{"id":18528,"date":"2025-01-16T13:46:26","date_gmt":"2025-01-16T05:46:26","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=18528"},"modified":"2025-03-15T11:37:16","modified_gmt":"2025-03-15T03:37:16","slug":"minimax-shoucikaiyuan","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/minimax-shoucikaiyuan\/","title":{"rendered":"MiniMax \u9996\u6b21\u5f00\u6e90MiniMax-01\uff0c4M\u8d85\u957f\u4e0a\u4e0b\u6587\uff0c\u5168\u65b0\u67b6\u6784\uff0c\u6311\u6218Transformer"},"content":{"rendered":"<p>\u201cMoE\u201d\u52a0\u4e0a\u201c\u524d\u6240\u672a\u6709\u5927\u89c4\u6a21\u6295\u5165\u751f\u4ea7\u73af\u5883\u7684 <a href=\"https:\/\/www.kdjingpai.com\/pt\/lightning\/\">Lightning<\/a> Attention\u201d\uff0c\u518d\u52a0\u4e0a\u201c\u4ece\u6846\u67b6\u5230CUDA\u5c42\u9762\u7684\u5982\u8f6f\u4ef6\u548c\u5de5\u7a0b\u91cd\u6784\u201d\uff0c\u4f1a\u5f97\u5230\u4ec0\u4e48\uff1f<\/p>\n<p>\u7b54\u6848\u662f\uff0c\u4e00\u4e2a\u8ffd\u5e73\u4e86\u9876\u7ea7\u6a21\u578b\u80fd\u529b\u3001\u4e14\u628a\u4e0a\u4e0b\u6587\u957f\u5ea6\u63d0\u5347\u5230400\u4e07token\u7ea7\u522b\u7684\u65b0\u6a21\u578b\u3002<\/p>\n<p><img decoding=\"async\" title=\"MiniMax \u6df1\u591c\u9996\u6b21\u5f00\u6e90\uff0c400\u4e07\u957f\u6587\u672c\uff0c\u5168\u65b0\u67b6\u6784\uff0c\u6311\u6218Transformer-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/5b80153c8666d9b.png\" alt=\"MiniMax \u6df1\u591c\u9996\u6b21\u5f00\u6e90\uff0c400\u4e07\u957f\u6587\u672c\uff0c\u5168\u65b0\u67b6\u6784\uff0c\u6311\u6218Transformer-1\" \/><\/p>\n<p>1\u670815\u65e5\uff0c\u5927\u6a21\u578b\u516c\u53f8MiniMax\u6b63\u5f0f\u53d1\u5e03\u4e86\u8fd9\u6b3e\u9884\u544a\u5df2\u4e45\u7684\u65b0\u6a21\u578b\u7cfb\u5217\uff1aMiniMax-01\u3002\u5b83\u5305\u62ec\u57fa\u7840\u8bed\u8a00\u5927\u6a21\u578bMiniMax-Text-01 \u548c\u5728\u5176\u4e0a\u96c6\u6210\u4e86\u4e00\u4e2a\u8f7b\u91cf\u7ea7ViT\u6a21\u578b\u800c\u5f00\u53d1\u7684\u89c6\u89c9\u591a\u6a21\u6001\u5927\u6a21\u578b MiniMax-VL-01\u3002<\/p>\n<p>MiniMax-01\u662f\u4e00\u4e2a\u603b\u53c2\u65704560\u4ebf\uff0c\u753132\u4e2aExperts\u7ec4\u6210\u7684MoE\uff08\u6df7\u5408\u4e13\u5bb6\uff09\u6a21\u578b\uff0c\u5728\u591a\u4e2a\u4e3b\u6d41\u8bc4\u6d4b\u96c6\u4e0a\uff0c\u5b83\u7684\u7efc\u5408\u80fd\u529b\u4e0eGPT-4o\u548cClaude 3.5 sonnet\u9f50\u5e73\uff0c\u800c\u540c\u65f6\uff0c\u5b83\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u662f\u4eca\u5929\u9876\u5c16\u6a21\u578b\u4eec\u768420-32\u500d\uff0c\u5e76\u4e14\u968f\u7740\u8f93\u5165\u957f\u5ea6\u53d8\u957f\uff0c\u5b83\u4e5f\u662f\u6027\u80fd\u8870\u51cf\u6700\u6162\u7684\u90a3\u4e2a\u6a21\u578b\u3002\u4e5f\u5c31\u662f\uff0c\u8fd9\u53ef\u662f\u5b9e\u6253\u5b9e\u7684400\u4e07token\u4e0a\u4e0b\u6587\u3002<\/p>\n<ul>\n<li>\u57fa\u7840\u8bed\u8a00\u5927\u6a21\u578b