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\"\u5b9e\u6d4b\u5c0f\u7c73\u6700\u5feb1T\u5927\u6a21\u578b\uff1a\u541e\u5410\u91cf\u6bcf\u79d21000+<\/div><\/figure>\n
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\u539f\u7248\u53ea\u6709\u4e00\u53e5\u8bdd\u7684\u7b2c\u4e8c\u5e55\u88ab\u62c6\u6210\u4e09\u5c42\u9012\u8fdb\u51b2\u7a81\uff0c\u8865\u5145\u4e86\u4e2d\u70b9\u548c\u7b2c\u4e8c\u8f6c\u6298\u70b9\uff0c\u7236\u4eb2\u4ece\u5355\u7eaf\u7684\u4fe1\u606f\u4f20\u9012\u8005\u53d8\u6210\u4e86\u5168\u7247\u6700\u91cd\u8981\u7684\u201c\u7ffb\u8bd1\u8005\u201d\uff0c\u9648\u9ed8\u7684\u201c\u5c81\u6708\u9759\u597d\u201d\u4e5f\u88ab\u63a8\u7ffb\uff0c\u8fd9\u4e2a\u8bbe\u5b9a\u76f4\u63a5\u6253\u788e\u4e86\u4e3b\u89d2\u5bf9\u201c\u53e6\u4e00\u79cd\u4eba\u751f\u201d\u7684\u6d6a\u6f2b\u5316\u60f3\u8c61\u3002<\/p>\n

\u8fd9\u7c7b\u4efb\u52a1\u7684\u4ef7\u503c\u5728\u4e8e\u591a\u89d2\u8272\u540c\u65f6\u5728\u7ebf\u3001\u5b9e\u65f6\u534f\u540c\u63a8\u8fdb\u540c\u4e00\u4e2a\u76ee\u6807\u3002\u4e09\u4e2asubagent\u5e76\u884c\u8dd1\u5b8c\u518d\u6c47\u603b\uff0c\u6574\u6761\u94fe\u8def\u6ca1\u6709\u7b49\u5f85\u611f\u3002<\/p>\n

\u6362\u6210\u63a8\u7406\u901f\u5ea6\u4e0d\u591f\u5feb\u7684\u6a21\u578b\uff0c\u6bcf\u4e2a\u8282\u70b9\u90fd\u4f1a\u79ef\u7d2f\u5ef6\u8fdf\uff0c\u6700\u7ec8\u62d6\u6210\u4e00\u4e2a\u65ad\u65ad\u7eed\u7eed\u7684\u6d41\u7a0b\u3002<\/p>\n

1000 TPS\u5728\u8fd9\u91cc\u7684\u4ef7\u503c\uff0c\u662f\u8ba9\u591aAgent\u534f\u540c\u4ece\u7406\u8bba\u4e0a\u53ef\u884c\u53d8\u6210\u7528\u8d77\u6765\u771f\u7684\u6d41\u7545\u3002<\/p>\n

\u5728MiMo-V2.5-Pro-UltraSpeed\u51fa\u73b0\u4e4b\u524d\uff0c\u4e1a\u754c\u80fd\u516c\u5f00\u770b\u5230\u7684\u6700\u5feb\u63a8\u7406\u901f\u5ea6\uff0c\u5927\u6982\u662f\u8ba9\u4e00\u4e2a400B\u53c2\u6570\u7684\u6a21\u578b\uff0c\u8dd1\u51fa400 TPS\u7684\u541e\u5410\u91cf\u3002<\/p>\n

\u867d\u7136\u53c2\u6570\u91cf\u548c\u541e\u5410\u91cf\u90fd\u53ea\u6709MiMo-V2.5-Pro-UltraSpeed\u7684\u56db\u6210\uff0c\u4f46\u8fd9\u5b9e\u9645\u4e0a\u5df2\u7ecf\u662f\u76f8\u5f53\u6fc0\u8fdb\u7684\u9009\u62e9\u3002<\/p>\n

\u4e4b\u6240\u4ee5\u8bf4\u6fc0\u8fdb\uff0c\u662f\u56e0\u4e3a\u8fd9\u6837\u7684\u901f\u5ea6\u57fa\u672c\u4e0a\u662f\u9760\u524a\u51cf\u6a21\u578b\u53c2\u6570\u91cf\u6362\u6765\u7684\uff0c\u4ee3\u4ef7\u5c31\u662f\u667a\u5546\u964d\u4f4e\u3002<\/p>\n

