{"id":37478,"date":"2025-01-29T09:01:59","date_gmt":"2025-01-29T01:01:59","guid":{"rendered":"https:\/\/17aitech.com\/?p=37478"},"modified":"2025-01-29T09:01:59","modified_gmt":"2025-01-29T01:01:59","slug":"%e5%9b%bd%e4%ba%a7%e5%a4%a7%e6%a8%a1%e5%9e%8bdeepseek-v3%e4%b8%80%e5%a4%9c%e7%81%ab%e7%88%86%e5%85%a8%e7%90%83%ef%bc%8c671b%e7%9a%84moe%ef%bc%8c%e8%ae%ad%e7%bb%83%e6%88%90%e6%9c%ac%e4%bb%85558","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37478","title":{"rendered":"\u56fd\u4ea7\u5927\u6a21\u578bDeepSeek-V3\u4e00\u591c\u706b\u7206\u5168\u7403\uff0c671B\u7684MoE\uff0c\u8bad\u7ec3\u6210\u672c\u4ec5558\u4e07\u7f8e\u5143"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-27-2\" target=\"_blank\">\u56fd\u4ea7\u5927\u6a21\u578bDeepSeek-V3\u4e00\u591c\u706b\u7206\u5168\u7403\uff0c671B\u7684MoE\uff0c\u8bad\u7ec3\u6210\u672c\u4ec5558\u4e07\u7f8e\u5143<\/a><\/p>\n<section>\u4eca\u5929\uff0c\u4e00\u4e2a\u56fd\u4ea7\u5927\u6a21\u578b\u706b\u904d\u4e86\u4e16\u754c\u3002<\/section>\n<section><\/section>\n<section>\u6253\u5f00 X\uff0c\u6ee1\u773c\u90fd\u662f\u8ba8\u8bba DeepSeek-V3 \u7684\u63a8\u6587\uff0c\u800c\u5176\u4e2d\u6700\u70ed\u95e8\u7684\u8bdd\u9898\u4e4b\u4e00\u662f\u8fd9\u4e2a\u53c2\u6570\u91cf\u9ad8\u8fbe 671B \u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u8fc7\u7a0b\u7adf\u7136\u53ea\u7528\u4e86 266.4 \u4e07 H800 GPU Hours\uff0c\u518d\u52a0\u4e0a\u4e0a\u4e0b\u6587\u6269\u5c55\u4e0e\u540e\u8bad\u7ec3\u7684\u8bad\u7ec3\uff0c\u603b\u5171\u4e5f\u53ea\u6709 278.8 H800 GPU Hours\u3002\u76f8\u8f83\u4e4b\u4e0b\uff0cLlama 3 \u7cfb\u5217\u6a21\u578b\u7684\u8ba1\u7b97\u9884\u7b97\u5219\u591a\u8fbe 3930 \u4e07 H100 GPU Hours\u2014\u2014 \u5982\u6b64\u8ba1\u7b97\u91cf\u8db3\u53ef\u8bad\u7ec3 DeepSeek-V3 \u81f3\u5c11 15 \u6b21\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c731b69d0714d0a3c9970238a8a7c856.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c731b69d0714d0a3c9970238a8a7c856.png\"><\/a><\/section>\n<section>\u867d\u7136\u76f8\u5bf9\u4e8e\u5176\u5b83\u524d\u6cbf\u5927\u6a21\u578b\uff0c DeepSeek-V3 \u6d88\u8017\u7684\u8bad\u7ec3\u8ba1\u7b97\u91cf\u8f83\u5c11\uff0c\u4f46\u5176\u6027\u80fd\u5374\u8db3\u4ee5\u6bd4\u80a9\u4e43\u81f3\u66f4\u4f18\u3002<\/section>\n<section><\/section>\n<section>\u636e\u6700\u65b0\u53d1\u5e03\u7684 DeepSeek-V3 \u6280\u672f\u62a5\u544a\uff0c\u5728\u82f1\u8bed\u3001\u4ee3\u7801\u3001\u6570\u5b66\u3001\u6c49\u8bed\u4ee5\u53ca\u591a\u8bed\u8a00\u4efb\u52a1\u4e0a\uff0c\u57fa\u7840\u6a21\u578b DeepSeek-V3 Base \u7684\u8868\u73b0\u975e\u5e38\u51fa\u8272\uff0c\u5728 AGIEval\u3001CMath\u3001MMMLU-non-English \u7b49\u4e00\u4e9b\u4efb\u52a1\u4e0a\u751a\u81f3\u8fdc\u8fdc\u8d85\u8fc7\u5176\u5b83\u5f00\u6e90\u5927\u6a21\u578b\u3002\u5c31\u7b97\u4e0e GPT-4o \u548c Claude 3.5 Sonnet \u8fd9\u4e24\u5927\u9886\u5148\u7684\u95ed\u6e90\u6a21\u578b\u76f8\u6bd4\uff0cDeepSeek-V3 \u4e5f\u6beb\u4e0d\u900a\u8272\uff0c\u5e76\u4e14\u5728 MATH 500\u3001AIME 2024\u3001Codeforces \u4e0a\u90fd\u6709\u660e\u663e\u4f18\u52bf\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-26b962caccc29c5c4d0df53f62f5ab0c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-26b962caccc29c5c4d0df53f62f5ab0c.png\"><\/a><\/section>\n<section>DeepSeek-V3 \u7684\u60ca\u4eba\u8868\u73b0\u4e3b\u8981\u662f\u5f97\u76ca\u4e8e\u5176\u91c7\u7528\u7684 MLA\uff08\u591a\u5934\u9690\u6ce8\u610f\u529b\uff09\u548c DeepSeekMoE \u67b6\u6784\u3002\u6b64\u524d\uff0c\u8fd9\u4e9b\u6280\u672f\u5df2\u7ecf\u5728 DeepSeek-V2 \u4e0a\u5f97\u5230\u4e86\u9a8c\u8bc1\uff0c\u73b0\u5728\u4e5f\u6210\u4e3a\u4e86 DeepSeek-V3 \u5b9e\u73b0\u9ad8\u6548\u63a8\u7406\u548c\u7ecf\u6d4e\u8bad\u7ec3\u7684\u57fa\u77f3\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0cDeepSeek-V3 \u7387\u5148\u91c7\u7528\u4e86\u65e0\u8f85\u52a9\u635f\u5931\u7684\u8d1f\u8f7d\u5e73\u8861\u7b56\u7565\uff0c\u5e76\u8bbe\u5b9a\u4e86\u591a token \u9884\u6d4b\u8bad\u7ec3\u76ee\u6807\uff0c\u4ee5\u5b9e\u73b0\u66f4\u5f3a\u5927\u7684\u6027\u80fd\u3002\u4ed6\u4eec\u4f7f\u7528\u7684\u9884\u8bad\u7ec3 token \u91cf\u4e3a 14.8 \u4e07\u4ebf\uff0c\u7136\u540e\u8fd8\u8fdb\u884c\u4e86\u76d1\u7763\u5f0f\u5fae\u8c03\u548c\u5f3a\u5316\u5b66\u4e60\u3002<\/section>\n<section><\/section>\n<section>\u6b63\u662f\u5728\u8fd9\u4e9b\u6280\u672f\u521b\u65b0\u7684\u57fa\u7840\u4e0a\uff0c\u5f00\u6e90\u7684 DeepSeek-V3 \u4e00\u95ee\u4e16\u4fbf\u6536\u83b7\u4e86\u65e0\u6570\u597d\u8bc4\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-87ff967d1475220acab1e3c87c873151.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-87ff967d1475220acab1e3c87c873151.png\"><\/a><\/section>\n<section>Meta AI \u7814\u7a76\u79d1\u5b66\u5bb6\u7530\u6e0a\u680b\u5bf9 DeepSeek-V3 \u5404\u4e2a\u65b9\u5411\u4e0a\u7684\u8fdb\u5c55\u90fd\u5927\u52a0\u8d5e\u8d4f\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5c83cba197e0fa40ab849e01c50baae6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5c83cba197e0fa40ab849e01c50baae6.png\"><\/a><\/section>\n<section>\u8457\u540d AI \u79d1\u5b66\u5bb6 Andrej Karpathy \u4e5f\u8868\u793a\uff0c\u5982\u679c\u8be5\u6a21\u578b\u7684\u4f18\u826f\u8868\u73b0\u80fd\u591f\u5f97\u5230\u5e7f\u6cdb\u9a8c\u8bc1\uff0c\u90a3\u4e48\u8fd9\u5c06\u662f\u8d44\u6e90\u6709\u9650\u60c5\u51b5\u4e0b\u5bf9\u7814\u7a76\u548c\u5de5\u7a0b\u7684\u4e00\u6b21\u51fa\u8272\u5c55\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1ec3558b892fd7a893580dce6b45cd4f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1ec3558b892fd7a893580dce6b45cd4f.png\"><\/a><\/section>\n<section>\u6b63\u5728\u521b\u4e1a\uff08Lepton