{"id":39058,"date":"2025-02-28T17:01:38","date_gmt":"2025-02-28T09:01:38","guid":{"rendered":"https:\/\/17aitech.com\/?p=39058"},"modified":"2025-02-28T17:01:38","modified_gmt":"2025-02-28T09:01:38","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e9%9a%90%e8%97%8f%e7%8e%a9%e5%ae%b6%e4%b8%8a%e6%a1%8c%ef%bc%9adeepseek-%e5%90%91%e5%b7%a6%ef%bc%8c%e9%9d%a2%e5%a3%81%e5%90%91%e5%8f%b3","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39058","title":{"rendered":"\u5927\u6a21\u578b\u9690\u85cf\u73a9\u5bb6\u4e0a\u684c\uff1aDeepSeek \u5411\u5de6\uff0c\u9762\u58c1\u5411\u53f3"},"content":{"rendered":"<p>\u4f5c\u8005\u4e28\u6731\u53ef\u8f69<\/p>\n<p>\u7f16\u8f91\u4e28\u9648\u5f69\u5a34<\/p>\n<p>\u5927\u6a21\u578b\u8d5b\u8dd1\u4e24\u5e74\u540e\uff0c\u73a9\u5bb6\u5df2\u9010\u6b65\u5206\u5316\u4e3a\u4e09\u79cd\u8d8b\u52bf\uff1a\u4e00\u7c7b\u73a9\u5bb6\u4ecd\u8ffd\u968f OpenAI \u7684\u811a\u6b65\u5377\u5927\u53c2\u6570\u57fa\u5ea7\u6a21\u578b\uff0c\u53e6\u5916\u4e00\u7c7b\u70e7\u4e0d\u8d77\u94b1\u7684\u73a9\u5bb6\u8f6c\u5934\u62e5\u62b1\u5e94\u7528\u7aef\uff0c\u800c\u7b2c\u4e09\u7c7b\u5219\u81ea\u59cb\u81f3\u7ec8\u90fd\u5728\u6478\u7d22\u5982\u4f55\u66f4\u9ad8\u6548\u6253\u9020\u51fa\u6027\u80fd\u66f4\u4f18\u7684\u6a21\u578b\u3002<\/p>\n<p>\u76ee\u524d\uff0c\u7b2c\u4e00\u7c7b\u5377\u5411\u5927\u53c2\u6570\u7684\u73a9\u5bb6\u4e5f\u90fd\u5728\u5bfb\u627e\u9ad8\u6548\u89e3\u51b3\u65b9\u6848\uff0c\u8fde OpenAI \u6b64\u524d\u53d1\u5e03 GPT-4o mini \u5207\u5165\u5c0f\u6a21\u578b\u5e02\u573a\uff0cMeta Llama 3.1-8B\u3001\u5fae\u8f6f Phi-3-vision \u548c Phi-4 14B \u3001\u8c37\u6b4c Gemma 2 \u4ee5\u53ca\u963f\u91cc Qwen 2.5 \u7b49\u4e00\u7cfb\u5217\u5c0f\u6a21\u578b\u4e5f\u90fd\u662f\u5934\u90e8\u73a9\u5bb6\u5728\u505a\u7684\u5e03\u5c40\u3002<\/p>\n<p>\u7b97\u529b\u5b58\u5728\u4e0a\u9650\u5df2\u662f\u4e0d\u4e89\u7684\u4e8b\u5b9e\uff0c\u800c\u4e14\u4e5f\u5e76\u975e\u53c2\u6570\u8d8a\u5927\u5c31\u610f\u5473\u7740\u6548\u679c\u4e00\u5b9a\u80fd\u8fbe\u5230\u9884\u671f\uff0c\u66f4\u4f55\u51b5\uff0c\u5982\u82e5\u5982\u679c\u6bcf\u589e\u957f\u4e00\u500d\u53c2\u6570\u89c4\u6a21\uff0c\u6548\u679c\u80fd\u529b\u5374\u5e76\u672a\u5448\u4e00\u500d\u589e\u957f\uff0c\u5927\u6a21\u578b\u53d1\u5c55\u8d77\u6765\u4f1a\u5f88\u6162\uff1a<\/p>\n<p>OpenAI \u80fd\u7528\u767e\u5343\u4ebf\u8fbe\u5230 GPT-4 \u7684\u6c34\u5e73\uff0c\u5176\u4ed6\u5bb6\u5219\u53ef\u80fd\u9700\u8981\u6295\u5165\u66f4\u591a\u8d44\u6e90\uff0c\u5982\u6b64\u4e00\u6765\u8981\u8ffd\u8d76 GPT-5 \u4f1a\u66f4\u96be\uff0c\u56e0\u4e3a\u5728 OpenAI \u7684\u57fa\u7840\u4e0a\u518d\u52a0\u7801\u66f4\u591a\u7b97\u529b\u3001\u53c2\u6570\u7684\u53ef\u80fd\u6027\u4e0d\u5927\uff0c\u8fd9\u5bf9\u4e8e\u5927\u591a\u6570\u65e0\u6cd5\u5982\u540c OpenAI \u4e00\u822c\u5927\u628a\u70e7\u94b1\u7684\u73a9\u5bb6\u800c\u8a00\u5e76\u975e\u7406\u667a\u9009\u62e9\u3002<\/p>\n<p>\u6240\u4ee5\u53ef\u4ee5\u770b\u5230\uff0c\u73b0\u5982\u4eca\u5df2\u6709\u4e0d\u5c11\u73a9\u5bb6\u9009\u62e9\u6295\u8eab\u5e94\u7528\u7aef\uff0c\u4e0d\u518d\u6267\u7740\u4e8e\u57fa\u5ea7\u5927\u6a21\u578b\u3002\u800c\u7ee7\u7eed\u575a\u6301\u7684\u73a9\u5bb6\u4eec\uff0c\u5219\u5728\u601d\u8003\u5982\u4f55\u57fa\u4e8e\u6709\u9650\u7684\u8d44\u6e90\uff0c\u5c06\u6bcf\u4e2a\u53c2\u6570\u7684\u4f5c\u7528\u53d1\u6325\u5230\u6781\u81f4\uff0c\u8fd9\u624d\u662f\u591a\u6570\u4eba\u4e00\u81f4\u770b\u597d\u7684\u5927\u6a21\u578b\u8bad\u7ec3\u6700\u7ec8\u65b9\u5411\u3002\u4e0d\u8fc7\uff0c\u73b0\u9636\u6bb5\uff0c\u6a21\u578b\u53c2\u6570\u7684\u80fd\u529b\u4e0a\u9650\u8fd8\u8fdc\u672a\u5b8c\u5168\u63a2\u7d22\u5230\u3002<\/p>\n<p>\u6cbf\u7740\u8fd9\u4e00\u601d\u8def\uff0c\u56fd\u5185\u521b\u4e1a\u961f\u4f0d\u4e2d\uff0c\u9762\u58c1\u548c DeepSeek \u51ed\u501f\u9ad8\u6548\u4e14\u5f00\u6e90\u7684\u6a21\u578b\u8fc5\u901f\u5f15\u53d1\u5e7f\u6cdb\u5173\u6ce8\uff0c\u5e76\u5728\u6d77\u5916\u793e\u533a\u5f97\u5230\u9ad8\u5ea6\u8bc4\u4ef7\uff0c\u7ecf\u6d4e\u5b66\u4eba\u4e5f\u66fe\u5c06\u4ed6\u4eec\u5e76\u79f0\u4e3a\u4e2d\u56fd\u6700\u5177\u521b\u65b0\u80fd\u529b\u7684\u5927\u6a21\u578b\u516c\u53f8\u3002<\/p>\n<p>\u5f53\u524d\uff0c\u5728\u56fd\u5185\u5927\u6a21\u578b\u521b\u4e1a\u73a9\u5bb6\u961f\u4f0d\u91cc\uff0c\u9664\u4e86\u53d7\u5230\u70ed\u6367\u7684\u516d\u5c0f\u9f99\u5916\uff0c\u9762\u58c1\u548c DeepSeek \u8fd9\u4e24\u53ea\u6f5c\u529b\u80a1\u4e5f\u5df2\u5148\u540e\u52a0\u5165\u6218\u5c40\uff0c\u5927\u6a21\u578b\u660e\u663e\u5448\u73b0\u51fa\u201c6+2\u201d\u683c\u5c40\u3002<\/p>\n<p>\u56fd\u5185\u6bcf\u6709\u521b\u65b0\u5b9a\u4f1a\u5728\u6d77\u5916\u5148\u6380\u8d77\u98ce\u6d6a\uff1aDeepSeek \u5728\u53bb\u5e74\u53d1\u5e03 DeepSeek-V2 \u6a21\u578b\u56e0\u201c\u767d\u83dc\u4ef7\u201d\u4e00\u4e3e\u6210\u540d\u540e\uff0c\u5176\u8fd1\u671f\u65b0\u53d1\u5e03\u7684 V3 \u6a21\u578b\u5219\u6536\u5230\u4e86\u7845\u8c37\u5927\u4f6c\u7684\u4e00\u81f4\u60ca\u53f9\uff0c\u800c\u9762\u58c1\u6b64\u524d\u5219\u66fe\u56e0 