{"id":14926,"date":"2023-09-28T14:59:14","date_gmt":"2023-09-28T06:59:14","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=14926"},"modified":"2023-09-28T14:59:14","modified_gmt":"2023-09-28T06:59:14","slug":"%e4%b8%ad%e6%96%87llama-2%e5%88%b7%e6%a6%9c%ef%bc%8c%e5%bc%80%e6%ba%90%e5%8f%af%e5%95%86%e7%94%a8%ef%bc%81%e5%8d%83%e5%85%83%e9%a2%84%e7%ae%97%ef%bc%8c%e8%ae%ad%e7%bb%83%e5%8d%8a%e5%a4%a9%ef%bc%8c","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2023\/09\/28\/14926\/","title":{"rendered":"\u4e2d\u6587LLaMA-2\u5237\u699c\uff0c\u5f00\u6e90\u53ef\u5546\u7528\uff01\u5343\u5143\u9884\u7b97\uff0c\u8bad\u7ec3\u534a\u5929\uff0c\u6548\u679c\u5ab2\u7f8e\u4e3b\u6d41\u5927\u6a21\u578b"},"content":{"rendered":"
LLaMA-2\u76f8\u8f83\u4e8eLLaMA-1\uff0c\u5f15\u5165\u4e86\u66f4\u591a\u4e14\u9ad8\u8d28\u91cf\u7684\u8bed\u6599\uff0c\u5b9e\u73b0\u4e86\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\uff0c\u5168\u9762\u5141\u8bb8\u5546\u7528\uff0c\u8fdb\u4e00\u6b65\u6fc0\u53d1\u4e86\u5f00\u6e90\u793e\u533a\u7684\u7e41\u8363\uff0c\u62d3\u5c55\u4e86\u5927\u578b\u6a21\u578b\u7684\u5e94\u7528\u60f3\u8c61\u7a7a\u95f4\u3002<\/section>\n
\u7136\u800c\uff0c\u4ece\u5934\u9884\u8bad\u7ec3\u5927\u6a21\u578b\u7684\u6210\u672c\u76f8\u5f53\u9ad8\uff0c\u88ab\u620f\u79f0\u300c5000\u4e07<\/strong>\u7f8e\u5143\u624d\u80fd\u5165\u5c40\u300d\uff0c\u8fd9\u4f7f\u5f97\u8bb8\u591a\u4f01\u4e1a\u548c\u5f00\u53d1\u8005\u671b\u800c\u5374\u6b65\u3002\u90a3\u4e48\uff0c\u5982\u4f55\u4ee5\u66f4\u4f4e\u7684\u6210\u672c\u6784\u5efa\u81ea\u5df1\u7684\u5927\u578b\u6a21\u578b\u5462\uff1f<\/section>\n
\u4f5c\u4e3a\u5927\u6a21\u578b\u964d\u672c\u589e\u6548\u7684\u9886\u5bfc\u8005\uff0cColossal-AI\u56e2\u961f\u5145\u5206\u5229\u7528LLaMA-2\u7684\u57fa\u7840\u80fd\u529b\uff0c\u91c7\u7528\u9ad8\u6548\u7684\u8bad\u7ec3\u65b9\u6cd5\uff0c\u4ec5\u4f7f\u7528\u7ea68.5B token\u6570\u636e<\/strong>\u300115\u5c0f\u65f6<\/strong>\u3001\u6570\u5343\u5143<\/strong>\u7684\u8bad\u7ec3\u6210\u672c\uff0c\u6210\u529f\u6784\u5efa\u4e86\u6027\u80fd\u5353\u8d8a\u7684\u4e2d\u6587LLaMA-2\uff0c\u5728\u591a\u4e2a\u8bc4\u6d4b\u699c\u5355\u6027\u80fd\u4f18\u8d8a\u3002<\/section>\n
\u76f8\u8f83\u4e8e\u539f\u59cbLLaMA-2\uff0c\u5728\u6210\u529f\u63d0\u5347\u4e2d\u6587\u80fd\u529b\u7684\u57fa\u7840\u4e0a\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u5176\u82f1\u6587\u80fd\u529b\uff0c\u6027\u80fd\u53ef\u4e0e\u5f00\u6e90\u793e\u533a\u540c\u89c4\u6a21\u9884\u8bad\u7ec3SOTA\u6a21\u578b\u5ab2\u7f8e\u3002<\/section>\n
\u79c9\u627fColossal-AI\u56e2\u961f\u4e00\u8d2f\u7684\u5f00\u6e90\u539f\u5219\uff0c\u5b8c\u5168\u5f00\u6e90\u5168\u5957\u8bad\u7ec3\u6d41\u7a0b\u3001\u4ee3\u7801\u53ca\u6743\u91cd\uff0c\u65e0\u5546\u7528\u9650\u5236\uff0c\u5e76\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5b8c\u6574\u7684\u8bc4\u4f30\u4f53\u7cfb\u6846\u67b6ColossalEval\uff0c\u4ee5\u5b9e\u73b0\u4f4e\u6210\u672c\u7684\u53ef\u590d\u73b0\u6027\u3002<\/section>\n
