{"id":35472,"date":"2024-12-25T15:59:59","date_gmt":"2024-12-25T07:59:59","guid":{"rendered":"https:\/\/17aitech.com\/?p=35472"},"modified":"2024-12-25T15:59:59","modified_gmt":"2024-12-25T07:59:59","slug":"%e7%94%a860%e6%88%90%e6%9c%ac%e5%b9%b280%e7%9a%84%e4%ba%8b%ef%bc%8cdeepseek%e5%88%86%e4%ba%ab%e6%b2%89%e6%b7%80%e5%a4%9a%e5%b9%b4%e7%9a%84%e9%ab%98%e6%80%a7%e8%83%bd%e6%b7%b1%e5%ba%a6%e5%ad%a6","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35472","title":{"rendered":"\u752860%\u6210\u672c\u5e7280%\u7684\u4e8b\uff0cDeepSeek\u5206\u4eab\u6c89\u6dc0\u591a\u5e74\u7684\u9ad8\u6027\u80fd\u6df1\u5ea6\u5b66\u4e60\u67b6\u6784"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-06-8\" target=\"_blank\">\u752860%\u6210\u672c\u5e7280%\u7684\u4e8b\uff0cDeepSeek\u5206\u4eab\u6c89\u6dc0\u591a\u5e74\u7684\u9ad8\u6027\u80fd\u6df1\u5ea6\u5b66\u4e60\u67b6\u6784<\/a><\/p>\n<section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"28\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\u786c\u4ef6\u53d1\u5c55\u901f\u5ea6\u8ddf\u4e0d\u4e0a AI \u9700\u6c42\uff0c\u5c31\u9700\u8981\u7cbe\u5999\u7684\u67b6\u6784\u548c\u7b97\u6cd5\u3002<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<section><\/section>\n<section>\u6839\u636e<mark data-type=\"concepts\" data-id=\"cefe69d4-bb4b-4ac0-ba28-a0e1fa44eafa\">\u6469\u5c14\u5b9a\u5f8b<\/mark>\uff0c\u8ba1\u7b97\u673a\u7684\u901f\u5ea6\u5e73\u5747\u6bcf\u4e24\u5e74\u5c31\u4f1a\u7ffb\u4e00\u500d\uff0c\u4f46<mark data-type=\"tech_methods\" data-id=\"01946acc-d031-4c0e-909c-f062643b7273\">\u6df1\u5ea6\u5b66\u4e60<\/mark>\u7684\u53d1\u5c55\u901f\u5ea6\u8fd8\u8981\u66f4\u5feb\uff0c\u5982\u56fe 1 \u548c 2 \u6240\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-194ea325db220b7ee1507af811cc90cd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-194ea325db220b7ee1507af811cc90cd.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-bddeaa04d3d253eb14692c3fa0e2c4c2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-bddeaa04d3d253eb14692c3fa0e2c4c2.png\"><\/a><\/section>\n<section>\u53ef\u4ee5\u770b\u5230\uff0cAI \u5bf9\u7b97\u529b\u7684\u9700\u6c42\u6bcf\u5e74\u90fd\u4ee5 10 \u500d\u5e45\u5ea6\u589e\u957f\uff0c\u800c\u786c\u4ef6\u901f\u5ea6\u6bcf\u4e24\u5e74\u589e\u957f 3 \u500d\u3001DRAM \u5e26\u5bbd\u589e\u957f 1.6 \u500d\u3001\u4e92\u8fde\u5e26\u5bbd\u5219\u4ec5\u6709 1.4 \u500d\u3002<\/section>\n<section><\/section>\n<section>\u800c\u5927\u6a21\u578b\u662f\u5927\u6570\u636e + \u5927\u8ba1\u7b97\u7684\u4ea7\u7269\uff0c\u5176<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u91cf\u53ef\u8fbe\u5343\u4ebf\u4e43\u81f3\u4e07\u4ebf\u89c4\u6a21\uff0c\u9700\u8981\u6210\u5343\u4e0a\u4e07\u53f0 