{"id":5005,"date":"2024-11-05T17:50:14","date_gmt":"2024-11-05T09:50:14","guid":{"rendered":"https:\/\/nullthought.net\/?p=5005"},"modified":"2025-02-23T11:08:37","modified_gmt":"2025-02-23T03:08:37","slug":"%e8%85%be%e8%ae%af%e6%b7%b7%e5%85%83%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%88hunyuan-large%ef%bc%89","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=5005","title":{"rendered":"\u817e\u8baf\u6df7\u5143\u5927\u6a21\u578b\uff08Hunyuan-Large\uff09"},"content":{"rendered":"\n

\u8bba\u6587Hunyuan-Large: An Open-Source MoE Model with 52 Billion Activated Parameters by Tencent<\/a><\/strong>\u4ecb\u7ecd\u4e86\u817e\u8baf\u53d1\u5e03\u7684\u4e00\u6b3e\u5f00\u6e90\u5de8\u578b\u4e13\u5bb6\u6df7\u5408\uff08MoE\uff09\u6a21\u578b\uff0c\u5373\u6df7\u5143\u5927\u6a21\u578b\uff08Hunyuan-Large\uff09<\/a>\u3002\u8be5\u6a21\u578b\u62e5\u67093890\u4ebf\u603b\u53c2\u6570\u91cf\u548c520\u4ebf\u6fc0\u6d3b\u53c2\u6570\u3002<\/p>\n\n\n\n

\u8bba\u6587\u4f5c\u8005\u4e3a\u6765\u81eaTencent Hunyuan Team\u7684\u591a\u540d\u6210\u5458\u3002<\/p>\n\n\n\n

\"\"
Hunyuan-Large: An Open-Source MoE Model with 52 Billion Activated Parameters by Tencent<\/a><\/strong><\/figcaption><\/figure>\n\n\n\n

\u4e00\u3001\u80cc\u666f\u4e0e\u6a21\u578b\u6982\u8ff0<\/h3>\n\n\n\n

Hunyuan-Large\u662f\u7531\u817e\u8baf\u56e2\u961f\u63a8\u51fa\u7684\u4e00\u6b3e\u57fa\u4e8e\u4e13\u5bb6\u6df7\u5408\uff08MoE\uff0cMixture of Experts\uff09\u6280\u672f\u7684\u5f00\u6e90\u5de8\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u5177\u67093890\u4ebf\u603b\u53c2\u6570\u91cf\u548c520\u4ebf\u6fc0\u6d3b\u53c2\u6570\uff0c\u662f\u76ee\u524d\u516c\u5f00\u7684\u6700\u5927\u89c4\u6a21\u7684MoE\u6a21\u578b\u4e4b\u4e00\uff0c\u80fd\u591f\u5904\u7406\u957f\u8fbe256K\u7684token\u8f93\u5165\u3002\u5176\u8bbe\u8ba1\u76ee\u7684\u662f\u901a\u8fc7\u66f4\u6709\u6548\u7684\u4e13\u5bb6\u6a21\u578b\u7ed3\u6784\uff0c\u7a81\u7834\u4ee5\u5f80\u8bed\u8a00\u6a21\u578b\u5728\u7406\u89e3\u3001\u63a8\u7406\u548c\u751f\u6210\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u74f6\u9888\uff0c\u5e76\u4e0e\u5f53\u524d\u5176\u4ed6\u5f00\u6e90\u7684\u7c7b\u4f3c\u89c4\u6a21\u7684LLM\uff08\u5927\u8bed\u8a00\u6a21\u578b\uff09\u8fdb\u884c\u7ade\u4e89\u3002Hunyuan-Large\u7279\u522b\u5f3a\u8c03\u5728\u9ad8\u6548\u6027\u3001\u8bad\u7ec3\u5f00\u9500\u548c\u63a8\u7406\u6210\u672c\u65b9\u9762\u7684\u4f18\u5316\uff0c\u540c\u65f6\u4fdd\u6301\u4e86\u5353\u8d8a\u7684\u6a21\u578b\u6027\u80fd\u3002<\/p>\n\n\n\n