\u6b64\u5916\uff0c\u76f8\u5173\u65b9\u6848\u8fd8\u53ef\u8fc1\u79fb\u5e94\u7528\u5230\u4efb\u610f\u5782\u7c7b\u9886\u57df\u548c\u4ece\u5934\u9884\u8bad\u7ec3\u5927\u6a21\u578b\u7684\u4f4e\u6210\u672c\u6784\u5efa\u3002<\/section>\n
\n
\u6027\u80fd\u8868\u73b0<\/p>\n<\/section>\n<\/section>\n
<\/section>\n
\"\u56fe\u7247\"<\/section>\n
\u6ce8\uff1a\u57fa\u4e8eColossalEval\u8bc4\u5206\uff0c\u62ec\u53f7\u4e2d\u5206\u6570\u6765\u6e90\u4e8e\u5bf9\u5e94\u6a21\u578b\u5b98\u65b9\u53d1\u5e03\u7684\u699c\u5355\u5206\u6570\uff0cC-Eval\u5206\u6570\u6765\u6e90\u4e8e\u5b98\u7f51Leaderboard\u3002<\/section>\n
\u5728\u5e38\u89c1\u7684\u4e2d\u3001\u82f1\u6587\u8bc4\u6d4b\u699c\u5355\uff0c\u53ef\u4ee5\u770b\u5230\uff0c\u5728\u82f1\u6587MMLU\u699c\u5355\u4e2d\uff0cColossal-LLaMA-2-7B-base\u5728\u4f4e\u6210\u672c\u589e\u91cf\u9884\u8bad\u7ec3\u7684\u52a0\u6301\u4e0b\uff0c\u514b\u670d\u4e86\u707e\u96be\u6027\u9057\u5fd8\u7684\u95ee\u9898\uff0c\u80fd\u529b\u9010\u6b65\u63d0\u5347\uff0844.47 -> 53.06\uff09\uff0c\u5728\u6240\u67097B\u89c4\u6a21\u7684\u6a21\u578b\u4e2d\uff0c\u8868\u73b0\u4f18\u5f02\u3002<\/section>\n
\u5728\u4e2d\u6587\u699c\u5355\u4e2d\uff0c\u4e3b\u8981\u5bf9\u6bd4\u4e86CMMLU, AGIEVAL, GAOKAO\u4e0e C-Eval\uff0c\u6548\u679c\u8fdc\u8d85\u57fa\u4e8eLLaMA-2\u7684\u5176\u4ed6\u4e2d\u6587\u6c49\u5316\u6a21\u578b\u3002\u5c24\u5176\u662f\u4e0e\u539f\u59cbLLaMA-2\u76f8\u6bd4\uff0cColossal-LLaMA-2\u5728\u4e2d\u6587\u80fd\u529b\u4e0a\u6709\u4e86\u8d28\u7684\u98de\u8dc3 (CMMLU: 32.97 -> 49.89)\u3002<\/section>\n
\u5373\u4f7f\u4e0e\u5176\u4ed6\u91c7\u7528\u4e2d\u6587\u8bed\u6599\uff0c\u53ef\u80fd\u82b1\u8d39\u4e0a\u5343\u4e07\u5143\u6210\u672c\uff0c\u4ece\u5934\u9884\u8bad\u7ec3\u7684\u5404\u5927\u77e5\u540d\u6a21\u578b\u76f8\u6bd4\uff0cColossal-LLaMA-2\u5728\u540c\u89c4\u6a21\u4e0b\u4ecd\u8868\u73b0\u62a2\u773c\u3002<\/section>\n
\u800c\u901a\u8fc7SFT<\/strong>\u3001LoRA<\/strong>\u7b49\u65b9\u5f0f\u5fae\u8c03\uff0c\u80fd\u6709\u6548\u6ce8\u5165\u57fa\u5ea7\u6a21\u578b\u7684\u77e5\u8bc6\u4e0e\u80fd\u529b\u5341\u5206\u6709\u9650\uff0c\u4e0d\u80fd\u8f83\u597d\u7684\u6ee1\u8db3\u9ad8\u8d28\u91cf\u9886\u57df\u77e5\u8bc6\u6216\u5782\u7c7b\u6a21\u578b\u5e94\u7528\u7684\u6784\u5efa\u7684\u9700\u6c42\u3002<\/section>\n
\u4e3a\u4e86\u66f4\u597d\u7684\u8bc4\u4f30\u6a21\u578b\u7684\u6027\u80fd\uff0cColossal-AI\u56e2\u961f\u4e0d\u4ec5\u4ec5\u4f9d\u8d56\u4e8e\u91cf\u5316\u7684\u6307\u6807\uff0c\u8fd8\u5bf9\u4e8e\u6a21\u578b\u7684\u4e0d\u540c\u65b9\u9762\u8fdb\u884c\u4e86\u4eba\u5de5\u7684\u8bc4\u4f30\uff0c\u4ee5\u4e0b\u662f\u4e00\u4e9b\u4f8b\u5b50\uff1a<\/section>\n
\"\u56fe\u7247\"<\/section>\n
\"\u56fe\u7247\"<\/section>\n
