{"id":38980,"date":"2025-02-27T02:01:37","date_gmt":"2025-02-26T18:01:37","guid":{"rendered":"https:\/\/17aitech.com\/?p=38980"},"modified":"2025-02-27T02:01:37","modified_gmt":"2025-02-26T18:01:37","slug":"deepseek%e5%bc%80%e6%ba%90%e9%80%9a%e7%94%a8%e7%9f%a9%e9%98%b5%e4%b9%98%e6%b3%95%e5%ba%93%ef%bc%8c300%e8%a1%8c%e4%bb%a3%e7%a0%81%e5%8a%a0%e9%80%9fv3%e3%80%81r1%ef%bc%8cr2%e8%a2%ab%e6%9b%9d%e4%ba%94","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38980","title":{"rendered":"DeepSeek\u5f00\u6e90\u901a\u7528\u77e9\u9635\u4e58\u6cd5\u5e93\uff0c300\u884c\u4ee3\u7801\u52a0\u901fV3\u3001R1\uff0cR2\u88ab\u66dd\u4e94\u6708\u524d\u95ee\u4e16"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-26-4\" target=\"_blank\">DeepSeek\u5f00\u6e90\u901a\u7528\u77e9\u9635\u4e58\u6cd5\u5e93\uff0c300\u884c\u4ee3\u7801\u52a0\u901fV3\u3001R1\uff0cR2\u88ab\u66dd\u4e94\u6708\u524d\u95ee\u4e16<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"18\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\u9002\u7528\u4e8e\u5e38\u89c4 AI \u6a21\u578b\u548c MoE\u3002<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>DeepSeek \u7684\u5f00\u6e90\u5468\u5df2\u7ecf\u8fdb\u884c\u5230\u4e86\u7b2c\u4e09\u5929\uff08\u524d\u4e24\u5929\u62a5\u9053\u89c1\u6587\u672b\u300c\u76f8\u5173\u9605\u8bfb\u300d\uff09\u3002\u4eca\u5929\u5f00\u6e90\u7684\u9879\u76ee\u540d\u53eb DeepGEMM\uff0c\u662f\u4e00\u6b3e\u652f\u6301\u5bc6\u96c6\u578b\u548c\u4e13\u5bb6\u6df7\u5408\uff08MoE\uff09GEMM \u7684 FP8 GEMM \u5e93\uff0c\u4e3a V3\/R1 \u7684\u8bad\u7ec3\u548c\u63a8\u7406\u63d0\u4f9b\u4e86\u652f\u6301\uff0c\u5728 Hopper GPU \u4e0a\u53ef\u4ee5\u8fbe\u5230 1350+ FP8 TFLOPS \u7684\u8ba1\u7b97\u6027\u80fd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b2248d7712a5d562c0207f2571a948ee.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b2248d7712a5d562c0207f2571a948ee.png\"><\/a><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0cDeepGEMM \u662f\u4e00\u4e2a\u65e8\u5728\u5b9e\u73b0\u7b80\u6d01\u9ad8\u6548\u7684 FP8 \u901a\u7528\u77e9\u9635\u4e58\u6cd5\uff08GEMM\uff09\u7684\u5e93\uff0c\u5b83\u91c7\u7528\u4e86 DeepSeek-V3 \u4e2d\u63d0\u51fa\u7684\u7ec6\u7c92\u5ea6 scaling \u6280\u672f\u3002\u8be5\u5e93\u652f\u6301\u666e\u901a GEMM \u4ee5\u53ca\u4e13\u5bb6\u6df7\u5408\uff08MoE\uff09\u5206\u7ec4 GEMM\u3002\u8be5\u5e93\u91c7\u7528 CUDA \u7f16\u5199\uff0c\u5728\u5b89\u88c5\u8fc7\u7a0b\u4e2d\u65e0\u9700\u7f16\u8bd1\uff0c\u800c\u662f\u901a\u8fc7\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684 Just-In-Time\uff08JIT\uff09\u6a21\u5757\u5728\u8fd0\u884c\u65f6\u7f16\u8bd1\u6240\u6709\u5185\u6838\u3002<\/section>\n<section><\/section>\n<section>\u76ee\u524d\uff0cDeepGEMM \u4ec5\u652f\u6301\u82f1\u4f1f\u8fbe Hopper \u5f20\u91cf\u6838\u5fc3\u3002\u4e3a\u4e86\u89e3\u51b3 