\u7387\u4e0b\uff0c\u4e0d\u540c\u7a00\u758f\u52a0\u901f\u8bbe\u8ba1\u76f8\u6bd4\u4e8e\u5bc6\u96c6\u52a0\u901f\u5e93\uff08cuBlas\uff09\u7684\u6a21\u578b\u63a8\u7406\u6027\u80fd\u3002\u76f8\u6bd4\u4e8e cuBlas\uff0c\u6211\u4eec\u6700\u9ad8\u53ef\u4ee5\u83b7\u5f97 3.75\u00d7 \u6027\u80fd\u6536\u76ca\uff0c\u540c\u65f6\u6211\u4eec\u5728\u7a00\u758f\u7387\u8d85\u8fc7 60% \u65f6\u5f00\u59cb\u83b7\u5f97\u6b63\u6536\u76ca\uff0c\u800c\u5176\u4ed6\u65b9\u6848\u5219\u9700\u8981\u63a5\u8fd1\u6216\u8d85\u8fc7 80% \u7a00\u758f\u7387\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>CROSS \u7684\u672a\u6765\uff1a\u63a8\u52a8\u7a00\u758f\u7f16\u8bd1\u5e94\u7528\u666e\u53ca<\/strong><\/section>\n<section><\/section>\n<section>CROSS \u7684\u6210\u529f\u4e0d\u4ec5\u5728\u4e8e\u63d0\u5347\u4e86\u7a00\u758f\u77e9\u9635\u8ba1\u7b97\u7684\u6548\u7387\uff0c\u66f4\u4e3a\u672a\u6765 AI \u63a8\u7406\u5728\u7a00\u758f\u8ba1\u7b97\u573a\u666f\u4e0b\u7684\u5e7f\u6cdb\u5e94\u7528\u5960\u5b9a\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002\u5728 AI \u6a21\u578b\u89c4\u6a21\u4e0d\u65ad\u6269\u5c55\u7684\u4eca\u5929\uff0c\u7a00\u758f\u6027\u5728\u5927\u6a21\u578b\u4e2d\u5e7f\u6cdb\u5b58\u5728\uff0cCROSS \u4e3a\u7a00\u758f\u7f16\u8bd1\u63d0\u4f9b\u4e86\u9ad8\u6548\u3001\u7075\u6d3b\u3001\u53ef\u6301\u7eed\u7684\u53d1\u5c55\u8def\u5f84\uff0c\u52a9\u529b\u672a\u6765 AI \u5e94\u7528\u7684\u9ad8\u6548\u90e8\u7f72\u3002<\/section>\n<section><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-17\" target=\"_blank\">\u7a81\u7834\u65e0\u89c4\u5219\u7a00\u758f\u8ba1\u7b97\u8fb9\u754c\uff0c\u7f16\u8bd1\u6846\u67b6CROSS\u6570\u500d\u63d0\u5347\u6a21\u578b\u6027\u80fd<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u7a81\u7834\u65e0\u89c4\u5219\u7a00\u758f\u8ba1\u7b97\u8fb9\u754c [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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