\u4f46\u5c0f\u7c73\u5728\u6a21\u578b\u63d0\u901f\u8fd9\u4e2a\u95ee\u9898\u4e0a\uff0c\u9009\u4e86\u4e00\u6761\u66f4\u96be\u8d70\u7684\u8def\u3002<\/p>\n

MiMo-V2.5-Pro-UltraSpeed\u7684\u8d77\u70b9\u662f\u7ea61T\u603b\u53c2\u6570\u30011M\u8d85\u957f\u4e0a\u4e0b\u6587\u7684\u65d7\u8230\u6a21\u578b\uff0c\u76ee\u6807\u662f\u5728\u901a\u7528GPU\u4e0a\u628a\u5355API\u63a8\u7406\u901f\u5ea6\u62c9\u52301000+ TPS\uff0c\u4e09\u4e2a\u6761\u4ef6\u4e00\u4e2a\u90fd\u4e0d\u80fd\u653e\u3002<\/p>\n

\u4e3a\u6b64\uff0c\u5c0f\u7c73\u4ece\u6a21\u578b\u5c42\u3001\u5f15\u64ce\u5c42\u3001\u7cfb\u7edf\u5c42\u4e09\u4e2a\u5c42\u9762\u540c\u65f6\u4e0b\u624b\uff0c\u8fdb\u884c\u4e86\u5168\u94fe\u8def\u7684\u8054\u5408\u8bbe\u8ba1\u3002<\/p>\n

\u6a21\u578b\u5c42\u627f\u62c5\u4e86\u4e24\u4ef6\u4e8b\uff0c\u4e00\u662f\u89e3\u51b31M\u8d85\u957f\u4e0a\u4e0b\u6587\u4e0b\u7684\u8ba1\u7b97\u538b\u529b\uff0c\u4e8c\u662f\u5904\u7406\u53c2\u6570\u5e26\u5bbd\u7684\u538b\u529b\u3002<\/p>\n

\u9488\u5bf9\u4e0a\u4e0b\u6587\u95ee\u9898\uff0cMiMo-V2.5\u7cfb\u5217\u91c7\u7528\u4e86Hybrid SWA\uff08\u6df7\u5408\u6ed1\u52a8\u7a97\u53e3\u6ce8\u610f\u529b\uff09\u67b6\u6784\u3002\u628a\u6ce8\u610f\u529b\u673a\u5236\u62c6\u6210\u4e86\u4e24\u7ea7\u3002<\/p>\n

\u5177\u4f53\u6765\u8bf4\uff0c\u6a21\u578b\u53ea\u9488\u5bf9\u6700\u8fd1\u7684\u4e00\u6bb5\u4e0a\u4e0b\u6587\u7ee7\u7eed\u505a\u7cbe\u7ec6\u8ba1\u7b97\uff0c\u66f4\u65e9\u7684\u5185\u5bb9\u5219\u5148\u88ab\u538b\u7f29\uff0c\u4ee5\u66f4\u4f4e\u7684\u6210\u672c\u53c2\u4e0e\u540e\u7eed\u6b65\u9aa4\u3002<\/p>\n

\u8fd9\u79cd\u5206\u5c42\u5904\u7406\u8ba9\u6574\u4f53\u8ba1\u7b97\u91cf\u964d\u5230\u4e86Full Attention\u7684\u7ea61\/7\uff0c1M\u7ea7\u8d85\u957f\u4e0a\u4e0b\u6587\u4e0b\uff0c\u63a8\u7406\u901f\u5ea6\u548c\u6210\u672c\u4f9d\u7136\u80fd\u4fdd\u6301\u7a33\u5b9a\u3002<\/p>\n

\u800c\u5bf9\u4e8e\u5e26\u5bbd\u95ee\u9898\uff0c\u5c0f\u7c73\u5bf9Expert\u6a21\u5757\u5f15\u5165\u4e86FP4\u91cf\u5316\uff0c\u628a\u5e76\u884c\u7684Expert\u6a21\u5757\u53c2\u6570\u538b\u7f29\u52304bit\uff0c\u4ece\u6e90\u5934\u51cf\u5c0f\u663e\u5b58\u5360\u7528\u548c\u8bfb\u5199\u538b\u529b\u3002<\/p>\n