AI\uff09\u7684\u8457\u540d\u7814\u7a76\u8005\u8d3e\u626c\u6e05\u4e5f\u7ed9\u51fa\u4e86\u81ea\u5df1\u7684\u6df1\u5ea6\u8bc4\u4ef7\u3002\u4ed6\u8ba4\u4e3a DeepSeek-V3 \u7684\u8bde\u751f\u6807\u5fd7\u7740\u6211\u4eec\u6b63\u5f0f\u8fdb\u5165\u4e86\u5206\u5e03\u5f0f\u63a8\u7406\u7684\u7586\u57df\uff0c\u6bd5\u7adf 671B \u7684\u53c2\u6570\u91cf\u5df2\u7ecf\u65e0\u6cd5\u653e\u5165\u5355\u53f0 GPU \u4e86\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b7761fd55ee3a606ad1c14b770d521c8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b7761fd55ee3a606ad1c14b770d521c8.png\"><\/a><\/section>\n<section>DeepSeek-V3 \u518d\u4e00\u6b21\u5f15\u7206\u4e86\u4eba\u4eec\u5bf9\u5f00\u6e90\u6a21\u578b\u7684\u70ed\u60c5\u3002OpenRouter \u8868\u793a\u81ea\u6628\u5929\u53d1\u5e03\u4ee5\u6765\uff0c\u8be5\u5e73\u53f0\u4e0a DeepSeek-V3 \u7684\u4f7f\u7528\u91cf\u5df2\u7ecf\u7ffb\u4e86 3 \u500d\uff01<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-270df103a5410f6db643dac2fd9ea338.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-270df103a5410f6db643dac2fd9ea338.png\"><\/a><\/section>\n<section>\u4e00\u4e9b\u5df2\u7ecf\u5c1d\u9c9c DeepSeek-V3 \u7684\u7528\u6237\u5df2\u7ecf\u5f00\u59cb\u5728\u7f51\u4e0a\u5206\u4eab\u4ed6\u4eec\u7684\u4f53\u9a8c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7b9c482a87af5ff29da2e2577f4be026.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7b9c482a87af5ff29da2e2577f4be026.png\"><\/a><\/section>\n<section>\u63a5\u4e0b\u6765\u6211\u4eec\u770b\u6280\u672f\u62a5\u544a\u5185\u5bb9\u3002<\/section>\n<section><strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-094bb5f3c92373afe524ae8ac59994bf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-094bb5f3c92373afe524ae8ac59994bf.png\"><\/a><\/strong><\/section>\n<ul>\n<li>\n<section>\u62a5\u544a\u5730\u5740\uff1ahttps:\/\/github.com\/deepseek-ai\/DeepSeek-V3\/blob\/main\/DeepSeek_V3.pdf<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/deepseek-ai\/DeepSeek-V3<\/section>\n<\/li>\n<li>\n<section>Hugging Face\uff1ahttps:\/\/huggingface.co\/collections\/deepseek-ai\/deepseek-v3-676bc4546fb4876383c4208b<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u67b6\u6784\u00a0<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u9ad8\u6548\u7684\u63a8\u7406\u548c\u7ecf\u6d4e\u7684\u8bad\u7ec3\uff0cDeepSeek-V3 \u91c7\u7528\u4e86\u7528\u4e8e\u9ad8\u6548\u63a8\u7406\u7684\u591a\u5934\u6f5c\u5728\u6ce8\u610f\u529b\uff08MLA\uff09\uff08DeepSeek-AI\uff0c2024c\uff09\u548c\u7528\u4e8e\u7ecf\u6d4e\u8bad\u7ec3\u7684 