1.1 \u5927\u6a21\u578b\u7684\u80cc\u666f\u53ca\u610f\u4e49<\/h4>\n\n\n\n

\u8fd1\u5e74\u6765\uff0c\u968f\u7740\u8bed\u8a00\u6a21\u578b\u7684\u53d1\u5c55\uff0c\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\u3002\u5c24\u5176\u662f\u81ea\u4eceChatGPT\u7684\u6210\u529f\u63a8\u51fa\u4e4b\u540e\uff0c\u57fa\u4e8eTransformer\u67b6\u6784\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\uff08CV\uff09\u3001\u8bed\u97f3\u5904\u7406\u3001AI\u79d1\u5b66\u8ba1\u7b97\u7b49\u4f17\u591a\u9886\u57df\u5f97\u5230\u4e86\u5e7f\u6cdb\u5e94\u7528\u3002\u8fd9\u4e9b\u6a21\u578b\u901a\u8fc7\u9884\u8bad\u7ec3\u83b7\u53d6\u57fa\u7840\u80fd\u529b\uff0c\u518d\u901a\u8fc7\u540e\u7eed\u5fae\u8c03\u9002\u5e94\u7279\u5b9a\u4efb\u52a1\u9700\u6c42\u3002\u7136\u800c\uff0c\u968f\u7740\u6a21\u578b\u89c4\u6a21\u7684\u4e0d\u65ad\u589e\u5927\uff0c\u4f20\u7edf\u7684\u5bc6\u96c6\uff08dense\uff09\u67b6\u6784\u96be\u4ee5\u5e94\u5bf9\u8d44\u6e90\u6d88\u8017\u548c\u5b9e\u9645\u5e94\u7528\u9700\u6c42\u3002\u4e3a\u6b64\uff0cMoE\u6210\u4e3a\u4e00\u79cd\u65b0\u5174\u7684\u65b9\u6cd5\uff0c\u901a\u8fc7\u6fc0\u6d3b\u90e8\u5206\u4e13\u5bb6\u6a21\u578b\uff0c\u964d\u4f4e\u8ba1\u7b97\u548c\u5185\u5b58\u5f00\u9500\uff0c\u540c\u65f6\u63d0\u9ad8\u6a21\u578b\u7684\u9002\u5e94\u6027\u548c\u6027\u80fd\u3002<\/p>\n\n\n\n

\u817e\u8baf\u7684AI\u5bf9\u8bdd\u7cfb\u7edf\u201c\u5143\u5b9d\u201d\u91c7\u7528\u4e86MoE\u67b6\u6784\uff0c\u5e76\u5728\u591a\u4e2a\u5e94\u7528\u573a\u666f\u4e2d\u5f97\u5230\u4e86\u6210\u529f\u90e8\u7f72\u3002\u6b64\u6b21\u63a8\u51fa\u7684Hunyuan-Large\u4f5c\u4e3a\u5f00\u6e90\u7248\u672c\uff0c\u65e8\u5728\u5411\u5b66\u672f\u754c\u548c\u4ea7\u4e1a\u754c\u63d0\u4f9b\u4e00\u4e2a\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u4ee5\u63a8\u52a8MoE\u76f8\u5173\u6280\u672f\u7684\u5e94\u7528\u548c\u666e\u53ca\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u9884\u8bad\u7ec3\u9636\u6bb5\u8be6\u7ec6\u4ecb\u7ecd<\/h3>\n\n\n\n

Hunyuan-Large\u7684\u9884\u8bad\u7ec3\u8fc7\u7a0b\u5206\u4e3a\u51e0\u4e2a\u5173\u952e\u6b65\u9aa4\uff0c\u5305\u62ec\u6570\u636e\u548c\u5206\u8bcd\u5668\u7684\u8bbe\u8ba1\u3001\u6a21\u578b\u7ed3\u6784\u7684\u4f18\u5316\u4ee5\u53ca\u9884\u8bad\u7ec3\u914d\u65b9\u7684\u63a2\u7d22\u3002<\/p>\n\n\n\n

2.1 \u6570\u636e\u548c\u5206\u8bcd\u5668<\/h4>\n\n\n\n

2.1.1 \u6570\u636e\u5904\u7406\u4e0e\u5408\u6210<\/h5>\n\n\n\n

\u6570\u636e\u662fHunyuan-Large\u6a21\u578b\u6027\u80fd\u7684\u57fa\u77f3\uff0c\u817e\u8baf\u56e2\u961f\u4e3a\u5176\u51c6\u5907\u4e86\u9ad8\u8d28\u91cf\u76847\u4e07\u4ebftokens\u6570\u636e\uff0c\u5176\u4e2d\u5305\u62ec1.5\u4e07\u4ebf\u7684\u5408\u6210\u6570\u636e\u3002\u6570\u636e\u4e3b\u8981\u7531\u4e2d\u6587\u548c\u82f1\u6587\u7ec4\u6210\uff0c\u4ee5\u6ee1\u8db3\u5b9e\u9645\u5e94\u7528\u7684\u591a\u8bed\u8a00\u9700\u6c42\u3002\u6570\u636e\u5408\u6210\u7684\u8fc7\u7a0b\u91c7\u7528\u4e86\u56db\u6b65\u751f\u6210\u65b9\u6cd5\uff1a<\/p>\n\n\n\n