FP8 \u5f20\u91cf\u6838\u5fc3\u7d2f\u52a0\u4e0d\u7cbe\u786e\u7684\u95ee\u9898\uff0c\u5b83\u91c7\u7528\u4e86 CUDA \u6838\u5fc3\u7684\u4e24\u7ea7\u7d2f\u52a0\uff08\u63d0\u5347\uff09\u673a\u5236\u3002\u5c3d\u7ba1\u5b83\u501f\u9274\u4e86 CUTLASS \u548c CuTe \u7684\u4e00\u4e9b\u6982\u5ff5\uff0c\u4f46\u907f\u514d\u4e86\u5bf9\u5176\u6a21\u677f\u6216\u4ee3\u6570\u7684\u91cd\u5ea6\u4f9d\u8d56\u3002\u76f8\u53cd\uff0c\u8be5\u5e93\u7684\u8bbe\u8ba1\u6ce8\u91cd\u7b80\u6d01\u6027\uff0c<strong>\u4ec5\u5305\u542b\u4e00\u4e2a\u6838\u5fc3\u5185\u6838\u51fd\u6570\uff0c\u4ee3\u7801\u91cf\u4ec5\u4e3a 300 \u884c<\/strong>\u3002\u8fd9\u4f7f\u5176\u6210\u4e3a\u5b66\u4e60 Hopper FP8 \u77e9\u9635\u4e58\u6cd5\u548c\u4f18\u5316\u6280\u672f\u7684\u4e00\u4e2a\u7b80\u6d01\u4e14\u6613\u4e8e\u83b7\u53d6\u7684\u8d44\u6e90\u3002<\/section>\n<section><\/section>\n<section>\u5c3d\u7ba1\u8bbe\u8ba1\u8f7b\u91cf\uff0cDeepGEMM \u5728\u5404\u79cd\u77e9\u9635\u5f62\u72b6\u4e0a\u7684\u6027\u80fd\u4e0e\u4e13\u5bb6\u8c03\u4f18\u7684\u5e93\u76f8\u5f53\uff0c\u751a\u81f3\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u66f4\u4f18\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-568d8532eb581b9f2552b78b469ea99a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-568d8532eb581b9f2552b78b469ea99a.png\"><\/a><\/section>\n<section>\u5f00\u6e90\u5730\u5740\uff1ahttps:\/\/github.com\/deepseek-ai\/DeepGEMM<\/section>\n<section><\/section>\n<section>\u65e9\u671f\u8bd5\u7528\u8005\u8bc4\u4ef7\u8bf4\uff0c\u300cDeepGEMM \u542c\u8d77\u6765\u5c31\u50cf\u662f\u6570\u5b66\u754c\u7684\u8d85\u7ea7\u82f1\u96c4\u3002\u5b83\u6bd4\u9ad8\u901f\u8ba1\u7b97\u5668\u8fd8\u5feb\uff0c\u6bd4\u591a\u9879\u5f0f\u65b9\u7a0b\u8fd8\u5f3a\u5927\u3002\u6211\u8bd5\u7740\u7528\u4e86\u4e00\u4e0b\uff0c\u73b0\u5728\u6211\u7684 GPU \u90fd\u5728\u70ab\u8000\u5b83\u7684 1350+ TFLOPS\uff0c\u4eff\u4f5b\u5df2\u7ecf\u51c6\u5907\u597d\u53c2\u52a0 AI \u5965\u8d5b\u4e86\uff01\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f4661555721eea84b6d688a2bf338a34.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f4661555721eea84b6d688a2bf338a34.png\"><\/a><\/section>\n<section>\u8fd9\u4e2a\u8ba1\u7b97\u6027\u80fd\u5982\u679c\u52a0\u4e0a\u9ad8\u8d28\u91cf\u7684\u6570\u636e\uff0c\u6ca1\u51c6\u513f\u80fd\u8d21\u732e\u66f4\u5927\u7684\u60ca\u559c\uff1f \u00a0<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6f222987c1f66ac6d97e78f16a332a23.