MiniMax-Text-01\uff0c\u89c6\u89c9\u591a\u6a21\u6001\u5927\u6a21\u578b MiniMax-VL-01<\/li>\n<li>\u5168\u65b0\u7684 Lightning Attention \u67b6\u6784\uff0c\u5e73\u65b9\u53d8\u7ebf\u6027\uff0c\u5927\u5e45\u964d\u4f4e\u63a8\u7406\u6210\u672c<\/li>\n<li>\u91cd\u78c5\u5f00\u6e90\uff0c\u6587\u672c\u6a21\u578b\u53c2\u6570\u9ad8\u8fbe 4560\u4ebf\uff0c32 \u4e2a\u4e13\u5bb6<\/li>\n<li>\u8d85\u8d85\u957f 400 \u4e07\u5b57\u957f\u4e0a\u4e0b\u6587\uff0c\u4e14\u6027\u80fd\u8ffd\u5e73\u9876\u5c16\u6d77\u5916\u6a21\u578b<\/li>\n<li>\u6a21\u578b\u3001\u4ee3\u7801\u3001\u6280\u672f\u62a5\u544a\u5df2\u7ecf\u5168\u90e8\u53d1\u5e03\uff0c\u975e\u5e38\u771f\u8bda<\/li>\n<\/ul>\n<p>\u76ee\u524d\u7f51\u9875\u4f53\u9a8c\u548cAPI\u4e5f\u90fd\u5df2\u7ecf\u4e0a\u7ebf\uff0c\u53ef\u4ee5\u5728\u7ebf\u4f53\u9a8c\u548c\u5546\u7528\uff0c\u5730\u5740\u89c1\u6587\u7ae0\u6700\u540e\u3002<\/p>\n<p><img decoding=\"async\" title=\"MiniMax \u6df1\u591c\u9996\u6b21\u5f00\u6e90\uff0c400\u4e07\u957f\u6587\u672c\uff0c\u5168\u65b0\u67b6\u6784\uff0c\u6311\u6218Transformer-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/d3183c068eb7144.jpg\" alt=\"MiniMax \u6df1\u591c\u9996\u6b21\u5f00\u6e90\uff0c400\u4e07\u957f\u6587\u672c\uff0c\u5168\u65b0\u67b6\u6784\uff0c\u6311\u6218Transformer-1\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u65b0\u6280\u672f\uff1aLightning attention<\/h2>\n<p>\u8fd9\u6b21\u6a21\u578b\u6700\u8ba9\u4eba\u60ca\u559c\u7684\u5c31\u662f\u5168\u65b0\u7684\u7ebf\u6027\u6ce8\u610f\u529b\u67b6\u6784\u3002<\/p>\n<p>\u5927\u5bb6\u90fd\u77e5\u9053\u5728\u5b9e\u9645\u7684 AI \u4f7f\u7528\u4e2d\uff0c\u957f\u6587\u672c\u81f3\u5173\u91cd\u8981\uff0c\u89d2\u8272\u804a\u5929\u7684\u8d85\u957f\u8bb0\u5fc6\uff0cAI Coding \u5199\u4ee3\u7801\uff0cAgent \u5b8c\u6210\u5404\u79cd\u4efb\u52a1\uff0c\u54ea\u4e2a\u573a\u666f\u90fd\u79bb\u4e0d\u5f00\u957f\u6587\u672c\u3002<\/p>\n<p>\u5927\u6a21\u578b\u867d\u7136\u4e00\u76f4\u5728\u964d\u4ef7\uff0c\u4f46\u662f\u4f7f\u7528\u7684\u65f6\u5019\u4e0a\u4e0b\u6587\u8d8a\u957f\uff0c\u901f\u5ea6\u5c31\u8d8a\u6162\uff0c\u4ef7\u683c\u4e5f\u5c31\u8d8a\u8d35\u3002<\/p>\n<p>\u8fd9\u4e2a\u95ee\u9898\u7684\u6839\u6e90\u662f <a href=\"https:\/\/www.kdjingpai.com\/pt\/transformer\/\">Transformer<\/a> \u67b6\u6784\u6709\u4e8c\u6b21\u8ba1\u7b97\u590d\u6742\u5ea6\u3002\u968f\u7740\u4e0a\u4e0b\u6587\u7684\u589e\u52a0\uff0c\u63a8\u7406\u7684\u7b97\u529b\u6d88\u8017\u662f\u6307\u6570\u4e0a\u5347\u7684\u3002<\/p>\n<p>\u800c\u8fd9\u6b21 MiniMax \u7684\u65b0\u6a21\u578b\uff0c\u4f7f\u7528\u4e86 Lightning attention \u673a\u5236\uff0c\u662f\u4e00\u79cd\u7ebf\u6027\u6ce8\u610f\u529b\u673a\u5236\uff0c\u80fd\u591f\u5927\u5e45\u964d\u4f4e\u957f\u6587\u672c\u7684\u8ba1\u7b97\u91cf\u548c\u63a8\u7406\u65f6\u95f4\u3002<\/p>\n<p>\u5728\u6280\u672f\u62a5\u544a\u4e2d\uff0c\u53ef\u4ee5\u770b\u5230\u5bf9\u8fd9\u6b21\u6a21\u578b\u7684\u4e3b\u8981\u67b6\u6784\u56fe\u3002<\/p>\n<p><img decoding=\"async\" title=\"MiniMax \u6df1\u591c\u9996\u6b21\u5f00\u6e90\uff0c400\u4e07\u957f\u6587\u672c\uff0c\u5168\u65b0\u67b6\u6784\uff0c\u6311\u6218Transformer-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/55ba286465b05e6.jpg\" alt=\"MiniMax \u6df1\u591c\u9996\u6b21\u5f00\u6e90\uff0c400\u4e07\u957f\u6587\u672c\uff0c\u5168\u65b0\u67b6\u6784\uff0c\u6311\u6218Transformer-1\" \/> <img \/><\/p>\n<p>\u8fd9\u4e2a\u67b6\u6784\u5bf9\u6a21\u578b\u63a8\u7406\u8d44\u6e90\u6d88\u8017\u7684\u964d\u5e45\u975e\u5e38\u5de8\u5927\uff0c\u901a\u8fc7\u4e0b\u9762\u7684\u957f\u6587\u672c\u7684\u63a8\u7406\u65f6\u95f4\u5bf9\u6bd4\u56fe\u5c31\u80fd\u770b\u51fa\uff0c\u5728\u4e0a\u4e0b\u6587\u6301\u7eed\u4e0a\u5347\u65f6\uff0c\u4f7f\u7528\u4e86\u7ebf\u6027\u6ce8\u610f\u529b\u8ba9\u63a8\u7406\u65f6\u95f4\u63a5\u8fd1\u7ebf\u6027\u5730\u7f13\u6162\u589e\u52a0\uff0c\u800c\u975e\u6307\u6570\u7ea7\u522b\u589e\u52a0\u3002<\/p>\n<p>\u66f4\u8be6\u7ec6\u7684\u4ecb\u7ecd\u53ef\u53c2\u89c1\u6587\u672b\u7684\u6280\u672f\u62a5\u544a\u3002<\/p>\n<p><img decoding=\"async\" title=\"MiniMax \u6df1\u591c\u9996\u6b21\u5f00\u6e90\uff0c400\u4e07\u957f\u6587\u672c\uff0c\u5168\u65b0\u67b6\u6784\uff0c\u6311\u6218Transformer-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/1483e5118d90f6c.jpg\" alt=\"MiniMax \u6df1\u591c\u9996\u6b21\u5f00\u6e90\uff0c400\u4e07\u957f\u6587\u672c\uff0c\u5168\u65b0\u67b6\u6784\uff0c\u6311\u6218Transformer-1\" \/> <img \/><\/p>\n<p>\u8ba1\u7b97\u91cf\u964d\u4f4e\u4e86\uff0c\u4ef7\u683c\u4e0b\u6765\u4e86\uff0c\u6027\u80fd\u4e5f\u4e0d\u80fd\u635f\u5931\uff0c\u957f\u6587\u672c\u624d\u7b97\u771f\u6b63\u53ef\u7528\u3002<\/p>\n<p>\u4e0b\u56fe\u662f Text-1 \u5728\u8d85\u957f\u6587\u672c\u8bc4\u6d4b\u96c6\u7684\u6027\u80fd\u8868\u73b0\uff0c\u5728512K\u7684\u957f\u5ea6\u4ee5\u4e0a\u7684\u533a\u95f4\uff0c\u6027\u80fd\u7adf\u7136\u8d85\u8fc7\u4e86 <a href=\"https:\/\/www.kdjingpai.com\/pt\/geminibardgubu\/\">Gemini<\/a> 2.0 Flash\u3002<\/p>\n<p><img decoding=\"async\" title=\"MiniMax \u6df1\u591c\u9996\u6b21\u5f00\u6e90\uff0c400\u4e07\u957f\u6587\u672c\uff0c\u5168\u65b0\u67b6\u6784\uff0c\u6311\u6218Transformer-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/3c5b65bdc3757fe.jpg\" alt=\"MiniMax \u6df1\u591c\u9996\u6b21\u5f00\u6e90\uff0c400\u4e07\u957f\u6587\u672c\uff0c\u5168\u65b0\u67b6\u6784\uff0c\u6311\u6218Transformer-1\" \/> <img \/><\/p>\n<p>\u6280\u672f\u62a5\u544a\u91cc\u53e6\u5916\u4e00\u4e2a\u975e\u5e38\u6709\u8da3\u7684\u70b9\u662f\uff0c\u968f\u7740\u4e0a\u4e0b\u6587\u7684\u63d0\u5347\uff0c\u6a21\u578b\u7684 In-Context Learning \u80fd\u529b\uff0c\u9010\u6e10\u589e\u5f3a\uff0c\u8fd9\u5bf9 AI \u5199\u4f5c\u4ee5\u53ca\u9700\u8981\u957f\u8bb0\u5fc6\u7684\u4efb\u52a1\u90fd\u6709\u5de8\u5927\u7684\u5e2e\u52a9\u3002<\/p>\n<p><img decoding=\"async\" title=\"MiniMax \u6df1\u591c\u9996\u6b21\u5f00\u6e90\uff0c400\u4e07\u957f\u6587\u672c\uff0c\u5168\u65b0\u67b6\u6784\uff0c\u6311\u6218Transformer-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/272ea72683c8dc7.jpg\" alt=\"MiniMax \u6df1\u591c\u9996\u6b21\u5f00\u6e90\uff0c400\u4e07\u957f\u6587\u672c\uff0c\u5168\u65b0\u67b6\u6784\uff0c\u6311\u6218Transformer-1\" \/> <img \/><\/p>\n<p>\u603b\u7684\u6765\u8bf4\uff0cLightning attention \u673a\u5236\u7684\u5e94\u7528\uff0c\u8ba9\u5927\u6a21\u578b\u7684\u957f\u6587\u672c\u53ef\u7528\u6027\u5927\u5e45\u63d0\u5347\uff0c\u4ef7\u683c\u4e5f\u6709\u673a\u4f1a\u518d\u4e0b\u964d\u4e00\u4e2a\u91cf\u7ea7\uff0c\u672a\u6765\uff0c\u975e\u5e38\u503c\u5f97\u671f\u5f85\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u6a21\u578b\u6027\u80fd\uff0c\u8ffd\u5e73\u4e00\u7ebf<\/h2>\n<p>\u6a21\u578b\u6027\u80fd\u6307\u6807\u65b9\u9762\uff0c\u4f5c\u4e3a\u5f00\u6e90\u6a21\u578b\uff0c\u5728\u5f88\u591a\u6307\u6807\u8ffd\u4e0a\u4e86\u6700\u4f73\u7684\u6d77\u5916\u95ed\u6e90\u6a21\u578b\u3002<\/p>\n<p><img decoding=\"async\" title=\"MiniMax \u6df1\u591c\u9996\u6b21\u5f00\u6e90\uff0c400\u4e07\u957f\u6587\u672c\uff0c\u5168\u65b0\u67b6\u6784\uff0c\u6311\u6218Transformer-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/7843252802b821e.jpg\" alt=\"MiniMax \u6df1\u591c\u9996\u6b21\u5f00\u6e90\uff0c400\u4e07\u957f\u6587\u672c\uff0c\u5168\u65b0\u67b6\u6784\uff0c\u6311\u6218Transformer-1\" \/> <img \/><\/p>\n<p>\u5e76\u4e14\u7531\u4e8e\u6a21\u578b\u6709\u6d77\u87ba\u5e73\u53f0\u53cd\u9988\u8fdb\u884c\u4f18\u5316\u8fed\u4ee3\uff0c\u7528\u6237\u771f\u5b9e\u573a\u666f\u7684\u4f7f\u7528\u4f53\u9a8c\u4e5f\u6709\u4fdd\u8bc1\u3002<\/p>\n<p>\u5b98\u65b9\u5229\u7528\u771f\u5b9e\u7684\u7528\u6237\u4f7f\u7528\u573a\u666f\u6784\u5efa\u4e86\u4e00\u4e2a\u6d4b\u8bd5\u96c6\uff0c\u53ef\u4ee5\u770b\u51fa\u5728\u771f\u5b9e\u573a\u666f\u7684\u8868\u73b0\u4e5f\u5f88\u4eae\u773c\uff0c\u7279\u522b\u7a81\u51fa\u7684\u573a\u666f\u662f\u4e09\u4e2a\uff1a\u521b\u610f\u5199\u4f5c\u3001\u77e5\u8bc6\u95ee\u7b54\u3001\u957f\u6587\u672c\u3002<\/p>\n<p><img