DeepSeekMoE\uff08Dai et al., 2024\uff09\uff0c\u5e76\u63d0\u51fa\u4e86\u591a token \u9884\u6d4b\uff08MTP\uff09\u8bad\u7ec3\u76ee\u6807\uff0c\u4ee5\u63d0\u9ad8\u8bc4\u4f30\u57fa\u51c6\u7684\u6574\u4f53\u6027\u80fd\u3002\u5bf9\u4e8e\u5176\u4ed6\u7ec6\u8282\uff0cDeepSeek-V3 \u9075\u5faa DeepSeekV2\uff08DeepSeek-AI\uff0c2024c\uff09\u7684\u8bbe\u7f6e\u3002<\/section>\n<section><\/section>\n<section>\u4e0e DeepSeek-V2 \u76f8\u6bd4\uff0c\u4e00\u4e2a\u4f8b\u5916\u662f DeepSeek-V3 \u4e3a DeepSeekMoE \u989d\u5916\u5f15\u5165\u4e86\u8f85\u52a9\u65e0\u635f\u8017\u8d1f\u8f7d\u5e73\u8861\u7b56\u7565\uff08Wang et al., 2024a\uff09\uff0c\u4ee5\u51cf\u8f7b\u56e0\u786e\u4fdd\u8d1f\u8f7d\u5e73\u8861\u800c\u5bfc\u81f4\u7684\u6027\u80fd\u4e0b\u964d\u3002\u56fe 2 \u5c55\u793a\u4e86 DeepSeek-V3 \u7684\u57fa\u672c\u67b6\u6784\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0e8cd1cf797ddef53e345e76ee1bee18.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0e8cd1cf797ddef53e345e76ee1bee18.png\"><\/a><\/section>\n<section>MTP \u5c06\u9884\u6d4b\u8303\u56f4\u6269\u5c55\u5230\u6bcf\u4e2a\u4f4d\u7f6e\u7684\u591a\u4e2a\u672a\u6765 token\u3002\u4e00\u65b9\u9762\uff0cMTP \u76ee\u6807\u4f7f\u8bad\u7ec3\u4fe1\u53f7\u66f4\u52a0\u5bc6\u96c6\uff0c\u5e76\u4e14\u53ef\u4ee5\u63d0\u9ad8\u6570\u636e\u6548\u7387\u3002\u53e6\u4e00\u65b9\u9762\uff0cMTP \u53ef\u4ee5\u4f7f\u6a21\u578b\u9884\u89c4\u5212\u5176\u8868\u5f81\uff0c\u4ee5\u4fbf\u66f4\u597d\u5730\u9884\u6d4b\u672a\u6765\u7684 token\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-4c1956987b8ebbcc50c62a6143b49f63.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-4c1956987b8ebbcc50c62a6143b49f63.png\"><\/a><\/section>\n<section><strong>\u9884\u8bad\u7ec3<\/strong><\/section>\n<section><\/section>\n<section><strong>\u6570\u636e\u6784\u5efa<\/strong><\/section>\n<section><\/section>\n<section>\u4e0e DeepSeek-V2 \u76f8\u6bd4\uff0cV3 \u901a\u8fc7\u63d0\u9ad8\u6570\u5b66\u548c\u7f16\u7a0b\u6837\u672c\u7684\u6bd4\u4f8b\u6765\u4f18\u5316\u9884\u8bad\u7ec3\u8bed\u6599\u5e93\uff0c\u540c\u65f6\u5c06\u591a\u8bed\u8a00\u8986\u76d6\u8303\u56f4\u6269\u5927\u5230\u82f1\u8bed\u548c\u4e2d\u6587\u4e4b\u5916\u3002\u6b64\u5916\uff0c\u65b0\u7248\u672c\u5bf9\u6570\u636e\u5904\u7406\u6d41\u7a0b\u4e5f\u8fdb\u884c\u4e86\u6539\u8fdb\uff0c\u4ee5\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u5197\u4f59\uff0c\u540c\u65f6\u4fdd\u6301\u8bed\u6599\u5e93\u7684\u591a\u6837\u6027\u3002DeepSeek-V3 \u7684\u8bad\u7ec3\u8bed\u6599\u5728 tokenizer \u4e2d\u5305\u542b 14.8T \u4e2a\u9ad8\u8d28\u91cf\u4e14\u591a\u6837\u5316\u7684 