MiniCPM-Llama3-V 2.5 \u6a21\u578b\u88ab\u7845\u8c37\u56e2\u961f\u5957\u58f3\u6284\u88ad\u4e00\u4e8b\u5f15\u53d1\u70ed\u8bae\uff0c\u540e\u7eed\u5176\u4e5f\u56e0\u53e6\u8f9f\u8e4a\u5f84\u805a\u7126\u7aef\u4fa7\u800c\u5f97\u5230\u4e1a\u5185\u5bc6\u5207\u5173\u6ce8\u3002<\/p>\n<p>\u6d77\u5185\u5916\u79d1\u6280\u5708\u5bf9\u4e8c\u8005\u6280\u672f\u5b9e\u529b\u7684\u8ba4\u53ef\u80fd\u591f\u53ef\u89c1\u4e00\u6591\uff0c\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u4ed6\u4eec\u80cc\u540e\u7684\u56e2\u961f\u4e5f\u5747\u6765\u81ea\u6e05\u5317\u9ad8\u6821\uff0c\u9762\u58c1\u7684\u6838\u5fc3\u6210\u5458\u5927\u591a\u6765\u81ea\u6e05\u534e NLP \u5b9e\u9a8c\u5ba4\uff0cDeepSeek \u4e5f\u504f\u7231\u5438\u7eb3\u5e74\u8f7b\u7684\u6e05\u5317\u5e94\u5c4a\u4eba\u624d\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u9664\u524d\u6240\u8ff0\uff0c\u53cc\u65b9\u7684\u5dee\u5f02\u4e5f\u5ba2\u89c2\u5b58\u5728\uff1a\u9996\u5148\uff0c\u5728\u7a00\u758f\u65b9\u9762\uff0cDeepSeek \u9009\u62e9\u4e86\u4ece\u5934\u8bad\u7ec3 MoE \u6a21\u578b\uff0c\u9762\u5411\u4e91\u7aef\uff0cMoE \u786e\u4e3a\u8f83\u4f18\u65b9\u6848\uff0c\u4f46\u7aef\u4fa7\u5219\u5e76\u4e0d\u9002\u5408 MoE\uff0c\u9762\u58c1\u4e5f\u627e\u5230\u4e86\u66f4\u9002\u914d\u7684\u65b9\u6848\uff0c\u5176\u4e0d\u4ec5\u5728 MiniCPM-S \u7cfb\u5217\u5f15\u5165\u4e86\u81ea\u7814\u7a00\u758f\u5316\u65b9\u6848\uff0c\u8fd8\u63d0\u51fa\u4e86\u65b0\u578b\u7c7b\u8111\u9ad8\u6548\u7a00\u758f Configurable Foundation Model \u67b6\u6784\uff1b<\/p>\n<p>\u5176\u6b21\uff0cDeepSeek \u7684\u9ad8\u6548\u662f\u9ad8\u5ea6\u5b9a\u5236\u7684\u6280\u672f\u4f53\u7cfb\uff0cMoE \u548c MLA \u5f3a\u7ed1\u5b9a\uff0c\u5e76\u4e14\u4e3b\u8981\u9762\u5411\u5927\u96c6\u7fa4\u8bad\u7ec3\u3001\u90e8\u7f72\u670d\u52a1\uff0c\u7528\u4e91\u63d0\u4f9b\u7528\u6237\u670d\u52a1\u7684\u6781\u81f4\u4f18\u5316\uff0c\u9762\u58c1\u5219\u662f\u9762\u5411\u8fb9\u7aef\u7b97\u529b\u573a\u666f\u8fdb\u884c\u6781\u81f4\u4f18\u5316\uff0c\u66f4\u770b\u91cd\u5355\u8bbe\u5907\u670d\u52a1\u7684\u9ad8\u6548\u6027\uff1b<\/p>\n<p>\u518d\u6b21\uff0cDeepSeek \u5728\u9ad8\u6548\u8bad\u7ec3\u5c42\u9762\u5c0f\u6709\u6240\u6210\uff0c\u800c\u9762\u58c1\u5728\u9ad8\u6548\u63a8\u7406\u65b9\u9762\u5219\u66f4\u4e3a\u5f97\u5fc3\u5e94\u624b\u3002\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u9ad8\u6548\u6027\u5b9e\u9645\u4e0a\u4e5f\u662f\u6a21\u578b\u90e8\u7f72\u5728\u7aef\u4fa7\u9700\u8981\u653b\u514b\u7684\u96be\u70b9\u95ee\u9898\uff0c\u800c\u8fd9\u4e5f\u662f\u9762\u58c1\u65e9\u65e9\u5f00\u59cb\u5207\u5165\u7684\u8d5b\u9053\u3002<\/p>\n<p style=\"text-align: center\">\n<p style=\"text-align: center\"><span style=\"font-size: 20px\"><strong><br \/><\/strong><\/span><\/p>\n<p style=\"text-align: center\"><span style=\"font-size: 20px\"><strong>\u300c\u9ad8\u6548\u300d\u95ee\u9898\u4f55\u89e3\uff1f<\/strong><\/span><\/p>\n<p>\u8fd1\u65e5\uff0c\u88ab\u79f0\u4e3a\u201c\u5927\u6a21\u578b\u5c4a\u62fc\u591a\u591a\u201d\u7684 DeepSeek \u53d1\u5e03\u4e86 DeepSeek-V3 \u6a21\u578b\uff0c\u5728\u591a\u9879\u8bc4\u6d4b\u6210\u7ee9\u4e0a\uff0c\u8d85\u8d8a\u4e86 Qwen2.5-72B \u548c Llama 3.1 405B \u7b49\u5176\u4ed6\u5f00\u6e90\u6a21\u578b\uff0c\u5e76\u4e14\u5b9e\u73b0\u8fd9\u4e00\u70b9\uff0c\u4ec5\u7528\u4e86 2048 \u5757 H800\uff0c\u4f5c\u4e3a\u5bf9\u6bd4\uff0cLlama 3 405B \u6b64\u524d\u5171\u4f7f\u7528\u4e86 16384 \u5757 H100 \u8bad\u7ec3\u3002<\/p>\n<p>DeepSeek \u6b64\u756a\u4e5f\u518d\u5ea6\u70b9\u71c3\u4e86\u4e1a\u5185\u5bf9\u4e8e\u9ad8\u6548\u8bad\u7ec3\u5927\u6a21\u578b\u7684\u70ed\u8bae\uff0c\u65e0\u5c3d\u70e7\u94b1\u5e76\u975e\u957f\u4e45\u4e4b\u8ba1\u3002\u636e\u6089\uff0cDeepSeek-V3 \u6a21\u578b\u7684\u603b\u8bad\u7ec3\u6210\u672c\u4ec5\u4e3a 557.6 \u4e07\u7f8e\u5143\uff0c\u8bad\u7ec3\u65f6\u957f\u5728 280 \u4e07 GPU \u5c0f\u65f6\u3002\u5bf9\u6bd4\u6765\u770b\uff0cGPT-4o \u7684\u8bad\u7ec3\u6210\u672c\u7ea6\u4e3a 1 \u4ebf\u7f8e\u5143\uff0cLlama 3 405B \u8bad\u7ec3\u65f6\u957f\u5219\u4e3a 3080 \u4e07 GPU \u5c0f\u65f6\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8b2d8c43e4fc5bfb52d6b95733f44477.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-8b2d8c43e4fc5bfb52d6b95733f44477.png\"><\/a><\/p>\n<p style=\"text-align: center\">\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2412.19437\" target=\"_blank\" rel=\"nofollow\">https:\/\/arxiv.org\/abs\/2412.19437<\/a><\/p>\n<p style=\"text-align: left\">\u4f17\u6240\u5468\u77e5\uff0c\u57fa\u5ea7\u6a21\u578b\u6700\u5173\u952e\u7684\u4fbf\u662f\u89e3\u51b3\u6548\u7387\u95ee\u9898\uff0c\u800c\u6548\u7387\u662f\u591a\u6837\u7684\uff0c\u7a00\u758f\u5316\u5305\u62ec\u6df7\u5408\u4e13\u5bb6\uff08Mixture of Experts\uff0c\u7b80\u79f0MoE\uff09\u53ef\u4ee5\u5728\u589e\u5927\u6a21\u578b\u53c2\u6570\u89c4\u6a21\u7684\u540c\u65f6\uff0c\u4fdd\u6301\u8ba1\u7b97\u6210\u672c\u8fdc\u4f4e\u4e8e\u76f8\u540c\u53c2\u6570\u89c4\u6a21\u7684\u7a20\u5bc6\u6a21\u578b\uff0c\u8fd9\u4e5f\u662f\u56fd\u5185\u7b97\u529b\u666e\u904d\u6709\u9650\u5883\u51b5\u4e0b\u7684\u5fc5\u7136\u9009\u62e9\u3002<\/p>\n<p