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6f222987c1f66ac6d97e78f16a332a23.png\"><\/a><\/section>\n<section>\u9664\u4e86\u6027\u80fd\uff0c\u300c300 \u884c\u4ee3\u7801\u7684\u6027\u80fd\u8d85\u8d8a\u4e86\u4e13\u5bb6\u8c03\u4f18\u7684\u5185\u6838\u300d\u540c\u6837\u8ba9\u4e0d\u5c11\u4eba\u611f\u5230\u60ca\u8bb6\uff0c\u6709\u4eba\u8ba4\u4e3a\u300c\u8981\u4e48 DeepSeek \u7834\u89e3\u4e86 GPU \u77e9\u9635\u7684\u5965\u79d8\uff0c\u8981\u4e48\u6211\u4eec\u521a\u521a\u89c1\u8bc1\u4e86\u6700\u9ad8\u7b49\u7ea7\u7684\u7f16\u8bd1\u5668\u9b54\u6cd5\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-fa1938a76341994fb194e595cee242e8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-fa1938a76341994fb194e595cee242e8.png\"><\/a><\/section>\n<section>\u770b\u6765\uff0cDeepSeek \u56e2\u961f\u91cc\u6709\u4e00\u6279\u638c\u63e1\u7f16\u8bd1\u5668\u795e\u79d8\u6280\u5de7\u7684\u9876\u7ea7 GPU \u5de5\u7a0b\u5e08\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c3d8ae0c04695d6a3740e8b281a98f11.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c3d8ae0c04695d6a3740e8b281a98f11.png\"><\/a><\/section>\n<section>\u8fd8\u6709\u4eba\u8bc4\u4ef7\u8bf4\uff0c\u300cDeepGEMM \u6b63\u5728\u6539\u53d8\u6211\u4eec\u4f7f\u7528 FP8 GEMM \u5e93\u7684\u65b9\u5f0f\uff0c\u5b83\u7b80\u6d01\u3001\u5feb\u901f\u4e14\u5f00\u6e90\u3002\u8fd9\u6b63\u662f AI \u8ba1\u7b97\u7684\u672a\u6765\u3002\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7344fbc30f05286e25c224f8fc6d91d6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-7344fbc30f05286e25c224f8fc6d91d6.png\"><\/a><\/section>\n<section>\u5728\u9879\u76ee\u7684\u8d21\u732e\u8005\u5217\u8868\u4e2d\uff0c\u6709\u4eba\u53d1\u73b0\u4e86\u4e00\u4e2a\u59d3 Liang \u7684\u5de5\u7a0b\u5e08\uff0c\u96be\u9053\u662f DeepSeek \u521b\u59cb\u4eba\u6881\u6587\u950b\uff08\u771f\u5b9e\u6027\u6709\u5f85\u8003\u8bc1\uff09\uff1f \u00a0\u00a0<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-97f756cf348dd5e19ed5a41a0686efa2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-97f756cf348dd5e19ed5a41a0686efa2.png\"><\/a><\/section>\n<section><strong>\u6027\u80fd<\/strong><\/section>\n<section><\/section>\n<section>DeepSeek \u5728 H800 \u4e0a\u4f7f\u7528 NVCC 12.8 \u6d4b\u8bd5\u4e86 DeepSeek-V3\/R1 \u63a8\u7406\u4e2d\u53ef\u80fd\u4f7f\u7528\u7684\u6240\u6709\u5f62\u72b6\uff08\u5305\u62ec\u9884\u586b\u5145\u548c\u89e3\u7801\uff0c\u4f46\u4e0d\u5305\u62ec\u5f20\u91cf\u5e76\u884c\uff09\uff0c\u6700\u9ad8\u53ef\u4ee5\u5b9e\u73b0 2.7 \u500d\u52a0\u901f\u3002\u6240\u6709\u52a0\u901f\u6307\u6807\u5747\u57fa\u4e8e\u5185\u90e8\u7cbe\u5fc3\u4f18\u5316\u7684 CUTLASS 3.6 \u5b9e\u73b0\u3002<\/section>\n<section><\/section>\n<section>\u4f46\u6839\u636e\u9879\u76ee\u4ecb\u7ecd\uff0cDeepGEMM \u5728\u67d0\u4e9b\u5f62\u72b6\u4e0a\u8868\u73b0\u4e0d\u4f73\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-0720e044d764bebbdd348cc86fe98157.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-0720e044d764bebbdd348cc86fe98157.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-fba6708591c7f84ad0f3db4e943fed21.