\u6700\u8fd1\uff0c\u82f1\u4f1f\u8fbe\u56e2\u961f\u63a8\u51fa\u4e86\u5168\u65b0\u7684\u6a21\u578bNemotron-4\uff0c150\u4ebf\u53c2\u6570\uff0c\u57288T token\u4e0a\u5b8c\u6210\u4e86\u8bad\u7ec3\u3002<\/p>\n
\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0cNemotron-4\u5728\u82f1\u8bed\u3001\u591a\u8bed\u8a00\u548c\u7f16\u7801\u4efb\u52a1\u65b9\u9762\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u3002<\/p>\n
\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2402.16819<\/p>\n
\u57287\u4e2a\u8bc4\u4f30\u57fa\u51c6\u4e0a\uff0c\u4e0e\u540c\u7b49\u53c2\u6570\u89c4\u6a21\u7684\u6a21\u578b\u76f8\u6bd4\uff0cNemotron-4 15B\u8868\u73b0\u51fa\u8272\u3002<\/p>\n
\u751a\u81f3\uff0c\u5176\u6027\u80fd\u8d85\u8fc7\u4e864\u500d\u5927\u7684\u6a21\u578b\uff0c\u4ee5\u53ca\u4e13\u7528\u4e8e\u591a\u8bed\u8a00\u4efb\u52a1\u7684\u6a21\u578b\u3002<\/p>\n
\u5982\u4ecaLLM\u5df2\u7ecf\u975e\u5e38\u591a\u4e86\uff0c\u82f1\u4f1f\u8fbe\u65b0\u53d1\u5e03\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u6709\u4f55\u4e0d\u540c\uff1f<\/p>\n
\u6700\u8fd1\u53d1\u8868\u7684LLM\u7814\u7a76\u53d7\u5230\u4e86Chinchilla\u6a21\u578b\u300c\u7f29\u653e\u5b9a\u5f8b\u300d\u7684\u542f\u53d1\u2014\u2014\u7ed9\u5b9a\u56fa\u5b9a\u8ba1\u7b97\u9884\u7b97\uff0c\u6570\u636e\u548c\u6a21\u578b\u5927\u5c0f\u4e00\u540c\u4f18\u5316\u3002<\/p>\n
\u800c\u8fc7\u53bb\uff0c\u7814\u7a76\u4e3b\u8981\u9488\u5bf9\u6a21\u578b\u5927\u5c0f\u8fdb\u884c\u7f29\u653e\u3002<\/p>\n
\u7814\u7a76\u8868\u660e\uff0c\u7ed9\u5b9a\u4e24\u4e2a\u6570\u636e\u5206\u5e03\u7c7b\u4f3c\u7684IsoFLOP GPT\u6a21\u578b\uff0c\u4e00\u4e2a\u662f\u57281.4\u4e07\u4ebftoken\u4e0a\u768465\u4ebf\u53c2\u6570\u6a21\u578b\uff0c\u53e6\u4e00\u4e2a\u662f3000\u4ebftoken\u4e0a\u76842800\u4ebf\u53c2\u6570\u6a21\u578b\u3002<\/p>\n
\u663e\u7136\uff0c65B\u7684\u6a21\u578b\u5728\u4e0b\u6e38\u4efb\u52a1\u4e0a\u7684\u51c6\u786e\u6027\u66f4\u9ad8\u3002<\/p>\n
\u4ece\u63a8\u7406\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u5c06\u8ba1\u7b97\u5206\u914d\u7ed9\u66f4\u591a\u6570\u636e\u7684\u8bad\u7ec3\uff0c\u800c\u4e0d\u662f\u589e\u52a0\u6a21\u578b\u5927\u5c0f\u7279\u522b\u6709\u5438\u5f15\u529b\uff0c\u53ef\u4ee5\u51cf\u5c11\u5ef6\u8fdf\u548c\u670d\u52a1\u6a21\u578b\u6240\u9700\u7684\u8ba1\u7b97\u91cf\u3002<\/p>\n