decoding=\"async\" title=\"MiniMax \u6df1\u591c\u9996\u6b21\u5f00\u6e90\uff0c400\u4e07\u957f\u6587\u672c\uff0c\u5168\u65b0\u67b6\u6784\uff0c\u6311\u6218Transformer-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/6ea4a8973bcabbe.jpg\" alt=\"MiniMax \u6df1\u591c\u9996\u6b21\u5f00\u6e90\uff0c400\u4e07\u957f\u6587\u672c\uff0c\u5168\u65b0\u67b6\u6784\uff0c\u6311\u6218Transformer-1\" \/> <img \/><\/p>\n<p>\u53e6\u5916\uff0c\u89c6\u89c9\u7406\u89e3\u6a21\u578b MiniMax-VL-01 \u8868\u73b0\uff0c\u57fa\u672c\u5728\u6bcf\u4e2a\u6307\u6807\u4e0a\u90fd\u8ffd\u5e73\u6216\u8d85\u8fc7\u4e86\u6d77\u5916\u9876\u7ea7\u6a21\u578b\uff0c\u7279\u522b\u662f\u5b9e\u7528\u7684 OCR \u548c \u56fe\u8868\u573a\u666f\u3002<\/p>\n<p><img decoding=\"async\" title=\"MiniMax \u6df1\u591c\u9996\u6b21\u5f00\u6e90\uff0c400\u4e07\u957f\u6587\u672c\uff0c\u5168\u65b0\u67b6\u6784\uff0c\u6311\u6218Transformer-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/81690850542b3ed.jpg\" alt=\"MiniMax \u6df1\u591c\u9996\u6b21\u5f00\u6e90\uff0c400\u4e07\u957f\u6587\u672c\uff0c\u5168\u65b0\u67b6\u6784\uff0c\u6311\u6218Transformer-1\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u4e0b\u4e2aTransformer\u65f6\u523b<\/h2>\n<p>\u5f53\u6a21\u578b\u7684\u4ee3\u9645\u8fed\u4ee3\u4e0d\u518d\u51f6\u731b\uff0c\u4e0a\u4e0b\u6587\u957f\u5ea6\u548c\u903b\u8f91\u63a8\u7406\u6b63\u5728\u6210\u4e3a\u4e24\u4e2a\u6700\u91cd\u70b9\u65b9\u5411\u3002<\/p>\n<p>\u5728\u4e0a\u4e0b\u6587\u65b9\u9762\uff0c\u6b64\u524dGemini\u4e00\u5ea6\u662f\u6700\u957f\u7684\u90a3\u4e2a\u3002\u800c\u4e14\uff0cDeepMind\u7684CEO Demsi Hassabis\u4e5f\u66fe\u900f\u9732\uff0c\u5728Google\u5185\u90e8\uff0cGemini\u6a21\u578b\u5df2\u7ecf\u5728\u5b9e\u9a8c\u4e2d\u5b9e\u73b0\u8fc71000\u4e07token\u7684\u957f\u5ea6\uff0c\u5e76\u4e14\u76f8\u4fe1\u6700\u7ec8\u4f1a\u201c\u62b5\u8fbe\u65e0\u9650\u957f\u5ea6\u201d\uff0c\u4f46\u963b\u6b62Gemini\u73b0\u5728\u5c31\u8fd9\u4e48\u505a\u7684\uff0c\u662f\u5b83\u5bf9\u5e94\u7684\u6210\u672c\u3002\u5728\u6700\u8fd1\u7684\u4e00\u4e2a\u8bbf\u8c08\u91cc\u4ed6\u8868\u793a\uff0cDeepmind\u76ee\u524d\u5df2\u7ecf\u6709\u65b0\u7684\u65b9\u6cd5\u6765\u89e3\u51b3\u8fd9\u4e2a\u6210\u672c\u96be\u9898\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u8c01\u80fd\u5148\u628a\u4e0a\u4e0b\u6587\u957f\u5ea6\u63d0\u9ad8\uff0c\u540c\u65f6\u628a\u6210\u672c\u6253\u4e0b\u6765\uff0c\u8c01\u53ef\u80fd\u5c31\u4f1a\u5360\u5f97\u5148\u673a\u3002\u4eceMiniMax-01\u5c55\u793a\u7684\u6548\u679c\u6765\u770b\uff0c\u5b83\u7684\u6548\u7387\u786e\u5b9e\u83b7\u5f97\u4e86\u8d28\u7684\u63d0\u5347\u3002<\/p>\n<p>\u5728\u8fd9\u7bc7\u8be6\u5c3d\u7684\u6280\u672f\u62a5\u544a\u91cc\uff0c\u4ece\u4e00\u4e2a\u6570\u636e\u53ef\u4ee5\u770b\u51fa\u5bf9\u4e8e\u786c\u4ef6\u7684\u4f7f\u7528\u6548\u7387\u2014\u2014\u5728\u63a8\u7406\u4e0a\uff0cMiniMax \u5728 H20 GPU \u4e0a\u7684MFU \u8fbe\u5230\u4e86 75%\u3002\u8fd9\u662f\u4e00\u4e2a\u76f8\u5f53\u9ad8\u7684\u6570\u5b57\u3002<\/p>\n<p>MFU\uff08Machine FLOPs Utilization\uff0c\u673a\u5668\u6d6e\u70b9\u5229\u7528\u7387\uff09\u6307\u7684\u662f\u6a21\u578b\u5728\u8fd0\u884c\u8fc7\u7a0b\u4e2d\u5bf9\u786c\u4ef6\u8ba1\u7b97\u80fd\u529b\uff08FLOPs\uff0c\u5373\u6bcf\u79d2\u6d6e\u70b9\u8fd0\u7b97\u6b21\u6570\uff09\u7684\u5b9e\u9645\u5229\u7528\u7387\u3002\u7b80\u5355\u6765\u8bf4\uff0cMFU \u63cf\u8ff0\u4e86\u4e00\u4e2a\u6a21\u578b\u662f\u5426\u5145\u5206\u53d1\u6325\u4e86\u786c\u4ef6\u6027\u80fd\u3002\u9ad8\u5229\u7528\u7387\u5fc5\u5c06\u5e26\u6765\u6210\u672c\u4e0a\u7684\u4f18\u52bf\u3002<\/p>\n<p><strong>MiniMax 01\u65e0\u7591\u662f\u8fd1\u6765\u6b7b\u6c14\u6c89\u6c89\u7684\u201c\u649e\u5899\u8bba\u201d\u4e2d\uff0c\u96be\u5f97\u4ee4\u4eba\u60ca\u559c\u7684\u6a21\u578b\u4e4b\u4e00\u3002<\/strong>\u53e6\u4e00\u4e2a\u6700\u8fd1\u5f15\u53d1\u5e7f\u6cdb\u8ba8\u8bba\u7684\u662fDeepSeek V3\u3002\u5982\u4e0a\u9762\u6240\u8bf4\uff0c\u4eca\u5929\u4e24\u4e2a\u91cd\u8981\u7684\u65b9\u5411\uff0c\u4e00\u4e2a\u5728\u63a8\u7406\uff0c\u4e00\u4e2a\u5728\u66f4\u957f\u4e0a\u4e0b\u6587\uff0cDeepseek V3\u548cMiniMax-01 \u5404\u81ea\u4ee3\u8868\u4e86\u5176\u4e2d\u4e00\u4e2a\u3002<\/p>\n<p>\u6709\u610f\u601d\u7684\u662f\uff0c\u4ece\u6280\u672f\u8def\u7ebf\u4e0a\uff0c\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u4e24\u8005\u90fd\u662f\u5728\u5bf9\u5960\u5b9a\u4eca\u5929\u7e41\u8363\u57fa\u7840\u7684Transformer\u91cc\u6700\u6838\u5fc3\u7684\u6ce8\u610f\u529b\u673a\u5236\u505a\u4f18\u5316\uff0c\u800c\u4e14\u662f\u5927\u80c6\u7684\u91cd\u6784\uff0c\u8f6f\u786c\u4ef6\u4e00\u4f53\u7684\u91cd\u6784\u3002DeepSeek V3\u88ab\u5f62\u5bb9\u628aNvidia\u7684\u5361\u69a8\u5e72\u4e86\uff0c\u800cMiniMax\u80fd\u591f\u5b9e\u73b0\u5982\u6b64\u9ad8\u7684\u63a8\u7406MFU\uff0c\u5f88\u5173\u952e\u7684\u4e5f\u662f\u4ed6\u4eec\u76f4\u63a5\u5bf9\u8bad\u7ec3\u6846\u67b6\u548c\u786c\u4ef6\u505a\u4f18\u5316\u3002<\/p>\n<p>\u6839\u636eMiniMax\u7684\u62a5\u544a\uff0c\u4ed6\u4eec\u76f4\u63a5\u81ea\u5df1\u4ece\u96f6\u5f00\u59cb\u4e00\u6b65\u6b65\u6df1\u5ea6\u5f00\u53d1\u4e86\u4e00\u4e2a\u9002\u5408\u7ebf\u6027\u6ce8\u610f\u529b\u7684CUDA \u5185\u6838\uff0c\u5e76\u4e3a\u6b64\u5f00\u53d1\u4e86\u5404\u79cd\u914d\u5957\u7684\u6846\u67b6\uff0c\u6765\u4f18\u5316 