    \n
  1. \u6307\u4ee4\u751f\u6210<\/strong>\uff1a\u901a\u8fc7\u77e5\u8bc6\u4e30\u5bcc\u7684\u79cd\u5b50\u6570\u636e\uff08\u5982\u7f51\u9875\u6570\u636e\u3001\u4ee3\u7801\u5e93\u3001\u4e66\u7c4d\u7b49\uff09\u751f\u6210\u6db5\u76d6\u4e0d\u540c\u9886\u57df\u7684\u591a\u6837\u5316\u6307\u4ee4\u3002\u8fd9\u4e9b\u6307\u4ee4\u5f62\u5f0f\u591a\u6837\uff0c\u98ce\u683c\u590d\u6742\uff0c\u4ee5\u786e\u4fdd\u6a21\u578b\u80fd\u6709\u6548\u5b66\u4e60\u591a\u79cd\u4efb\u52a1\u7c7b\u578b\u3002<\/li>\n\n\n\n
  2. \u6307\u4ee4\u6f14\u53d8<\/strong>\uff1a\u5bf9\u521d\u59cb\u751f\u6210\u7684\u6307\u4ee4\u8fdb\u884c\u7ec6\u5316\u548c\u6f14\u53d8\uff0c\u589e\u52a0\u6307\u4ee4\u7684\u6e05\u6670\u5ea6\u3001\u4fe1\u606f\u91cf\u4ee5\u53ca\u96be\u5ea6\uff0c\u901a\u8fc7\u201c\u81ea\u6211\u6307\u4ee4\u589e\u5f3a\u201d\u65b9\u6cd5\u6269\u5c55\u6307\u4ee4\u7684\u4f4e\u8d44\u6e90\u9886\u57df\uff0c\u4ee5\u5e2e\u52a9\u6a21\u578b\u7a81\u7834\u539f\u6709\u7684\u80fd\u529b\u8fb9\u754c\u3002<\/li>\n\n\n\n
  3. \u54cd\u5e94\u751f\u6210<\/strong>\uff1a\u5229\u7528\u591a\u4e2a\u9886\u57df\u7684\u4e13\u5bb6\u7ea7\u5b50\u6a21\u578b\u751f\u6210\u9488\u5bf9\u6f14\u53d8\u540e\u6307\u4ee4\u7684\u9ad8\u8d28\u91cf\u54cd\u5e94\uff0c\u786e\u4fdd\u6307\u4ee4\u7684\u590d\u6742\u6027\u4e0e\u5b9e\u9645\u5e94\u7528\u7684\u9ad8\u5339\u914d\u5ea6\u3002<\/li>\n\n\n\n
  4. \u54cd\u5e94\u8fc7\u6ee4<\/strong>\uff1a\u4f7f\u7528\u8bc4\u8bba\u6a21\u578b\u548c\u81ea\u4e00\u81f4\u6027\u68c0\u67e5\u673a\u5236\u8fc7\u6ee4\u751f\u6210\u7684\u6307\u4ee4\u54cd\u5e94\u5bf9\uff0c\u786e\u4fdd\u5176\u9ad8\u8d28\u91cf\u548c\u4e00\u81f4\u6027\uff0c\u5254\u9664\u4f4e\u8d28\u91cf\u548c\u4e0d\u51c6\u786e\u7684\u5408\u6210\u6570\u636e\u3002<\/li>\n<\/ol>\n\n\n\n

    \u901a\u8fc7\u8fd9\u4e00\u7cfb\u5217\u7684\u6570\u636e\u5904\u7406\u548c\u5408\u6210\uff0c\u6a21\u578b\u5177\u5907\u4e86\u5e7f\u6cdb\u800c\u6df1\u523b\u7684\u4efb\u52a1\u7406\u89e3\u4e0e\u63a8\u7406\u80fd\u529b\uff0c\u5e76\u663e\u8457\u63d0\u9ad8\u4e86\u5bf9\u672a\u89c1\u6570\u636e\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n