GPU \u624d\u80fd\u6709\u6548\u5b8c\u6210\u8bad\u7ec3\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e9b\u5b9e\u9645\u60c5\u51b5\u63d0\u5347\u4e86\u4eba\u4eec\u5bf9\u9ad8\u6027\u80fd\u8ba1\u7b97\uff08HPC\uff09\u7684\u9700\u6c42\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u83b7\u5f97\u66f4\u591a\u8ba1\u7b97\u8d44\u6e90\uff0c\u4eba\u4eec\u4e0d\u5f97\u4e0d\u6269\u5c55\u66f4\u591a\u8ba1\u7b97\u8282\u70b9\u3002\u8fd9\u5c31\u5bfc\u81f4\u6784\u5efa AI \u57fa\u7840\u8bbe\u65bd\u7684\u6210\u672c\u4e0d\u65ad\u6fc0\u589e\u3002\u964d\u4f4e\u8fd9\u4e9b\u6210\u672c\u5177\u6709\u5f88\u5927\u7684\u597d\u5904\uff0c\u6784\u5efa\u6210\u672c\u548c\u80fd\u8017\u9ad8\u6548\u578b\u8ba1\u7b97\u673a\u96c6\u7fa4\u4e5f\u5c31\u81ea\u7136\u6210\u4e86\u4e00\u4e2a\u70ed\u95e8\u7684\u7814\u7a76\u65b9\u5411\u3002<\/section>\n<section><\/section>\n<section>\u8fd1\u65e5\uff0cDeepSeek\uff08\u6df1\u5ea6\u6c42\u7d22\uff09\u53d1\u5e03\u4e86\u4e00\u4efd\u57fa\u4e8e\u786c\u4ef6\u53d1\u5c55\u7684\u5b9e\u9645\u60c5\u51b5\u53ca\u5176\u591a\u5e74\u5b9e\u8df5\u7ecf\u9a8c\u7684\u7814\u7a76\u6210\u679c\uff0c\u5176\u4e2d\u63d0\u51fa\u4e86\u4e00\u4e9b\u7528\u4e8e\u6784\u5efa\u7528\u4e8e<mark data-type=\"tech_methods\" data-id=\"01946acc-d031-4c0e-909c-f062643b7273\">\u6df1\u5ea6\u5b66\u4e60<\/mark>\u548c LLM \u7684 AI-HPC \u7cfb\u7edf\u7684\u6210\u672c\u9ad8\u6548\u578b\u7b56\u7565\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5d7e397df0b1143db87b7ebd8426bbf4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5d7e397df0b1143db87b7ebd8426bbf4.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aFire-Flyer AI-HPC: A Cost-Effective Software-Hardware Co-Design for Deep Learning<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2408.14158<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u8be5\u56e2\u961f\u57fa\u4e8e Fire-Flyer AI-HPC \u67b6\u6784\u90e8\u7f72\u4e86\u4e00\u4e2a\u5305\u542b 1 \u4e07\u53f0 PCIe A100 GPU \u7684\u8ba1\u7b97\u96c6\u7fa4\u3002\u4e0b\u8868\u6bd4\u8f83\u4e86\u8be5\u96c6\u7fa4\u4e0e\u82f1\u4f1f\u8fbe\u7684 DGX-A100 \u7684\u786c\u4ef6<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-1f866feb123e283f04a4c8bce4ce490d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-1f866feb123e283f04a4c8bce4ce490d.png\"><\/a><\/section>\n<section><strong>Fire-Flyer 2\uff1a\u652f\u6301<mark data-type=\"tech_methods\" data-id=\"01946acc-d031-4c0e-909c-f062643b7273\">\u6df1\u5ea6\u5b66\u4e60<\/mark>\u548c\u65e9\u671f LLM \u8bad\u7ec3<\/strong><\/section>\n<section><\/section>\n<section>\u5982\u56fe 3 \u6240\u793a\uff0cLLM \u7684\u5185\u5b58\u9700\u6c42\u91cf\u901a\u5e38\u6bd4\u8f83\u5927\u3002\u76f8\u8f83\u4e4b\u4e0b\uff0c\u5176\u5b83\u6a21\u578b\u7684\u9700\u6c42\u5c31\u5c0f\u591a\u4e86\u3002ResNet\u3001Mask-RCNN\u3001BERT\u3001MAE \u7b49\u5e38\u7528\u6a21\u578b\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u91cf\u5747\u5c11\u4e8e 1B\uff0c\u8fd9\u8bf4\u660e\u5176\u5185\u5b58\u9700\u6c42\u8f83\u4f4e\u3002\u56e0\u6b64\uff0c\u5728\u8bbe\u8ba1\u7528\u4e8e<mark data-type=\"tech_methods\" data-id=\"01946acc-d031-4c0e-909c-f062643b7273\">\u6df1\u5ea6\u5b66\u4e60<\/mark>\u6a21\u578b\u8bad\u7ec3\u7684\u96c6\u7fa4\u65f6\uff0c\u4f7f\u7528 PCIe A100 GPU \u53ef\u80fd\u5c31\u5df2\u7ecf\u8db3\u591f\u4e86\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-fa144f5dc7f32683c81ef456ddf16f22.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-fa144f5dc7f32683c81ef456ddf16f22.png\"><\/a><\/section>\n<section><strong>Fire-Flyer 2\uff1aPCIe A100 GPU \u67b6\u6784<\/strong><\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u8be5\u56e2\u961f\u7684\u8bad\u7ec3\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u4f7f\u7528\u5355\u4e2a 200Gbps \u7684 NVIDIA Mellanox ConnectX-6 (CX6) InfiniBand (IB) \u7f51\u5361\u5c31\u80fd\u6ee1\u8db3 8 \u53f0\u82f1\u4f1f\u8fbe PCIe A100 GPU \u7684\u5b58\u50a8 IO \u548c\u8ba1\u7b97\u901a\u4fe1\u7684\u5e26\u5bbd\u9700\u6c42\u3002\u4ed6\u4eec\u4f7f\u7528\u4e86\u5982\u56fe 4 \u6240\u793a\u7684\u8ba1\u7b97\u8282\u70b9\u67b6\u6784\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-a812865e674f637df30fb4316ca99ff0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-a812865e674f637df30fb4316ca99ff0.png\"><\/a><\/section>\n<section>\u4e4b\u540e\uff0c\u968f\u7740 LLM \u65f6\u4ee3\u7684\u5230\u6765\uff0c\u8be5\u56e2\u961f\u4e5f\u5728 PCIe \u5361\u4e4b\u95f4\u6dfb\u52a0\u4e86 NVLink Bridge\u3002<\/section>\n<section><\/section>\n<section><strong>\u7f51\u7edc\u62d3\u6251\uff1a\u6574\u5408\u4e86\u5b58\u50a8\u548c\u8ba1\u7b97\u7684\u4e24\u5c42 Fat-Tree<\/strong><\/section>\n<section><\/section>\n<section>\u4ed6\u4eec\u9009\u62e9\u7684\u62d3\u6251\u7ed3\u6784\u662f Fat-Tree\uff0c\u539f\u56e0\u662f\u5b83\u5177\u6709\u6781\u9ad8\u7684\u5bf9\u5206\u5e26\u5bbd\u3002\u7f51\u7edc\u8fde\u63a5\u89e3\u51b3\u65b9\u6848\u5219\u662f InfiniBand\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u4ed6\u4eec\u4f7f\u7528\u4e86 Mellanox QM8700 InfiniBand \u4ea4\u6362\u673a\uff0c\u5176\u63d0\u4f9b\u4e86 40 \u4e2a\u901f\u5ea6 200 Gbps \u7684\u7aef\u53e3\u3002\u6574\u4f53\u800c\u8a00\uff0c\u8be5\u96c6\u7fa4\u7531 1 \u4e07\u53f0 A100 GPU \u6784\u6210\uff0c\u5305\u62ec\u7ea6 1250 \u4e2a GPU \u8ba1\u7b97\u8282\u70b9\u548c\u8fd1 200 \u4e2a\u5b58\u50a8\u670d\u52a1\u5668\uff0c\u5c3d\u7ba1\u53cc\u5c42 Fat-Tree \u6700\u591a\u53ef\u4ee5\u5bb9\u7eb3 800 \u4e2a\u8282\u70b9\uff08\u914d\u7f6e 20 \u4e2a\u810a\u4ea4\u6362\u673a\u548c 40 \u4e2a\u53f6\u4ea4\u6362\u673a\uff09\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u964d\u4f4e\u6210\u672c\uff0c\u4ed6\u4eec\u9009\u62e9\u4e86\u4e24\u533a\u7f51\u7edc\u914d\u7f6e\u800c\u4e0d\u662f\u4e09\u5c42 Fat-Tree \u89e3\u51b3\u65b9\u6848\uff0c\u5982\u56fe 5 \u6240\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-fdcebd21871c577b2c69f29e46629aa1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-fdcebd21871c577b2c69f29e46629aa1.png\"><\/a><\/section>\n<section>\u6bcf\u4e2a\u8ba1\u7b97\u533a\u90fd\u5305\u542b\u4e00\u4e2a 800 \u7aef\u53e3\u7684 Fat-Tree\uff0c\u5e76\u8fde\u63a5\u5230\u4e86\u5927\u7ea6 600 \u4e2a GPU \u8ba1\u7b97\u8282\u70b9\u3002\u6bcf\u53f0\u5b58\u50a8\u670d\u52a1\u5668\u914d\u5907\u4e24\u4e2a IB \u7f51\u5361\uff0c\u5206\u522b\u8fde\u63a5\u5230\u4e0d\u540c\u7684\u533a\uff0c\u56e0\u6b64\u6240\u6709 GPU \u8ba1\u7b97\u8282\u70b9\u53ef\u4ee5\u5171\u4eab\u4e00\u7ec4\u5b58\u50a8\u670d\u52a1\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u8fd9\u4e24\u4e2a\u533a\u4f1a\u901a\u8fc7\u6709\u9650\u6570\u91cf\u7684\u94fe\u8def\u4e92\u8fde\u3002\u4ed6\u4eec\u7684 HAI Platform <mark data-type=\"tech_methods\" data-id=\"1ef8dd91-7c80-46f2-811e-0722d3d333d4\">\u8c03\u5ea6<\/mark>\u7b56\u7565\u786e\u4fdd\u8de8\u533a\u8ba1\u7b97\u4efb\u52a1\u6700\u591a\u9650\u5236\u4e3a\u4e00\u4e2a\u3002\u65e0\u8bba\u662f\u4f7f\u7528 NCCL \u8fd8\u662f DeepSeek \u5185\u90e8\u5f00\u53d1\u7684\u901a\u4fe1\u5e93 HFReduce\uff0c\u90fd\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528\u53cc\u4e8c\u53c9\u6811\u7b97\u6cd5\u8de8\u533a\u8fd0\u884c\u3002\u5176<mark data-type=\"tech_methods\" data-id=\"1ef8dd91-7c80-46f2-811e-0722d3d333d4\">\u8c03\u5ea6<\/mark>\u5668\u53ef\u786e\u4fdd\u5728\u6b64\u62d3\u6251\u4e2d\uff0c\u53ea\u6709\u4e00\u5bf9\u8282\u70b9\u8de8\u533a\u901a\u4fe1\u56e0\u6b64\uff0c\u5373\u4f7f\u6709\u4efb\u52a1\u9700\u8981\u7528\u5230\u6240\u6709\u8282\u70b9\uff0c\u4e5f\u80fd\u5728 Fire-Flyer 2 AI-HPC \u4e0a\u9ad8\u6548\u8fd0\u884c\u3002<\/section>\n<section><\/section>\n<section><strong>\u8be5\u67b6\u6784\u7684\u6210\u672c\u6027\u80fd<\/strong><\/section>\n<section><\/section>\n<section>\u5728 TF32 \u548c FP16 GEMM <mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u4e0a\uff0c\u76f8\u6bd4\u4e8e\u82f1\u4f1f\u8fbe DGX-A100 \u67b6\u6784\uff0cDeepSeek \u8bbe\u8ba1\u7684\u8fd9\u5957\u67b6\u6784\u7684\u8ba1\u7b97\u6027\u80fd\u4e3a\u524d\u8005\u7684 83%\u3002\u4f46\u662f\uff0c\u5176\u6210\u672c\u548c\u80fd\u8017\u7684\u4e0b\u964d\u5e45\u5ea6\u8981\u5927\u5f97\u591a\uff0c\u4ec5\u4e3a\u524d\u8005\u7684 60%\uff0c\u5982\u8868 2 \u6240\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-9b5a49d8aa1bc1df56aa3ce9b2ea843c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-9b5a49d8aa1bc1df56aa3ce9b2ea843c.png\"><\/a><\/section>\n<section>DGX-A100 \u96c6\u7fa4\u4f7f\u7528\u4e86\u4e09\u5c42 Fat-Tree\uff0c\u5176\u4e2d\u5305\u542b 320 \u53f0\u6838\u5fc3\u4ea4\u6362\u673a\u3001500 \u53f0\u810a\u4ea4\u6362\u673a\u548c 500 \u53f0\u53f6\u4ea4\u6362\u673a\uff0c\u603b\u5171 1320 \u53f0\u4ea4\u6362\u673a\uff08\u5982\u8868 3 \u6240\u793a\uff09\uff0c\u800c DeepSeek \u7684\u8fd9\u4e2a\u67b6\u6784\u53ea\u9700\u8981 122 \u53f0\u4ea4\u6362\u673a\u3002\u8fd9\u6837\u7684\u8bbe\u8ba1\u5177\u6709\u66f4\u9ad8\u7684\u6210\u672c\u6548\u76ca\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u901a\u8fc7\u4f7f\u7528 800 \u4e2a\u7aef\u53e3\u7684 Frame \u4ea4\u6362\u673a\uff0c\u8fd8\u80fd\u8fdb\u4e00\u6b65\u964d\u4f4e\u5149\u6a21\u5757\u548c\u7ebf\u7f06\u7684\u6210\u672c\u3002\u867d\u7136\u7531\u4e8e PCIe \u5361\u89c4\u683c\u548c SXM \u4e4b\u95f4\u7684\u56fa\u6709\u5dee\u5f02\u800c\u5b58\u5728\u6027\u80fd\u5dee\u8ddd\uff0c\u4f46 DeepSeek \u7684\u8fd9\u4e00\u67b6\u6784\u901a\u5e38\u80fd\u4ee5\u4ec5 60% \u7684\u6210\u672c\u5b9e\u73b0 80% \u7684 DGX-A100 \u6027\u80fd\uff01\u6b64\u5916\uff0c\u4ed6\u4eec\u8fd8\u5c06\u80fd\u8017\u964d\u4f4e\u4e86 40%\uff0c\u4e5f\u7531\u6b64\u964d\u4f4e\u4e86\u4e8c\u6c27\u5316\u78b3\u6392\u653e\u3002\u4ece\u8fd9\u4e9b\u6307\u6807\u770b\uff0c\u8fd9\u4e00\u67b6\u6784\u8bbe\u8ba1\u65e0\u7591\u662f\u6210\u529f\u7684\u3002<\/section>\n<section><\/section>\n<section><strong>HFReduce\uff1a\u8f6f\u786c\u4ef6\u534f\u540c\u8bbe\u8ba1<\/strong><\/section>\n<section><\/section>\n<section>\u6709\u4e86\u9ad8\u6548\u7684\u786c\u4ef6\uff0c\u4e5f\u81ea\u7136\u9700\u8981\u9002\u914d\u7684\u8f6f\u4ef6\u3002\u8be5\u56e2\u961f\u5f00\u53d1\u4e86\u4e00\u4e2a\u7528\u4e8e\u9ad8\u6548 allreduce \u8fd0\u7b97\u7684\u8f6f\u4ef6\u5e93\uff1aHFReduce\u3002HFReduce \u7684\u6838\u5fc3\u7b56\u7565\u89c1\u56fe 6\uff0c\u5176\u5305\u62ec\u8282\u70b9\u5185\uff08\u7b97\u6cd5 1\uff09\u548c\u8282\u70b9\u95f4\uff08\u7b97\u6cd5 2\uff09\u7684 reduce\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-29495e14786e9fc3d22073212cd96d34.