GPU \u8d44\u6e90\u7684\u5229\u7528\u6548\u7387\u3002\u4e24\u5bb6\u516c\u53f8\u90fd\u901a\u8fc7\u66f4\u7d27\u5bc6\u7684\u8f6f\u786c\u7ed3\u5408\u80fd\u529b\u5b9e\u73b0\u4e86\u76ee\u6807\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u6709\u610f\u601d\u7684\u89c2\u5bdf\u662f\uff0c\u8fd9\u4e24\u5bb6\u51fa\u5f69\u7684\u516c\u53f8\uff0c\u90fd\u662f\u5728ChatGPT\u51fa\u73b0\u4e4b\u524d\u5c31\u5df2\u7ecf\u6295\u5165\u5230\u5927\u6a21\u578b\u6280\u672f\u7814\u53d1\u91cc\u53bb\u7684\u516c\u53f8\uff0c\u8fd9\u4e24\u4e2a\u6a21\u578b\u60ca\u8273\u4e4b\u5904\u4e5f\u90fd\u4e0d\u5728\u4e8e\u8fc7\u53bb\u4e60\u60ef\u770b\u5230\u7684\u201c\u8ffd\u8d76GPT4\u201d\u7684\u6a21\u5f0f\uff0c\u800c\u662f\u6839\u636e\u81ea\u5df1\u5bf9\u6280\u672f\u6f14\u8fdb\u7684\u5224\u65ad\uff0c\u505a\u51fa\u7684\u91cd\u6295\u5165\u3001\u751a\u81f3\u6709\u4e9b\u8d4c\u6ce8\u610f\u5473\u7684\u521b\u65b0\uff0c\u5728\u4e00\u7cfb\u5217\u6301\u7eed\u7684\u624e\u5b9e\u5de5\u4f5c\u540e\uff0c\u4ea4\u51fa\u7684\u7b54\u5377\u3002<\/p>\n<p>\u800c\u4e14\u8fd9\u7b54\u5377\u4e5f\u90fd\u4e0d\u53ea\u662f\u5bf9\u81ea\u5df1\u7684\uff0c\u5b83\u4eec\u90fd\u5728\u8bd5\u56fe\u8bc1\u660e\u67d0\u4e9b\u66fe\u505c\u7559\u5728\u5b9e\u9a8c\u5ba4\u7684\u6982\u5ff5\uff0c\u5728\u5927\u89c4\u6a21\u90e8\u7f72\u5230\u5b9e\u9645\u573a\u666f\u91cc\u540e\u4e5f\u53ef\u4ee5\u6709\u5b83\u627f\u8bfa\u7684\u6548\u679c\uff0c\u5e76\u501f\u6b64\u8ba9\u66f4\u591a\u4eba\u7ee7\u7eed\u4f18\u5316\u4e0b\u53bb\u3002<\/p>\n<p><strong>\u8fd9\u4e0d\u514d\u8ba9\u4eba\u8054\u60f3\u5230Transformer\u51fa\u73b0\u7684\u65f6\u5019\u3002<\/strong><\/p>\n<p>\u5f53\u521dAttention\u673a\u5236\u4e5f\u5df2\u7ecf\u5728\u5b9e\u9a8c\u5ba4\u8d70\u7ea2\uff0c\u4f46\u4e89\u8bae\u4f9d\u7136\u4e0d\u65ad\uff0c\u662f\u76f8\u4fe1\u5b83\u7684\u6f5c\u529b\u7684Google\u771f\u6b63\u5806\u4e0a\u4e86\u7b97\u529b\u548c\u8d44\u6e90\uff0c\u628a\u5b83\u4ece\u7406\u8bba\u5b9e\u9a8c\uff0c\u505a\u6210\u4e86\u5927\u89c4\u6a21\u90e8\u7f72\u5b9e\u73b0\u51fa\u6765\u7684\u771f\u4e1c\u897f\u3002\u63a5\u4e0b\u6765\u624d\u6709\u4e86\u4eba\u4eec\u8702\u62e5\u800c\u4e0a\uff0c\u6cbf\u7740\u88ab\u8bc1\u660e\u7684\u8def\u7ebf\u8d70\u5230\u4eca\u5929\u7684\u7e41\u8363\u3002<\/p>\n<p>\u5f53\u65f6\u7684Transformer\u628a\u6ce8\u610f\u529b\u673a\u5236\u5806\u4e86\u66f4\u591a\u5c42\uff0c\u7528\u4e0a\u4e86\u66f4\u591a\u7684\u7b97\u529b\uff0c\u4eca\u5929\u7684MiniMax-01\u5219\u5728\u5c1d\u8bd5\u5f7b\u5e95\u6539\u9020\u65e7\u7684\u6ce8\u610f\u529b\u673a\u5236\uff0c\u4e00\u5207\u90fd\u6709\u4e9b\u4f3c\u66fe\u76f8\u8bc6\u3002\u751a\u81f3\u5f53\u65f6Google\u7684\u7814\u7a76\u5458\u4e3a\u4e86\u5f3a\u8c03\u6ce8\u610f\u529b\u673a\u5236\u800c\u8d77\u7684\u90a3\u4e2a\u8457\u540d\u7684\u8bba\u6587\u6807\u9898\u201cAttention