AI \u4e0d\u8fc7\u5468\u672b\uff0c\u7845\u8c37\u4e5f\u662f\u5982\u6b64\u3002\u5927\u5468\u65e5\u7684\uff0cLlama \u5bb6\u65cf\u4e0a\u65b0\uff0c\u4e00\u7fa4 LIama 4 \u5c31\u8fd9\u4e48\u7a81\u7136\u53d1\u5e03\u4e86\u3002<\/p>\n
\u8fd9\u662f Meta \u9996\u4e2a\u57fa\u4e8e MoE \u67b6\u6784\u6a21\u578b\u7cfb\u5217\uff0c\u76ee\u524d\u5171\u6709\u4e09\u4e2a\u6b3e\uff1a<\/p>\n
Llama 4 Scout\u3001Llama 4 Maverick\u3001Llama 4 Behemoth\u3002<\/p>\n
\u6700\u540e\u4e00\u4e2a\u5c1a\u672a\u63a8\u51fa\uff0c\u53ea\u662f\u9884\u544a\uff0c\u4f46 Meta \u5df2\u7ecf\u6beb\u4e0d\u907f\u8bb3\u5730\u79f0\u524d\u4e24\u8005\u662f\u201c\u6211\u4eec\u8fc4\u4eca\u4e3a\u6b62\u6700\u5148\u8fdb\u7684\u578b\u53f7\uff0c\u4e5f\u662f\u540c\u7c7b\u4ea7\u54c1\u4e2d\u6700\u597d\u7684\u591a\u6a21\u6001\u578b\u53f7\u201d<\/strong>\u3002<\/p>\n \u8be6\u7ec6\u6765\u770b\u4e00\u4e9b\u5173\u952e\u8bcd \u2014\u2014<\/p>\n Llama 4 Scout<\/strong>\uff0c16 \u4f4d\u4e13\u5bb6\u7684 170 \u4ebf\u6fc0\u6d3b\u53c2\u6570\u7684\u591a\u6a21\u6001\u6a21\u578b\uff0c\u5355\u4e2a H100 GPU \u53ef\u8fd0\u884c<\/strong>\uff0c\u540c\u7c7b SOTA\uff0c\u5e76\u62e5\u6709 10M \u4e0a\u4e0b\u6587\u7a97\u53e3\u3002<\/p>\n<\/li>\n Llama 4 Maverick<\/strong>\uff0c128 \u4f4d\u4e13\u5bb6\u7684 170 \u4ebf\u6fc0\u6d3b\u53c2\u6570\u591a\u6a21\u6001\u6a21\u578b\uff0c\u51fb\u8d25 GPT-4o \u548c Gemini 2.0 Flash\uff0c\u4e0e DeepSeek-V3 \u540c\u7b49\u4ee3\u7801\u80fd\u529b\u53c2\u6570\u53ea\u8981\u4e00\u534a\uff0c\u4e3b\u6253\u4e0e DeepSeek \u4e00\u6837\u7684\u6027\u4ef7\u6bd4\uff0c\u5355\u4e2a H100 \u4e3b\u673a\u5373\u53ef\u8fd0\u884c<\/strong>\u3002<\/p>\n<\/li>\n Llama 4 Behemoth<\/strong>\uff1a2 \u4e07\u4ebf\u53c2\u6570\u7684\u8d85\u5927\u8d85\u5f3a\u6a21\u578b\uff0c\u4ee5\u4e0a\u4e8c\u8005\u90fd\u7531\u8fd9\u4e2a\u6a21\u578b\u84b8\u998f\u800c\u6765\uff1b\u76ee\u524d\u8fd8\u5728\u8bad\u7ec3\u4e2d\uff1b\u591a\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u8d85\u8fc7 GPT-4.5\u3001Claude Sonnet 3.7 \u548c Gemini 2.0 Pro\u3002<\/p>\n<\/li>\n<\/ul>\n Meta \u5b98\u63a8\u6fc0\u60c5\u8868\u793a\uff0c\u8fd9\u4e9b Llama 4 \u6a21\u578b\u6807\u5fd7\u7740 Llama \u751f\u6001\u7cfb\u7edf\u65b0\u65f6\u4ee3 \u2014\u2014 \u539f\u751f\u591a\u6a21\u6001 AI \u521b\u65b0\u7684\u5f00\u59cb\u3002<\/p>\n \u4e0e\u6b64\u540c\u65f6\uff0c\u5927\u6a21\u578b\u7ade\u6280\u573a\u6392\u540d\u8fce\u6765\u4e00\u8f6e\u66f4\u65b0\u3002<\/p>\n \u6b64\u6b21\u53d1\u5e03\u7684 Llama 4 Maverick\uff0c\u5728\u56f0\u96be\u63d0\u793a\u3001\u7f16\u7801\u3001\u6570\u5b66\u3001\u521b\u610f\u5199\u4f5c\u65b9\u9762\u5e76\u5217\u7b2c\u4e00\uff1b\u5f97\u5206 1417\uff0c\u4e0d\u4ec5\u5927\u5927\u8d85\u8d8a\u4e86\u6b64\u524d Meta \u81ea\u5bb6\u7684 Llama-3-405B\uff08\u63d0\u5347\u4e86 149 \u5206\uff09\uff0c\u8fd8\u6210\u4e3a\u53f2\u4e0a\u7b2c 4 \u4e2a\u7a81\u7834 1400 \u5206\u7684\u6a21\u578b\uff1b\u3002<\/p>\n \u800c\u4e14\u8dd1\u5206\u660e\u786e \u2014\u2014 \u8d85\u8d8a DeepSeek-V3\uff0c\u5b9e\u73b0\u4eae\u76f8\u5373\u767b\u9876\uff0c\u76f4\u63a5\u6210\u4e3a\u6392\u540d\u7b2c\u4e00\u7684\u5f00\u6e90\u6a21\u578b<\/strong>\u3002<\/p>\n \u8c37\u6b4c CEO \u5288\u67f4\u54e5\u7b2c\u4e00\u65f6\u95f4\u53d1\u6765\u8d3a\u7535\uff1a<\/p>\n AI \u4e16\u754c\uff0c\u4ece\u4e0d\u5e73\u6de1\uff01<\/p>\n \u606d\u559c\u5440\uff01\u524d\u8fdb\u5427\uff0cLlama 4 \u56e2\u961f\uff01<\/p>\n<\/blockquote>\n \u4e86\u89e3\u4e86 Llama 4 \u5bb6\u65cf\u5168\u4f53\u6210\u5458\u540e\uff0c\u6211\u4eec\u5148\u6765\u89c1\u8bc6\u4e00\u4e0b\u9996\u6279\u53d1\u5e03\u7684 2 \u4e2a\u6a21\u578b\uff1a<\/p>\n \u4e24\u8005\u5747\u5df2\u80fd\u5728 Llama \u5b98\u7f51\u548c\u62b1\u62b1\u8138\u4e0a\u4e0b\u8f7d\u3002<\/p>\n \u6211\u4eec\u6293\u53d6\u5e76\u63d0\u70bc\u51fa\u8fd9\u4fe9\u6a21\u578b\u7684\u4e00\u4e9b\u7279\u70b9\uff1a<\/p>\n \u8fd9\u662f Llama \u7cfb\u5217\uff0c\u7b2c\u4e00\u6279\u4f7f\u7528 MoE\uff08\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff09\u6784\u5efa\u7684\u6a21\u578b\u3002<\/p>\n \u4e2d\u676f Llama 4 Scout \u6709 17B \u6fc0\u6d3b\u53c2\u6570\uff0c\u62e5\u6709 16 \u4e2a\u4e13\u5bb6\u6a21\u578b\u3002<\/p>\n \u5927\u676f Llama 4 Maverick \u62e5\u6709 17B \u6fc0\u6d3b\u53c2\u6570\uff0c\u62e5\u6709 128 \u4e2a\u4e13\u5bb6\u6a21\u578b\u3002<\/p>\n \u81f3\u4e8e\u8fd8\u6ca1\u548c\u5927\u5bb6\u6b63\u5f0f\u89c1\u9762\u7684\u8d85\u5927\u676f Llama 4 Maverick\uff0c\u62e5\u6709 288B \u6fc0\u6d3b\u53c2\u6570\uff0c\u62e5\u6709 16 \u4e2a\u4e13\u5bb6\u6a21\u578b\u3002<\/p>\n Llama 4 \u7cfb\u5217\uff0c\u5747\u5177\u6709\u5f88\u957f\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002<\/p>\n \u8fd9\u4e00\u70b9\u4e3b\u8981\u4f53\u73b0\u5728 Meta \u516c\u5e03\u7684\u4e2d\u676f Llama 4 Scout \u7684\u8be6\u7ec6\u6570\u636e\u91cc\uff1a<\/p>\n