token\u3002<\/section>\n<section><\/section>\n<section><strong>\u8d85\u53c2\u6570<\/strong><\/section>\n<section><\/section>\n<section>\u6a21\u578b\u8d85\u53c2\u6570\uff1a\u672c\u6587\u5c06 Transformer \u5c42\u6570\u8bbe\u7f6e\u4e3a 61\uff0c\u9690\u85cf\u5c42\u7ef4\u5ea6\u8bbe\u7f6e\u4e3a 7168\u3002\u6240\u6709\u53ef\u5b66\u4e60\u53c2\u6570\u5747\u4ee5\u6807\u51c6\u5dee 0.006 \u968f\u673a\u521d\u59cb\u5316\u3002\u5728 MLA \u4e2d\uff0c\u672c\u6587\u5c06\u6ce8\u610f\u529b\u5934 \ud835\udc5b_\u210e \u7684\u6570\u91cf\u8bbe\u7f6e\u4e3a 128\uff0c\u6bcf\u4e2a\u5934\u7684\u7ef4\u5ea6 \ud835\udc51_\u210e \u8bbe\u7f6e\u4e3a 128\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u672c\u6587\u7528 MoE \u5c42\u66ff\u6362\u9664\u524d\u4e09\u5c42\u4e4b\u5916\u7684\u6240\u6709 FFN\u3002\u6bcf\u4e2a MoE \u5c42\u7531 1 \u4e2a\u5171\u4eab\u4e13\u5bb6\u548c 256 \u4e2a\u8def\u7531\u4e13\u5bb6\u7ec4\u6210\uff0c\u5176\u4e2d\u6bcf\u4e2a\u4e13\u5bb6\u7684\u4e2d\u95f4\u9690\u85cf\u7ef4\u5ea6\u4e3a 2048\u3002\u5728\u8def\u7531\u4e13\u5bb6\u4e2d\uff0c\u6bcf\u4e2a token \u5c06\u6fc0\u6d3b 8 \u4e2a\u4e13\u5bb6\uff0c\u5e76\u786e\u4fdd\u6bcf\u4e2a token \u6700\u591a\u53d1\u9001\u5230 4 \u4e2a\u8282\u70b9\u3002<\/section>\n<section><\/section>\n<section>\u4e0e DeepSeek-V2 \u4e00\u6837\uff0cDeepSeek-V3 \u4e5f\u5728\u538b\u7f29\u6f5c\u5728\u5411\u91cf\u4e4b\u540e\u4f7f\u7528\u4e86\u989d\u5916\u7684 RMNSNorm \u5c42\uff0c\u5e76\u5728\u5bbd\u5ea6 bottlenecks \u5904\u4e58\u4ee5\u989d\u5916\u7684\u7f29\u653e\u56e0\u5b50\u3002\u5728\u8fd9\u79cd\u914d\u7f6e\u4e0b\uff0cDeepSeek-V3 \u5305\u542b\u603b\u5171 671B \u4e2a\u53c2\u6570\uff0c\u5176\u4e2d\u6bcf\u4e2a token \u6fc0\u6d3b 37B \u4e2a\u3002<\/section>\n<section><\/section>\n<section><strong>\u957f\u4e0a\u4e0b\u6587\u6269\u5c55<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u6587\u91c7\u7528\u4e0e DeepSeek-V2 \u7c7b\u4f3c\u7684\u65b9\u6cd5\uff0c\u5728 DeepSeek-V3 \u4e2d\u542f\u7528\u957f\u4e0a\u4e0b\u6587\u529f\u80fd\u3002\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u4e4b\u540e\uff0c\u5e94\u7528 YaRN \u8fdb\u884c\u4e0a\u4e0b\u6587\u6269\u5c55\uff0c\u5e76\u6267\u884c\u4e24\u4e2a\u989d\u5916\u7684\u8bad\u7ec3\u9636\u6bb5\uff0c\u6bcf\u4e2a\u9636\u6bb5\u5305\u542b 1000 \u4e2a step\uff0c\u4ee5\u9010\u6b65\u5c06\u4e0a\u4e0b\u6587\u7a97\u53e3\u4ece 4K \u6269\u5c55\u5230 32K\uff0c\u7136\u540e\u518d\u6269\u5c55\u5230 128K\u3002<\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u8fd9\u79cd\u4e24\u9636\u6bb5\u6269\u5c55\u8bad\u7ec3\uff0cDeepSeek-V3 \u80fd\u591f\u5904\u7406\u957f\u8fbe 128K \u7684\u8f93\u5165\uff0c\u540c\u65f6\u4fdd\u6301\u5f3a\u52b2\u7684\u6027\u80fd\u3002\u56fe 8 \u8868\u660e\uff0c\u7ecf\u8fc7\u76d1\u7763\u5fae\u8c03\u540e\uff0cDeepSeek-V3 \u5728\u5927\u6d77\u635e\u9488 (NIAH) \u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6027\u80fd\uff0c\u5728\u957f\u8fbe 128K \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u957f\u5ea6\u4e2d\u8868\u73b0\u51fa\u4e00\u81f4\u7684\u7a33\u5065\u6027\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-6b5df48b3cd3980d87e8449b79a3c88b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-6b5df48b3cd3980d87e8449b79a3c88b.png\"><\/a><\/section>\n<section><strong>\u8bc4\u4f30<\/strong><\/section>\n<section><\/section>\n<section>\u8868 3 \u5c06 DeepSeek-V3 \u7684\u57fa\u7840\u6a21\u578b\u4e0e SOTA \u6027\u80fd\u7684\u5f00\u6e90\u57fa\u7840\u6a21\u578b\u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u5305\u62ec DeepSeek-V2-Base\u3001Qwen2.5 72B Base \u548c LLaMA-3.1 405B Base\u3002<\/section>\n<section><\/section>\n<section>\u603b\u4f53\u800c\u8a00\uff0cDeepSeek-V3-Base \u5168\u9762\u8d85\u8d8a DeepSeek-V2-Base \u548c Qwen2.5 72B Base\uff0c\u5e76\u5728\u5927\u591a\u6570\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8d85\u8d8a LLaMA-3.1 405B Base\uff0c\u57fa\u672c\u4e0a\u6210\u4e3a\u6700\u5f3a\u5927\u7684\u5f00\u6e90\u6a21\u578b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-8ae05663819bd3238dd8937b6290c578.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-8ae05663819bd3238dd8937b6290c578.png\"><\/a><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u672c\u6587\u5c06 DeepSeek-V3-Base \u4e0e\u5176\u4ed6\u5f00\u6e90\u57fa\u7840\u6a21\u578b\u5206\u522b\u8fdb\u884c\u4e86\u6bd4\u8f83\u3002<\/section>\n<section><\/section>\n<section>\uff081\uff09\u4e0e DeepSeek-V2-Base \u76f8\u6bd4\uff0c\u7531\u4e8e\u6a21\u578b\u67b6\u6784\u7684\u6539\u8fdb\uff0c\u6a21\u578b\u5927\u5c0f\u548c\u8bad\u7ec3 token \u7684\u6269\u5927\u4ee5\u53ca\u6570\u636e\u8d28\u91cf\u7684\u63d0\u5347\uff0cDeepSeek-V3-Base \u53d6\u5f97\u4e86\u9884\u671f\u7684\u3001\u66f4\u597d\u7684\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\uff082\uff09\u4e0e\u76ee\u524d\u6700\u5148\u8fdb\u7684\u4e2d\u6587\u5f00\u6e90\u6a21\u578b Qwen2.5 72B Base \u76f8\u6bd4\uff0c\u5728\u6fc0\u6d3b\u53c2\u6570\u53ea\u6709\u5176\u4e00\u534a\u7684\u60c5\u51b5\u4e0b\uff0cDeepSeek-V3-Base \u4e5f\u8868\u73b0\u51fa\u4e86\u660e\u663e\u7684\u4f18\u52bf\uff0c\u5c24\u5176\u662f\u5728\u82f1\u6587\u3001\u591a\u8bed\u8a00\u3001\u4ee3\u7801\u548c\u6570\u5b66\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u3002\u5bf9\u4e8e\u4e2d\u6587\u57fa\u51c6\u6d4b\u8bd5\uff0c\u9664\u4e86\u4e2d\u6587\u591a\u5b66\u79d1\u591a\u9879\u9009\u62e9\u9898 CMMLU \u4e4b\u5916\uff0cDeepSeek-V3-Base \u4e5f\u53d6\u5f97\u4e86\u4f18\u4e8e Qwen2.5 