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-29495e14786e9fc3d22073212cd96d34.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-0095ca1ee1349408ced2532903f9cdee.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-0095ca1ee1349408ced2532903f9cdee.png\"><\/a><\/section>\n<section>HFReduce \u76f8\u8f83\u4e8e NCCL \u7684\u4f18\u52bf\u6709\u4e24\u9879\uff1a<\/section>\n<section><\/section>\n<section>1. \u964d\u4f4e PCIe \u7684\u5e26\u5bbd\u6d88\u8017<\/section>\n<section>2. \u6ca1\u6709 GPU \u6838\u5f00\u9500<\/section>\n<section><\/section>\n<section>\u5982\u56fe 7a \u6240\u793a\uff0c\u5728 Fire-Flyer 2 AI-HPC \u4e0a\u6267\u884c\u6570\u636e\u5927\u5c0f\u4e3a 186 MiB \u7684 allreduce \u65f6\uff0cHFReduce \u53ef\u4ee5\u8fbe\u5230 6.3-8.1GB\/s \u7684\u8282\u70b9\u95f4\u5e26\u5bbd\uff0c\u800c NCCL \u7684\u8282\u70b9\u95f4\u5e26\u5bbd\u4ec5\u4e3a 1.6-4.8GB\/s\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-fdcab86597599b369545de1dbaf0d0b8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-fdcab86597599b369545de1dbaf0d0b8.png\"><\/a><\/section>\n<section>\u53e6\u5916\uff0c\u8fd8\u80fd\u4f7f\u7528 NVLink \u63d0\u5347 HFReduce \u7684\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u5b89\u88c5 NVLink Bridge\uff0c\u53ef\u901a\u8fc7\u901f\u5ea6 600 GB\/s \u7684 NVLink \u5b9e\u73b0\u6210\u5bf9 GPU \u95f4\u7684\u9ad8\u6548\u901a\u4fe1\u3002\u4e3a\u4e86\u7f13\u89e3\u539f HFReduce \u7684\u5185\u5b58\u9650\u5236\u95ee\u9898\uff0c\u4ed6\u4eec\u8fd8\u5b9e\u73b0\u4e86\u53e6\u4e00\u79cd allreduce \u6a21\u5f0f\uff0c\u79f0\u4e3a HFReduce with NVLink\u3002\u5176\u6838\u5fc3\u6982\u5ff5\u662f\u5148\u5728\u901a\u8fc7 NVLink \u4e92\u8fde\u7684 GPU \u4e4b\u95f4\u6267\u884c reduce \u64cd\u4f5c\uff0c\u518d\u5c06\u68af\u5ea6\u4f20\u9012\u7ed9 CPU\u3002\u968f\u540e\uff0c\u5f53 CPU \u8fd4\u56de\u7ed3\u679c\u65f6\uff0c\u5b83\u4f1a\u62c6\u5206\u7ed3\u679c\u6570\u636e\u5e76\u5c06\u5b83\u4eec\u5206\u522b\u8fd4\u56de\u7ed9\u901a\u8fc7 NVLink \u8fde\u63a5\u7684\u914d\u5bf9\u7684 GPU\uff0c\u7136\u540e\u901a\u8fc7 NVLink \u6267\u884c allgather\u3002\u5982\u56fe 7b \u6240\u793a\uff0cHFReduce with NVLink \u5b9e \u73b0\u4e86\u8d85\u8fc7 10 GB\/s \u7684\u8282\u70b9\u95f4\u5e26\u5bbd\u3002<\/section>\n<section><\/section>\n<section>\u6709\u5173 HFReduce \u7684\u7b56\u7565\u548c\u74f6\u9888\u7684\u66f4\u591a\u6df1\u5ea6\u5206\u6790\u8bf7\u53c2\u9605\u539f\u8bba\u6587\u3002<\/section>\n<section><\/section>\n<section><strong>HaiScale\uff1a\u9488\u5bf9<mark