is all you need \u201d\u4e5f\u975e\u5e38\u9002\u5408\u88abMiniMax\u501f\u9274\uff1a\u7ebf\u6027\u6ce8\u610f\u529bis all you need \u2014\u2014<\/p>\n<p><strong>\u201c\u6a21\u578b\u76ee\u524d\u4ecd\u67091\/8 \u4fdd\u7559\u4e86\u666e\u901asoftmax \u6ce8\u610f\u529b\u3002\u6211\u4eec\u6b63\u5728\u7814\u7a76\u66f4\u6709\u6548\u7684\u67b6\u6784\uff0c\u6700\u7ec8\u5b8c\u5168\u53bb\u6389softmax \u6ce8\u610f\u529b\uff0c\u4ece\u800c\u6709\u53ef\u80fd\u5728\u4e0d\u51fa\u73b0\u8ba1\u7b97\u8fc7\u8f7d\u7684\u524d\u63d0\u4e0b\u5b9e\u73b0\u65e0\u9650\u5236\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002\u201d<\/strong><\/p>\n<p>&nbsp;<\/p>\n<h2>\u6a21\u578b\u4ef7\u683c<\/h2>\n<p>\u8f93\u5165\uff1a1\u5143\/\u767e\u4e07 <a href=\"https:\/\/www.kdjingpai.com\/pt\/tokenization\/\">token<\/a><\/p>\n<p>\u8f93\u51fa\uff1a8\u5143\/\u767e\u4e07 token<\/p>\n<p>\u57fa\u672c\u4e0a\u95ed\u773c\u7528\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u6a21\u578b\u8d44\u6e90<\/h2>\n<p>\u4ee3\u7801\uff1a<strong>https:\/\/github.com\/MiniMax-AI\/MiniMax-01<\/strong><\/p>\n<p>\u6a21\u578b\uff1a<strong>https:\/\/huggingface.co\/MiniMaxAI\/MiniMax-Text-01<\/strong>, <strong>https:\/\/huggingface.co\/MiniMaxAI\/MiniMax-VL-01<\/strong><\/p>\n<p>\u6280\u672f\u62a5\u544a\uff1a<strong>https:\/\/filecdn.minimax.chat\/_Arxiv_MiniMax_01_Report.pdf<\/strong><\/p>\n<p>\u7f51\u9875\u7aef\uff1a<strong>https:\/\/hailuo.ai<\/strong><\/p>\n<p>API: <strong>https:\/\/www.minimaxi.com\/<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u201cMoE\u201d\u52a0\u4e0a\u201c\u524d\u6240\u672a\u6709\u5927\u89c4\u6a21\u6295\u5165\u751f\u4ea7\u73af\u5883\u7684 Lightning Attention\u201d\uff0c\u518d\u52a0\u4e0a\u201c\u4ece\u6846\u67b6\u5230CUDA\u5c42\u9762\u7684\u5982\u8f6f\u4ef6\u548c\u5de5\u7a0b\u91cd\u6784\u201d\uff0c\u4f1a\u5f97\u5230\u4ec0\u4e48\uff1f 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1&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[46],"tags":[],"class_list":["post-18528","post","type-post","status-publish","format-standard","hentry","category-news"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/18528","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=18528"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/18528\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=18528"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=18528"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=18528"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}