72B \u7684\u6027\u80fd\u3002\u00a0<\/section>\n<section><\/section>\n<section>\uff083\uff09\u4e0e\u76ee\u524d\u6700\u5927\u7684\u5f00\u6e90\u6a21\u578b LLaMA-3.1 405B Base\uff08\u6fc0\u6d3b\u53c2\u6570\u91cf\u662f\u5176 11 \u500d\uff09\u76f8\u6bd4\uff0cDeepSeek-V3-Base \u5728\u591a\u8bed\u8a00\u3001\u4ee3\u7801\u548c\u6570\u5b66\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u4e5f\u8868\u73b0\u51fa\u4e86\u66f4\u597d\u7684\u6027\u80fd\u3002\u5728\u82f1\u8bed\u548c\u4e2d\u6587\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0cDeepSeek-V3-Base \u8868\u73b0\u51fa\u4e86\u76f8\u5f53\u6216\u66f4\u597d\u7684\u6027\u80fd\uff0c\u5c24\u5176\u662f\u5728 BBH\u3001MMLU-series\u3001DROP\u3001C-Eval\u3001CMMLU \u548c CCPM \u4e0a\u8868\u73b0\u4f18\u5f02\u3002<\/section>\n<section><\/section>\n<section>\u7531\u4e8e\u9ad8\u6548\u7684\u67b6\u6784\u548c\u5168\u9762\u7684\u5de5\u7a0b\u4f18\u5316\uff0cDeepSeekV3 \u5b9e\u73b0\u4e86\u6781\u9ad8\u7684\u8bad\u7ec3\u6548\u7387\u3002\u57fa\u4e8e\u8bad\u7ec3\u6846\u67b6\u548c\u57fa\u7840\u8bbe\u65bd\uff0c\u5728 V3 \u4e0a\u8bad\u7ec3\u6bcf\u4e07\u4ebf\u4e2a token \u53ea\u9700\u8981 180K H800 GPU \u5c0f\u65f6\uff0c\u8fd9\u6bd4\u8bad\u7ec3 72B \u6216 405B \u5bc6\u96c6\u6a21\u578b\u4fbf\u5b9c\u5f97\u591a\u3002<\/section>\n<section><\/section>\n<section>\u8868 4 \u5c55\u793a\u4e86 MTP \u7b56\u7565\u7684\u6d88\u878d\u7ed3\u679c\uff0c\u4f5c\u8005\u5728\u4e24\u4e2a\u4e0d\u540c\u89c4\u6a21\u7684\u57fa\u7ebf\u6a21\u578b\u4e0a\u9a8c\u8bc1\u4e86 MTP \u7b56\u7565\u3002\u4ece\u8868\u4e2d\u6211\u4eec\u53ef\u4ee5\u89c2\u5bdf\u5230\uff0cMTP \u7b56\u7565\u5728\u5927\u591a\u6570\u8bc4\u4f30\u57fa\u51c6\u4e0a\u6301\u7eed\u63d0\u9ad8\u4e86\u6a21\u578b\u6027\u80fd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-44636e1011e85fb0001769606fe565cb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-44636e1011e85fb0001769606fe565cb.png\"><\/a><\/section>\n<section>\u5728\u63a5\u4e0b\u6765\u7684\u6587\u7ae0\u4e2d\uff0c\u4f5c\u8005\u4ecb\u7ecd\u4e86\u540e\u8bad\u7ec3\uff0c\u5305\u62ec\u76d1\u7763\u5fae\u8c03\u3001\u5f3a\u5316\u5b66\u4e60\u7b49\u5185\u5bb9\u3002<\/section>\n<section><\/section>\n<section>\u4e86\u89e3\u66f4\u591a\u5185\u5bb9\uff0c\u8bf7\u53c2\u8003\u539f\u8bba\u6587\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-27-2\" target=\"_blank\">\u56fd\u4ea7\u5927\u6a21\u578bDeepSeek-V3\u4e00\u591c\u706b\u7206\u5168\u7403\uff0c671B\u7684MoE\uff0c\u8bad\u7ec3\u6210\u672c\u4ec5558\u4e07\u7f8e\u5143<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u56fd\u4ea7\u5927\u6a21\u578bDeepSe [&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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