    2.1.2 \u5206\u8bcd\u5668<\/h5>\n\n\n\n

    Hunyuan-Large\u91c7\u7528\u4e86128K\u8bcd\u6c47\u5927\u5c0f\u7684\u5206\u8bcd\u5668\uff0c\u8fd9\u4e2a\u5206\u8bcd\u5668\u753110\u4e07\u6765\u81ea\u5f00\u6e90tiktoken\u5206\u8bcd\u5668\u7684token\uff0c\u4ee5\u53ca\u989d\u5916\u76842.8\u4e07\u9488\u5bf9\u4e2d\u6587\u7279\u5b9a\u4f18\u5316\u7684token\u7ec4\u6210\u3002\u4e0eLLama3.1\u5206\u8bcd\u5668\u76f8\u6bd4\uff0cHunyuan-Large\u7684\u5206\u8bcd\u5668\u538b\u7f29\u7387\u6709\u663e\u8457\u63d0\u5347\uff0c\u4ece2.78\u5b57\u7b26\/\u8bcd\u63d0\u5347\u5230\u4e863.13\u5b57\u7b26\/\u8bcd\uff0c\u8fd9\u6837\u65e2\u80fd\u4fdd\u8bc1\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u7684\u6548\u7387\uff0c\u53c8\u80fd\u5728\u5927\u8bcd\u6c47\u8868\u4e2d\u4fdd\u8bc1\u8db3\u591f\u7684\u8bcd\u5d4c\u5165\u5b66\u4e60\u80fd\u529b\u3002<\/p>\n\n\n\n

    2.2 \u6a21\u578b\u7ed3\u6784<\/h4>\n\n\n\n

    2.2.1 \u6a21\u578b\u67b6\u6784\u6982\u8ff0<\/h5>\n\n\n\n

    Hunyuan-Large\u7684\u6574\u4f53\u67b6\u6784\u57fa\u4e8e\u7ecf\u5178\u7684MoE\u7ed3\u6784\u3002\u6a21\u578b\u5728\u6bcf\u4e00\u5c42\u4e2d\u4f7f\u7528\u591a\u4e2a\u4e13\u5bb6\u66ff\u6362\u539f\u6765\u7684FFN\u5c42\uff0c\u901a\u8fc7\u6fc0\u6d3b\u5c11\u91cf\u4e13\u5bb6\u6765\u5b9e\u73b0\u8ba1\u7b97\u7684\u9ad8\u6548\u6027\u3002\u6a21\u578b\u5171\u753164\u5c42\u7ec4\u6210\uff0c\u5177\u670980\u4e2a\u6ce8\u610f\u529b\u5934\uff08\u6bcf\u4e2atoken\u5728\u63a8\u7406\u65f6\u6fc0\u6d3b1\u4e2a\u5171\u4eab\u4e13\u5bb6\u548c1\u4e2a\u7279\u5b9a\u4e13\u5bb6\uff09\u3002\u5728\u6a21\u578b\u67b6\u6784\u4e2d\u8fd8\u5f15\u5165\u4e86\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801\uff08RoPE\uff09\u548cSwiGLU\u6fc0\u6d3b\u51fd\u6570\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u7684\u5b66\u4e60\u80fd\u529b\u548c\u6548\u7387\u3002<\/p>\n\n\n\n

    2.2.2 KV\u7f13\u5b58\u538b\u7f29\u6280\u672f<\/h5>\n\n\n\n

    \u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0cKV\uff08\u952e\u503c\uff09\u7f13\u5b58\u5360\u7528\u7684\u5185\u5b58\u5f80\u5f80\u662f\u6a21\u578b\u6027\u80fd\u7684\u74f6\u9888\u3002Hunyuan-Large\u901a\u8fc7\u7ec4\u5408\u67e5\u8be2\u6ce8\u610f\u529b\uff08GQA\uff09\u548c\u8de8\u5c42\u6ce8\u610f\u529b\uff08CLA\uff09\u6765\u538b\u7f29KV\u7f13\u5b58\uff0c\u4ece\u800c\u5728\u4fdd\u8bc1\u6a21\u578b\u6027\u80fd\u7684\u540c\u65f6\u5927\u5e45\u5ea6\u964d\u4f4e\u5185\u5b58\u5f00\u9500\u3002\u5177\u4f53\u6765\u8bf4\uff0cGQA\u901a\u8fc7\u5bf9KV\u5934\u8fdb\u884c\u5206\u7ec4\uff0c\u800cCLA\u5219\u901a\u8fc7\u5728\u76f8\u90bb\u5c42\u5171\u4eabKV\u7f13\u5b58\uff0c\u8fd9\u79cd\u7ec4\u5408\u7b56\u7565\u4f7f\u5f97KV\u7f13\u5b58\u5360\u7528\u76f8\u6bd4\u4f20\u7edfMHA\uff08\u591a\u5934\u6ce8\u610f\u529b\uff09\u51cf\u5c11\u4e86\u7ea695%\u3002<\/p>\n\n\n\n