\u56e0\u6b64\uff0c\u8bed\u8a00\u5efa\u6a21\u8bad\u7ec3\u5de5\u4f5c\u7684\u4e3b\u8981\u7126\u70b9\u5df2\u8f6c\u5411\u4eceCommonCrawl\u7b49\u516c\u5171\u8d44\u6e90\u4e2d\uff0c\u6536\u96c6\u9ad8\u8d28\u91cf\u7684\u6570\u4e07\u4ebftoken\u6570\u636e\u96c6\u3002<\/p>\n
\u5bf9\u6b64\uff0c\u82f1\u4f1f\u8fbe\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86Nemotron-4 15B\uff0c\u6765\u5ef6\u7eed\u8fd9\u4e00\u8d8b\u52bf\u3002<\/p>\n
\u5177\u4f53\u6765\u8bf4\uff0cNemotron-4 15B\u662f\u57288\u4e07\u4ebf\u4e2atoken\uff0c\u5305\u62ec\u82f1\u8bed\u3001\u591a\u8bed\u79cd\u3001\u7f16\u7801\u6587\u672c\u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n
\u82f1\u4f1f\u8fbe\u79f0\uff0cNemotron-4 15B\u7684\u5f00\u53d1\u76ee\u7684\uff1a<\/p>\n
\u6210\u4e3a\u80fd\u5728\u5355\u4e2a\u82f1\u4f1f\u8fbeA100\u6216H100 GPU\u4e0a\u8fd0\u884c\u7684\u6700\u4f73\u300c\u901a\u7528\u5927\u6a21\u578b\u300d\u3002<\/p><\/blockquote>\n
\u67b6\u6784\u4ecb\u7ecd<\/h4>\n
Nemotron-4\u91c7\u7528\u4e86\u6807\u51c6\u7684\u7eaf\u89e3\u7801\u5668Transformer\u67b6\u6784\uff0c\u5e76\u5e26\u6709\u56e0\u679c\u6ce8\u610f\u63a9\u7801\u3002<\/p>\n
\u6838\u5fc3\u7684\u8d85\u53c2\u6570\uff0c\u5982\u88681\u6240\u793a\u3002<\/p>\n
Nemotron-4\u670932\u4ebf\u4e2a\u5d4c\u5165\u53c2\u6570\u548c125\u4ebf\u4e2a\u975e\u5d4c\u5165\u53c2\u6570\u3002<\/p>\n
\u7814\u7a76\u4eba\u5458\u4f7f\u7528\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801\uff08RoPE\uff09\u3001SentencePiece\u5206\u8bcd\u5668\u3001MLP\u5c42\u7684\u5e73\u65b9ReLU\u6fc0\u6d3b\u3001\u65e0\u504f\u7f6e\u9879\uff08bias terms\uff09\u3001\u96f6\u4e22\u5931\u7387\uff0c\u4ee5\u53ca\u65e0\u9650\u5236\u7684\u8f93\u5165\u8f93\u51fa\u5d4c\u5165\u3002<\/p>\n
\u901a\u8fc7\u5206\u7ec4\u67e5\u8be2\u5173\u6ce8\uff08GQA\uff09\uff0c\u53ef\u5b9e\u73b0\u66f4\u5feb\u7684\u63a8\u7406\u548c\u66f4\u4f4e\u7684\u5185\u5b58\u5360\u7528\u3002<\/p>\n
\u6570\u636e<\/strong><\/p>\n
\u7814\u7a76\u4eba\u5458\u5728\u5305\u542b8\u4e07\u4ebf\u4e2atoken\u7684\u9884\u8bad\u7ec3\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3Nemotron-4 15B\u3002<\/p>\n
