{"id":7044,"date":"2025-06-18T03:57:55","date_gmt":"2025-06-18T03:57:55","guid":{"rendered":"https:\/\/nxhdyxdsj.com\/?p=7044"},"modified":"2025-06-18T03:57:55","modified_gmt":"2025-06-18T03:57:55","slug":"minimax-m1-%e7%99%bb%e5%9c%ba%ef%bc%8cminimax-%e5%86%8d%e6%ac%a1%e8%af%81%e6%98%8e%e8%87%aa%e5%b7%b1%e6%98%af%e4%b8%80%e5%ae%b6%e6%a8%a1%e5%9e%8b%e9%a9%b1%e5%8a%a8%e7%9a%84-ai-%e5%85%ac%e5%8f%b8","status":"publish","type":"post","link":"http:\/\/nxhdyxdsj.com\/?p=7044","title":{"rendered":"MiniMax-M1 \u767b\u573a\uff0cMiniMax \u518d\u6b21\u8bc1\u660e\u81ea\u5df1\u662f\u4e00\u5bb6\u6a21\u578b\u9a71\u52a8\u7684 AI \u516c\u53f8"},"content":{"rendered":"<p><\/p>\n<div>\n<p style=\"text-align: left;\">\u597d\u996d\u4e0d\u6015\u665a\uff0cMiniMax \u7ec8\u4e8e\u628a\u8fd9\u6b3e\u91d1\u5b57\u5854\u5c16\u7684\u63a8\u7406\u6a21\u578b\u62ff\u51fa\u6765\u4e86\u3002<\/p>\n<p style=\"text-align: left;\">\u5728\u5c06 MoE \u548c Lightning Attention\uff08\u95ea\u7535\u6ce8\u610f\u529b\uff09\u7684\u6fc0\u8fdb\u67b6\u6784\u53d8\u9769\u5f15\u5165\u57fa\u7840\u6a21\u578b\u5e95\u5c42\uff0c\u8f6c\u5316\u4e3a\u5168\u65b0\u7684 MiniMax-01 \u7cfb\u5217\u6a21\u578b\u7684 5 \u4e2a\u6708\u540e\uff0c\u5927\u6a21\u578b\u516c\u53f8 MiniMax \u7ec8\u4e8e\u66f4\u8fdb\u4e00\u6b65\uff0c\u6367\u51fa\u4e86\u915d\u917f\u8bb8\u4e45\u7684\u81ea\u7814\u6587\u672c\u63a8\u7406\u6a21\u578b MiniMax-M1\uff0c\u8fd9\u4e5f\u662f\u5168\u7403\u9996\u4e2a\u5f00\u6e90\u3001\u5927\u89c4\u6a21\u5b9e\u73b0\u6df7\u5408\u6ce8\u610f\u529b\u7684\u63a8\u7406\u6a21\u578b\u3002<\/p>\n<p style=\"text-align: left;\">\u63a8\u7406\u6a21\u578b\u5df2\u6210\u4e3a\u65b0\u7684\u5927\u6a21\u578b\u6280\u672f\u6d6a\u6f6e\uff0c\u62ff\u51fa\u4e00\u6b3e\u5f3a\u52b2\u7684\u81ea\u7814\u63a8\u7406\u6a21\u578b\uff0c\u662f\u8fd1\u534a\u5e74\u91cc\u56fd\u5185\u7b2c\u4e00\u9635\u8425\u7684\u5927\u6a21\u578b\u516c\u53f8\u4fdd\u6301\u81ea\u5df1\u6280\u672f\u8eab\u4f4d\u6700\u76f4\u63a5\u7684\u76ee\u6807\u3002<\/p>\n<p style=\"text-align: center;\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/5c\/13\/5c1364ed70c3dda2c7238555d0af16b9.png\" height=\"1207\"\/><\/p>\n<p>\u00a0<\/p>\n<p style=\"text-align: center;\"><span style=\"font-weight: bold;\">\u91d1\u5b57\u5854\u5c16\u7684\u6587\u672c\u63a8\u7406\u6a21\u578b <\/span><\/p>\n<p>\u00a0<\/p>\n<p style=\"text-align: left;\"><span style=\"font-weight: bold;\">\u4f5c\u4e3a\u63a8\u7406\u6a21\u578b\uff0cMiniMax-M1 \u5728\u957f\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\u4e0a\uff0c\u662f\u76ee\u524d\u5305\u62ec\u6240\u6709\u95ed\u6e90\u548c\u5f00\u6e90\u6a21\u578b\u5728\u5185\uff0c\u80fd\u529b\u5168\u7403\u524d\u4e8c\u7684\u6a21\u578b \uff0c\u4e14\u5728 \u8bad\u7ec3\u548c\u63a8\u7406\u6210\u672c\u4e0a\u6781\u9ad8\u7684\u6027\u4ef7\u6bd4 \u3002<\/span><\/p>\n<p style=\"text-align: left;\">M1 \u4ecd\u7136\u5ef6\u7eed\u7740 MoE \u67b6\u6784\uff0c\u800c\u5728\u6ce8\u610f\u529b\u673a\u5236\u4e0a\u548c\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u4e0a\u7684\u521b\u65b0\u8ba9 M1 \u9c9c\u660e\u7684\u533a\u522b\u4e8e\u5176\u4ed6\u63a8\u7406\u6a21\u578b\u3002\u6a21\u578b\u603b\u53c2\u6570\u8fbe\u5230 4560 \u4ebf\u53c2\u6570\uff0c\u539f\u751f\u652f\u6301 100 \u4e07 token \u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u8f93\u5165\uff0c\u4ee5\u53ca\u76ee\u524d\u6240\u6709\u6a21\u578b\u4e2d\u6700\u957f\u7684 80k token \u7684\u8f93\u51fa\u957f\u5ea6\u3002<\/p>\n<p style=\"text-align: left;\">\u5728\u4e0a\u4e0b\u6587\u80fd\u529b\u7684\u8bc4\u6d4b\u57fa\u51c6 OpenAI-MRCR (128k\/1M) \u4ee5\u53ca LongBench-v2 \u4e2d\uff0cM1 \u7684\u8868\u73b0\u8fdc\u8d85\u5305\u62ec DeepSeek-R1-0528 \u548c Qwen3-235B \u5728\u5185\u7684\u6240\u6709\u5f00\u6e90\u6a21\u578b\uff0c\u751a\u81f3\u8d85\u8d8a OpenAI o3 \u548c Claude 4 Opus\uff0c\u4ec5\u5c0f\u5e45\u843d\u540e SOTA \u7684 Gemini 2.5 Pro\u3002<\/p>\n<p style=\"text-align: center;\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/ad\/77\/ad77cee2a0c01fefaa192df2e9b354c8.png\" height=\"574\"\/><\/p>\n<p style=\"text-align: left;\">\u9664\u4e86\u5728\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u4e0a\u7684\u5f3a\u52bf\uff0cM1 \u6240\u5c55\u73b0\u51fa\u7684\u5728\u667a\u80fd\u4f53\u5de5\u5177\u4f7f\u7528\uff08Agentic Tool Use\uff09\u7ef4\u5ea6\u4e0a\u7684\u80fd\u529b\u4e0a\u9650\u751a\u81f3\u66f4\u52a0\u8ba9\u4eba\u671f\u5f85\u3002\u4ece\u8bc4\u6d4b\u57fa\u51c6 TAU-Bench (airline) \u4e2d\u7684\u8868\u73b0\u6765\u770b\uff0c\u76ee\u524d M1 \u5df2\u7ecf\u662f\u5e02\u9762\u4e0a\u5728 Agentic Tool Use \u65b9\u9762\u80fd\u529b\u6700\u5f3a\u7684\u6a21\u578b\u3002<\/p>\n<p style=\"text-align: left;\">\u6280\u672f\u62a5\u544a\u4e2d\u5bf9\u4e8e M1 \u7684\u6982\u8ff0\u662f\uff0c\u8fd9\u4e2a\u65b0\u7684\u5f00\u6e90\u6a21\u578b\u5df2\u662f\u4e0e DeepSeek-R1\u3001Qwen3-235B \u5e76\u5217\u7684\u4e16\u754c\u9876\u5c16\u5f00\u6e90\u63a8\u7406\u6a21\u578b\uff0c\u8fd9\u4e00\u7ed3\u8bba\u662f\u5728\u53c2\u4e0e\u4e86\u4e1a\u5185\u4e3b\u6d41\u7684 17 \u4e2a\u8bc4\u6d4b\u57fa\u51c6\u4e4b\u540e\u5f97\u51fa\u7684\u3002\u5728\u5904\u7406\u590d\u6742\u573a\u666f\u65f6\u957f\u4e0a\u4e0b\u6587\u3001\u667a\u80fd\u4f53\u5de5\u5177\u4f7f\u7528\u80fd\u529b\u4e0a\u7684\u957f\u677f\u8db3\u591f\u4eae\u773c\uff0cM1 \u5728\u66f4\u901a\u7528\u7684\u6a21\u578b\u6027\u80fd\u4e0a\u4e5f\u5df2\u7ecf\u8de8\u5165\u9876\u5c16\u884c\u5217\u3002<\/p>\n<p style=\"text-align: center;\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/ff\/59\/ff59da20834c1ad995a28462a1d616d3.png\" height=\"1108\"\/><\/p>\n<p style=\"text-align: left;\">\u6b64\u5916\u9700\u8981\u7279\u610f\u8bf4\u660e\u7684\u662f\uff0cM1 \u7cfb\u5217\u6a21\u578b\u4e2d\u7684\u4e24\u4e2a\u6a21\u578b\u4e2d\uff0cMiniMax-M1-40K \u6a21\u578b\u662f MiniMax-M1-80K \u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u7684\u4e2d\u95f4\u9636\u6bb5\u3002\u800c\u5728\u6d4b\u8bc4\u57fa\u51c6\u6240\u5448\u73b0\u7684\u603b\u4f53\u8868\u73b0\u4e2d\uff0cMiniMax-M1-80k \u5728\u591a\u6570\u57fa\u51c6\u4e0a\u6301\u7eed\u4f18\u4e8e MiniMax-M1-40k\uff0c\u8fd9\u4e5f\u9a8c\u8bc1\u4e86\u4e0a\u4e0b\u6587\u7a97\u53e3\u957f\u5ea6\u5e26\u6765\u4e86\u6a21\u578b\u6574\u4f53\u6027\u80fd\u7684\u663e\u8457\u63d0\u5347\uff0c\u800c\u975e\u4ec5\u4ec5\u610f\u5473\u7740\u652f\u6301\u66f4\u957f\u7684\u8f93\u5165\u3002<\/p>\n<p>\u00a0<\/p>\n<p style=\"text-align: center;\"><span style=\"font-weight: bold;\">\u4ece\u67b6\u6784\u5230\u7b97\u6cd5\uff0c\u66f4\u5f7b\u5e95\u7684\u300c\u53cc\u7ebf\u521b\u65b0\u300d <\/span><\/p>\n<p>\u00a0<\/p>\n<p style=\"text-align: left;\">\u4e0e\u5e02\u9762\u4e0a\u4e3b\u6d41\u7684\u63a8\u7406\u6a21\u578b\u76f8\u6bd4\uff0cM1 \u5728\u5e95\u5c42\u67b6\u6784\u548c\u7b97\u6cd5\u5c42\u4e0a\u90fd\u6709\u6240\u521b\u65b0\u3002<\/p>\n<p style=\"text-align: left;\">\u5728\u5e95\u5c42\u67b6\u6784\u5c42\u9762\uff0cM1 \u662f\u76ee\u524d\u552f\u4e00\u4e00\u4e2a\u7528\u7ebf\u6027\u6ce8\u610f\u529b\u673a\u5236\u300c\u5927\u6539\u300d\u4f20\u7edf Transformer \u67b6\u6784\uff0c\u4ece\u800c\u5927\u89c4\u6a21\u5b9e\u73b0\u6df7\u5408\u6ce8\u610f\u529b\u7684 MoE \u63a8\u7406\u6a21\u578b\uff1b\u5728\u7b97\u6cd5\u5c42\u9762\uff0cM1 \u63d0\u51fa\u4e86\u65b0\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5 CISPO\u3002\u66f4\u5f7b\u5e95\u7684\u53cc\u7ebf\u521b\u65b0\u63d0\u9ad8\u4e86 M1 \u7684\u8bad\u7ec3\u6548\u7387\uff0c\u800c\u8bad\u7ec3\u6210\u672c\u7684\u4e0b\u964d\u4e5f\u975e\u5e38\u53ef\u89c2\u3002<\/p>\n<p style=\"text-align: left;\">\u4e3a\u89e3\u653e Transformer \u67b6\u6784\u4e2d\u6838\u5fc3\u7684\u6ce8\u610f\u529b\u673a\u5236 Softmax Attention \u5728\u8ba1\u7b97\u8d44\u6e90\u6d88\u8017\u65b9\u9762\u7684\u5c40\u9650\u6027\uff0cM1 \u7cfb\u5217\u6a21\u578b\u5728\u6ce8\u610f\u529b\u673a\u5236\u7684\u67b6\u6784\u8bbe\u8ba1\u65b9\u9762\u76f8\u6bd4\u4f20\u7edf\u67b6\u6784\u7684\u63a8\u7406\u505a\u4e86\u66f4\u5927\u80c6\u7684\u5c1d\u8bd5\u2014\u2014\u91c7\u7528\u6df7\u5408\u6ce8\u610f\u529b\u673a\u5236 