    2.2.3 \u4e13\u5bb6\u8def\u7531\u7b56\u7565<\/h5>\n\n\n\n

    Hunyuan-Large\u91c7\u7528\u4e86\u6df7\u5408\u4e13\u5bb6\u8def\u7531\u7b56\u7565\uff0c\u5373\u6bcf\u4e2atoken\u4f1a\u6fc0\u6d3b\u4e00\u4e2a\u5171\u4eab\u4e13\u5bb6\u548c\u4e00\u4e2a\u7279\u5b9a\u4e13\u5bb6\u3002\u901a\u8fc7\u518d\u5faa\u73af\u8def\u7531\u673a\u5236\uff0c\u5bf9\u88ab\u8fc7\u8f7d\u4e13\u5bb6\u4e22\u5f03\u7684token\u8fdb\u884c\u968f\u673a\u91cd\u65b0\u5206\u914d\uff0c\u786e\u4fdd\u66f4\u591a\u7684\u4fe1\u606f\u5f97\u4ee5\u5229\u7528\uff0c\u63d0\u9ad8\u4e86\u8bad\u7ec3\u7684\u6548\u7387\u548c\u7a33\u5b9a\u6027\u3002<\/p>\n\n\n\n

    2.2.4 \u4e13\u5bb6\u7279\u5b9a\u5b66\u4e60\u7387\u7f29\u653e<\/h5>\n\n\n\n

    Hunyuan-Large\u5728\u4f7f\u7528AdamW\u4f18\u5316\u5668\u7684\u57fa\u7840\u4e0a\uff0c\u6839\u636e\u4e0d\u540c\u4e13\u5bb6\u7684\u8d1f\u8f7d\u60c5\u51b5\u6765\u52a8\u6001\u8c03\u6574\u5b66\u4e60\u7387\u3002\u7531\u4e8e\u5171\u4eab\u4e13\u5bb6\u548c\u7279\u5b9a\u4e13\u5bb6\u5728\u6bcf\u6b21\u8bad\u7ec3\u4e2d\u7684token\u6570\u91cf\u4e0d\u5e73\u8861\uff0c\u56e0\u6b64\u4e3a\u6bcf\u4e2a\u4e13\u5bb6\u5206\u914d\u7279\u5b9a\u7684\u5b66\u4e60\u7387\uff0c\u4ee5\u4fdd\u8bc1\u6a21\u578b\u7684\u8bad\u7ec3\u6548\u7387\u548c\u7a33\u5b9a\u6027\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u7279\u5b9a\u4e13\u5bb6\u7684\u5b66\u4e60\u7387\u662f\u5171\u4eab\u4e13\u5bb6\u76840.31\u500d\uff0c\u4ece\u800c\u786e\u4fdd\u4e0d\u540c\u4e13\u5bb6\u80fd\u591f\u6839\u636e\u5404\u81ea\u7684\u60c5\u51b5\u8fdb\u884c\u6700\u4f73\u7684\u8bad\u7ec3\u3002<\/p>\n\n\n\n

    2.3 \u9884\u8bad\u7ec3\u914d\u65b9<\/h4>\n\n\n\n

    2.3.1 MoE\u6269\u5c55\u89c4\u5f8b\u63a2\u7d22<\/h5>\n\n\n\n

    Hunyuan-Large\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u901a\u8fc7\u5bf9MoE\u6269\u5c55\u89c4\u5f8b\u7684\u63a2\u7d22\uff0c\u786e\u5b9a\u4e86\u6700\u4f18\u7684\u6fc0\u6d3b\u53c2\u6570\u548c\u8bad\u7ec3\u6570\u636e\u91cf\u3002\u901a\u8fc7\u4e00\u7cfb\u5217\u5b9e\u9a8c\uff0c\u6a21\u578b\u6700\u7ec8\u9009\u62e9\u4e86520\u4ebf\u4f5c\u4e3a\u6fc0\u6d3b\u53c2\u6570\u6570\u91cf\uff0c\u5e76\u786e\u5b9a\u4e86\u5927\u7ea67\u4e07\u4ebf\u7684\u8bad\u7ec3tokens\uff0c\u4ee5\u4fdd\u8bc1\u5728\u6709\u9650\u8ba1\u7b97\u9884\u7b97\u5185\u8fbe\u5230\u6700\u4f73\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n