\u4e0e\u6b64\u540c\u65f6\uff0c\u8d1f\u8d23\u4fe1\u606f\u8def\u7531\u548c\u5173\u952e\u903b\u8f91\u7684\u6ce8\u610f\u529b\u6a21\u5757\u548cRouter\u6a21\u5757\u7ee7\u7eed\u4fdd\u6301\u9ad8\u7cbe\u5ea6\uff0c\u518d\u901a\u8fc7\u91cf\u5316\u611f\u77e5\u8bad\u7ec3\u628aFP4\u5f15\u5165\u7684\u8bef\u5dee\u538b\u5230\u6700\u5c0f\u3002<\/p>\n

\u6a21\u578b\u5c42\u6253\u597d\u4e86\u57fa\u7840\uff0c\u5f15\u64ce\u5c42\u8981\u89e3\u51b3\u7684\u662fdecode\u9636\u6bb5\u7684\u6210\u672c\u95ee\u9898\u3002<\/p>\n

\u5c0f\u7c73\u91c7\u7528\u7684DFlash\u65b9\u6848\u5bf9\u4f20\u7edf\u7684Speculative Decoding\u8349\u7a3f\u7ebf\u505a\u4e86\u7ed3\u6784\u6027\u6539\u9020\uff0c\u5c06\u8349\u7a3f\u6a21\u578b\u6cbf\u65f6\u95f4\u8f74\u9010token\u4e32\u884c\u751f\u6210\u7684\u6a21\u5f0f\uff0c\u6539\u6210\u5bf9\u4e00\u6574\u5757\u4f4d\u7f6e\u540c\u65f6\u5e76\u884c\u52a0\u5de5\u3002<\/p>\n

\u540c\u65f6\uff0c\u4e3b\u6a21\u578b\u4e5f\u4e0d\u518d\u5bf9\u6bcf\u4e2atoken\u5355\u4ef6\u9a8c\u6536\uff0c\u53d8\u6210\u4e86\u5bf9\u6574\u6279\u534a\u6210\u54c1\u96c6\u4e2d\u5ba1\u6838\uff0c\u5408\u683c\u7684\u6574\u4f53\u63a5\u5165\uff0c\u4e0d\u5408\u683c\u7684\u5c40\u90e8\u8fd4\u5de5\u3002<\/p>\n

\u8349\u7a3f\u6a21\u578b\u540c\u6837\u4f7f\u7528\u4e86SWA\u67b6\u6784\uff0c\u5e76\u7ecf\u8fc7\u4e13\u9879\u7684\u5bc6\u96c6\u957f\u94fe\u8def\u6570\u636e\u8bad\u7ec3\uff0c\u4fdd\u8bc1\u6bcf\u6b21\u5e76\u884c\u4ea7\u51fa\u7684\u4e00\u6279\u5019\u9009token\u6709\u8db3\u591f\u9ad8\u7684\u5408\u683c\u7387\u3002<\/p>\n

\u7cfb\u7edf\u5c42\u662f\u63a8\u7406\u94fe\u8def\u7684\u6700\u540e\u4e00\u9053\u5173\u5361\u3002<\/p>\n

\u5f53TPS\u63d0\u5347\u5230\u5343\u7ea7\u4e4b\u540e\uff0c\u74f6\u9888\u5728\u4e8e\u5de5\u5e8f\u4e4b\u95f4\u7684\u5207\u6362\u5f00\u9500\uff0c\u4ee5\u53ca\u4e3a\u5c0f\u6279\u91cf\u8bf7\u6c42\u9891\u7e41\u542f\u505c\u5e26\u6765\u7684\u7b49\u5f85\u635f\u8017\u3002<\/p>\n

\u5728\u4e0a\u8ff0\u4f18\u5316\u7684\u57fa\u7840\u4e0a\uff0c\u5c0f\u7c73\u53c8\u4e0eTileRT\u56e2\u961f\u6df1\u5ea6\u534f\u4f5c\uff0c\u5728GPU\u6267\u884c\u8def\u5f84\u4e0a\u505a\u4e86\u4e24\u9879\u5173\u952e\u4f18\u5316\u3002<\/p>\n