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-fba6708591c7f84ad0f3db4e943fed21.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-03364d13e76dbf357ef7d969f5a6357a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-03364d13e76dbf357ef7d969f5a6357a.png\"><\/a><\/section>\n<section><strong>\u5feb\u901f\u542f\u52a8<\/strong><\/section>\n<section><\/section>\n<section>\u9996\u5148\u9700\u8981\u8fd9\u4e9b\u914d\u7f6e<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>Hopper \u67b6\u6784\u7684 GPU\uff0c\u5fc5\u987b\u652f\u6301 sm_90a\uff1b<\/section>\n<\/li>\n<li>\n<section>Python 3.8 \u6216\u66f4\u9ad8\u7248\u672c\uff1b<\/section>\n<\/li>\n<li>\n<section>CUDA 12.3 \u6216\u66f4\u9ad8\u7248\u672c\uff0c\u4f46\u4e3a\u4e86\u83b7\u5f97\u6700\u4f73\u6027\u80fd\uff0cDeepSeek \u5f3a\u70c8\u63a8\u8350\u4f7f\u7528 12.8 \u6216\u66f4\u9ad8\u7248\u672c\uff1b<\/section>\n<\/li>\n<li>\n<section>PyTorch 2.1 \u6216\u66f4\u9ad8\u7248\u672c\uff1b<\/section>\n<\/li>\n<li>\n<section>CUTLASS 3.6 \u6216\u66f4\u9ad8\u7248\u672c\uff08\u53ef\u901a\u8fc7 Git \u5b50\u6a21\u5757\u514b\u9686\uff09\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u914d\u7f6e\u5b8c\u6210\u540e\uff0c\u5c31\u662f\u90e8\u7f72\uff1a<\/section>\n<section>\n<pre data-lang=\"properties\"><section><code># Submodule must be cloned<\/code><\/section><section><code>git clone --recursive <a href=\"https:\/\/www.jiqizhixin.com\/articles\/mailto:git@github.com:deepseek-ai\/DeepGEMM.git\">git@github.com:deepseek-ai\/DeepGEMM.git<\/a><\/code><\/section><section><code># Make symbolic links for third-party (CUTLASS and CuTe) include directories<\/code><\/section><section><code>python setup.py develop<\/code><\/section><section><code># Test JIT compilation<\/code><\/section><section><code>python tests\/test_jit.py<\/code><\/section><section><code># Test all GEMM implements (normal, contiguous-grouped and masked-grouped)<\/code><\/section><section><code>python tests\/test_core.py<\/code><\/section><\/pre>\n<\/section>\n<section><\/section>\n<section>\u7136\u540e\u662f\u5b89\u88c5\uff1a<\/section>\n<section>\n<pre data-lang=\"css\"><section><code>python setup.py install<\/code><\/section><\/pre>\n<\/section>\n<section><\/section>\n<section>\u6700\u540e\u5728\u4f60\u7684 Python \u9879\u76ee\u4e2d\u5bfc\u5165 deep_gem\uff0c\u5c31\u53ef\u4ee5\u4f7f\u7528\u4e86\u3002<\/section>\n<section><\/section>\n<section>\u66f4\u591a\u4fe1\u606f\u8bf7\u53c2\u89c1 GitHub \u5f00\u6e90\u5e93\u3002<\/section>\n<section><\/section>\n<section><strong>\u8def\u900f\u793e\uff1aDeepSeek R2 \u5927\u6a21\u578b\u53c8\u63d0\u524d\u4e86\uff0c5 \u6708\u4e4b\u524d\u53d1\u5e03<\/strong><\/section>\n<section><\/section>\n<section>\u5c31\u5728 DeepSeek \u7d27\u9523\u5bc6\u9f13\u5730\u5f00\u6e90\u7684\u540c\u65f6\uff0c\u4eba\u4eec\u4e5f\u5728\u56db\u5904\u63a2\u5bfb\u8be5\u516c\u53f8\u4e0b\u4e00\u4ee3\u5927\u6a21\u578b\u7684\u4fe1\u606f\u3002\u6628\u5929\u665a\u4e0a\uff0c\u8def\u900f\u793e\u7a81\u7136\u7206\u6599\u8bf4 DeepSeek \u53ef\u80fd\u4f1a\u5728 5 \u6708\u4e4b\u524d\u53d1\u5e03\u4e0b\u4e00\u4ee3 R2 \u6a21\u578b\uff0c\u5f15\u53d1\u4e86\u5173\u6ce8\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f78d21afb5ec845ad86ba1b53c94a762.