data-type=\"tech_methods\" data-id=\"01946acc-d031-4c0e-909c-f062643b7273\">\u6df1\u5ea6\u5b66\u4e60<\/mark>\u6a21\u578b\u8bad\u7ec3\u8fdb\u884c\u7279\u522b\u7684\u4f18\u5316<\/strong><\/section>\n<section><\/section>\n<section>HaiScale \u5206\u5e03\u5f0f\u6570\u636e\u5e76\u884c\uff08DDP\uff09\u662f\u4e00\u79cd\u4ee5 HFReduce \u4e3a\u901a\u4fe1\u540e\u7aef\u7684\u8bad\u7ec3\u5de5\u5177\u3002\u8fd9\u7c7b\u4f3c\u4e8e Python \u7684\u4ee5 NCCL \u4e3a\u540e\u7aef\u7684 DDP\u3002\u5728\u53cd\u5411\u4f20\u64ad\u9636\u6bb5\uff0cHaiScale DDP \u4f1a\u5bf9\u8ba1\u7b97\u51fa\u7684\u68af\u5ea6\u6267\u884c\u5f02\u6b65 allreduce \u64cd\u4f5c\uff0c\u5141\u8bb8\u6b64\u901a\u4fe1\u4e0e\u53cd\u5411\u4f20\u64ad\u4e2d\u6d89\u53ca\u7684\u8ba1\u7b97\u91cd\u53e0\u3002<\/section>\n<section><\/section>\n<section>\u5982\u56fe 8a \u6240\u793a\uff0c\u76f8\u8f83\u4e8e\u4f7f\u7528 Torch DDP \u7684 NCCL \u540e\u7aef\uff0c\u4f7f\u7528 HFReduce \u8bad\u7ec3 <mark data-type=\"tech_methods\" data-id=\"1d2204cb-e4cf-47c5-bfa2-691367fe2387\">VGG<\/mark>16 \u6a21\u578b\u6240\u9700\u7684\u65f6\u95f4\u4ec5\u4e3a\u524d\u8005\u7684\u4e00\u534a\uff0c\u5f53 GPU \u6570\u91cf\u4ece 32 \u589e\u81f3 512 \u65f6\u53ef\u5b9e\u73b0\u8fd1 88% \u7684\u5e76\u884c\u53ef\u6269\u5c55\u6027\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-9e5ae51094ce9ebdd990f16f55070158.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-9e5ae51094ce9ebdd990f16f55070158.png\"><\/a><\/section>\n<section>\u4e3a\u4e86\u8bad\u7ec3\u5927\u578b<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff08LLM\uff09\uff0cHaiScale \u6846\u67b6\u91c7\u7528\u4e86\u591a\u79cd\u5e76\u884c\u7b56\u7565\uff0c\u7c7b\u4f3c\u4e8e Megagron \u548c DeepSpeed\u3002\u4ed6\u4eec\u9488\u5bf9 PCIe \u67b6\u6784\u5728\u6570\u636e\u5e76\u884c\uff08DP\uff09\u3001\u7ba1\u9053\u5e76\u884c\uff08PP\uff09\u3001<mark data-type=\"concepts\" data-id=\"64cc669a-900a-449c-ac73-f71d0e91fc86\">\u5f20\u91cf<\/mark>\u5e76\u884c\uff08TP\uff09\u3001\u4e13\u5bb6\u5e76\u884c\uff08EP\uff09\u7b49\u65b9\u9762\u8fdb\u884c\u4e86\u7279\u5b9a\u7684\u5de5\u7a0b\u4f18\u5316\u3002<\/section>\n<section><\/section>\n<section>1. \u4f7f\u7528 NVLink Bridge \u5b9e\u73b0 PCIe GPU \u4e4b\u95f4\u7684<mark data-type=\"concepts\" data-id=\"64cc669a-900a-449c-ac73-f71d0e91fc86\">\u5f20\u91cf<\/mark>\u5e76\u884c<\/section>\n<section>2. \u5728 PCIe \u67b6\u6784\u4e2d\u4f18\u5316\u7ba1\u9053\u5e76\u884c<\/section>\n<section>3. \u5b8c\u5168\u5206\u7247\u5f0f\u6570\u636e\u5e76\u884c\uff08FSDP\uff09<\/section>\n<section><\/section>\n<section>\u56fe 8 \u548c 9 \u5c55\u793a\u4e86\u8fd9\u4e9b\u4f18\u5316\u7b56\u7565\u7684\u4e00\u4e9b\u5b9e\u9a8c\u7ed3\u679c\u3002\u53ef\u4ee5\u770b\u5230\uff0c\u968f\u7740 GPU \u6570\u91cf\u589e\u957f\uff0c\u8fd9\u4e9b\u7b56\u7565\u80fd\u5e26\u6765\u975e\u5e38\u597d\u7684\u53ef\u6269\u5c55\u6027\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-b9e241ec69edda3d0f168a58d837b708.