style=\"text-align: left\">DeepSeek \u6240\u9009\u62e9\u7684\u8def\u5f84\u662f\u4ece\u5934\u8bad\u7ec3 MoE\uff0c\u8fd9\u79cd\u65b9\u5f0f\u8bad\u8d77\u6765\u76f8\u5bf9\u56f0\u96be\uff0c\u4f46\u4e5f\u80fd\u7f13\u89e3\u4e00\u4e9b\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u57fa\u4e8e\u62f7\u8d1d\u590d\u5236\u5f97\u5230\u7684 MoE \u6a21\u578b\u7684\u6f5c\u5728\u95ee\u9898\uff0c\u56e0\u4e3a\u57fa\u4e8e\u62f7\u8d1d\u7684\u8bdd\uff0c \u4e13\u5bb6\u4e4b\u95f4\u4f1a\u6709\u5f88\u591a\u77e5\u8bc6\u7684\u91cd\u53e0\uff0c\u6743\u91cd\u662f\u5197\u4f59\u7684\uff0c\u53c2\u6570\u7684\u5197\u4f59\u5bf9\u5404\u4e13\u5bb6\u7684\u652f\u6301\u662f\u91cd\u53e0\u7684\u3002<\/p>\n<p style=\"text-align: left\">\u540c\u65f6\uff0c\u4ece\u5934\u8bad\u7ec3\u7684\u81ea\u7531\u5ea6\u4e5f\u8f83\u9ad8\uff0c\u53ef\u4ee5\u907f\u514d\u8001\u6a21\u578b\u7684\u95ee\u9898\uff0c\u4e89\u53d6\u8fbe\u5230 MoE \u6a21\u578b\u4e0a\u9650\u3002\u9762\u5411\u4e91\u7aef\uff0cMoE \u786e\u4e3a\u5f53\u524d\u6700\u4f18\u89e3\uff0c\u4f46\u5c31\u7aef\u4fa7\u800c\u8a00\uff0cMoE \u5219\u4e0d\u4e00\u5b9a\u4e3a\u6b63\u89e3\uff0c\u6240\u4ee5\uff0c\u9762\u58c1\u4e5f\u7ed9\u51fa\u4e86\u65b0\u7684\u7a00\u758f\u5316\u65b9\u6848\u6765\u89e3\u51b3\u7aef\u4fa7\u6a21\u578b\u95ee\u9898\uff1a<\/p>\n<p style=\"text-align: left\">\u53bb\u5e74\uff0c\u9762\u58c1\u5728 MiniCPM-S \u7cfb\u5217\u5f15\u5165\u4e86\u81ea\u7814\u7a00\u758f\u5316\u65b9\u6848\uff0c\u901a\u8fc7\u5c06\u6fc0\u6d3b\u51fd\u6570\u66ff\u6362\u4e3a ReLU \u53ca\u901a\u8fc7\u5e26\u6e10\u8fdb\u7ea6\u675f\u7684\u7a00\u758f\u611f\u77e5\u8bad\u7ec3\u6765\u63d0\u5347\u5927\u6a21\u578b\u7684\u7a00\u758f\u6027\uff0c\u80fd\u5c06 Llama\u3001MiniCPM \u7a00\u758f\u5ea6\u63d0\u5347\u81f3\u63a5\u8fd1 90%\u3002\u5e76\u4e14\u4e5f\u80fd\u591f\u5728\u4fdd\u6301\u6a21\u578b\u539f\u6709\u6c34\u5e73\u7684\u57fa\u7840\u4e0a\uff0c\u6709\u6548\u964d\u4f4e\u6a21\u578b\u63a8\u7406\u7684\u5f00\u9500\uff0c\u4e0e\u4e4b\u76f8\u6bd4\u7684 MoE \u65b9\u6848\u5219\u4f1a\u663e\u8457\u5f71\u54cd\u6a21\u578b\u6548\u679c\u3002<\/p>\n<p style=\"text-align: left\">\u53bb\u5e74\u5e95\uff0c\u6e05\u534e&amp;\u9762\u58c1\u56e2\u961f\u8fd8\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u578b\u7c7b\u8111\u9ad8\u6548\u7a00\u758f Configurable Foundation Model \u67b6\u6784\u3002\u8f83\u4e4b\u4e8e MoE\uff0cCFM \u80fd\u66f4\u672c\u8d28\u548c\u5b8f\u89c2\u5730\u8986\u76d6\u4ece\u9884\u8bad\u7ec3\u5230\u540e\u8bad\u7ec3\u7684\u6a21\u5757\u5316\u5168\u8fc7\u7a0b\uff0c\u4ece\u7ed3\u679c\u4e0a\uff0c\u5bf9\u4e8e\u5927\u6a21\u578b\u201c\u77e5\u8bc6\u5bc6\u5ea6\u201d\u6781\u81f4\u63d0\u5347\u3001\u5bf9\u4e8e\u7aef\u4fa7\u6a21\u578b\u6781\u901f\u4f4e\u80fd\u8017\u63a8\u7406\u80fd\u4ea7\u751f\u66f4\u663e\u8457\u4f5c\u7528\u3002<\/p>\n<p style=\"text-align: left\">\u636e\u9762\u58c1\u5b98\u65b9\u4ecb\u7ecd\uff0c\u8fd9\u4e00\u67b6\u6784\u8bc1\u5b9e\u4e86\u5927\u6a21\u578b\u672c\u8eab\u5c31\u5177\u6709\u9ad8\u6548\u7a00\u758f\u6a21\u5757\u5316\u7279\u6027\u2014\u2014\u5927\u6a21\u578b\u795e\u7ecf\u5143\u4e0e\u4eba\u8111\u7c7b\u4f3c\uff0c\u5728\u9884\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u81ea\u53d1\u5730\u4ea7\u751f\u4e86\u529f\u80fd\u5206\u5316\u4e0e\u5206\u533a\u7684\u6027\u8d28\uff0c\u5404\u81ea\u8d1f\u8d23\u8bed\u8a00\u3001\u6570\u5b66\u3001\u4ee3\u7801\u7b49\u80fd\u529b\uff0c\u4e14\u6bcf\u6b21\u8ba1\u7b97\u8fc7\u7a0b\u4e2d\u5927\u6a21\u578b\u4ec5\u6709\u8fd9\u4e9b\u5206\u533a\u7684\u795e\u7ecf\u5143\u88ab\u6fc0\u6d3b\u3002<\/p>\n<p style=\"text-align: left\">\u56e0\u6b64\uff0cCFM \u5c06\u5927\u6a21\u578b\u62c6\u5206\u4e3a\u9884\u8bad\u7ec3\u9636\u6bb5\u4ea7\u751f\u7684\u6d8c\u73b0\u6a21\u5757\uff08Emergent Brick\uff09\u4e0e\u540e\u8bad\u7ec3\u9636\u6bb5\u4ea7\u751f\u7684\u5b9a\u5236\u6a21\u5757\uff08Customized Brick\uff09\uff0c\u4f7f\u5f97\u8bad\u7ec3\u5927\u6a21\u578b\u53ef\u4ee5\u50cf\u642d\u79ef\u6728\u4e00\u6837\uff0c\u901a\u8fc7\u6a21\u5757\u7684\u68c0\u7d22\u3001\u7ec4\u5408\u3001\u66f4\u65b0\u3001\u589e\u957f\uff0c\u5b9e\u73b0\u590d\u6742\u80fd\u529b\u7684\u7ec4\u5408\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-11a054eabd81b2e87ccdcf4e6183bd5f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-11a054eabd81b2e87ccdcf4e6183bd5f.png\"><\/a><\/p>\n<p>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u9762\u58c1\u5176\u5b9e\u4e5f\u662f\u56fd\u5185\u6700\u65e9\u628a\u7a00\u758f\u6fc0\u6d3b\u8fd9\u5757\u505a\u8d77\u6765\u7684\u56e2\u961f\u3002<\/p>\n<p>\u65e9\u5728 2021 \u5e74 6 \u6708\uff0c\u9762\u58c1\u667a\u80fd\u521b\u59cb\u4eba\u5218\u77e5\u8fdc\u7275\u5934\u7684\u201c\u609f\u9053\u00b7\u6587\u6e90\u201d\u5c31\u53d1\u5e03\u4e86\u5343\u4ebf MoE \u5927\u6a21\u578b CPM-2 \uff0c\u53c2\u4e0e\u6210\u5458\u4e2d\u4e5f\u5305\u62ec\u4e86\u9762\u58c1\u7684\u521d\u59cb\u56e2\u961f\u3002<\/p>\n<p>\u540c\u5e74\uff0c\u9762\u58c1\u56e2\u961f\u53d1\u5e03\u9898\u4e3a\u300aMoEfication\uff1aTransformer Feed-forward layers are Mixtures of Experts\u300b\u7684\u8bba\u6587\uff0c\u63d0\u51fa\u5c06\u4e00\u4e2a\u7a20\u5bc6\u7684\u6a21\u578b\u8f6c\u5316\u4e3a\u7b49\u53c2\u6570\u91cf\u7684 MoE \u6a21\u578b\uff0c\u540c\u6837\u80fd\u5b9e\u73b0\u5927\u5e45\u5ea6\u63a8\u7406\u52a0\u901f\uff0c\u4e5f\u8bc1\u660e\u4e86\u53ea\u4f7f\u7528\u663e\u8d35\u795e\u7ecf\u7f51\u7edc 10% \u5230 30% \u7684\u53c2\u6570\u5c31\u53ef\u4ee5\u4fdd\u7559 95% \u7684\u6027\u80fd\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-9def32d9b79d9da5256c8bcb6ec44ca3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-9def32d9b79d9da5256c8bcb6ec44ca3.png\"><\/a><\/p>\n<p style=\"text-align: center\">\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2110.01786\" target=\"_blank\" rel=\"nofollow\">https:\/\/arxiv.org\/abs\/2110.01786<\/a> <\/p>\n<p style=\"text-align: left\">\u5218\u77e5\u8fdc\u544a\u8bc9 AI \u79d1\u6280\u8bc4\u8bba\uff0c\u5176\u521b\u7acb\u9762\u58c1\u7684\u521d\u8877\u5c31\u662f\u5e0c\u671b\u66f4\u591a\u4eba\u80fd\u4f4e\u6210\u672c\u4f7f\u7528\u5927\u6a21\u578b\uff0c\u6240\u4ee5\u90a3\u65f6\u4ed6\u4eec\u4e5f\u505a\u4e86\u4e00\u5957\u5e73\u53f0\u6a21\u578b\u7684\u8bad\u7ec3\u5fae\u8c03\uff0c\u5c3d\u53ef\u80fd\u964d\u4f4e\u538b\u7f29\u3001\u5fae\u8c03\u7b49\u73af\u8282\u7684\u6210\u672c\u3002<\/p>\n<p style=\"text-align: left\">\u6b64\u540e\uff0c\u9762\u58c1\u4e5f\u4e00\u76f4\u5728\u6cbf\u7740\u964d\u672c\u3001\u9ad8\u6548\u8fd9\u6761\u8def\u5f84\u4e0d\u65ad\u63a2\u7d22\u89e3\u51b3\u65b9\u6848\u3002\u5176\u66fe\u7528 MiniCPM 2.4B \u7684\u5c0f\u6a21\u578b\u5b9e\u73b0\u4e86\u6027\u80fd\u5bf9\u6807 Llama 2 13B\uff0c\u800c\u524d\u8005\u5177\u4f53\u6570\u636e\u7684\u914d\u6bd4\u3001\u53c2\u6570\u914d\u7f6e\u90fd\u662f\u7528\u5341\u5206\u4e4b\u4e00\u751a\u81f3\u66f4\u5c0f\u7684\u6a21\u578b\u8bad\u7ec3\u3001\u9884\u6d4b\u51fa\u7684\u3002\u8fd9\u79cd\u4ee5\u5c0f\u89c1\u5927\u7684\u8def\u5f84\u8bc1\u660e\u4e86\u5f53\u53c2\u6570\u6f5c\u529b\u88ab\u6fc0\u53d1\uff0c\u5c0f\u6a21\u578b\u5b8c\u5168\u80fd\u4f7f\u7528\u66f4\u9ad8\u6548\u7684\u8bad\u7ec3\u65b9\u5f0f\u5b9e\u73b0\u66f4\u597d\u7684\u6027\u80fd\uff0c\u627e\u5230 20B\u300150B \u751a\u81f3\u66f4\u5927\u53c2\u6570\u6a21\u578b\u7684\u6700\u4f18\u89e3\u4e5f\u540c\u6837\u53ef\u80fd\u3002<\/p>\n<p style=\"text-align: left\">\u518d\u56de\u5230 DeepSeek \u548c\u9762\u58c1\u9009\u62e9\u8def\u5f84\u7684\u5dee\u5f02\u7ee7\u7eed\u63a2\u8ba8\uff0cDeekSeek \u5728\u4e91\u7aef\u8d85\u5927\u89c4\u6a21\u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5f15\u5165\u4e86 MoE \u548c\u591a\u5934\u6f5c\u5728\u6ce8\u610f\u529b\uff08MLA\uff09\u6280\u672f\uff0c\u4f7f\u6a21\u578b\u80fd\u4ee5\u66f4\u5927\u7684 batch size \u8fd0\u884c\uff0c\u51cf\u5c11\u5355\u4e2a\u8bf7\u6c42\u5b9e\u9645\u7684\u8fd0\u7b97\u91cf\uff0c\u540c\u65f6\u4e5f\u964d\u4f4e\u6a21\u578b\u5728\u4e91\u7aef API \u4e0a\u7684\u63a8\u7406\u6210\u672c\u3002<\/p>\n<p style=\"text-align: left\">\u4e5f\u6709\u5927\u6a21\u578b\u4ece\u4e1a\u8005\u5411 AI \u79d1\u6280\u8bc4\u8bba\u5206\u6790\u79f0\uff0c\u201cDeepSeek \u7684\u9ad8\u6548\u662f\u9ad8\u5ea6\u5b9a\u5236\u7684\u6280\u672f\u4f53\u7cfb\uff0cMoE \u548c MLA \u5f3a\u7ed1\u5b9a\uff0c\u53bb\u6389 MoE \u4ee5\u540e MLA \u4f1a\u6bd4\u8f83\u5e9f\uff0c\u4e14\u5176 MoE \u4e5f\u548c\u6d41\u6c34\u7ebf Infra \u5e76\u884c\u5f3a\u7ed1\u5b9a\u3002\u6574\u4f53\u800c\u8a00\uff0cDeepSeek \u662f\u9762\u5411\u5927\u96c6\u7fa4\u8bad\u7ec3\u3001\u5927\u96c6\u7fa4\u90e8\u7f72\u670d\u52a1\uff0c\u7528\u4e91\u63d0\u4f9b\u7528\u6237\u670d\u52a1\u7684\u6781\u81f4\u4f18\u5316\u3002\u201d<\/p>\n<p style=\"text-align: left\">\u9762\u58c1\u6240\u9009\u62e9\u7684\u8def\u5f84\u5219\u662f\u9762\u5411\u8fb9\u7aef\u7b97\u529b\u573a\u666f\u8fdb\u884c\u6781\u81f4\u4f18\u5316\uff0c\u5176\u66f4\u770b\u91cd\u5355\u8bbe\u5907\u670d\u52a1\u7684\u9ad8\u6548\u6027\uff0cMiniCPM \u5728\u6a21\u578b\u8bad\u7ec3\u6280\u672f\u4e0a\u4f18\u5316\u4f7f\u5f97\u6a21\u578b\u77e5\u8bc6\u5bc6\u5ea6\u66f4\u9ad8\uff0c\u7ee7\u800c\u4ee5\u5c0f\u53c2\u6570\u6218\u80dc\u5927\u53c2\u6570\u6a21\u578b\uff0cMiniCPM \u7cfb\u5217\u7aef\u4fa7\u6a21\u578b\u4e5f\u80fd\u591f\u76f4\u63a5\u5728\u5404\u79cd\u7aef\u4fa7\u8bbe\u5907\u4e0a\u672c\u5730\u5316\u8fd0\u884c\uff0c\u63d0\u4f9b\u548c\u4e91\u7aef API \u76f8\u5f53\u7684\u667a\u80fd\u80fd\u529b\uff0c\u9488\u5bf9\u9762\u58c1\u6240\u4e13\u6ce8\u7684\u7aef\u4fa7\u573a\u666f\uff0cDeepSeek \u5219\u8fd8\u6ca1\u6709\u63d0\u4f9b\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p style=\"text-align: left\">\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0cScaling Law \u6301\u7eed\u9762\u4e34\u7740\u6570\u636e\u548c\u7b97\u529b\u8d44\u6e90\u7684\u4e0a\u9650\u96be\u9898\uff0c\u53bb\u5e74\u5e95\u4e5f\u66fe\u88ab\u4e1a\u5185\u8d28\u7591\u6216\u5c06\u5931\u6548\u3002\u6b64\u524d\uff0c\u9762\u58c1\u4e5f\u4e00\u76f4\u8ffd\u6c42\u5728\u540c\u65f6\u95f4\u3001\u540c\u53c2\u6570\u4e0b\u80fd\u5b9e\u73b0\u66f4\u4f18\u7684 Scaling Law\uff0c\u5982\u4eca\u6b63\u5728\u63a2\u7d22\u5176\u4ed6\u89c4\u5f8b\u3002<\/p>\n<p style=\"text-align: left\">\u636e\u5218\u77e5\u8fdc\u4ecb\u7ecd\uff0c\u4ed6\u53d1\u73b0\u5927\u6a21\u578b\u884c\u4e1a\u4e5f\u6709\u7740\u548c\u6469\u5c14\u5b9a\u5f8b\u76f8\u4f3c\u7684\u89c4\u5f8b\u2014\u2014\u968f\u7740\u6570\u636e\u3001\u7b97\u529b\u3001\u7b97\u6cd5\u7684\u534f\u540c\u53d1\u5c55\uff0c2020 \u5e74\u53d1\u5e03\u7684 GPT-3 \u7528 1750 \u4ebf\u53c2\u6570\u8fbe\u5230\u7684\u80fd\u529b\uff0c\u5230 2024 \u5e74 2 \u6708\u53ea\u9700\u8981 24 \u4ebf\u53c2\u6570\u5373\u53ef\u8fbe\u5230\uff0c\u5927\u6a21\u578b\u7684\u80fd\u529b\u201c\u5bc6\u5ea6\u201d\u6b63\u5728\u63d0\u5347\uff0c\u8fd9\u6b63\u610f\u5473\u80fd\u7528\u66f4\u5c11\u7684\u53c2\u6570\u5b9e\u73b0\u76f8\u540c\u7684\u667a\u80fd\u6c34\u5e73\u3002<\/p>\n<p style=\"text-align: left\">\u636e\u6b64\uff0c\u524d\u6bb5\u65f6\u65e5\uff0c\u5218\u77e5\u8fdc\u548c\u56e2\u961f\u4e5f\u63d0\u51fa\u4e86\u5927\u6a21\u578b\u5bc6\u5ea6\u5b9a\u5f8b\uff08Densing Law\uff09\u2014\u2014 \u6a21\u578b\u80fd\u529b\u5bc6\u5ea6\u968f\u65f6\u95f4\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u636e\u9762\u58c1\u65b9\u9762\u4ecb\u7ecd\uff0c\u201c\u80fd\u529b\u5bc6\u5ea6\u201d\uff08Capability Density\uff09\u4e3a\u7ed9\u5b9a LLM \u7684\u6709\u6548\u53c2\u6570\u5927\u5c0f\u4e0e\u5b9e\u9645\u53c2\u6570\u5927\u5c0f\u7684\u6bd4\u7387\u3002\u6bd4\u5982\u4e00\u4e2a 3B \u7684\u6a21\u578b\u80fd\u8fbe\u5230 6B \u53c2\u8003\u6a21\u578b\u7684\u6027\u80fd\uff0c\u90a3\u4e48\u8fd9\u4e2a 3B \u6a21\u578b\u7684\u80fd\u529b\u5bc6\u5ea6\u5c31\u662f 2\uff086B\/3B\uff09\u3002<\/p>\n<p style=\"text-align: left\">\u800c\u6839\u636e\u5bc6\u5ea6\u5b9a\u5f8b\uff0c\u9762\u58c1\u5f97\u51fa\u7684\u63a8\u8bba\u4e3b\u8981\u6709\u4e03\u70b9\uff1a\u5b9e\u73b0\u76f8\u540c\u80fd\u529b\u7684\u6a21\u578b\u53c2\u6570\u6bcf 3.3 \u4e2a\u6708\uff08\u7ea6100\u5929\uff09\u4e0b\u964d\u4e00\u534a\uff1b\u6a21\u578b\u63a8\u7406\u5f00\u9500\u968f\u65f6\u95f4\u6307\u6570\u7ea7\u4e0b\u964d\uff1b\u6a21\u578b\u8bad\u7ec3\u5f00\u9500\u968f\u65f6\u95f4\u8fc5\u901f\u4e0b\u964d\uff1b\u5927\u6a21\u578b\u80fd\u529b\u5bc6\u5ea6\u5448\u52a0\u901f\u589e\u5f3a\u8d8b\u52bf\uff1b\u6a21\u578b\u5c0f\u578b\u5316\u63ed\u793a\u7aef\u4fa7\u667a\u80fd\u5de8\u5927\u6f5c\u529b\uff1b\u65e0\u6cd5\u901a\u8fc7\u6a21\u578b\u538b\u7f29\u589e\u5f3a\u6a21\u578b\u80fd\u529b\u5bc6\u5ea6\uff1b\u5bc6\u5ea6\u500d\u589e\u5468\u671f\u51b3\u5b9a\u6a21\u578b\u5b58\u5728\u201c\u6709\u6548\u671f\u201d\u3002<\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5ed57391acf6356060f224f4abac3146.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-5ed57391acf6356060f224f4abac3146.png\"><\/a><\/p>\n<p style=\"text-align: left\"><\/p>\n<p style=\"text-align: center\"><strong><span style=\"font-size: 20px\">\u7aef\u4fa7\u5982\u4f55\u80dc\u4e91\u4fa7\uff1f<\/span><\/strong><\/p>\n<p><span style=\"font-size: 16px\">\u8fd9\u5957\u9ad8\u6548\u4f18\u5316\u628a\u6a21\u578b\u505a\u5c0f\u7684\u903b\u8f91\uff0c\u5b9e\u9645\u4e0a\u4e5f\u80fd\u987a\u7406\u6210\u7ae0\u89e3\u51b3\u6a21\u578b\u90e8\u7f72\u5230\u7aef\u4fa7\u7684\u95ee\u9898\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px\">\u4ece\u4e16\u754c\u8303\u56f4\u7684\u7b97\u529b\u5206\u5e03\u4e0a\u6765\u770b\uff0cOpenAI\u3001Google\u3001Meta \u90e8\u7f72\u4e86\u5f88\u591a\u5927\u7684\u4e91\u7aef\u5e73\u53f0\uff0c\u4f46\u5982\u679c\u7b97\u4e0a 80 \u4ebf\u624b\u673a\u4e0a\u7684\u82af\u7247\uff0c\u8fd9\u662f\u975e\u5e38\u91cd\u8981\u7684\u957f\u5c3e\u3002<\/span>\u4e8b\u5b9e\u4e0a\uff0c\u5728\u624b\u673a\u4e2d\u5237\u89c6\u9891\u7684 APP \u91cc\u5e76\u975e\u6240\u6709\u9700\u6c42\u90fd\u9700\u8981\u5728\u4e91\u4fa7\u89e3\u51b3\uff0c\u6709\u76f8\u5f53\u4e00\u90e8\u5206\u8ba1\u7b97\u662f\u53d1\u751f\u5728\u672c\u5730\u7684\u3002<\/p>\n<p><span style=\"font-size: 16px\">\u5218\u77e5\u8fdc\u544a\u8bc9 AI \u79d1\u6280\u8bc4\u8bba\uff0c\u201c\u660e\u660e\u4e00\u4e2a 13B \u6a21\u578b\u7684\u80fd\u529b\u53ef\u4ee5\u7528\u4e00\u4e2a 2B \u7684\u6a21\u578b\u53bb\u505a\uff0c\u4e14\u53ef\u4ee5\u5728\u7aef\u4fa7\u8dd1\u5f97\u975e\u5e38\u5feb\uff0c\u6ca1\u5fc5\u8981\u53bb\u5b9e\u6d4b\u3001\u53d1\u8bf7\u6c42\u3002\u5927\u6a21\u578b\u662f\u8ba1\u7b97\u7a20\u5bc6\u7684\u4efb\u52a1\uff0c\u4ece\u53ef\u6301\u7eed\u53d1\u5c55\u3001\u5b9e\u9645\u843d\u5730\u7684\u89d2\u5ea6\u8bb2\uff0c\u663e\u7136\u7aef\u4fa7\u7684\u7b97\u529b\u5b8c\u5168\u6ca1\u6709\u88ab\u91ca\u653e\uff0c\u56e0\u6b64 MiniCPM \u7684\u6548\u679c\u6781\u6709\u53ef\u80fd\u5c31\u662f\u672a\u6765\u65b9\u5411\u3002\u800c\u4e14\u4e0d\u662f\u6240\u6709\u9700\u6c42\u90fd\u5f97\u7528GPT-4\uff0c\u6709\u65f6 GPT-3 \u4e5f\u53ef\u4ee5\u6ee1\u8db3\u3002\u201d<\/span><\/p>\n<p><span