\u5c0f\u7c73\u7efc\u5408\u5e94\u7528\u8fd9\u4e9b\u6280\u672f\u7684\u7ed3\u679c\uff0c\u5c31\u662f\u771f\u7684\u8ba91T\u53c2\u6570\u7684\u6a21\u578b\uff0c\u5728\u901a\u7528GPU\u4e0a\u8dd1\u51fa\u4e861000+ TPS\u7684\u901f\u5ea6\uff0c\u5e76\u4e14\u53ef\u4ee5\u7a33\u5b9a\u590d\u73b0\u3002<\/p>\n

\u5bf9\u4e8e\u5c0f\u7c73\u6765\u8bf4\uff0c\u901f\u5ea6\u63d0\u5347\u7684\u610f\u4e49\uff0c\u8fdc\u4e0d\u6b62Token\u541e\u5410\u5f97\u66f4\u5feb\u8fd9\u4e00\u4ef6\u4e8b\u3002<\/p>\n

\u8fc7\u53bb\uff0c1T\u53c2\u6570\u7684\u65d7\u8230\u5927\u6a21\u578b\u592a\u5927\u3001\u592a\u6162\uff0c\u53ea\u80fd\u505a\u201c\u4e8b\u540e\u8bf8\u845b\u4eae\u201d\uff0c\u5f88\u96be\u63a5\u5165\u5bf9\u5ef6\u8fdf\u6781\u654f\u611f\u7684\u5b9e\u65f6\u4e1a\u52a1\u3002<\/p>\n

\u4f8b\u5982\u9ad8\u9891\u91cf\u5316\u4ea4\u6613\u8981\u6c42\u5728\u6beb\u79d2\u7ea7\u7a97\u53e3\u5185\u5206\u6790\u5e02\u573a\u4fe1\u53f7\u5e76\u9a71\u52a8\u4e0b\u5355\uff0c\u91d1\u878d\u5b9e\u65f6\u53cd\u6b3a\u8bc8\u98ce\u63a7\u8981\u6c42\u6bcf\u7b14\u4ea4\u6613\u57280.1\u79d2\u5185\u5b8c\u6210\u98ce\u9669\u8bc4\u4f30\uff0c\u5e7f\u544aRTB\u7ade\u4ef7\u8981\u6c42\u5728100\u6beb\u79d2\u7684\u8bf7\u6c42\u7a97\u53e3\u91cc\u5b8c\u6210\u7528\u6237\u753b\u50cf\u3001\u521b\u610f\u5339\u914d\u548c\u51fa\u4ef7\u51b3\u7b56\u3002<\/p>\n

\u8fd9\u4e9b\u573a\u666f\u957f\u671f\u53ea\u80fd\u4f9d\u8d56\u89c4\u5219\u5f15\u64ce\u6216\u5c0f\u6a21\u578b\uff0c\u65d7\u8230\u5927\u6a21\u578b\u7684\u6df1\u5ea6\u63a8\u7406\u80fd\u529b\u4e00\u76f4\u88ab\u6321\u5728\u95e8\u5916\u3002<\/p>\n

\u800c\u5728\u5355API\u7a33\u5b9a\u8dd1\u52301000+ TPS\u4e4b\u540e\uff0c\u8fd9\u9053\u95e8\u88ab\u63a8\u5f00\u4e86\u3002<\/p>\n

\u65e5\u5e38\u751f\u4ea7\u529b\u573a\u666f\u4e5f\u5728\u53d1\u751f\u8d28\u53d8\u3002<\/p>\n

\u8fc7\u53bb\u4e00\u4e2a\u5168\u6808\u9879\u76ee\u7684\u91cd\u6784\uff0c\u4ece\u7406\u89e3\u4ee3\u7801\u5e93\u5230\u751f\u6210\u4fee\u6539\u65b9\u6848\u3001\u9010\u6587\u4ef6\u6539\u5199\u3001\u8dd1\u6d4b\u8bd5\u3001\u4feebug\uff0c\u5e38\u5e38\u62d6\u62108\u523012\u5206\u949f\u7684\u7b49\u5f85\u3002<\/p>\n