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-b9e241ec69edda3d0f168a58d837b708.png\"><\/a><\/section>\n<section>\u6b64\u5916\uff0c\u8be5\u56e2\u961f\u8fd8\u5728\u8bba\u6587\u4e2d\u5206\u4eab\u4e86\u66f4\u9ad8\u7ea7\u7684\u6210\u672c\u6548\u7387\u548c\u8054\u5408\u8bbe\u8ba1\u4f18\u5316\u65b9\u6cd5\uff0c\u5176\u4e2d\u5305\u62ec\u4e00\u4e9b\u964d\u4f4e\u8ba1\u7b97 &#8211; \u5b58\u50a8\u6574\u5408\u7f51\u7edc\u4e2d\u4fe1\u606f\u62e5\u5835\u7684\u65b9\u6cd5\u3001\u9ad8\u541e\u5410\u91cf\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf 3FS \u4ee5\u53ca\u4e00\u4e2a\u65f6\u95f4\u5171\u4eab\u5f0f<mark data-type=\"tech_methods\" data-id=\"1ef8dd91-7c80-46f2-811e-0722d3d333d4\">\u8c03\u5ea6<\/mark>\u5e73\u53f0 HAI Platform\u3002<\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u4ed6\u4eec\u9a8c\u8bc1\u4e86\u8fd9\u6574\u5957\u8bbe\u8ba1\u7684\u7a33\u5b9a\u6027\u548c\u7a33\u5065\u6027\u3002\u4e0b\u56fe\u603b\u7ed3\u4e86\u4ed6\u4eec\u5728 2023-2024 \u5e74\u9047\u5230\u7684\u5185\u5b58\u548c\u7f51\u7edc\u6545\u969c\u8d8b\u52bf\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-41b521df1991b80c083d0e614e39b4a5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-41b521df1991b80c083d0e614e39b4a5.png\"><\/a><\/section>\n<section>\u603b\u4f53\u800c\u8a00\uff0cFire-Flyer 2 AI-HPC \u5728\u6210\u672c\u6027\u80fd\u4e0a\u8868\u73b0\u4f18\u79c0 \u2014\u2014 \u80fd\u4ee5 60% \u7684\u80fd\u6e90\u6d88\u8017\u8fbe\u5230\u82f1\u4f1f\u8fbe DGX-A100 \u8ba1\u7b97\u6027\u80fd\u7684 80%\u3002\u5f53\u8fdb\u884c\u5927\u89c4\u6a21\u8bad\u7ec3\u65f6\uff0c\u5176\u80fd\u5e26\u6765\u7684\u6574\u4f53\u6210\u672c\u6548\u76ca\u5c06\u975e\u5e38\u53ef\u89c2\u3002\u5982\u679c\u4f60\u4e5f\u6253\u7b97\u6784\u5efa\u81ea\u5df1\u7684\u5927\u89c4\u6a21\u8bad\u7ec3\u96c6\u7fa4\uff0c\u4e0d\u59a8\u8003\u8651\u4e00\u4e0b\u8fd9\u5957\u67b6\u6784\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-06-8\" target=\"_blank\">\u752860%\u6210\u672c\u5e7280%\u7684\u4e8b\uff0cDeepSeek\u5206\u4eab\u6c89\u6dc0\u591a\u5e74\u7684\u9ad8\u6027\u80fd\u6df1\u5ea6\u5b66\u4e60\u67b6\u6784<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u752860%\u6210\u672c\u5e7280%\u7684 [&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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