\u4ece\u6574\u4e2a\u8bad\u7ec3\u7684Loss\u8bb0\u5f55\u6765\u770b\uff0c\u5728\u5229\u7528Colossal-AI\u7cfb\u7edf\u964d\u672c\u589e\u6548\u80fd\u529b\u7684\u540c\u65f6\uff0c\u6a21\u578b\u6536\u655b\u6027\u4e5f\u5f97\u5230\u5145\u5206\u4fdd\u8bc1\uff0c\u4ec5\u901a\u8fc7\u7ea68.5B tokens\uff0885\u4ebftokens\uff09\uff0c\u6570\u5343\u5143\u7b97\u529b\u6210\u672c\uff0c\u8ba9\u6a21\u578b\u8fbe\u5230\u5982\u6b64\u60ca\u8273\u7684\u6548\u679c\u3002<\/section>\n
\u800c\u5e02\u9762\u4e0a\u7684\u5927\u6a21\u578b\u52a8\u8f84\u4f7f\u7528\u51e0\u4e07\u4ebftoken\u8fdb\u884c\u8bad\u7ec3\u624d\u6709\u6548\u679c\u4fdd\u8bc1\uff0c\u6210\u672c\u9ad8\u6602\u3002<\/section>\n
\"\u56fe\u7247\"<\/section>\n
<\/section>\n
\u90a3\u4e48Colossal-AI\u56e2\u961f\u662f\u5982\u4f55\u628a\u8bad\u7ec3\u6210\u672c\u964d\u4f4e\uff0c\u5e76\u8fbe\u5230\u5982\u6b64\u7684\u6548\u679c\u7684\u5462\uff1f<\/section>\n
\n
\u8bcd\u8868\u6269\u5145\u4e0e\u6a21\u578b\u521d\u59cb\u5316<\/p>\n<\/section>\n<\/section>\n
LLaMA-2\u539f\u59cb\u8bcd\u8868\u5e76\u672a\u9488\u5bf9\u4e2d\u6587\u505a\u7279\u5b9a\u4f18\u5316\uff0c\u6240\u5305\u542b\u7684\u4e2d\u6587\u8bcd\u6709\u9650\uff0c\u5bfc\u81f4\u5728\u4e2d\u6587\u8bed\u6599\u4e0a\u7406\u89e3\u529b\u4e0d\u8db3\u3002\u56e0\u6b64\uff0c\u9996\u5148\u5bf9LLaMA-2\u8fdb\u884c\u4e86\u8bcd\u8868\u7684\u6269\u5145\u3002<\/section>\n
Colossal-AI\u56e2\u961f\u53d1\u73b0\uff1a<\/section>\n
    \n
  1. \n
    \u8bcd\u8868\u7684\u6269\u5145\u4e0d\u4ec5\u53ef\u4ee5\u6709\u6548\u63d0\u5347\u5b57\u7b26\u4e32\u5e8f\u5217\u7f16\u7801\u7684\u6548\u7387\uff0c\u5e76\u4e14\u4f7f\u5f97\u7f16\u7801\u5e8f\u5217\u5305\u542b\u66f4\u591a\u7684\u6709\u6548\u4fe1\u606f\uff0c\u8fdb\u800c\u5728\u7bc7\u7ae0\u7ea7\u522b\u7f16\u7801\u548c\u7406\u89e3\u4e0a\uff0c\u6709\u66f4\u5927\u7684\u5e2e\u52a9\u3002<\/section>\n<\/li>\n
  2. \n
    \u7136\u800c\uff0c\u7531\u4e8e\u589e\u91cf\u9884\u8bad\u7ec3\u6570\u636e\u91cf\u8f83\u5c11\uff0c\u6269\u5145\u8f83\u591a\u7684\u5355\u8bcd\u53cd\u800c\u4f1a\u5bfc\u81f4\u67d0\u4e9b\u5355\u8bcd\u6216\u7ec4\u5408\u65e0\u5b9e\u9645\u610f\u4e49\uff0c\u5728\u589e\u91cf\u9884\u8bad\u7ec3\u6570\u636e\u96c6\u4e0a\u96be\u4ee5\u5145\u5206\u5b66\u4e60\uff0c\u5f71\u54cd\u6700\u7ec8\u6548\u679c\u3002<\/section>\n<\/li>\n
  3. \n
    \u8fc7\u5927\u7684\u8bcd\u8868\u4f1a\u5bfc\u81f4embedding\u76f8\u5173\u53c2\u6570\u589e\u52a0\uff0c\u4ece\u800c\u5f71\u54cd\u8bad\u7ec3\u6548\u7387\u3002<\/section>\n<\/li>\n<\/ol>\n
    \u56e0\u6b64\uff0c\u7ecf\u8fc7\u53cd\u590d\u5b9e\u9a8c\uff0c\u540c\u65f6\u8003\u8651\u4e86\u8bad\u7ec3\u7684\u8d28\u91cf\u4e0e\u8bad\u7ec3\u7684\u6548\u7387\uff0cColossal-AI\u56e2\u961f\u6700\u7ec8\u786e\u5b9a\u5c06\u8bcd\u8868\u4eceLLaMA-2\u539f\u6709\u768432000\u6269\u5145\u81f369104\u3002<\/section>\n
    \u6709\u4e86\u6269\u5145\u597d\u7684\u8bcd\u8868\uff0c\u4e0b\u4e00\u6b65\u5c31\u662f\u57fa\u4e8e\u539f\u6709\u7684LLaMA-2\u521d\u59cb\u5316\u65b0\u8bcd\u8868\u7684 embedding\u3002<\/section>\n