Lightning Attention\u2014\u2014\u6765\u4ee3\u66ff\u6807\u51c6 Transformer \u4e2d\u4f7f\u7528\u7684\u4f20\u7edf Softmax Attention\u3002<\/p>\n<p style=\"text-align: left;\">\u72ec\u7279\u7684\u6ce8\u610f\u529b\u5c42\u8bbe\u8ba1\u8ba9 M1 \u5728\u63a8\u7406\u65f6\u5177\u6709\u663e\u8457\u6548\u7387\u4f18\u52bf\uff0c\u5929\u7136\u6709\u5229\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u9ad8\u6548\u6269\u5c55\uff0c\u4f46\u8d70\u5230\u6df7\u5408\u67b6\u6784\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\u7684\u65e0\u4eba\u533a\uff0cMiniMax \u663e\u7136\u4e5f\u4f1a\u9047\u5230\u65b0\u67b6\u6784\u5e26\u6765\u7684\u6311\u6218\u3002<\/p>\n<p style=\"text-align: left;\">\u6bd4\u5982\u5728\u6df7\u5408\u67b6\u6784\u7684\u521d\u6b65\u96f6\u5f3a\u5316\u5b66\u4e60\uff08zero-RL\uff09\u5b9e\u9a8c\u4e2d\uff0c\u56e2\u961f\u53d1\u73b0\u4f20\u7edf\u7684 PPO\/GRPO \u7b97\u6cd5\u4f1a\u610f\u5916\u7684\u4e25\u91cd\u635f\u5bb3\u8bad\u7ec3\u6027\u80fd\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u4e0e\u53cd\u601d\u884c\u4e3a\u76f8\u5173\u7684\u5173\u952e token\u2014\u2014\u4f8b\u5982\u8868\u793a\u8f6c\u6298\u7684 however\u3001wait\u2014\u2014\u8fd9\u4e9b\u4f4e\u6982\u7387 token \u5bf9\u7a33\u5b9a\u71b5\u548c\u4fc3\u8fdb\u53ef\u6269\u5c55 RL \u81f3\u5173\u91cd\u8981\uff0c\u4f46\u5374\u5bb9\u6613\u5728\u7b56\u7565\u66f4\u65b0\u65f6\u88ab\u88c1\u526a\uff0c\u96be\u4ee5\u4fdd\u8bc1\u8fd9\u4e9b token \u7684\u68af\u5ea6\u8d21\u732e\uff0c\u5bfc\u81f4\u96be\u4ee5\u4fc3\u8fdb\u957f CoT \u63a8\u7406\u884c\u4e3a\u3002\u6b64\u95ee\u9898\u5728\u6df7\u5408\u67b6\u6784\u6a21\u578b\u4e2d\u5c24\u4e3a\u7a81\u51fa\uff0c\u963b\u788d\u4e86\u5f3a\u5316\u5b66\u4e60\u7684\u89c4\u6a21\u6269\u5c55\u3002<\/p>\n<p style=\"text-align: left;\">\u4e3a\u6b64\uff0cM1 \u5728\u7b97\u6cd5\u5c42\u9762\u63d0\u51fa\u4e86\u65b0\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5 CISPO\uff0c\u610f\u5728\u660e\u786e\u907f\u514d\u4e22\u5f03\u4efb\u4f55 token\uff08\u5373\u4f7f\u66f4\u65b0\u5e45\u5ea6\u5927\uff09\uff0c\u540c\u65f6\u5c06\u71b5\u7ef4\u6301\u5728\u5408\u7406\u8303\u56f4\u4ee5\u786e\u4fdd\u7a33\u5b9a\u63a2\u7d22\u3002<\/p>\n<p style=\"text-align: left;\">\u5728 zero-RL \u8bbe\u7f6e\u4e0b\uff0cMiniMax \u56e2\u961f\u5728\u6570\u5b66\u63a8\u7406\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3 Qwen2.5-32B-base\uff0c\u5bf9\u6bd4 CISPO\u3001 \u5b57\u8282\u8df3\u52a8\u63d0\u51fa\u7684 DAPO \u4ee5\u53ca DeepSeek \u63d0\u51fa\u7684 GRPO \u7b97\u6cd5\u5728 AIME 2024 \u4e0a\u7684\u8868\u73b0\u3002\u76f8\u540c\u6b65\u6570\u4e0b