    2.3.2 \u5b66\u4e60\u7387\u8c03\u5ea6<\/h5>\n\n\n\n

    \u6a21\u578b\u7684\u5b66\u4e60\u7387\u8c03\u5ea6\u5305\u62ec\u521d\u671f\u7684\u5b66\u4e60\u7387\u70ed\u8eab\u9636\u6bb5\u3001\u4e2d\u671f\u7684\u7f13\u6162\u8870\u51cf\u9636\u6bb5\u4ee5\u53ca\u6700\u7ec8\u7684\u9000\u706b\u9636\u6bb5\u3002\u8fd9\u6837\u7684\u5b66\u4e60\u7387\u5b89\u6392\u786e\u4fdd\u6a21\u578b\u5728\u63a2\u7d22\u89e3\u7a7a\u95f4\u7684\u540c\u65f6\uff0c\u9010\u6b65\u6536\u655b\u5230\u66f4\u4f18\u7684\u89e3\uff0c\u4ece\u800c\u907f\u514d\u8fc7\u65e9\u6536\u655b\u5230\u6b21\u4f18\u89e3\u3002<\/p>\n\n\n\n

    2.3.3 \u957f\u4e0a\u4e0b\u6587\u9884\u8bad\u7ec3<\/h5>\n\n\n\n

    \u4e3a\u4e86\u8ba9\u6a21\u578b\u5177\u5907\u5904\u7406\u957f\u6587\u672c\u7684\u80fd\u529b\uff0cHunyuan-Large\u5728\u9884\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u9010\u6b65\u589e\u52a0\u5e8f\u5217\u957f\u5ea6\uff0c\u4ece32K\u5230256K\u3002\u6a21\u578b\u91c7\u7528\u4e86\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801\uff08RoPE\uff09\uff0c\u5e76\u5728256K\u9636\u6bb5\u5c06RoPE\u7684\u57fa\u9891\u7387\u6269\u5927\u523010\u4ebf\uff0c\u4ee5\u63d0\u9ad8\u5bf9\u957f\u5e8f\u5217\u7684\u9002\u5e94\u80fd\u529b\u3002<\/p>\n\n\n\n

    \u4e09\u3001\u540e\u7eed\u8bad\u7ec3\u9636\u6bb5\u7684\u8be6\u7ec6\u4ecb\u7ecd<\/h3>\n\n\n\n

    3.1 \u76d1\u7763\u5fae\u8c03\uff08SFT\uff09<\/h4>\n\n\n\n

    \u76d1\u7763\u5fae\u8c03\u65e8\u5728\u8fdb\u4e00\u6b65\u63d0\u5347Hunyuan-Large\u7684\u7279\u5b9a\u4efb\u52a1\u80fd\u529b\uff0c\u5305\u62ec\u6570\u5b66\u3001\u4ee3\u7801\u3001\u903b\u8f91\u63a8\u7406\u7b49\u65b9\u9762\u3002\u901a\u8fc7\u6307\u4ee4\u63d0\u53d6\u3001\u6307\u4ee4\u6cdb\u5316\u3001\u6307\u4ee4\u5e73\u8861\u548c\u6570\u636e\u8d28\u91cf\u63a7\u5236\u7b49\u6570\u636e\u5904\u7406\u65b9\u6cd5\uff0c\u6a21\u578b\u5f97\u4ee5\u6709\u6548\u9002\u5e94\u591a\u6837\u5316\u7684\u5e94\u7528\u573a\u666f\u3002<\/p>\n\n\n\n