    \u4e3a\u4e86\u66f4\u597d\u7684\u8fc1\u79fbLLaMA-2\u539f\u6709\u7684\u80fd\u529b\uff0c\u5b9e\u73b0\u4ece\u539f\u6709LLaMA-2\u5230\u4e2d\u6587LLaMA-2\u80fd\u529b\u7684\u5feb\u901f\u8fc1\u79fb\uff0cColossal-AI\u56e2\u961f\u5229\u7528\u539f\u6709\u7684LLaMA-2\u7684\u6743\u91cd\uff0c\u5bf9\u65b0\u7684embedding\u8fdb\u884c\u5747\u503c\u521d\u59cb\u5316\u3002<\/p>\n

    \u5982\u6b64\u4e00\u6765\uff0c\u65e2\u4fdd\u8bc1\u4e86\u65b0\u521d\u59cb\u5316\u7684\u6a21\u578b\u5728\u521d\u59cb\u72b6\u6001\u4e0b\uff0c\u82f1\u6587\u80fd\u529b\u4e0d\u53d7\u5f71\u54cd\uff0c\u53c8\u53ef\u4ee5\u5c3d\u53ef\u80fd\u7684\u65e0\u7f1d\u8fc1\u79fb\u82f1\u6587\u80fd\u529b\u5230\u4e2d\u6587\u4e0a\u3002<\/section>\n
    \n
    \u6570\u636e\u6784\u5efa<\/p>\n<\/section>\n<\/section>\n
    <\/section>\n
    \u4e3a\u4e86\u66f4\u5927\u7a0b\u5ea6\u7684\u964d\u4f4e\u8bad\u7ec3\u7684\u6210\u672c\uff0c\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u5728\u5176\u4e2d\u8d77\u7740\u5173\u952e\u4f5c\u7528\uff0c\u5c24\u5176\u662f\u5bf9\u4e8e\u589e\u91cf\u9884\u8bad\u7ec3\uff0c\u5bf9\u4e8e\u6570\u636e\u7684\u8d28\u91cf\uff0c\u5206\u5e03\u90fd\u6709\u7740\u6781\u9ad8\u7684\u8981\u6c42\u3002<\/section>\n
    \u4e3a\u4e86\u66f4\u597d\u7684\u7b5b\u9009\u9ad8\u8d28\u91cf\u7684\u6570\u636e\uff0cColossal-AI\u56e2\u961f\u6784\u5efa\u4e86\u5b8c\u6574\u7684\u6570\u636e\u6e05\u6d17\u4f53\u7cfb\u4e0e\u5de5\u5177\u5305\uff0c\u4ee5\u4fbf\u7b5b\u9009\u66f4\u4e3a\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u7528\u4e8e\u589e\u91cf\u9884\u8bad\u7ec3\u3002<\/section>\n

    \"\u56fe\u7247\"<\/p>\n

    Colossal-AI\u56e2\u961f\u6570\u636e\u6cbb\u7406\u7684\u5b8c\u6574\u6d41\u7a0b<\/section>\n
    \u9664\u4e86\u5e38\u89c1\u7684\u5bf9\u6570\u636e\u8fdb\u884c\u542f\u53d1\u5f0f\u7684\u7b5b\u9009\u548c\u53bb\u91cd\uff0c\u8fd8\u5bf9\u91cd\u70b9\u6570\u636e\u8fdb\u884c\u4e86\u6253\u5206\u548c\u5206\u7c7b\u7b5b\u9009\u3002<\/section>\n
    \u5408\u9002\u7684\u6570\u636e\u5bf9\u4e8e\u6fc0\u53d1LLaMA-2\u7684\u4e2d\u6587\u80fd\u529b\uff0c\u540c\u65f6\u514b\u670d\u82f1\u6587\u7684\u707e\u96be\u6027\u9057\u5fd8\u95ee\u9898\uff0c\u6709\u7740\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\u3002<\/section>\n
    \u6700\u540e\uff0c\u4e3a\u4e86\u63d0\u9ad8\u8bad\u7ec3\u7684\u6548\u7387\uff0c\u5bf9\u4e8e\u76f8\u540c\u4e3b\u9898\u7684\u6570\u636e\uff0cColossal-AI\u56e2\u961f\u5bf9\u6570\u636e\u7684\u957f\u5ea6\u8fdb\u884c\u4e86\u6392\u5e8f\uff0c\u5e76\u6839\u636e4096\u7684\u6700\u5927\u957f\u5ea6\u8fdb\u884c\u62fc\u63a5\u3002<\/section>\n
    \n
    \u8bad\u7ec3\u7b56\u7565<\/p>\n<\/section>\n<\/section>\n
    \u591a\u9636\u6bb5\u8bad\u7ec3<\/strong><\/section>\n
    \u5728\u8bad\u7ec3\u65b9\u9762\uff0c\u9488\u5bf9\u589e\u91cf\u9884\u8bad\u7ec3\u7684\u7279\u70b9\uff0cColossal-AI\u56e2\u961f\u8bbe\u8ba1\u4e86\u591a\u9636\u6bb5\uff0c\u5c42\u6b21\u5316\u7684\u589e\u91cf\u9884\u8bad\u7ec3\u65b9\u6848\uff0c\u5c06\u8bad\u7ec3\u7684\u6d41\u7a0b\u5212\u5206\u4e3a\u4e09\u4e2a\u9636\u6bb5:<\/section>\n