CISPO \u663e\u8457\u4f18\u4e8e DAPO \u548c GRPO\uff1b\u5176\u8bad\u7ec3\u6548\u7387\u66f4\u9ad8\uff0c\u4ec5\u9700 DAPO 50% \u7684\u6b65\u6570\u5373\u53ef\u8fbe\u5230\u540c\u7b49\u6027\u80fd\u3002<\/p>\n<p style=\"text-align: center;\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/64\/33\/6433b129dc1674531f071972024e2eb8.png\" height=\"510\"\/><\/p>\n<p style=\"text-align: left;\">\u5e95\u5c42\u67b6\u6784\u4e0a\u5bf9\u4e8e\u7ebf\u6027\u6ce8\u610f\u529b\u673a\u5236\u7684\u5f15\u5165\uff0c\u4ee5\u53ca\u7b97\u6cd5\u5c42\u56f4\u7ed5 CISPO \u6240\u5f62\u6210\u7684\u9ad8\u6548 RL \u6846\u67b6\uff0c\u6700\u7ec8\u8ba9 M1 \u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u53d8\u5f97\u5341\u5206\u9ad8\u6548\uff0c\u8fdb\u800c\u53d6\u5f97\u4e86\u8bad\u7ec3\u6210\u672c\u7684\u5927\u5e45\u4e0b\u964d\u3002<\/p>\n<p style=\"text-align: left;\">\u4e0e\u6a21\u578b\u4e00\u540c\u53d1\u5e03\u7684\u6280\u672f\u62a5\u544a\u4e2d\u663e\u793a\uff0c\u5728\u751f\u6210\u957f\u5ea6\u4e3a 10 \u4e07 Token \u65f6\uff0cM1 \u7684\u8ba1\u7b97\u91cf\u4ec5\u4e3a Deepseek R1 \u7684 25%\uff0c\u800c\u6574\u4e2a M1 \u7684\u5b8c\u6574\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u80fd\u5728 512 \u5f20 H800 GPU \u4e0a\u4ec5\u7528 3 \u5468\u5b8c\u6210\uff0c\u4ee5\u76ee\u524d\u7684 GPU \u79df\u8d41\u4ef7\u683c\u8ba1\u7b97\uff0c\u6210\u672c\u4ec5\u4e3a 53.47 \u4e07\u7f8e\u5143\u3002<\/p>\n<p style=\"text-align: left;\">MiniMax \u5b98\u65b9\u4e5f\u53d1\u5e03\u4e86\u51e0\u4e2a demo\uff0c\u6211\u4eec\u53ef\u4ee5\u4ece\u4e2d\u770b\u5230 M1 \u7a76\u7adf\u80fd\u505a\u5230\u4ec0\u4e48\u3002<\/p>\n<p style=\"text-align: left;\">\u6bd4\u5982\u6700\u7ecf\u5178\u7684\u7528\u8d2a\u5403\u86c7\u6e38\u620f\u6d4b\u8bd5 coding \u80fd\u529b\u7684\u6d4b\u8bd5\u73a9\u6cd5\uff0c\u4f46\u8fd9\u6b21 M1 \u5c55\u793a\u7684\u662f\u7528\u4e00\u53e5\u81ea\u7136\u8bed\u8a00\u751f\u6210\u4e00\u4e2a\u66f4\u590d\u6742\u7684\u8ff7\u5bab\u6e38\u620f\u3002<\/p>\n<blockquote>\n<p>Prompt \u662f\u8fd9\u6837\u7684\uff1a \u521b\u5efa\u4e00\u4e2a\u8ff7\u5bab\u751f\u6210\u5668\u548c\u5bfb\u8def\u53ef\u89c6\u5316\u5de5\u5177\u3002\u968f\u673a\u751f\u6210\u4e00\u4e2a\u8ff7\u5bab\uff0c\u5e76\u9010\u6b65\u53ef\u89c6\u5316 A* \u7b97\u6cd5\u7684\u6c42\u89e3\u8fc7\u7a0b\u3002\u4f7f\u7528\u753b\u5e03\u548c\u52a8\u753b\uff0c\u4f7f\u5176\u5177\u6709\u89c6\u89c9\u5438\u5f15\u529b\u3002<\/p>\n<\/blockquote>\n<p><iframe loading=\"lazy\" src=\"https:\/\/player.youku.com\/embed\/XNjQ4NjM4Mzg2NA==\" width=\"510\" height=\"498\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p style=\"text-align: left;\">\u6216\u8005\u8ba9 M1 \u6765\u5e2e\u4f60\u4ece 0 \u5230 1 \u642d\u5efa\u4e00\u4e2a\u80fd\u591f\u6d4b\u8bd5\u6253\u5b57\u901f\u5ea6\u7684\u7f51\u9875\uff1a<\/p>\n<p><iframe loading=\"lazy\" src=\"https:\/\/player.youku.com\/embed\/XNjQ3ODU4MTU2MA==\" width=\"510\" height=\"498\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p style=\"text-align: left;\">demo \u91cc\u53ef\u4ee5\u6e05\u6670\u770b\u5230\uff0cM1 \u5728\u751f\u6210\u7684\u7f51\u9875\u4e2d\u601d\u8def\u6e05\u6670\u7684\u8bbe\u7f6e\u4e86\u4ee3\u8868\u6253\u5b57\u901f\u5ea6\u7684 WPM\uff08words per minute\uff09\u548c\u51c6\u786e\u5ea6\u7684 Accuracy \u4e24\u4e2a\u6307\u6807\uff0c\u5e76\u4e14\u4f53\u8d34\u7684\u8ba9\u4e0a\u65b9\u6587\u5b57\u968f\u7740\u4f60\u7684\u8f93\u5165\u8fdb\u7a0b\u800c\u540c\u6b65\u53d8\u8272\u3002<\/p>\n<p style=\"text-align: left;\">\u53c8\u6216\u8005\uff0c\u7528\u6237\u53ef\u4ee5\u76f4\u63a5\u8ba9 M1 \u505a\u4e00\u4e2a\u53ef\u62d6\u62fd\u7684\u4fbf\u7b7e\u5899\u3002<\/p>\n<p><iframe loading=\"lazy\" src=\"https:\/\/player.youku.com\/embed\/XNjQ4NjM4ODIzMg==\" width=\"510\" height=\"498\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p style=\"text-align: left;\">\u8fd9\u4e9b demo \u90fd\u5728\u6307\u5411\u4e00\u4e9b\u901a\u7528 agent \u4e2d\u4ea7\u54c1\u5316 feature \u7684\u53ef\u80fd\u6027\u3002\u957f\u4e0a\u4e0b\u6587\u7406\u89e3\u3001\u667a\u80fd\u4f53\u8fd9\u4e9b\u5728\u6a21\u578b\u80fd\u529b\u4ea7\u54c1\u5316\u8fc7\u7a0b\u4e2d\u7684\u6838\u5fc3\u80fd\u529b\uff0c\u6070\u597d\u662f M1 \u6a21\u578b\u7684\u5f3a\u52bf\u6240\u5728\u3002\u8fd9\u7b26\u5408 MiniMax \u6700\u65e9\u4ee5\u4ea7\u54c1\u8d77\u52bf\u7684\u8def\u7ebf\uff0c\u800c\u8fd9\u5bb6\u516c\u53f8\u8fd1\u6765\u5728\u57fa\u7840\u6a21\u578b\u5c42\u9762\u6301\u7eed\u7684\u6fc0\u8fdb\u63a2\u7d22\uff0c\u4e5f\u4ee5 M1 \u7684\u51fa\u73b0\u4e3a\u8282\u70b9\uff0c\u5728\u5f53\u4e0b\u5927\u6a21\u578b\u516c\u53f8\u4eec\u6280\u672f\u7a81\u7834\u666e\u904d\u964d\u901f\u7684\u65f6\u5019\u663e\u793a\u51fa\u540e\u52b2\u3002<\/p>\n<p>\u00a0<\/p>\n<p style=\"text-align: center;\"><span style=\"font-weight: bold;\">\u4ece MoE \u5230 Linear\uff0c\u518d\u5230 MiniMax-M1 <\/span><\/p>\n<p>\u00a0<\/p>\n<p style=\"text-align: left;\"><span style=\"font-weight: bold;\">M1 \u7684\u51fa\u73b0\uff0c\u80cc\u540e\u662f\u4e00\u6761 MiniMax \u4ece\u4f20\u7edf\u7684\u7a20\u5bc6\u6a21\u578b\u4e0e Transformer \u67b6\u6784\uff0c\u8f6c\u5411 MoE \u4e0e\u7ebf\u6027\u6ce8\u610f\u529b\u673a\u5236\u7684\u8349\u86c7\u7070\u7ebf\u3002\u5728 MiniMax \u51b3\u5b9a\u5f15\u5165 MoE \u4e0e\u7ebf\u6027\u6ce8\u610f\u529b\u673a\u5236\u7684\u65f6\u5019\uff0c\u5728\u5f53\u65f6\u51e0\u4e4e\u90fd\u6ca1\u6709\u4ec0\u4e48\u53ef\u4ee5\u53c2\u8003\u7684\u5bf9\u8c61\u3002<\/span><\/p>\n<p style=\"text-align: left;\">Mistral AI \u5728 2023 \u5e74\u5e95\u7528\u5f00\u6e90\u7684\u6a21\u578b Mistral 8\u2716\ufe0f7B \u51fb\u8d25\u4e86\u5f53\u65f6\u6700\u4f18\u79c0\u7684\u5f00\u6e90\u6a21\u578b\u4e4b\u4e00\uff0c700 \u4ebf\u53c2\u6570\u7684 Llama 2\u30022023 \u5e74\u590f\u5929\uff0cMiniMax \u5df2\u7ecf\u5728\u51c6\u5907\u4ece\u7a20\u5bc6\u6a21\u578b\u8f6c\u5411 MoE\uff0c\u6295\u5165\u4e86\u5f53\u65f6\u516c\u53f8 80% \u7684\u7b97\u529b\u4e0e\u7814\u53d1\u8d44\u6e90\uff0c\u5728 Mistral 8\u2716\ufe0f7B \u53d1\u5e03\u7684\u4e00\u4e2a\u6708\u540e\uff0c\u4e0a\u7ebf\u4e86\u56fd\u5185\u9996\u4e2a MoE \u5927\u6a21\u578b abab 6\uff0c\u5e76\u4e14\u7531\u4e8e\u8fd9\u662f\u4e2a\u8fc7\u4e8e\u65b0\u7684\u67b6\u6784\uff0cMiniMax \u4e3a MoE \u81ea\u7814\u66f4\u9002\u914d\u7684\u8bad\u7ec3\u548c\u63a8\u7406\u6846\u67b6\u3002<\/p>\n<p style=\"text-align: center;\"><img src=\"https:\/\/imgslim.geekpark.net\/uploads\/image\/file\/9a\/65\/9a65d6e689c80a47c78c28b241053dfb.png\" height=\"892\"\/><\/p>\n<p style=\"text-align: left;\"><span style=\"color: #bbbfc4;\">MoE \u67b6\u6784<\/span><\/p>\n<p style=\"text-align: left;\">M1 \u7684\u6df7\u5408\u67b6\u6784\u7684\u7279\u5f81\uff0c\u5219\u5f00\u59cb\u4e8e\u4eca\u5e74\u5e74\u521d MiniMax-Text-01 \u6a21\u578b\u91cc\u7ebf\u6027\u6ce8\u610f\u529b\uff08Linear Attention\uff09\u6df7\u5408\u67b6\u6784\u7684\u5f15\u5165\u3002<\/p>\n<p style=\"text-align: left;\">MiniMax \u5f00\u59cb\u6295\u5165 Linear Attention \u662f\u4ece 2024 \u5e74 4 \u6708\u5f00\u59cb\u7684\uff0c\u90a3\u65f6\u5c1a\u6ca1\u6709\u6a21\u578b\u5728\u5343\u4ebf\u7ea7\u522b\u7684\u53c2\u6570\u89c4\u6a21\u5c42\u9762\u6311\u6218\u4f20\u7edf\u7684 Transformer \u67b6\u6784\u3002\u8fd9\u4f7f\u5f97 MiniMax \u9700\u8981\u5bf9\u5206\u5e03\u5f0f\u8bad\u7ec3\u548c\u63a8\u7406\u6846\u67b6\u8fdb\u884c\u5f7b\u5e95\u7684\u91cd\u65b0\u8bbe\u8ba1\u6765\u9002\u914d\uff0c\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u5728\u5927\u89c4\u6a21 GPU \u96c6\u7fa4\u4e0a\u9ad8\u6548\u8fd0\u884c\uff0c\u8fd9\u624d\u6709\u4e86\u4eca\u5e74 1 \u6708\u7684 MiniMax-Text-01\uff0c\u8fd9\u4e5f\u662f\u7b2c\u4e00\u4e2a\u4f9d\u8d56\u7ebf\u6027\u6ce8\u610f\u529b\u673a\u5236\u5927\u89c4\u6a21\u90e8\u7f72\u7684\u6a21\u578b\u3002<\/p>\n<p style=\"text-align: left;\"><span style=\"font-weight: bold;\">\u53ef\u4ee5\u8bf4\uff0cMiniMax-Text-01 \u662f MiniMax \u5728\u7ebf\u6027\u6ce8\u610f\u529b\u8fd9\u4ef6\u4e8b\u4e0a\uff0c\u4e3a\u6574\u4e2a\u884c\u4e1a\u4ece\u5c0f\u89c4\u6a21\u53ef\u884c\u7684\u5171\u8bc6\uff0c\u5230 