    \u5728\u6307\u4ee4\u6cdb\u5316\u65b9\u9762\uff0c\u6a21\u578b\u901a\u8fc7\u8bbe\u8ba1\u5e76\u8bad\u7ec3\u4e86\u4e00\u5957\u6cdb\u5316\u7cfb\u7edf\uff0c\u9010\u6b65\u63d0\u5347\u6307\u4ee4\u7684\u590d\u6742\u6027\u548c\u96be\u5ea6\uff0c\u5e76\u901a\u8fc7\u6784\u5efa\u6307\u4ee4\u5206\u7c7b\u6a21\u578b\uff0c\u5e73\u8861\u5404\u79cd\u7c7b\u578b\u6307\u4ee4\u5728\u6570\u636e\u96c6\u4e2d\u7684\u5206\u5e03\uff0c\u4ee5\u63d0\u5347\u6a21\u578b\u7684\u5e7f\u6cdb\u9002\u7528\u6027\u548c\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n

    3.2 \u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60\uff08RLHF\uff09<\/h4>\n\n\n\n

    \u4e3a\u4e86\u4f7f\u6a21\u578b\u7684\u884c\u4e3a\u66f4\u52a0\u7b26\u5408\u4eba\u7c7b\u7684\u504f\u597d\uff0cHunyuan-Large\u4f7f\u7528DPO\u65b9\u6cd5\uff0c\u901a\u8fc7\u7ed3\u5408\u79bb\u7ebf\u548c\u5728\u7ebf\u7684\u8bad\u7ec3\u7b56\u7565\u6765\u5b9e\u73b0\u3002\u8bad\u7ec3\u4e2d\uff0c\u6a21\u578b\u4f1a\u751f\u6210\u591a\u4e2a\u54cd\u5e94\uff0c\u5e76\u901a\u8fc7\u5956\u52b1\u6a21\u578b\u9009\u62e9\u6700\u4f18\u7684\u54cd\u5e94\uff0c\u6700\u7ec8\u901a\u8fc7\u5bf9\u4f18\u9009\u54cd\u5e94\u7684\u76d1\u7763\u635f\u5931\u9879\u6765\u7a33\u5b9aDPO\u7684\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u4ece\u800c\u51cf\u8f7b\u5956\u52b1\u9ed1\u5ba2\u548c\u5bf9\u9f50\u7a0e\u5e26\u6765\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n

    \u56db\u3001\u6a21\u578b\u8bc4\u4f30<\/h3>\n\n\n\n

    Hunyuan-Large\u5728\u5404\u79cd\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u4f18\u5f02\uff0c\u7279\u522b\u662f\u5728\u6570\u5b66\u63a8\u7406\u3001\u4ee3\u7801\u751f\u6210\u3001\u957f\u6587\u672c\u7406\u89e3\u7b49\u591a\u4e2a\u9886\u57df\uff0c\u663e\u8457\u8d85\u8d8a\u4e86\u5305\u62ecLLama3.1-405B\u7b49\u5728\u5185\u7684\u5f53\u524d\u6700\u5148\u8fdb\u7684\u5927\u6a21\u578b\u3002\u5728MMLU\u548c\u6570\u5b66\u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd\u5c24\u4e3a\u7a81\u51fa\uff0c\u5176\u4e2dMMLU\u7684\u51c6\u786e\u7387\u6bd4LLama3.1-405B\u9ad8\u51fa2.6%\u3002\u5728\u6570\u5b66\u63a8\u7406\u80fd\u529b\u8bc4\u4f30\u4e2d\uff0cHunyuan-Large\u4e5f\u8868\u73b0\u51fa\u4e86\u660e\u663e\u7684\u4f18\u52bf\uff0c\u5c24\u5176\u5728MATH\u6570\u636e\u96c6\u4e0a\uff0c\u8fbe\u5230\u4e8677.4%\u7684\u8868\u73b0\uff0c\u8d85\u8d8a\u4e86\u6240\u6709\u7684\u5bf9\u624b\u3002<\/p>\n\n\n\n

    \u4e94\u3001\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u80fd\u529b\u8bc4\u4f30<\/h3>\n\n\n\n