    \"\u56fe\u7247\"<\/section>\n
      \n
    1. \n
      \u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u9636\u6bb5\uff1a<\/strong>\u76ee\u6807\u662f\u901a\u8fc7\u5927\u91cf\u8bed\u6599\u8bad\u7ec3\uff0c\u4f7f\u5f97\u6a21\u578b\u53ef\u4ee5\u4ea7\u51fa\u76f8\u5bf9\u8f83\u4e3a\u6d41\u7545\u7684\u6587\u672c\u3002\u8be5\u9636\u6bb5\u7531LLaMA-2\u5b8c\u6210\uff0c\u7ecf\u8fc7\u6b64\u9636\u6bb5\uff0c\u6a21\u578b\u5df2\u7ecf\u638c\u63e1\u5927\u91cf\u82f1\u6587\u77e5\u8bc6\uff0c\u5e76\u53ef\u4ee5\u6839\u636eNext Token Prediction\u8f93\u51fa\u6d41\u7545\u7684\u7ed3\u679c\u3002<\/section>\n<\/li>\n
    2. \n
      \u4e2d\u6587\u77e5\u8bc6\u6ce8\u5165\u9636\u6bb5\uff1a<\/strong>\u8be5\u9636\u6bb5\u4f9d\u8d56\u4e8e\u9ad8\u8d28\u91cf\u7684\u4e2d\u6587\u77e5\u8bc6\uff0c\u4e00\u65b9\u9762\u589e\u5f3a\u4e86\u6a21\u578b\u5bf9\u4e8e\u4e2d\u6587\u77e5\u8bc6\u7684\u638c\u63e1\u7a0b\u5ea6\uff0c\u53e6\u4e00\u65b9\u9762\u63d0\u5347\u4e86\u6a21\u578b\u5bf9\u4e8e\u65b0\u589e\u4e2d\u6587\u8bcd\u8868\u4e2d\u5355\u8bcd\u7684\u7406\u89e3\u3002<\/section>\n<\/li>\n
    3. \n
      \u76f8\u5173\u77e5\u8bc6\u56de\u653e\u9636\u6bb5\uff1a<\/strong>\u8be5\u9636\u6bb5\u81f4\u529b\u4e8e\u589e\u5f3a\u6a21\u578b\u5bf9\u4e8e\u77e5\u8bc6\u7684\u7406\u89e3\u4e0e\u6cdb\u5316\u80fd\u529b\uff0c\u7f13\u89e3\u707e\u96be\u6027\u9057\u5fd8\u95ee\u9898\u3002<\/section>\n<\/li>\n<\/ol>\n
      \u591a\u9636\u6bb5\u76f8\u8f85\u76f8\u6210\uff0c\u6700\u7ec8\u4fdd\u8bc1\u6a21\u578b\u5728\u4e2d\u82f1\u6587\u7684\u80fd\u529b\u4e0a\u9f50\u5934\u5e76\u8fdb\u3002<\/section>\n
      \u5206\u6876\u8bad\u7ec3<\/strong><\/section>\n
      \u589e\u91cf\u9884\u8bad\u7ec3\u5bf9\u4e8e\u6570\u636e\u7684\u5206\u5e03\u6781\u4e3a\u654f\u611f\uff0c\u5747\u8861\u6027\u5c31\u5c24\u4e3a\u91cd\u8981\u3002<\/section>\n
      \u56e0\u6b64\uff0c\u4e3a\u4e86\u4fdd\u8bc1\u6570\u636e\u7684\u5747\u8861\u5206\u5e03\uff0cColossal-AI\u56e2\u961f\u8bbe\u8ba1\u4e86\u6570\u636e\u5206\u6876\u7684\u7b56\u7565\uff0c\u5c06\u540c\u4e00\u7c7b\u578b\u7684\u6570\u636e\u5212\u5206\u4e3a10\u4e2a\u4e0d\u540c\u7684bins\u3002<\/section>\n
      \u5728\u8bad\u7ec3\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6bcf\u4e2a\u6570\u636e\u6876\u4e2d\u5747\u5300\u7684\u5305\u542b\u6bcf\u79cd\u7c7b\u578b\u6570\u636e\u7684\u4e00\u4e2abin\uff0c\u4ece\u800c\u786e\u4fdd\u4e86\u6bcf\u79cd\u6570\u636e\u53ef\u4ee5\u5747\u5300\u7684\u88ab\u6a21\u578b\u6240\u5229\u7528\u3002<\/section>\n
      \n
      \u8bc4\u4f30\u4f53\u7cfb<\/p>\n<\/section>\n<\/section>\n
      \u4e3a\u4e86\u66f4\u597d\u7684\u8bc4\u4f30\u6a21\u578b\u7684\u6027\u80fd\uff0cColossal-AI\u56e2\u961f\u642d\u5efa\u4e86\u5b8c\u6574\u7684\u8bc4\u4f30\u4f53\u7cfb\u2014\u2014ColossalEval\uff0c\u5e0c\u671b\u901a\u8fc7\u591a\u7ef4\u5ea6\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u8bc4\u4f30\u3002<\/section>\n