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f78d21afb5ec845ad86ba1b53c94a762.png\"><\/a><\/section>\n<section>\u636e\u591a\u4f4d\u77e5\u60c5\u4eba\u58eb\u900f\u9732\uff0cDeepSeek \u6b63\u5728\u52a0\u901f\u63a8\u51fa R1 \u5f3a\u63a8\u7406\u5927\u6a21\u578b\u7684\u540e\u7eed\u7248\u672c\u3002\u5176\u4e2d\u6709\u4e24\u4eba\u8868\u793a\uff0cDeepSeek \u539f\u672c\u8ba1\u5212\u5728 5 \u6708\u521d\u53d1\u5e03 R2\uff0c\u4f46\u73b0\u5728\u5e0c\u671b\u5c3d\u65e9\u53d1\u5e03\u3002DeepSeek \u5e0c\u671b\u65b0\u6a21\u578b\u62e5\u6709\u66f4\u5f3a\u5927\u7684\u4ee3\u7801\u751f\u6210\u80fd\u529b\uff0c\u5e76\u80fd\u591f\u63a8\u7406\u9664\u82f1\u8bed\u4ee5\u5916\u7684\u8bed\u8a00\u3002<\/section>\n<section><\/section>\n<section>\u53ef\u89c1\u5728 Grok 3\u3001Claude 3.7\u3001Qwen 2.5-Max \u7b49\u7ade\u54c1\u9762\u4e16\u4e4b\u540e\uff0cDeepSeek \u53c8\u52a0\u5feb\u4e86\u6280\u672f\u6f14\u8fdb\u7684\u6b65\u4f10\u3002<\/section>\n<section><\/section>\n<section>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u5a92\u4f53\u4e5f\u4ecb\u7ecd\u4e86\u8be5\u516c\u53f8\u7684\u4e00\u4e9b\u60c5\u51b5\u3002DeepSeek \u5728\u5317\u4eac\u5f00\u8bbe\u7684\u529e\u516c\u5ba4\u8ddd\u79bb\u6e05\u534e\u3001\u5317\u5927\u5f88\u8fd1\uff08\u6b65\u884c\u53ef\u81f3\uff09\u3002\u636e\u4e24\u540d\u524d\u5458\u5de5\u79f0\uff0c\u6881\u6587\u950b\u7ecf\u5e38\u4f1a\u4e0e\u5de5\u7a0b\u5e08\u4eec\u6df1\u5165\u7814\u7a76\u6280\u672f\u7ec6\u8282\uff0c\u5e76\u4e50\u4e8e\u4e0e\u5b9e\u4e60\u751f\u3001\u5e94\u5c4a\u6bd5\u4e1a\u751f\u4e00\u8d77\u5de5\u4f5c\u3002\u4ed6\u4eec\u8fd8\u63cf\u8ff0\u4e86\u901a\u5e38\u5728\u534f\u4f5c\u6c1b\u56f4\u4e2d\u6bcf\u5929\u5de5\u4f5c\u516b\u5c0f\u65f6\u7684\u60c5\u51b5\u3002<\/section>\n<section><\/section>\n<section>\u636e\u4e09\u4f4d\u4e86\u89e3 DeepSeek \u85aa\u916c\u60c5\u51b5\u7684\u4eba\u58eb\u79f0\uff0c\u8fd9\u5e7b\u65b9\u91cf\u5316\u4e0e DeepSeek \u90fd\u4ee5\u85aa\u916c\u4e30\u539a\u800c\u95fb\u540d\u3002\u6709\u4eba\u8868\u793a\u5728\u5e7b\u65b9\u7684\u9ad8\u7ea7\u6570\u636e\u79d1\u5b66\u5bb6\u5e74\u85aa 150 \u4e07\u5143\u4eba\u6c11\u5e01\u5e76\u4e0d\u7f55\u89c1\uff0c\u800c\u7ade\u4e89\u5bf9\u624b\u7684\u85aa\u916c\u5f88\u5c11\u8d85\u8fc7 80 \u4e07\u5143\u3002<\/section>\n<section><\/section>\n<section>\u5e7b\u65b9\u662f AI \u4ea4\u6613\u7684\u65e9\u671f\u5148\u9a71\uff0c\u4e00\u4f4d\u8be5\u516c\u53f8\u9ad8\u7ba1\u65e9\u5728 