    Hunyuan-Large\u5728\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u4e0a\u4e5f\u8fdb\u884c\u4e86\u8be6\u7ec6\u7684\u8bc4\u4f30\uff0c\u91c7\u7528\u4e86RULER\u548cLV-Eval\u4e24\u4e2a\u57fa\u51c6\u6d4b\u8bd5\uff0c\u6b64\u5916\u8fd8\u901a\u8fc7\u817e\u8baf\u5185\u90e8\u5f00\u53d1\u7684PenguinScrolls\u6570\u636e\u96c6\u8fdb\u4e00\u6b65\u8bc4\u4f30\u5176\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u957f\u6587\u672c\u5904\u7406\u80fd\u529b\u3002RULER\u6d4b\u8bd5\u8868\u660e\uff0cHunyuan-Large\u5728\u4e0d\u540c\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e0b\u4fdd\u6301\u4e86\u7a33\u5b9a\u7684\u9ad8\u6027\u80fd\uff0c\u5c24\u5176\u572864K\u5230128K\u7684token\u8303\u56f4\u5185\uff0c\u6027\u80fd\u660e\u663e\u4f18\u4e8e\u57fa\u51c6\u6a21\u578b\u3002PenguinScrolls\u6570\u636e\u96c6\u5219\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86\u6a21\u578b\u5728\u591a\u79cd\u4efb\u52a1\u548c\u591a\u8bed\u8a00\u957f\u6587\u672c\u5904\u7406\u4e2d\u7684\u80fd\u529b\uff0c\u7279\u522b\u662f\u5728\u4fe1\u606f\u63d0\u53d6\u3001\u5b9a\u6027\u5206\u6790\u548c\u6570\u503c\u63a8\u7406\u4efb\u52a1\u4e0a\u3002<\/p>\n\n\n\n

    \u516d\u3001\u7ed3\u8bba\u4e0e\u672a\u6765\u65b9\u5411<\/h3>\n\n\n\n

    Hunyuan-Large\u4ee3\u8868\u4e86MoE\u6a21\u578b\u6280\u672f\u7684\u4e00\u4e2a\u91cc\u7a0b\u7891\uff0c\u5176\u5353\u8d8a\u7684\u6027\u80fd\u5f97\u76ca\u4e8e\u9ad8\u8d28\u91cf\u7684\u5408\u6210\u6570\u636e\u3001\u4f18\u5316\u7684\u6a21\u578b\u7ed3\u6784\u4ee5\u53ca\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u8bad\u7ec3\u914d\u65b9\u3002\u901a\u8fc7\u5bf9MoE\u6a21\u578b\u7684\u6269\u5c55\u89c4\u5f8b\u7684\u63a2\u7d22\uff0c\u817e\u8baf\u56e2\u961f\u4e3a\u8be5\u6a21\u578b\u63d0\u4f9b\u4e86\u6700\u4f73\u7684\u53c2\u6570\u914d\u7f6e\uff0c\u540c\u65f6\u7ed3\u5408\u76d1\u7763\u5fae\u8c03\u548c\u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u6a21\u578b\u7684\u4efb\u52a1\u80fd\u529b\u3002\u672a\u6765\uff0c\u817e\u8baf\u56e2\u961f\u8ba1\u5212\u7ee7\u7eed\u4f18\u5316Hunyuan-Large\uff0c\u5e76\u63a8\u52a8MoE\u6a21\u578b\u5728\u66f4\u591a\u9886\u57df\u4e2d\u7684\u5e94\u7528\u548c\u5b9e\u8df5\uff0c\u4ee5\u671f\u5728\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08AGI\uff09\u7684\u53d1\u5c55\u4e2d\u53d1\u6325\u66f4\u79ef\u6781\u7684\u4f5c\u7528\u3002<\/p>\n\n\n\n

    \n\n\n\n

    Code on GitHub: https:\/\/github.com\/Tencent\/Tencent-Hunyuan-Large<\/a>
    Models on Huggingface:     https:\/\/huggingface.co\/tencent\/Tencent-Hunyuan-Large<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

    \u8bba\u6587Hunyuan-Large: An Open-Source MoE Model with 52 Billi […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","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":"","ast-disable-related-posts":"","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":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"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":""},"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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","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":"var(--ast-global-color-5)","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":""}},"footnotes":""},"categories":[8],"tags":[39,95,86],"class_list":["post-5005","post","type-post","status-publish","format-standard","hentry","category-tech","tag-ai","tag-transformer","tag-llm"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"NullThought","author_link":"https:\/\/nullthought.net\/?author=1"},"rttpg_comment":0,"rttpg_category":"Tech<\/a>","rttpg_excerpt":"\u8bba\u6587Hunyuan-Large: An Open-Source MoE Model with 52 Billi…","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5005","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5005"}],"version-history":[{"count":1,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5005\/revisions"}],"predecessor-version":[{"id":5007,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5005\/revisions\/5007"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5005"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5005"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5005"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}