      \u6d41\u7a0b\u6846\u67b6\u4ee3\u7801\u5b8c\u5168\u5f00\u6e90\uff0c\u4e0d\u4ec5\u652f\u6301\u7ed3\u679c\u590d\u73b0\uff0c\u4e5f\u652f\u6301\u7528\u6237\u6839\u636e\u81ea\u5df1\u4e0d\u540c\u7684\u5e94\u7528\u573a\u666f\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\u4e0e\u8bc4\u4f30\u65b9\u5f0f\u3002<\/section>\n

      \u8bc4\u4f30\u6846\u67b6\u7279\u70b9\u603b\u7ed3\u5982\u4e0b\uff1a<\/p>\n

        \n
      1. \u6db5\u76d6\u9488\u5bf9\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u77e5\u8bc6\u50a8\u5907\u80fd\u529b\u8bc4\u4f30\u7684\u5e38\u89c1\u6570\u636e\u96c6\u5982MMLU\uff0cCMMLU\u7b49\u3002\u9488\u5bf9\u4e8e\u5355\u9009\u9898\u8fd9\u6837\u7684\u5f62\u5f0f\uff0c\u9664\u4e86\u5e38\u89c1\u7684\u6bd4\u8f83ABCD\u6982\u7387\u9ad8\u4f4e\u7684\u8ba1\u7b97\u65b9\u5f0f\uff0c\u589e\u52a0\u66f4\u4e3a\u5168\u9762\u7684\u8ba1\u7b97\u65b9\u5f0f\uff0c\u5982\u7edd\u5bf9\u5339\u914d\uff0c\u5355\u9009\u56f0\u60d1\u5ea6\u7b49\uff0c\u4ee5\u6c42\u66f4\u52a0\u5168\u9762\u7684\u8861\u91cf\u6a21\u578b\u5bf9\u4e8e\u77e5\u8bc6\u7684\u638c\u63e1\u7a0b\u5ea6\u3002<\/li>\n
      2. \u652f\u6301\u9488\u5bf9\u591a\u9009\u9898\u7684\u8bc4\u4f30\u548c\u957f\u6587\u672c\u8bc4\u4f30\u3002<\/li>\n
      3. \u652f\u6301\u9488\u5bf9\u4e8e\u4e0d\u540c\u5e94\u7528\u573a\u666f\u7684\u8bc4\u4f30\u65b9\u5f0f\uff0c\u5982\u591a\u8f6e\u5bf9\u8bdd\uff0c\u89d2\u8272\u626e\u6f14\uff0c\u4fe1\u606f\u62bd\u53d6\uff0c\u5185\u5bb9\u751f\u6210\u7b49\u3002\u7528\u6237\u53ef\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\uff0c\u6709\u9009\u62e9\u6027\u7684\u8bc4\u4f30\u6a21\u578b\u4e0d\u540c\u65b9\u9762\u7684\u80fd\u529b\uff0c\u5e76\u652f\u6301\u81ea\u5b9a\u4e49prompt\u4e0e\u8bc4\u4f30\u65b9\u5f0f\u7684\u6269\u5c55\u3002<\/li>\n<\/ol>\n
        \u6784\u5efa\u901a\u7528\u5927\u6a21\u578b\u5230\u5782\u7c7b\u5927\u6a21\u578b\u8fc1\u79fb\u7684\u6865\u6881<\/section>\n
        \u7531Colossal-AI\u56e2\u961f\u7684\u7ecf\u9a8c\u6765\u770b\uff0c\u57fa\u4e8eLLaMA-2\u6784\u5efa\u4e2d\u6587\u7248\u6a21\u578b\uff0c\u53ef\u57fa\u672c\u5206\u4e3a\u4ee5\u4e0b\u6d41\u7a0b\uff1a<\/section>\n
        \"\u56fe\u7247\"<\/section>\n
        \u90a3\u4e48\u8fd9\u5957\u65b9\u6848\u662f\u5426\u53ef\u4ee5\u590d\u7528\u5462\uff1f<\/section>\n
        \u7b54\u6848\u662f\u80af\u5b9a\u7684\uff0c\u5e76\u4e14\u5728\u4e1a\u52a1\u843d\u5730\u7684\u573a\u666f\u4e2d\u662f\u975e\u5e38\u6709\u610f\u4e49\u7684\u3002<\/section>\n
        \u968f\u7740ChatGPT\u6380\u8d77\u7684\u4eba\u5de5\u667a\u80fd\u6d6a\u6f6e\uff0c\u5168\u7403\u5404\u5927\u4e92\u8054\u7f51\u5de8\u5934\u3001AI\u516c\u53f8\u3001\u521b\u4f01\u3001\u9ad8\u6821\u548c\u7814\u7a76\u673a\u6784\u7b49\uff0c\u7eb7\u7eb7\u5728\u901a\u7528\u5927\u6a21\u578b\u7684\u8d5b\u9053\u4e0a\u7b56\u9a6c\u72c2\u5954\u3002<\/section>\n