2020 \u5e74\u8868\u793a\u5c06\u300cAll in\u300d\u4eba\u5de5\u667a\u80fd\uff0c\u5c06\u516c\u53f8 70% \u7684\u6536\u5165\u6295\u8d44\u4e8e\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u3002\u8be5\u516c\u53f8\u5728 2020 \u5e74\u548c 2021 \u5e74\u65a5\u8d44 12 \u4ebf\u5143\u4eba\u6c11\u5e01\u5efa\u8bbe\u4e86\u4e24\u4e2a\u8d85\u7ea7\u8ba1\u7b97 AI \u96c6\u7fa4\u3002\u7b2c\u4e8c\u4e2a\u96c6\u7fa4 Fire-Flyer II \u7531\u7ea6\u4e00\u4e07\u5757\u82f1\u4f1f\u8fbe A100 \u82af\u7247\u7ec4\u6210\uff0c\u4e3b\u8981\u7528\u4e8e\u8bad\u7ec3 AI \u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>\u5728 DeepSeek V3\u3001R1 \u6a21\u578b\u63a8\u51fa\u4e4b\u540e\uff0c\u5168\u4e16\u754c\u5bf9\u4e8e AI \u6280\u672f\u7684\u671f\u5f85\u5df2\u7ecf\u8fdb\u5165\u4e86\u9ad8\u70b9\u3002\u79d1\u6280\u516c\u53f8\u90fd\u5728\u6d88\u5316 DeepSeek \u63d0\u51fa\u7684\u65b0\u6280\u672f\uff0c\u4fee\u6b63\u53d1\u5c55\u65b9\u5411\uff0c\u6d88\u8d39\u8005\u4eec\u5219\u7eb7\u7eb7\u5f00\u59cb\u5c1d\u8bd5\u5404\u7c7b\u751f\u6210\u5f0f AI \u5e94\u7528\u3002<\/section>\n<section><\/section>\n<section>\u6216\u8bb8\u4e0b\u4e00\u6b21 DeepSeek \u7684\u53d1\u5e03\uff0c\u4f1a\u662f AI \u884c\u4e1a\u7684\u53c8\u4e00\u6b21\u5173\u952e\u65f6\u523b\u3002<\/section>\n<section><\/section>\n<section>\u76f8\u5173\u9605\u8bfb\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u300a<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650956260&amp;idx=1&amp;sn=c1bedb22cf93c90fc0c5c8ccd0091b5f&amp;scene=21#wechat_redirect\" target=\"_blank\">\u521a\u521a\uff0cDeepSeek \u5f00\u6e90 FlashMLA\uff0c\u63a8\u7406\u52a0\u901f\u6838\u5fc3\u6280\u672f\uff0cStar \u91cf\u98de\u6da8\u4e2d<\/a>\u300b<\/section>\n<\/li>\n<li>\n<section>\u300a<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650956631&amp;idx=1&amp;sn=035899749d934f427709c97be99b1ce8&amp;scene=21#wechat_redirect\" target=\"_blank\">\u521a\u521a\uff0cDeepSeek \u5f00\u6e90 MoE \u8bad\u7ec3\u3001\u63a8\u7406 EP \u901a\u4fe1\u5e93 DeepEP\uff0c\u771f\u592a Open \u4e86\uff01<\/a>\u300b<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><em><sup>\u53c2\u8003\u5185\u5bb9\uff1a<\/sup><\/em><\/section>\n<section><em><sup>https:\/\/www.reuters.com\/technology\/artificial-intelligence\/deepseek-rushes-launch-new-ai-model-china-goes-all-2025-02-25\/<\/sup><\/em><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-26-4\" target=\"_blank\">DeepSeek\u5f00\u6e90\u901a\u7528\u77e9\u9635\u4e58\u6cd5\u5e93\uff0c300\u884c\u4ee3\u7801\u52a0\u901fV3\u3001R1\uff0cR2\u88ab\u66dd\u4e94\u6708\u524d\u95ee\u4e16<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:DeepSeek\u5f00\u6e90\u901a [&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 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