style=\"font-size: 16px\">\u81ea MiniCPM-V \u7cfb\u5217\u5f00\u59cb\uff0c\u9762\u58c1\u4fbf\u4e00\u76f4\u805a\u7126\u89e3\u51b3\u7aef\u4fa7\u6a21\u578b\u591a\u6a21\u6001\u95ee\u9898\uff0c\u6b64\u6b21\uff0cAI \u79d1\u6280\u8bc4\u8bba\u6ce8\u610f\u5230\uff0c\u5176\u53c8\u63a8\u51fa\u4e86 MiniCPM-o 2.6 \u65b0\u6a21\u578b\uff0c\u4f53\u9a8c\u94fe\u63a5\u5982\u4e0b\uff1a<\/span><\/p>\n<p><span style=\"font-size: 16px\">https:\/\/huggingface.co\/openbmb\/MiniCPM-o-2_6<\/span><\/p>\n<p><span style=\"font-size: 16px\">https:\/\/github.com\/OpenBMB\/MiniCPM-o<\/span><\/p>\n<p><span style=\"font-size: 16px\">\u636e\u9762\u58c1\u5b98\u65b9\u4ecb\u7ecd\uff0cMiniCPM-o 2.6 \u4ec5 8B \u4e2a\u53c2\u6570\u3002\u4e0e MiniCPM-V 2.6 \u76f8\u6bd4\uff0cMiniCPM-o 2.6 \u4e0d\u4ec5\u5728\u89c6\u89c9\u80fd\u529b\u4e0a\u8fdb\u884c\u4e86\u63d0\u5347\uff0c\u5982\u5f3a\u5927\u7684 OCR \u80fd\u529b\u3001\u53ef\u4fe1\u884c\u4e3a\u3001\u591a\u8bed\u8a00\u652f\u6301\u548c\u89c6\u9891\u7406\u89e3\uff0c\u4e5f\u5f15\u5165\u4e86\u5b9e\u65f6\u8bed\u97f3\u5bf9\u8bdd\u548c\u591a\u6a21\u5f0f\u76f4\u64ad\u7684\u65b0\u529f\u80fd\uff0c\u652f\u6301\u53cc\u8bed\u5b9e\u65f6\u8bed\u97f3\u5bf9\u8bdd\uff0c\u58f0\u97f3\u53ef\u914d\u7f6e\uff0c\u8fd8\u53ef\u5b9e\u73b0\u60c5\u7eea\/\u8bed\u901f\/\u98ce\u683c\u63a7\u5236\u3001\u7aef\u5230\u7aef\u8bed\u97f3\u514b\u9686\u3001\u89d2\u8272\u626e\u6f14\u7b49\u8da3\u5473\u529f\u80fd\uff0c\u5e76\u9996\u6b21\u652f\u6301\u5728 iPad \u7b49\u7aef\u4fa7\u8bbe\u5907\u4e0a\u8fdb\u884c\u591a\u6a21\u6001\u76f4\u64ad\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px\">MiniCPM-o 2.6 \u6b64\u6b21\u4e5f\u5168\u9762\u5bf9\u6807\u4e86 GPT-4o \u7684\u201c\u5168\u6a21\u6001\u5b9e\u65f6\u6d41\u5f0f\u89c6\u9891\u7406\u89e3+\u9ad8\u7ea7\u8bed\u97f3\u5bf9\u8bdd\u201d\uff0c\u4e0d\u4ec5\u652f\u6301\u89c6\u9891\u3001\u8bed\u97f3\u3001\u6587\u672c\u8f93\u5165\u4ee5\u53ca\u8bed\u97f3\u3001\u6587\u672c\u8f93\u51fa\uff0c\u8fd8\u5177\u5907 GPT-4o \u7ea7\u522b\uff08\u4eba\u7c7b\u7ea7\u522b\uff09\u7684\u4f4e\u5ef6\u8fdf\u5b9e\u65f6\u4ea4\u4e92\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px\">\u4e0d\u8fc7\uff0cGPT-4o \u5e76\u672a\u90e8\u7f72\u5728\u7aef\u4fa7\uff0c\u56e0\u6b64\u5b58\u5728\u7f51\u7edc\u5ef6\u8fdf\u3001\u670d\u52a1\u5668\u5e26\u5bbd\/\u9ad8\u5e76\u53d1\u60c5\u51b5\u4e0b\u4f7f\u7528\u53ef\u9760\u6027\u7b49\u9690\u5fe7\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px\">\u9664\u6b64\u4e4b\u5916\uff0c\u548c GPT-4o \u76f8\u6bd4\uff0cMiniCPM-o 2.6 \u7684\u4f18\u52bf\u4f53\u73b0\u5728\u80fd\u542c\u5230\u9664\u4eba\u58f0\u4e4b\u5916\u7684\u80cc\u666f\u97f3\uff0c\u6bd4\u5982\u6495\u7eb8\u3001\u5012\u6c34\u3001\u91d1\u5c5e\u78b0\u649e\u7b49\uff0c\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u8fd9\u4e00\u70b9\u76ee\u524d\u5e02\u9762\u4e0a\u5927\u591a\u6570\u90e8\u7f72\u5728\u4e91\u7aef\u7684\u5927\u6a21\u578b\u4e5f\u90fd\u8fd8\u65e0\u6cd5\u8fbe\u6210\u3002<\/span><\/p>\n<p style=\"text-align: center\"><span style=\"font-size: 16px\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1062ee677bdc80a0cc8a79cb44dcb9ee.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-1062ee677bdc80a0cc8a79cb44dcb9ee.png\"><\/a><\/span><\/p>\n<p><span style=\"font-size: 16px\">\u6b64\u5916\uff0c\u9762\u58c1\u8fd9\u6b21\u4e5f\u7279\u522b\u5f3a\u8c03\u4e86\u201c\u771f\u6b63\u201d\u7684\u89c6\u9891\u5927\u6a21\u578b\u8fd9\u4e00\u70b9\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px\">AGI \u672c\u8eab\u5176\u5b9e\u4e0d\u53ea\u662f\u5927\u6a21\u578b\uff0c\u62c6\u5206\u5176\u80fd\u529b\u5305\u62ec\u6709\u63a8\u7406\u3001\u8bb0\u5fc6\u3001\u89c4\u5212\u4ee5\u53ca\u4e0e\u5916\u754c\u7684\u4ea4\u4e92\uff0c\u800c\u4ea4\u4e92\u5219\u5305\u542b\u611f\u77e5\u548c\u5bf9\u5de5\u5177\u7684\u4f7f\u7528\uff0c\u4ea4\u4e92\u672c\u8d28\u4e0a\u662f\u591a\u6a21\u6001\uff0c\u9700\u8981\u6df1\u523b\u7406\u89e3\u56fe\u7247\u3001\u89c6\u9891\u548c\u58f0\u97f3\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px\">MiniCPM-o 2.6 \u80fd\u591f\u611f\u77e5\u7528\u6237\u63d0\u95ee\u4e4b\u524d\u7684\u753b\u9762\u548c\u58f0\u97f3\uff0c\u5e76\u6301\u7eed\u5bf9\u5b9e\u65f6\u89c6\u9891\u548c\u97f3\u9891\u6d41\u8fdb\u884c\u5efa\u6a21\uff0c\u8fd9\u79cd\u65b9\u5f0f\u66f4\u8d34\u8fd1\u4eba\u773c\u7684\u81ea\u7136\u89c6\u89c9\u4ea4\u4e92\u3002\u800c\u76ee\u524d\u5e02\u573a\u4e0a\u6709\u4e9b\u5ba3\u79f0\u652f\u6301\u5b9e\u65f6\u6d41\u5f0f\u89c6\u9891\u7406\u89e3\u7684\u6a21\u578b\u6216\u4ea7\u54c1\uff0c\u5176\u5b9e\u53ea\u80fd\u7b97\u4f5c\u7167\u7247\u5927\u6a21\u578b\uff0c\u5176\u4ec5\u5728\u7528\u6237\u63d0\u95ee\u540e\u624d\u5f00\u59cb\u5bf9\u89c6\u9891\u8fdb\u884c\u9759\u6001\u56fe\u7247\u62bd\u5e27\uff0c\u65e0\u6cd5\u6355\u6349\u7528\u6237\u63d0\u95ee\u4e4b\u524d\u7684\u753b\u9762\uff0c\u7f3a\u4e4f\u5bf9\u524d\u6587\u60c5\u5883\u7684\u611f\u77e5\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px\">AI \u79d1\u6280\u8bc4\u8bba\u4e5f\u4ece\u9762\u58c1\u65b9\u9762\u4e86\u89e3\u5230\uff0c\u80fd\u5b9e\u73b0\u8fd9\u4e9b\u6280\u672f\u4e0a\u7684\u7a81\u7834\uff0cMiniCPM-o 2.6 \u80cc\u540e\u7684\u6280\u672f\u8def\u5f84\u4e3b\u8981\u5305\u62ec\u4ee5\u4e0b\u4e09\u4e2a\u65b9\u9762\uff1a<\/span><\/p>\n<p><span style=\"font-size: 16px\">\u4e00\u662f\u7aef\u5230\u7aef\u5168\u6a21\u6001\u6d41\u5f0f\u67b6\u6784\u3002\u4e3b\u8981\u91c7\u7528\u6a21\u5757\u5316\u5168\u6a21\u6001\u80fd\u529b\u5efa\u6a21\u67b6\u6784\uff0c\u5b9e\u73b0\u5168\u6a21\u6001\u80fd\u529b\u7684\u7075\u6d3b\u9ad8\u6548\u6784\u5efa\u3002\u5176\u4e2d\u6838\u5fc3\u8bed\u8a00\u57fa\u5ea7\u4e3a MiniCPM 3.0 \u7684 4B \u6a21\u578b\uff0c\u901a\u8fc7 ViT \u7b49\u6a21\u578b\u8fdb\u884c\u89c6\u89c9\u548c\u8bed\u97f3\u7f16\u7801\uff0c\u8bed\u97f3\u751f\u6210\u901a\u8fc7\u81ea\u56de\u5f52\u8bed\u97f3\u89e3\u7801\u6a21\u5757\u5b9e\u73b0\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px\">\u6574\u4f53\u6a21\u578b\u4ee5\u7aef\u5230\u7aef\u65b9\u5f0f\uff0c\u901a\u8fc7\u8fde\u7eed\u7a20\u5bc6\u8868\u793a\u8fde\u63a5\uff0c\u5b9e\u73b0\u7aef\u5230\u7aef\u7684\u8054\u5408\u5b66\u4e60\uff0c\u4ece\u800c\u652f\u6491\u8f83\u9ad8\u7684\u6a21\u578b\u80fd\u529b\u4e0a\u9650\u3002\u5177\u4f53\u5730\uff0c\u89c6\u89c9\u53ca\u8bed\u97f3\u8f93\u5165\u4e2d\u975e\u81ea\u7136\u8bed\u8a00\u53ef\u63cf\u8ff0\u7684\u6a21\u6001\u4fe1\u606f\uff0c\u53ef\u901a\u8fc7\u7aef\u5230\u7aef\u65b9\u5f0f\u4f20\u9012\u5230\u8bed\u97f3\u751f\u6210\u5185\u5bb9\u4e2d\uff0c\u4ece\u800c\u5b9e\u73b0\u751f\u6210\u5185\u5bb9\u7684\u8f83\u9ad8\u81ea\u7136\u5ea6\u548c\u53ef\u63a7\u6027\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px\">\u4e8c\u662f\u4f4e\u5ef6\u8fdf\u6a21\u6001\u5e76\u53d1\u6280\u672f\u3002\u901a\u8fc7\u6a21\u6001\u591a\u8def\u65f6\u5206\u590d\u7528\u6280\u672f\uff0c\u5b9e\u73b0\u4f4e\u5ef6\u8fdf\u7684\u6a21\u6001\u5e76\u53d1\u3002\u5c06\u65f6\u95f4\u57df\u5207\u5206\u6210\u4e3a\u5468\u671f\u5faa\u73af\u7684\u65f6\u95f4\u5207\u7247\uff0c\u5728\u6bcf\u4e2a\u65f6\u95f4\u5207\u7247\u4e2d\uff0c\u5206\u522b\u5bf9\u89c6\u89c9\u548c\u97f3\u9891\u8f93\u5165\u4fe1\u53f7\u8fdb\u884c\u6d41\u5f0f\u7f16\u7801\uff0c\u5e76\u5bf9\u4e3b\u52a8\u8f93\u51fa\u8bed\u4e49\u65f6\u673a\u8fdb\u884c\u5224\u65ad\u3002\u4e3a\u6700\u5927\u7a0b\u5ea6\u964d\u4f4e\u54cd\u5e94\u5ef6\u8fdf\uff0c\u901a\u8fc7\u57fa\u5ea7\u6a21\u578b\u5bf9\u7528\u6237\u8bed\u97f3\u7ed3\u675f\u65f6\u673a\u8fdb\u884c\u9ad8\u7ea7\u8bed\u4e49\u5224\u65ad\uff0c\u4ece\u800c\u907f\u514d\u8bed\u97f3\u6d3b\u6027\u68c0\u6d4b\u5f15\u5165\u7684\u957f\u65f6\u95f4\u7b49\u5f85\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px\">\u4e09\u662f\u7aef\u5230\u7aef\u5168\u6a21\u6001\u6d41\u5f0f\u5b66\u4e60\u3002\u5728\u89c6\u9891\u4e2d\u5b66\u4e60\u89c2\u5bdf\u591a\u6a21\u6001\u73af\u5883\uff0c\u6839\u636e\u4eba\u7269\u8eab\u4efd\uff0c\u8fdb\u884c\u793e\u4f1a\u89d2\u8272\u626e\u6f14\u3002\u53ef\u4ee5\u5b9e\u73b0\u9884\u8bad\u7ec3\u7ea7\u522b\u7684\u76d1\u7763\u5fae\u8c03\uff0c\u4ee5\u53ca\u201c\u5916\u90e8\u73af\u5883-\u793e\u4f1a\u610f\u56fe-\u8bed\u8a00\u8bed\u97f3\u884c\u4e3a\u201d\u4e4b\u95f4\u7684\u5bf9\u9f50\u5173\u7cfb\uff0c\u4ece\u800c\u83b7\u5f97\u9ad8\u7ea7\u591a\u6a21\u6001\u8bed\u4e49\u77e5\u8bc6\uff0c\u6709\u671b\u5b9e\u73b0\u66f4\u52a0\u9ad8\u7ea7\u7684\u5fc3\u667a\u6c34\u5e73\u3002\u8fd9\u6709\u671b\u4e3a\u5168\u6a21\u6001\u5927\u6a21\u578b\u9a71\u52a8\u5177\u8eab\u673a\u5668\u4eba\uff0c\u53c2\u4e0e\u4eba\u7c7b\u793e\u4f1a\u6d3b\u52a8\u6253\u4e0b\u57fa\u7840\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px\">\u9762\u58c1\u5df2\u7ecf\u5c06\u7aef\u4fa7\u6a21\u578b\u7684\u6280\u672f\u8fed\u4ee3\u5230\u4e86\u65b0\u9ad8\u5ea6\uff0c\u4f46\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u628a\u6a21\u578b\u505a\u5c0f\u89e3\u51b3\u9ad8\u6548\u6027\u95ee\u9898\u662f\u5176\u4e00\uff0c\u5c0f\u6a21\u578b\u5e76\u4e0d\u5b8c\u5168\u7b49\u540c\u4e8e\u7aef\u4fa7\u6a21\u578b\uff0c\u6a21\u578b\u8981\u90e8\u7f72\u5728\u7aef\u4fa7\uff0c\u786c\u4ef6\u7684\u53d1\u5c55\u4e5f\u8d77\u5230\u5173\u952e\u4f5c\u7528\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px\">\u5f53\u4e0b\uff0c\u7aef\u4fa7\u6a21\u578b\u8981\u8fd0\u884c\u5728\u7ec8\u7aef\uff0c\u5b58\u5728\u7740\u5185\u5b58\u3001\u529f\u8017\u3001\u7b97\u529b\u4e09\u5927\u786c\u4ef6\u74f6\u9888\u3002\u6839\u636e Apple \u65b9\u9762\u7684\u8bf4\u6cd5\uff0c70 \u4ebf\u534a\u7cbe\u5ea6\u53c2\u6570\u7684\u8bed\u8a00\u6a21\u578b\u8981\u5b8c\u5168\u52a0\u8f7d\u8fdb\u7ec8\u7aef\u9700\u8981\u8d85\u8fc7 14 GB\u7684 DRAM \u7a7a\u95f4\uff0cMeta \u4e5f\u66fe\u6307\u51fa\uff0c\u4e00\u4e2a\u7ea6\u6709 5000 \u7126\u8033\u6ee1\u7535\u80fd\u91cf\u7684 iPhone\uff0c\u4ec5\u652f\u6301 7B \u6a21\u578b\u5728 10 tokens\/\u79d2\u7684 AI \u751f\u6210\u901f\u7387\u4e0b\u5bf9\u8bdd\u4e0d\u8db3 2 \u5c0f\u65f6\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px\">\u4f46\u884c\u4e1a\u53d1\u5c55\u8fd1\u51b5\u4e5f\u8fd8\u7b97\u4e50\u89c2\uff0c\u201c\u9996\u5148\uff0c\u82af\u7247\u5728\u9ad8\u5ea6\u53d1\u5c55\uff0c\u6700\u65b0\u82af\u7247\u5df2\u7ecf\u53ef\u4ee5\u652f\u6301\u767e\u4ebf\u53c2\u6570\u6a21\u578b\uff0c\u5176\u6b21\uff0c\u6a21\u578b\u8bad\u7ec3\u6280\u672f\u5728\u63d0\u5347\uff0c\u4e24\u4e09\u767e\u4ebf\u7684\u6a21\u578b\u4e5f\u80fd\u8fbe\u5230 GPT-3.5 \u6c34\u5e73\uff0c\u5173\u952e\u95ee\u9898\u5728\u4e8e\u5982\u4f55\u628a\u82af\u7247\u548c\u6a21\u578b\u8bad\u7ec3\u63a5\u8d77\u6765\uff0c\u8fd9\u4e4b\u4e2d\u5c31\u9700\u8981\u4f18\u5316\uff0c\u4e0d\u8fc7\u8fd9\u5757\u6280\u672f\u5df2\u4e0d\u6210\u95ee\u9898\uff0c\u53ea\u9700\u7b49\u5f85\u65f6\u673a\u3002\u201d\u9762\u58c1\u667a\u80fd\u9996\u5e2d\u7814\u7a76\u5458\u97e9\u65ed\u544a\u8bc9 AI \u79d1\u6280\u8bc4\u8bba\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px\"><br \/><\/span><\/p>\n<p style=\"text-align: center\"><span style=\"font-size: 20px\"><strong>\u52a1\u5b9e\u7684\u7406\u60f3\u4e3b\u4e49\u8005<\/strong><\/span><\/p>\n<p><span style=\"font-size: 16px\">\u5f53\u524d\uff0c\u8bb8\u591a\u56e2\u961f\u628a\u8ffd\u6c42\u5b9e\u73b0 AGI \u4f5c\u4e3a\u552f\u4e00\u5356\u70b9\u6216\u594b\u6597\u76ee\u6807\uff0c\u4f46\u5982\u540c\u9020\u8ba1\u7b97\u673a\u4e00\u822c\uff0c\u9020\u51fa\u66f4\u5f3a\u5927\u7684\u8ba1\u7b97\u673a\u5f88\u91cd\u8981\uff0c\u5c06\u8ba1\u7b97\u673a\u9020\u5f97\u4f4e\u5ec9\uff0c\u80fd\u8ba9\u6574\u4e2a\u793e\u4f1a\u53d7\u76ca\uff0c\u5219\u9700\u8981\u517c\u987e\u5e94\u7528\u5c42\u9762\uff0c\u9762\u58c1\u6240\u505a\u7684\u5c31\u662f\u8d21\u732e\u5176\u4e2d\u4e00\u90e8\u5206\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px\">\u9762\u58c1\u5bf9 AGI \u7684\u770b\u6cd5\u66f4\u50cf\u662f\u52a1\u5b9e\u7684\u7406\u60f3\u4e3b\u4e49\u8005\uff1aAI \u6700\u7ec8\u8fd8\u662f\u8981\u4f5c\u4e3a\u4eba\u7684\u5de5\u5177\uff0c\u4ece\u8ba1\u7b97\u673a\u7684\u89d2\u5ea6\u6765\u770b\uff0cAI \u5c31\u662f\u4e3a\u4e86\u8ba9\u8ba1\u7b97\u673a\u66f4\u667a\u80fd\u3001\u6709\u7406\u89e3\u80fd\u529b\uff0c\u5982\u4f55\u8ba9 AI \u66f4\u9ad8\u6548\uff0c\u628a\u4eba\u4ece\u673a\u68b0\u52b3\u52a8\u91cc\u89e3\u8131\u51fa\u6765\u624d\u662f\u5e94\u5f53\u601d\u8003\u7684\u95ee\u9898\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px\">\u5728\u5218\u77e5\u8fdc\u7684\u89c2\u70b9\u4e2d\uff0c\u672a\u6765\u5047\u5982\u6309\u7167 OpenAI \u7684\u89c4\u5212\uff0c\u4e94\u5e74\u5b9e\u73b0\u8d85\u7ea7\u667a\u80fd\u6709\u592a\u591a\u5173\u952e\u95ee\u9898\u8981\u89e3\u51b3\uff0cscaling prediction \u662f\u5176\u4e2d\u4e4b\u4e00\uff0c\u8d85\u7ea7\u5bf9\u9f50\u4e5f\u662f\u5173\u952e\u95ee\u9898\uff0c\u5373\u5f53\u5927\u6a21\u578b\u5728\u67d0\u4e2a\u4efb\u52a1\u4e0a\u5df2\u7ecf\u8d85\u8d8a\u4eba\u7c7b\uff0c\u6709\u65e0\u529e\u6cd5\u80fd\u7ee7\u7eed\u63d0\u5347\u4e5f\u8fd8\u9700\u8981\u63a2\u7d22\u89e3\u6cd5\u3002<\/span><\/p>\n<p><span style=\"font-size: 16px\">\u800c\u7ee7\u7eed\u8ffd\u8d76 GPT-4 \u4e5f\u53ea\u662f\u4e00\u4e2a\u53c2\u8003\uff0c\u8ddf\u968f OpenAI \u5e76\u4e0d\u4e00\u5b9a\u662f\u6700\u6b63\u786e\u7684\u9009\u62e9\uff0c\u9762\u58c1\u5728\u672a\u6765\u4e0d\u4f1a\u53ea\u5c40\u9650\u4e8e scaling prediction\uff0c\u66f4\u4e0d\u4f1a\u628a\u67d0\u4e00\u95ee\u9898\u5f53\u505a\u5168\u90e8\uff0c\u6362\u8a00\u4e4b\uff0c\u5b9e\u73b0 AGI \u5fc5\u987b\u8981\u575a\u6301\u81ea\u8eab\u72ec\u5230\u8def\u7ebf\u3002<span style=\"font-size: 16px;color: #FFFFFF\">\u96f7\u5cf0\u7f51<span style=\"color:#FD5D3C\">(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span>\u96f7\u5cf0\u7f51<\/span><\/span><\/p>\n<p>\u96f7\u5cf0\u7f51\u539f\u521b\u6587\u7ae0\uff0c\u672a\u7ecf\u6388\u6743\u7981\u6b62\u8f6c\u8f7d\u3002\u8be6\u60c5\u89c1<a href=\"https:\/\/r.xiumi.us\/board\/v5\/3qhbI\/392977584\" rel=\"nofollow\" target=\"_blank\">\u8f6c\u8f7d\u987b\u77e5<\/a>\u3002<\/p>\n<p>\n                        <a href=\"https:\/\/vip.yanxishe.com\/?from=leiphonearticle\" target=\"_blank\"><br \/>\n                            <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/01\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\"><\/a><br \/>\n                        <\/a>\n                    <\/p>\n<p>                                            \u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.leiphone.com\/category\/ai\/c0NiJU4c0eGcEB1C.html\" target=\"_blank\">\u5927\u6a21\u578b\u9690\u85cf\u73a9\u5bb6\u4e0a\u684c\uff1aDeepSeek \u5411\u5de6\uff0c\u9762\u58c1\u5411\u53f3<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\u4e28\u6731\u53ef\u8f69 \u7f16\u8f91\u4e28\u9648\u5f69\u5a34 \u5927\u6a21\u578b\u8d5b\u8dd1\u4e24 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","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":"","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":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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