\u5206\u4e3a\u4e09\u79cd\u4e0d\u540c\u7c7b\u578b\u7684\u6570\u636e\uff1a\u82f1\u8bed\u81ea\u7136\u8bed\u8a00\u6570\u636e\uff0870%\uff09\u3001\u591a\u8bed\u8a00\u81ea\u7136\u8bed\u8a00\u6570\u636e\uff0815%\uff09\u548c\u6e90\u4ee3\u7801\u6570\u636e\uff0815%\uff09\u3002<\/p>\n
\u82f1\u8bed\u8bed\u6599\u5e93\u7531\u6765\u81ea\u5404\u79cd\u6765\u6e90\u548c\u9886\u57df\u7684\u7cbe\u9009\u6587\u6863\u7ec4\u6210\uff0c\u5305\u62ec\u7f51\u7edc\u6587\u6863\u3001\u65b0\u95fb\u6587\u7ae0\u3001\u79d1\u5b66\u8bba\u6587\u3001\u4e66\u7c4d\u7b49\u3002<\/p>\n
\u4ee3\u7801\u548c\u591a\u8bed\u8a00\u6570\u636e\u5305\u62ec\u4e00\u7ec4\u591a\u6837\u5316\u7684\u81ea\u7136\u8bed\u8a00\u548c\u7f16\u7a0b\u8bed\u8a00\u3002<\/p>\n
\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c\u4ece\u8fd9\u4e9b\u8bed\u8a00\u4e2d\u9002\u5f53\u5730\u91c7\u6837token\u662f\u5728\u8fd9\u4e9b\u9886\u57df\u83b7\u5f97\u9ad8\u51c6\u786e\u5ea6\u7684\u5173\u952e\u3002<\/p>\n
\u6b64\u5916\uff0c\u7814\u7a76\u4eba\u5458\u5206\u522b\u5728\u56fe3\u548c\u56fe4\u4e2d\u5171\u4eab\u9884\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u7528\u4e8e\u4ee3\u7801\u548c\u591a\u8bed\u8a00\u6807\u8bb0\u7684\u5206\u5e03\u3002<\/p>\n
\u9884\u8bad\u7ec3<\/strong><\/p>\n
Nemotron-4\u4f7f\u7528384\u4e2aDGX H100\u8282\u70b9\u8fdb\u884c\u8bad\u7ec3\u3002\u6bcf\u4e2a\u8282\u70b9\u5305\u542b8\u4e2a\u57fa\u4e8e\u82f1\u4f1f\u8fbeHopper\u67b6\u6784\u7684H100 80GB SXM5 GPU\u3002<\/p>\n
\u5728\u6267\u884c\u65e0\u7a00\u758f\u6027\u768416\u4f4d\u6d6e\u70b9\uff08bfloat16\uff09\u7b97\u672f\u65f6\uff0c\u6bcf\u4e2aH100 GPU\u7684\u5cf0\u503c\u541e\u5410\u91cf\u4e3a989 teraFLOP\/s\u3002<\/p>\n
\u6bcf\u4e2a\u8282\u70b9\u5185\uff0cGPU\u901a\u8fc7NVLink\u548cNVSwitch\uff08nvl\uff09\u8fde\u63a5\uff1bGPU\u5230GPU\u7684\u5e26\u5bbd\u4e3a900 GB\/s\uff08\u6bcf\u4e2a\u65b9\u5411450 GB\/s\uff09\u3002<\/p>\n
\u6bcf\u4e2a\u8282\u70b9\u90fd\u67098\u4e2aNVIDIA Mellanox 400 Gbps HDR InfiniBand\u4e3b\u673a\u901a\u9053\u9002\u914d\u5668\uff08HCA\uff09\uff0c\u7528\u4e8e\u8282\u70b9\u95f4\u901a\u4fe1\u3002<\/p>\n