\u73b0\u5728\u540c\u6837\u7684\u4efb\u52a1\u88ab\u538b\u7f29\u8fdb\u51e0\u5341\u79d2\uff0c\u590d\u6742\u62a5\u544a\u7684\u8ba8\u8bba\u4e5f\u4ece\u628a\u95ee\u9898\u4e22\u7ed9\u6a21\u578b\u7b49\u5b83\u60f3\u597d\uff0c\u53d8\u6210\u4e86\u548c\u6a21\u578b\u4e00\u8d77\u8fb9\u60f3\u8fb9\u6539\u3002<\/p>\n

\u603b\u4e4b\uff0c\u5f88\u591a\u8fc7\u53bb\u88ab\u901f\u5ea6\u548c\u6210\u672c\u6321\u5728\u95e8\u5916\u7684\u5e94\u7528\u573a\u666f\uff0c\u5982\u4eca\u843d\u5730\u7684\u6761\u4ef6\u6b63\u5728\u6210\u719f\u3002<\/p>\n

\u4e3aMiMo-V2.5-Pro-UltraSpeed\u505a\u7684\u5168\u94fe\u8def\u63a8\u7406\u4f18\u5316\uff0c\u5bf9\u5c0f\u7c73\u6765\u8bf4\u8fd8\u6709\u53e6\u4e00\u5c42\u4ef7\u503c\u3002<\/p>\n

\u8fd9\u5957\u4f18\u5316\u662f\u53ef\u4ee5\u5728\u540e\u7eed\u6a21\u578b\u548c\u4e1a\u52a1\u573a\u666f\u4e0a\u76f4\u63a5\u590d\u7528\u7684\u5e95\u5c42\u80fd\u529b\uff0c\u6362\u4e00\u4ee3\u901a\u7528GPU\u53ea\u9700\u505a\u9002\u914d\u5347\u7ea7\uff0c\u901f\u5ea6\u548c\u6210\u672c\u4f18\u52bf\u53ef\u4ee5\u5e73\u79fb\u5230\u65b0\u5e73\u53f0\u3002<\/p>\n

\u5c0f\u7c73\u81ea\u5bb6\u7684\u6a21\u578b\u548c\u4e1a\u52a1\u573a\u666f\u8d8a\u591a\uff0c\u8fd9\u5957\u80fd\u529b\u88ab\u590d\u7528\u7684\u6b21\u6570\u5c31\u8d8a\u591a\uff0c\u5355\u6b21\u63a8\u7406\u6210\u672c\u8d8a\u644a\u8d8a\u8584\uff0c\u901f\u5ea6\u4f18\u52bf\u53ef\u4ee5\u50cf\u6eda\u96ea\u7403\u4e00\u6837\u8d8a\u653e\u8d8a\u5927\u3002<\/p>\n

\u628a\u8fd1\u671f\u5c0f\u7c73\u5927\u6a21\u578b\u7684\u51e0\u4e2a\u52a8\u4f5c\u4e32\u8d77\u6765\u770b\uff0c\u4fe1\u53f7\u66f4\u52a0\u6e05\u6670\u3002<\/p>\n

\u5c0f\u7c73\u6a21\u578b\u767b\u9876\u5168\u7403\u5f00\u6e90\u6a21\u578b\u7b2c\u4e00\u3001MiMo-2.5\u7cfb\u5217\u5168\u9762\u8c03\u4ef7\uff0c\u73b0\u5728\u53c8\u63a8\u51fa1000 tokens\/s\u7684\u65d7\u8230\u9ad8\u901f\u6a21\u578b\uff0c\u4e09\u4ef6\u4e8b\u4f9d\u6b21\u843d\u5730\uff0c\u9ad8\u901f\u3001\u9ad8\u667a\u5546\u3001\u5168\u94fe\u8def\u6210\u672c\u4f18\u5316\u540c\u65f6\u5230\u4f4d\u3002<\/p>\n

\u8fd9\u4e9b\u4e8b\u4ef6\u80cc\u540e\uff0c\u6307\u5411\u7684\u662f\u540c\u4e00\u4e2a\u65b9\u5411\uff0c\u90a3\u5c31\u662f\u7cfb\u7edf\u6027\u5730\u62c6\u9664\u5927\u6a21\u578b\u5546\u4e1a\u5316\u8def\u4e0a\u7684\u6bcf\u4e00\u9053\u969c\u788d\u3002<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

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