        \u7136\u800c\uff0c\u901a\u7528\u5927\u6a21\u578b\u901a\u7528\u80fd\u529b\u7684\u80cc\u540e\u5f80\u5f80\u662f\u9488\u5bf9\u7279\u5b9a\u9886\u57df\u5185\u77e5\u8bc6\u7684\u4e0d\u8db3\uff0c\u56e0\u6b64\uff0c\u5728\u5b9e\u9645\u843d\u5730\u4e0a\uff0c\u5927\u6a21\u578b\u5e7b\u89c9\u7684\u95ee\u9898\u5c31\u53d8\u7684\u5c24\u4e3a\u4e25\u91cd\u3002<\/section>\n
        \u9488\u5bf9\u4e1a\u52a1\u5fae\u8c03\u56fa\u7136\u53ef\u4ee5\u6709\u4e00\u5b9a\u7684\u6536\u83b7\uff0c\u4f46\u5782\u7c7b\u5927\u6a21\u578b\u7684\u7f3a\u5931\u5bfc\u81f4\u5e94\u7528\u843d\u5730\u5b58\u5728\u6027\u80fd\u74f6\u9888\u3002<\/section>\n
        \u5982\u679c\u53ef\u4ee5\u5feb\u901f\u4f4e\u6210\u672c\u6784\u9020\u4e00\u4e2a\u5782\u7c7b\u5927\u6a21\u578b\uff0c\u518d\u57fa\u4e8e\u5782\u7c7b\u5927\u6a21\u578b\u8fdb\u884c\u4e1a\u52a1\u5fae\u8c03\uff0c\u4e00\u5b9a\u80fd\u5728\u4e1a\u52a1\u843d\u5730\u4e0a\u66f4\u8fdb\u4e00\u6b65\uff0c\u5360\u5f97\u5148\u673a\u4e0e\u4f18\u52bf\u3002<\/section>\n
        \u5c06\u4ee5\u4e0a\u6d41\u7a0b\u5e94\u7528\u5728\u4efb\u610f\u9886\u57df\u8fdb\u884c\u77e5\u8bc6\u8fc1\u79fb\uff0c\u5373\u53ef\u4f4e\u6210\u672c\u6784\u5efa\u4efb\u610f\u9886\u57df\u5782\u7c7b\u57fa\u5ea7\u5927\u6a21\u578b\u7684\u8f7b\u91cf\u5316\u6d41\u7a0b\uff1a<\/section>\n
        \"\u56fe\u7247\"<\/section>\n
        \u5bf9\u4e8e\u4ece\u5934\u9884\u8bad\u7ec3\u6784\u5efa\u57fa\u7840\u5927\u6a21\u578b\uff0c\u4e5f\u53ef\u501f\u9274\u4e0a\u8ff0\u7ecf\u9a8c\u4e0eColossal-AI\u964d\u672c\u589e\u6548\u80fd\u529b\uff0c\u4ee5\u6700\u4f4e\u6210\u672c\u9ad8\u6548\u5b8c\u6210\u3002<\/section>\n
        \n
        \u7cfb\u7edf\u4f18\u5316<\/p>\n<\/section>\n<\/section>\n
        \u4e0a\u8ff0Colossal-LLaMA-2\u7684\u4eae\u773c\u8868\u73b0\u548c\u6210\u672c\u4f18\u52bf\uff0c\u6784\u5efa\u5728\u4f4e\u6210\u672cAI\u5927\u6a21\u578b\u5f00\u53d1\u7cfb\u7edfColossal-AI\u4e4b\u4e0a\u3002<\/section>\n
        Colossal-AI\u57fa\u4e8ePyTorch\uff0c\u53ef\u901a\u8fc7\u9ad8\u6548\u591a\u7ef4\u5e76\u884c\u3001\u5f02\u6784\u5185\u5b58\u7b49\uff0c\u964d\u4f4eAI\u5927\u6a21\u578b\u8bad\u7ec3\/\u5fae\u8c03\/\u63a8\u7406\u7684\u5f00\u53d1\u4e0e\u5e94\u7528\u6210\u672c\uff0c\u63d0\u5347\u6a21\u578b\u4efb\u52a1\u8868\u73b0\uff0c\u964d\u4f4eGPU\u9700\u6c42\u7b49\u3002<\/section>\n
        \u4ec5\u4e00\u5e74\u591a\u65f6\u95f4\u4fbf\u5df2\u5728GitHub\u5f00\u6e90\u793e\u533a\u6536\u83b7GitHub Star 3\u4e07\u591a\u9897\uff0c\u5728\u5927\u6a21\u578b\u5f00\u53d1\u5de5\u5177\u4e0e\u793e\u533a\u7ec6\u5206\u8d5b\u9053\u6392\u540d\u4e16\u754c\u7b2c\u4e00\uff0c\u5df2\u4e0e\u4e16\u754c500\u5f3a\u5728\u5185\u7684\u591a\u5bb6\u77e5\u540d\u5382\u5546\u8054\u5408\u5f00\u53d1\/\u4f18\u5316\u5343\u4ebf\/\u767e\u4ebf\u53c2\u6570\u9884\u8bad\u7ec3\u5927\u6a21\u578b\u6216\u6253\u9020\u5782\u7c7b\u6a21\u578b\u3002<\/section>\n
        \n
        Colossal-AI\u4e91\u5e73\u53f0<\/p>\n<\/section>\n<\/section>\n