\u7814\u7a76\u4eba\u5458\u4f7f\u75288\u8def\u5f20\u91cf\u5e76\u884c\u548c\u6570\u636e\u5e76\u884c\u7684\u7ec4\u5408\u6765\u8bad\u7ec3\u6a21\u578b\uff0c\u8fd8\u4f7f\u7528\u4e86\u5206\u5e03\u5f0f\u4f18\u5316\u5668\uff0c\u5c06\u4f18\u5316\u5668\u72b6\u6001\u5206\u7247\u5230\u6570\u636e\u5e76\u884c\u526f\u672c\u4e0a\u3002\u968f\u7740\u6279\u5927\u5c0f\u7684\u589e\u52a0\uff0c\u6570\u636e\u5e76\u884c\u5ea6\u4ece96\u589e\u52a0\u5230384\u3002<\/p>\n
\u88682\u603b\u7ed3\u4e86\u6279\u5927\u5c0f\u63d0\u5347\u76843\u4e2a\u9636\u6bb5\uff0c\u5305\u62ec\u6bcf\u6b21\u8fed\u4ee3\u65f6\u95f4\u548c\u6a21\u578bFLOP\/s\u5229\u7528\u7387\uff08MFU\uff09\u3002MFU\u91cf\u5316\u4e86GPU\u5728\u6a21\u578b\u8bad\u7ec3\u4e2d\u7684\u5229\u7528\u6548\u7387\u3002\u8bad\u7ec3\u5927\u7ea6\u572813\u5929\u5185\u5b8c\u6210\u3002<\/p>\n
\u518d\u8bad\u7ec3<\/strong><\/p>\n
\u4e0e\u6700\u8fd1\u7684\u7814\u7a76\u7c7b\u4f3c\uff0c\u7814\u7a76\u4eba\u5458\u53d1\u73b0\u5728\u6a21\u578b\u8bad\u7ec3\u7ed3\u675f\u65f6\uff0c\u5207\u6362\u6570\u636e\u5206\u5e03\u548c\u5b66\u4e60\u7387\u8870\u51cf\u65f6\u95f4\u8868\uff0c\u53ef\u4ee5\u6781\u5927\u5730\u63d0\u9ad8\u6a21\u578b\u8d28\u91cf\u3002<\/p>\n
\u5177\u4f53\u6765\u8bf4\uff0c\u5728\u5bf9\u6574\u4e2a8T\u9884\u8bad\u7ec3\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\u4e4b\u540e\uff0c\u4f7f\u7528\u76f8\u540c\u7684\u635f\u5931\u76ee\u6807\uff0c\u5e76\u5bf9\u4e0e\u9884\u8bad\u7ec3token\u76f8\u6bd4\u7684\u8f83\u5c11\u7684token\u8fdb\u884c\u6301\u7eed\u8bad\u7ec3\u3002<\/p>\n
\u5728\u8fd9\u4e00\u989d\u5916\u7684\u7ee7\u7eed\u8bad\u7ec3\u9636\u6bb5\uff0c\u5229\u7528\u4e24\u79cd\u4e0d\u540c\u7684\u6570\u636e\u5206\u5e03\u3002<\/p>\n
\u7b2c\u4e00\u4e2a\u5206\u5e03\u662f\uff0c\u4ece\u6301\u7eed\u8bad\u7ec3\u671f\u95f4\u5927\u90e8\u5206token\u91c7\u6837\u3002\u5b83\u5229\u7528\u5728\u9884\u8bad\u7ec3\u671f\u95f4\u5df2\u7ecf\u5f15\u5165\u7684token\uff0c\u4f46\u5176\u5206\u5e03\u5c06\u66f4\u5927\u7684\u91c7\u6837\u6743\u91cd\u653e\u5728\u66f4\u9ad8\u8d28\u91cf\u6765\u6e90\u4e0a\u3002<\/p>\n
\u7b2c\u4e8c\u4e2a\u5206\u5e03\uff0c\u5f15\u5165\u4e86\u5c11\u91cf\u57fa\u51c6\u5f0f\u5bf9\u9f50\u793a\u4f8b\uff0c\u4ee5\u66f4\u597d\u5730\u8ba9\u6a21\u578b\u5728\u4e0b\u6e38\u8bc4\u4f30\u4e2d\u56de\u7b54\u6b64\u7c7b\u95ee\u9898\uff0c\u540c\u65f6\u8fd8\u589e\u52a0\u6765\u81ea\u6a21\u578b\u6027\u80fd\u8f83\u4f4e\u533a\u57df\u7684\u6570\u636e\u6e90\u7684\u6743\u91cd\u3002<\/p>\n