Scale up \u7684\u53ef\u884c\u505a\u4e86\u4e00\u6b21\u9a8c\u8bc1\u3002\u800c\u63a8\u7406\u6a21\u578b M1\uff0c\u672c\u8d28\u4e0a\u53c8\u662f\u4e00\u6b21\u57fa\u4e8e MiniMax-Text-01 \u7684 scale up \u548c\u67b6\u6784\u521b\u65b0\u3002<\/span><\/p>\n<p style=\"text-align: left;\">MiniMax \u4e5f\u516c\u5f00\u4e86\u4e00\u90e8\u5206 M1 \u57fa\u4e8e MiniMax-Text-01 \u8bad\u7ec3\u7684\u7ec6\u8282\u3002<\/p>\n<p style=\"text-align: left;\">\u56e2\u961f\u4ee5 MiniMax-Text-01 \u4e3a\u57fa\u5ea7\uff0c\u5b9e\u65bd 7.5 \u4e07\u4ebf token \u7684\u5b9a\u5411\u589e\u5f3a\u9884\u8bad\u7ec3\uff0c\u5c06 STEM\uff08\u79d1\u5b66\/\u6280\u672f\/\u5de5\u7a0b\/\u6570\u5b66\uff09\u3001\u7f16\u7a0b\u4ee3\u7801\u4e0e\u590d\u6742\u63a8\u7406\u4e09\u7c7b\u6838\u5fc3\u9886\u57df\u7684\u6570\u636e\u6743\u91cd\u63d0\u5347\u81f3\u603b\u8bed\u6599 70%\u3002\u968f\u540e\u901a\u8fc7\u76d1\u7763\u5fae\u8c03\u9636\u6bb5\u6ce8\u5165\u94fe\u5f0f\u601d\u8003\uff08CoT\uff09\u673a\u5236\uff0c\u7cfb\u7edf\u6027\u6784\u5efa\u6a21\u578b\u7684\u5206\u6b65\u63a8\u7406\u80fd\u529b\uff0c\u4e3a\u5f3a\u5316\u5b66\u4e60\u5960\u5b9a\u80fd\u529b\u57fa\u7840\u3002<\/p>\n<p style=\"text-align: left;\">\u6700\u7ec8\u8fd9\u79cd\u6fc0\u8fdb\u5f0f\u7684\u521b\u65b0\u5f97\u5230\u4e86\u79ef\u6781\u7684\u9a8c\u8bc1\uff0cM1 \u662f\u76ee\u524d\u5168\u7403\u6700\u5148\u62b5\u8fbe 80k \u4e0a\u4e0b\u6587\u8f93\u51fa\u7684\u63a8\u7406\u6a21\u578b\uff0c\u540c\u65f6\u5728\u957f\u4e0a\u4e0b\u6587\uff0c\u8f6f\u4ef6\u5de5\u7a0b\u548c Agent \u5de5\u5177\u4f7f\u7528\u65b9\u9762\u4f53\u73b0\u51fa\u4e86\u4f18\u52bf\u3002<\/p>\n<p style=\"text-align: left;\">\u6b64\u524d\u661f\u91ce\u548c Talkie \u5728\u5546\u4e1a\u5316\u4e0a\u7684\u4f18\u5f02\u8868\u73b0\uff0c\u8ba9 MiniMax \u65e9\u65e9\u6210\u4e3a\u4e00\u5bb6\u53ef\u4ee5\u81ea\u5df1\u72ec\u7acb\u884c\u8d70\u7684\u5927\u6a21\u578b\u516c\u53f8\uff0c\u4e5f\u8ba9\u5916\u754c\u8d4b\u4e88\u4e86\u8fd9\u5bb6\u516c\u53f8\u4e00\u4e2a\u300c\u4ea7\u54c1\u9a71\u52a8\u300d\u8fd9\u6837\u8fc7\u4e8e\u7b3c\u7edf\u7684\u6807\u7b7e\u3002\u8fd9\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u5ffd\u89c6\u4e86 MiniMax \u5728\u6a21\u578b\u5c42\u9762\u4e0a\u76f8\u5f53\u5f3a\u608d\u7684\u7814\u53d1\u80fd\u529b\u3002<\/p>\n<p style=\"text-align: left;\">\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cMiniMax \u7684\u5b98\u65b9\u516c\u544a\u900f\u9732\uff0cM1 \u7cfb\u5217\u6a21\u578b\u540c\u65f6\u4e5f\u62c9\u5f00\u4e86\u4e3a\u671f\u4e94\u5929\u7684 MiniMaxWeek \u7684\u5e8f\u5e55\uff0c\u672a\u6765\u4e94\u5929\uff0cMiniMax 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