        \u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u9ad8AI\u5927\u6a21\u578b\u5f00\u53d1\u548c\u90e8\u7f72\u6548\u7387\uff0cColossal-AI\u5df2\u8fdb\u4e00\u6b65\u5347\u7ea7\u4e3aColossal-AI\u4e91\u5e73\u53f0\uff0c\u4ee5\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801\u7684\u65b9\u5f0f\u4f9b\u7528\u6237\u5728\u4e91\u7aef\u4f4e\u6210\u672c\u8fdb\u884c\u5927\u6a21\u578b\u8bad\u7ec3\u3001\u5fae\u8c03\u548c\u90e8\u7f72\uff0c\u5feb\u901f\u5c06\u5404\u79cd\u6a21\u578b\u63a5\u5165\u5230\u4e2a\u6027\u5316\u7684\u5e94\u7528\u4e2d\u3002<\/section>\n
        \"\u56fe\u7247\"<\/section>\n
        \u76ee\u524dColossal-AI\u4e91\u5e73\u53f0\u4e0a\u5df2\u7ecf\u9884\u7f6e\u4e86Stable diffusion, LLaMA-2\u7b49\u4e3b\u6d41\u6a21\u578b\u53ca\u89e3\u51b3\u65b9\u6848\uff0c\u7528\u6237\u53ea\u9700\u4e0a\u4f20\u81ea\u5df1\u7684\u6570\u636e\u5373\u53ef\u8fdb\u884c\u5fae\u8c03\u3002<\/section>\n
        \u540c\u65f6\uff0c\u4e5f\u53ef\u4ee5\u628a\u81ea\u5df1\u5fae\u8c03\u4e4b\u540e\u7684\u6a21\u578b\u90e8\u7f72\u6210\u4e3aAPI\uff0c\u4ee5\u5b9e\u60e0\u7684\u4ef7\u683c\u4f7f\u7528A10, A800, H800\u7b49GPU\u8d44\u6e90\uff0c\u65e0\u9700\u81ea\u5df1\u7ef4\u62a4\u7b97\u529b\u96c6\u7fa4\u4ee5\u53ca\u5404\u7c7b\u57fa\u7840\u8bbe\u65bd\u3002<\/section>\n
        \u6b64\u5916\uff0c\u66f4\u591a\u5e94\u7528\u573a\u666f\u3001\u4e0d\u540c\u9886\u57df\u3001\u4e0d\u540c\u7248\u672c\u7684\u6a21\u578b\u3001\u4f01\u4e1a\u79c1\u6709\u5316\u5e73\u53f0\u90e8\u7f72\u7b49\u4e5f\u6b63\u5728\u4e0d\u65ad\u8fed\u4ee3\u3002<\/section>\n
        ColossalAI\u4e91\u5e73\u53f0\u73b0\u5df2\u5f00\u542f\u516c\u6d4b\uff0c\u6ce8\u518c\u5373\u53ef\u83b7\u5f97\u4ee3\u91d1\u5238\uff0c\u6b22\u8fce\u53c2\u4e0e\u5e76\u63d0\u51fa\u53cd\u9988\u3002<\/section>\n
        <\/div>\n

        <\/g><\/svg><\/i> \"Loading\"<\/p>\n

        <\/div>\n","protected":false},"excerpt":{"rendered":"

        LLaMA-2\u76f8\u8f83\u4e8eLLaMA-1\uff0c\u5f15\u5165\u4e86\u66f4\u591a\u4e14\u9ad8\u8d28\u91cf\u7684\u8bed\u6599\uff0c\u5b9e\u73b0\u4e86\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\uff0c\u5168\u9762\u5141\u8bb8\u5546\u7528\uff0c\u8fdb\u4e00\u6b65\u6fc0\u53d1\u4e86 […]<\/p>\n

        <\/div>\n

        <\/g><\/svg><\/i> \"Loading\"<\/p>\n

        <\/div>\n","protected":false},"author":8,"featured_media":14930,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-14926","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/14926","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=14926"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/14926\/revisions"}],"predecessor-version":[{"id":14940,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/14926\/revisions\/14940"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/14930"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=14926"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=14926"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=14926"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}