\u5b9e\u9a8c\u7ed3\u679c<\/h4>\n
\u7814\u7a76\u4eba\u5458\u5728\u6db5\u76d6\u5404\u79cd\u4efb\u52a1\u548c\u9886\u57df\u7684\u4e0b\u6e38\u8bc4\u4f30\u9886\u57df\u8bc4\u4e86 Nemotron-4 15B\u3002<\/p>\n
\u5e38\u8bc6\u63a8\u7406<\/strong><\/p>\n
\u4f5c\u8005\u4f7f\u7528LM-Evaluation Harness\u5728\u6240\u6709\u4e0a\u8ff0\u4efb\u52a1\u4e2d\u8bc4\u4f30Nemotron-4 15B\u3002<\/p>\n
\u88683\u663e\u793a\u4e86Nemotron-4 15B\u5728\u8fd9\u7ec4\u4e0d\u540c\u7684\u4efb\u52a1\u4e2d\u5b9e\u73b0\u4e86\u6700\u5f3a\u7684\u5e73\u5747\u6027\u80fd\u3002<\/p>\n
\u70ed\u95e8\u7684\u7efc\u5408\u57fa\u51c6<\/strong><\/p>\n
\u4ece\u88684\u53ef\u4ee5\u770b\u51fa\uff0cNemotron-4 15B\u5728\u73b0\u6709\u6a21\u578b\u4e2d\u83b7\u5f97\u4e86BBH\u7684\u6700\u4f73\u5206\u6570\uff0c\u589e\u957f\u4e86\u8fd17%\u3002<\/p>\n
\u6b64\u5916\uff0cNemotron-4\u5728BBH\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u660e\u663e\u4f18\u4e8eLLaMA-2 70B\u6a21\u578b\uff0c\u5176\u4e2dLLaMA-2 70B\u7684\u5f97\u5206\u4e3a51.2\uff0cNemotron-4\u7684\u5f97\u5206\u4e3a58.7\u3002<\/p>\n
Nemotron-4 15B\u53e6\u5916\u8fd8\u83b7\u5f97\u4e86\u6781\u5177\u7ade\u4e89\u529b\u7684MMLU\u5206\u6570\u3002<\/p>\n
\u6570\u5b66\u548c\u4ee3\u7801<\/strong><\/p>\n
\u88685\u91cd\u70b9\u4ecb\u7ecd\u4e86Nemotron-4 15B\u5728\u6570\u5b66\u548c\u4ee3\u7801\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u3002<\/p>\n
\u5177\u4f53\u6765\u8bf4\uff0c\u5728\u6570\u5b66\u63a8\u7406\u4e0a\uff0cNemotron-4 15B\u8868\u73b0\u5f3a\u52b2\uff0c\u5f97\u5206\u4e0eGemma 7B\u76f8\u4f3c\uff0c\u4f46\u843d\u540e\u4e8eBaichuan-2\u548cQWEN\u7b49\u6a21\u578b\u3002<\/p>\n
\u5728\u4ee3\u7801\u4efb\u52a1\u4e2d\uff0cNemotron-4\u7684\u6027\u80fd\u4e0eQWEN 14B\u76f8\u5f53\uff0c\u4f46\u7565\u843d\u540e\u4e8eGemma 7B\u3002<\/p>\n
\u5728\u8fd9\u4e24\u79cd\u7c7b\u578b\u7684\u4efb\u52a1\u4e2d\uff0cNemotron-4 15B\u7684\u6027\u80fd\u5747\u4f18\u4e8eMistral 7B\u548cLlaMA-213B\/34B\u3002<\/p>\n
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