Llama 4 Scout \u63d0\u4f9b\u4e86\u884c\u4e1a\u9886\u5148\u7684 100 \u4e07\u4e0a\u4e0b\u6587\u7a97\u53e3<\/strong>\u3002<\/p>\n \u7ecf\u8fc7\u9884\u8bad\u7ec3\u548c\u540e\u8bad\u7ec3\uff0cLlama 4 Scout \u957f\u5ea6\u4e3a 256K\uff0c\u8fd9\u4f7f\u57fa\u672c\u6a21\u578b\u5177\u6709\u9ad8\u7ea7\u957f\u5ea6\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<\/blockquote>\n \u8fd9\u4e2a\u914d\u7f6e\uff0c\u8ba9\u5b83\u5728\u5e7f\u6cdb\u7684\u6d4b\u8bc4\u96c6\u4e0a\uff0c\u6bd4 Gemma 3\u3001Gemini 2.0 Flash-Lite \u548c Mistral 3.1 \u7684\u7ed3\u679c\u66f4\u4f18\u79c0\u3002<\/p>\n \u5b83\u5728\u300c\u5927\u6d77\u635e\u9488\u300d\u6d4b\u8bd5\u4e0a\u7684\u8868\u73b0\u5982\u4e0b\uff1a<\/p>\n \u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n \u90a3\u4e48\u4e4b\u524d\u7684 Llama \u7cfb\u5217\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u60c5\u51b5\u5462\uff1f<\/p>\n Llama 1\uff0c\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e3a 2k\uff1b<\/p>\n<\/li>\n Llama 2\uff0c\u4e0a\u4e0b\u6587\u7a97\u53e3\u9ed8\u8ba4\u4e3a 4k\uff0c\u4f46\u53ef\u4ee5\u901a\u8fc7\u5fae\u8c03\u7b49\u53ef\u4ee5\u62d3\u5c55\u5230 32k\uff1b<\/p>\n<\/li>\n Llama 3\uff0c\u4e0a\u4e0b\u6587\u7a97\u53e3\u662f 8k\uff0c\u540e\u6765 Llama 3.1 \u7684\u957f\u6587\u672c\u80fd\u529b\u62d3\u5c55\u5230\u4e86 128k\u3002<\/p>\n<\/li>\n<\/ul>\n Meta \u5b98\u65b9\u535a\u5ba2\u4e2d\u662f\u8fd9\u4e48\u5199\u7684\uff1a<\/p>\n \uff08Llama 4 \u7684\u957f\u4e0a\u4e0b\u6587\uff09\u5f00\u8f9f\u4e86\u4e00\u4e2a\u5145\u6ee1\u53ef\u80fd\u6027\u7684\u4e16\u754c\uff0c\u5305\u62ec\u591a\u6587\u6863\u6458\u8981\u3001\u89e3\u6790\u5e7f\u6cdb\u7684\u7528\u6237\u6d3b\u52a8\u4ee5\u6267\u884c\u4e2a\u6027\u5316\u4efb\u52a1\u4ee5\u53ca\u5bf9\u5e9e\u5927\u7684\u4ee3\u7801\u5e93\u8fdb\u884c\u63a8\u7406\u3002<\/p>\n<\/blockquote>\n Llama 4 \u7cfb\u5217\uff0c\u5f00\u542f\u4e86 Llama \u7684\u539f\u751f\u591a\u6a21\u6001\u65f6\u4ee3\u3002<\/p>\n \u800c\u5df2\u7ecf\u516c\u5f00\u5bf9\u5916\u7684\u4e2d\u676f\u548c\u5927\u676f\uff0c\u88ab\u5b98\u65b9\u79f0\u4e3a\u201c\u8f7b\u91cf\u7ea7\u539f\u751f\u591a\u6a21\u6001\u6a21\u578b<\/strong>\u201d\u3002<\/p>\n \u7ed9\u7528\u6237\u7684\u4f53\u9a8c\u5c31\u662f\uff0c\u4e0a\u4f20\u4e00\u5f20\u56fe\u7247\uff0c\u53ef\u4ee5\u76f4\u63a5\u5728\u5bf9\u8bdd\u6846\u4e2d\u63d0\u95ee\u5173\u4e8e\u8fd9\u5f20\u56fe\u7247\u7684\u5404\u79cd\u95ee\u9898\u3002<\/p>\n \u4e0d\u662f\u6211\u8bf4\uff0cLlama \u7ec8\u4e8e\u957f\u773c\u775b\u4e86\uff01\uff01\uff01<\/p>\n \u4e0a\u9762\u8fd9\u5f20\u52a8\u56fe\u5c55\u793a\u7684\u4ec5\u4ec5\u662f\u6700\u57fa\u7840\u7684\uff0c\u201c\u4e3a\u96be\u201d\u7a0b\u90fd\u5347\u7ea7\u4e5f\u4e0d\u6015\u3002<\/p>\n \u6bd4\u5982\u5582\u5b83\u4e00\u5f20\u94fa\u6ee1\u5de5\u5177\u7684\u56fe\u7247\uff0c\u95ee\u5b83\u54ea\u4e9b\u9002\u5408\u6765\u5e72\u67d0\u4e2a\u6d3b\u3002<\/p>\n \u5b83\u4f1a\u5f88\u5feb\u5730\u628a\u9002\u7528\u7684\u5de5\u5177\u5708\u51fa\u6765\uff1a<\/p>\n \u8981\u8ba4\u989c\u8272 + \u8ba4\u5c0f\u9e1f\uff0c\u4e5f\u6ca1\u5728\u6015\u7684\uff1a<\/p>\n \u4e2d\u676f\u548c\u5927\u676f\u90fd\u5728\u5b98\u65b9\u4ecb\u7ecd\u4e2d\u88ab\u6253\u4e0a\u4e86\u201c\u4e16\u754c\u4e0a\u540c\u7c7b\u4ea7\u54c1\u4e2d\u6700\u597d\u7684\u591a\u6a21\u6001\u6a21\u578b\u201d\u7684 tag\u3002<\/p>\n \u6765\u770b\u548c Llama \u7cfb\u5217\u524d\u4f5c\u3001Gemma 3\u3001Mistral 3.1\u3001Gemini 2.0 Flash-Lite \u7684\u5bf9\u6bd4\u7ed3\u679c \u2014\u2014<\/p>\n \u53ef\u4ee5\u770b\u5230\uff0c\u5728\u5404\u4e2a\u6d4b\u8bc4\u96c6\u4e0a\u7684\u8868\u73b0\uff0cLlama 4 Scout \u6837\u6837\u90fd\u662f\u65b0 SOTA<\/strong>\u3002<\/p>\n \u7ecf\u8fc7\u4e86\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\u7684 Llama 4\uff0c\u638c\u63e1\u5168\u7403 12 \u79cd\u8bed\u8a00\uff0c\u4ee5\u6b64\u201c\u65b9\u4fbf\u5168\u7403\u5f00\u53d1\u8005\u7684\u90e8\u7f72\u201d\u3002<\/p>\n \u4e00\u5b9a\u8981\u8ddf\u5927\u5bb6\u5206\u4eab\u7684\u4e00\u4e2a\u7ec6\u8282\uff0cMeta \u8fd9\u6b21\u5728\u6a21\u578b API \u4ef7\u683c\u65b9\u9762\uff0c\u4e0b\u72e0\u624b\u4e86\uff01<\/p>\n \u5148\u8bf4\u7ed3\u679c\uff1a<\/p>\n \u7cfb\u5217\u8d85\u5927\u676f Llama 4 Maverick\uff0c\u4e0d\u4ec5\u8d85\u8d8a\u4e86\u540c\u7c7b\u578b\u53f7\u5176\u5b83\u6a21\u578b\uff0c\u4ef7\u683c\u8fd8\u975e\u5e38\u4e4b\u7f8e\u4e3d\u3002<\/p>\n \u66f4\u76f4\u89c2\u5730\u6765\u770b\u8fd9\u5f20\u8868\u683c\uff0c\u771f\u7684\u72e0\u8fc7 DeepSeek\u2014\u2014 \u4ece\u6027\u80fd\u5230\u4ef7\u683c\u5404\u4e2a\u7eac\u5ea6\u3002<\/p>\n \u8981\u77e5\u9053\uff0c\u8d85\u5927\u676f Llama 4 Behemoth \u5c5e\u4e8e\u662f Llama 4 \u7cfb\u5217\u7684\u6559\u5e08\u6a21\u578b\u3002<\/p>\n \u5982\u679c\u8bf4\u4e2d\u676f\u548c\u5927\u676f\u662f\u8f7b\u91cf\u7ea7\u9009\u624b\uff0c\u8fd9\u4f4d\u5c31\u662f\u7edd\u5bf9\u7684\u91cd\u78c5\u73a9\u5bb6\u3002<\/p>\n 288B \u6fc0\u6d3b\u53c2\u6570\uff0c16 \u4e2a\u4e13\u5bb6\u6a21\u578b\u3002<\/p>\n \u6700\u91cd\u8981\u7684\u662f\uff0c\u5b83\u7684\u603b\u53c2\u6570\u91cf\u9ad8\u8fbe 2000B\uff01<\/p>\n \u5728\u6570\u5b66\u3001\u591a\u8bed\u8a00\u548c\u56fe\u50cf\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u5b83\u63d0\u4f9b\u4e86\u975e\u63a8\u7406\u6a21\u578b\u7684\u6700\u5148\u8fdb\u6027\u80fd\u3002<\/p>\n \u5f53\u201c\u6700\u725b\u201d\u548c\u201c\u6700\u4fbf\u5b9c\u201d\u6446\u5728\u4e00\u8d77\u7684\u65f6\u5019\uff0c\u8bd5\u95ee\u54ea\u4f4d\u5f00\u53d1\u8005\u4f1a\u4e0d\u5fc3\u52a8\uff1f\uff08doge\uff09<\/p>\n \u7528\u4ed6\u4eec\u81ea\u5df1\u7684\u8bdd\u6765\u8bf4\uff0cLlama \u7cfb\u5217\u662f\u8fdb\u884c\u4e86\u5f7b\u5e95\u7684\u91cd\u65b0\u8bbe\u8ba1\u3002\u76ee\u524d\u7b2c\u4e00\u7ec4 LIama 4 \u7cfb\u5217\u6a21\u578b\uff0c\u4ed6\u4eec\u4e5f\u516c\u5e03\u4e86\u5177\u4f53\u7684\u8bad\u7ec3\u7ec6\u8282\u3002<\/p>\n \u4ed6\u4eec\u9996\u6b21\u4f7f\u7528\u6df7\u5408\u4e13\u5bb6 MoE \u67b6\u6784\uff0c\u5728 MoE \u67b6\u6784\u4e2d\uff0c\u5355\u4e2a token \u4ec5\u6fc0\u6d3b\u603b\u53c2\u6570\u7684\u4e00\u5c0f\u90e8\u5206\u3002MoE \u67b6\u6784\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u65b9\u9762\u5177\u6709\u66f4\u9ad8\u7684\u8ba1\u7b97\u6548\u7387\uff0c\u56fa\u5b9a\u8bad\u7ec3 FLOP \u6210\u672c\u60c5\u51b5\u4e0b\u8d28\u91cf\u66f4\u9ad8\u3002<\/p>\n \u6bd4\u5982\uff0cLlama 4Maverick \u6a21\u578b\u6709 17B \u4e2a\u6fc0\u6d3b\u53c2\u6570\u548c 400B \u4e2a\u603b\u53c2\u6570\u3002\u4ed6\u4eec\u4f7f\u7528\u4ea4\u66ff\u7684\u5bc6\u96c6\u5c42\u548c\u6df7\u5408\u4e13\u5bb6 (MoE) \u5c42\u6765\u63d0\u9ad8\u63a8\u7406\u6548\u7387\u3002<\/p>\n MoE \u5c42\u4f7f\u7528 128 \u4f4d\u8def\u7531\uff08Routed\uff09\u4e13\u5bb6\u548c\u4e00\u4f4d\u5171\u4eab\u4e13\u5bb6\u3002\u6bcf\u4e2a\u4ee4\u724c\u90fd\u4f1a\u53d1\u9001\u7ed9\u5171\u4eab\u4e13\u5bb6\u4ee5\u53ca 128 \u4f4d\u8def\u7531\uff08Routed\uff09\u4e13\u5bb6\u4e4b\u4e00\u3002<\/p>\n \u56e0\u6b64\uff0c\u867d\u7136\u6240\u6709\u53c2\u6570\u90fd\u5b58\u50a8\u5728\u5185\u5b58\u4e2d\uff0c\u4f46\u5728\u4e3a\u8fd9\u4e9b\u6a21\u578b\u63d0\u4f9b\u670d\u52a1\u65f6\uff0c\u53ea\u6709\u603b\u53c2\u6570\u7684\u5b50\u96c6\u88ab\u6fc0\u6d3b\u3002<\/p>\n \u8fd9\u901a\u8fc7\u964d\u4f4e\u6a21\u578b\u670d\u52a1\u6210\u672c\u548c\u5ef6\u8fdf\u6765\u63d0\u9ad8\u63a8\u7406\u6548\u7387 \u2014\u2014Llama 4 Maverick \u53ef\u4ee5\u5728\u5355\u4e2a H100 DGX \u4e3b\u673a\u4e0a\u8fd0\u884c\uff0c\u4ee5\u4fbf\u4e8e\u90e8\u7f72\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u5206\u5e03\u5f0f\u63a8\u7406\u5b9e\u73b0\u6700\u9ad8\u6548\u7387\u3002<\/p>\n \u4ed6\u4eec\u65e9\u671f\u878d\u5408\uff0c\u5c06\u6587\u672c\u548c\u89c6\u89c9 token \u65e0\u7f1d\u96c6\u6210\u5230\u7edf\u4e00\u6a21\u578b\u4e2d\u3002<\/p>\n \u4ed6\u4eec\u5f00\u53d1\u4e86\u4e00\u79cd\u65b0\u7684\u8bad\u7ec3\u6280\u672f\uff1aMetaP<\/strong>\uff0c\u53ef\u4ee5\u8bbe\u7f6e\u5173\u952e\u6a21\u578b\u8d85\u53c2\u6570\uff0c\u6bd4\u5982\u6bcf\u5c42\u7684\u5b66\u4e60\u7387\u548c\u521d\u59cb\u5316\u5c3a\u5ea6\u3002<\/p>\n \u7ed3\u679c\u53d1\u73b0\uff0c\u6240\u9009\u7684\u8d85\u53c2\u6570\u80fd\u5728\u6279\u91cf\u5927\u5c0f\u3001\u6a21\u578b\u5bbd\u5ea6\u3001\u6df1\u5ea6\u548c\u8bad\u7ec3 token \u7684\u4e0d\u540c\u503c\u4e4b\u95f4\u5f88\u597d\u5730\u6269\u5c55\u548c\u6cdb\u5316 \u2014\u2014<\/p>\n Llama 4 \u901a\u8fc7\u5728 200 \u79cd\u8bed\u8a00\uff08\u5305\u62ec 100 \u591a\u79cd\u8bed\u8a00\uff0c\u6bcf\u79cd\u8bed\u8a00\u6709\u8d85\u8fc7 10 \u4ebf\u4e2a\u8bcd\u5e93\uff09\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u5b9e\u73b0\u4e86\u5f00\u6e90\u5fae\u8c03\u5de5\u4f5c\uff0c\u591a\u8bed\u8a00\u8bcd\u5e93\u603b\u91cf\u662f Llama 3 \u7684 10 \u500d\u3002<\/p>\n \u6b64\u5916\uff0c\u4ed6\u4eec\u4f7f\u7528 FP8 \u7cbe\u5ea6\u8fdb\u884c\u9ad8\u6548\u6a21\u578b\u8bad\u7ec3\uff0c\u540c\u65f6\u4e0d\u727a\u7272\u8d28\u91cf\u5e76\u786e\u4fdd\u6a21\u578b FLOPs \u7684\u9ad8\u5229\u7528\u7387 \u2014 \u5728\u4f7f\u7528 FP8 \u548c 32K GPU \u9884\u8bad\u7ec3 Llama 4 Behemoth \u6a21\u578b\u65f6\uff0c\u7ed3\u679c\u4ed6\u4eec\u5b9e\u73b0\u4e86 390TFLOPs \/ GPU\u3002<\/p>\n \u7528\u4e8e\u8bad\u7ec3\u7684\u6574\u4f53\u6df7\u5408\u6570\u636e\u5305\u62ec 30 \u591a\u4e07\u4ebf\u4e2a token\uff0c\u662f Llama 3 \u9884\u8bad\u7ec3\u6df7\u5408\u7269\u7684\u4e24\u500d\u591a\uff0c\u5176\u4e2d\u5305\u62ec\u5404\u79cd\u6587\u672c\u3001\u56fe\u50cf\u548c\u89c6\u9891\u6570\u636e\u96c6\u3002<\/p>\n \u5728\u6240\u8c13\u7684\u201c\u4e2d\u671f\u8bad\u7ec3\u201d\u4e2d\u7ee7\u7eed\u8bad\u7ec3\u6a21\u578b\uff0c\u901a\u8fc7\u65b0\u7684\u8bad\u7ec3\u65b9\u6cd5\uff08\u5305\u62ec\u4f7f\u7528\u4e13\u4e1a\u6570\u636e\u96c6\u8fdb\u884c\u957f\u4e0a\u4e0b\u6587\u6269\u5c55\uff09\u6765\u63d0\u9ad8\u6a21\u578b\u7684\u6838\u5fc3\u529f\u80fd\u3002<\/p>\n \u540e\u8bad\u7ec3\u9636\u6bb5<\/strong>\uff0c\u4ed6\u4eec\u63d0\u51fa\u4e00\u4e2a\u8bfe\u7a0b\u7b56\u7565\uff0c\u4e0e\u5355\u4e2a\u6a21\u5f0f\u4e13\u5bb6\u6a21\u578b\u76f8\u6bd4\uff0c\u8be5\u7b56\u7565\u4e0d\u4f1a\u727a\u7272\u6027\u80fd\u3002<\/p>\n \u5728 Llama 4 \u4e2d\uff0c\u91c7\u7528\u4e86\u4e00\u79cd\u4e0d\u540c\u7684\u65b9\u6cd5\u6765\u6539\u9020\u6211\u4eec\u7684\u540e\u671f\u8bad\u7ec3\u7ba1\u9053\uff1a<\/p>\n \u8f7b\u91cf\u7ea7\u76d1\u7763\u5fae\u8c03 (SFT)> \u5728\u7ebf\u5f3a\u5316\u5b66\u4e60 (RL)> \u8f7b\u91cf\u7ea7\u76f4\u63a5\u504f\u597d\u4f18\u5316 (DPO)\u3002<\/p>\n \u4e00\u4e2a\u5173\u952e\u7684\u6559\u8bad\u662f\uff0cSFT \u548c DPO \u53ef\u80fd\u4f1a\u8fc7\u5ea6\u7ea6\u675f\u6a21\u578b\uff0c\u9650\u5236\u5728\u7ebf\u5f3a\u5316\u5b66\u4e60\u9636\u6bb5\u7684\u63a2\u7d22<\/strong>\uff0c\u5e76\u5bfc\u81f4\u7cbe\u5ea6\u964d\u4f4e\uff0c\u5c24\u5176\u662f\u5728\u63a8\u7406\u3001\u7f16\u7801\u548c\u6570\u5b66\u9886\u57df\u3002<\/p>\n \u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u4ed6\u4eec\u4f7f\u7528 Llama \u6a21\u578b\u4f5c\u4e3a\u8bc4\u5224\u6807\u51c6\uff0c\u5220\u9664\u4e86 50% \u4ee5\u4e0a\u88ab\u6807\u8bb0\u4e3a\u7b80\u5355\u7684\u6570\u636e\uff0c\u5e76\u5bf9\u5269\u4f59\u7684\u8f83\u96be\u6570\u636e\u96c6\u8fdb\u884c\u4e86\u8f7b\u91cf\u7ea7 SFT \u5904\u7406\u3002<\/p>\n \u5728\u968f\u540e\u7684\u5728\u7ebf\u5f3a\u5316\u5b66\u4e60\u9636\u6bb5\uff0c\u901a\u8fc7\u4ed4\u7ec6\u9009\u62e9\u8f83\u96be\u7684\u63d0\u793a\uff0c\u6211\u4eec\u5b9e\u73b0\u4e86\u6027\u80fd\u4e0a\u7684\u98de\u8dc3\u3002<\/p>\n \u6b64\u5916\uff0c\u4ed6\u4eec\u8fd8\u5b9e\u65bd\u4e86\u4e00\u79cd\u8fde\u7eed\u7684\u5728\u7ebf\u5f3a\u5316\u5b66\u4e60\u7b56\u7565\uff0c\u5373\u4ea4\u66ff\u8bad\u7ec3\u6a21\u578b<\/strong>\uff0c\u7136\u540e\u5229\u7528\u6a21\u578b\u4e0d\u65ad\u8fc7\u6ee4<\/strong>\u5e76\u53ea\u4fdd\u7559\u4e2d\u7b49\u96be\u5ea6\u5230\u8f83\u9ad8\u96be\u5ea6\u7684\u63d0\u793a\u3002\u4e8b\u5b9e\u8bc1\u660e\uff0c\u8fd9\u79cd\u7b56\u7565\u5728\u8ba1\u7b97\u91cf\u548c\u51c6\u786e\u6027\u7684\u6743\u8861\u65b9\u9762\u975e\u5e38\u6709\u5229\u3002<\/p>\n \u7136\u540e\uff0c\u4ed6\u4eec\u91c7\u7528\u8f7b\u91cf\u7ea7 DPO \u6765\u5904\u7406\u4e0e\u6a21\u578b\u54cd\u5e94\u8d28\u91cf\u76f8\u5173\u7684\u62d0\u89d2\u60c5\u51b5\uff0c\u4ece\u800c\u6709\u6548\u5730\u5728\u6a21\u578b\u7684\u667a\u80fd\u6027\u548c\u5bf9\u8bdd\u80fd\u529b\u4e4b\u95f4\u5b9e\u73b0\u4e86\u826f\u597d\u7684\u5e73\u8861\u3002\u6d41\u6c34\u7ebf\u67b6\u6784\u548c\u5e26\u6709\u81ea\u9002\u5e94\u6570\u636e\u8fc7\u6ee4\u529f\u80fd\u7684\u8fde\u7eed\u5728\u7ebf RL \u7b56\u7565\uff0c\u6700\u540e\u9020\u5c31\u4e86\u73b0\u5728\u7684 LIama 4\u3002<\/p>\n \u603b\u7ed3\u6765\u770b\uff0cLlama 4 \u67b6\u6784\u7684\u4e00\u9879\u5173\u952e\u521b\u65b0\u662f\u4f7f\u7528\u4ea4\u9519\u6ce8\u610f\u529b\u5c42\uff0c\u800c\u65e0\u9700\u4f4d\u7f6e\u5d4c\u5165<\/strong>\u3002\u6b64\u5916\uff0c\u4ed6\u4eec\u8fd8\u91c7\u7528\u4e86\u6ce8\u610f\u529b\u63a8\u7406\u65f6\u95f4\u6e29\u5ea6\u7f29\u653e\u6765\u589e\u5f3a\u957f\u5ea6\u6cdb\u5316\u3002<\/p>\n \u8fd9\u4e9b\u4ed6\u4eec\u79f0\u4e4b\u4e3a iRoPE \u67b6\u6784<\/strong>\uff0c\u5176\u4e2d\u201ci\u201d\u4ee3\u8868\u201c\u4ea4\u9519\u201d\u6ce8\u610f\u529b\u5c42\uff0c\u7a81\u51fa\u4e86\u652f\u6301\u201c\u65e0\u9650\u201d\u4e0a\u4e0b\u6587\u957f\u5ea6\u7684\u957f\u671f\u76ee\u6807\uff0c\u800c\u201cRoPE \u201d\u6307\u7684\u662f\u5927\u591a\u6570\u5c42\u4e2d\u91c7\u7528\u7684\u65cb\u8f6c\u4f4d\u7f6e\u5d4c\u5165\u3002<\/p>\n \u6700\u540e\uff0c\u4ed6\u4eec\u8fd8\u900f\u9732\u4e86\u8d85\u5927\u6a21\u578b Llama 4 Behemoth \u4e00\u4e9b\u84b8\u998f\u548c\u8bad\u7ec3\u7ec6\u8282\u3002<\/p>\n \u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u84b8\u998f\u635f\u5931\u51fd\u6570\uff0c\u53ef\u901a\u8fc7\u8bad\u7ec3\u52a8\u6001\u52a0\u6743\u8f6f\u76ee\u6807\u548c\u786c\u76ee\u6807\u3002<\/p>\n \u9884\u8bad\u7ec3\u9636\u6bb5\uff0cLlama 4 Behemoth \u7684\u4ee3\u7801\u84b8\u998f\u529f\u80fd\u53ef\u4ee5\u644a\u9500\u5b66\u751f\u8bad\u7ec3\u4e2d\u4f7f\u7528\u7684\u5927\u90e8\u5206\u8bad\u7ec3\u6570\u636e\u8ba1\u7b97\u84b8\u998f\u76ee\u6807\u6240\u9700\u7684\u8d44\u6e90\u5bc6\u96c6\u578b\u524d\u5411\u4f20\u9012\u7684\u8ba1\u7b97\u6210\u672c\u3002\u5bf9\u4e8e\u7eb3\u5165\u5b66\u751f\u8bad\u7ec3\u7684\u5176\u4ed6\u65b0\u6570\u636e\uff0c\u4ed6\u4eec\u5728 Behemoth \u6a21\u578b\u4e0a\u8fd0\u884c\u524d\u5411\u4f20\u9012\uff0c\u4ee5\u521b\u5efa\u84b8\u998f\u76ee\u6807\u3002<\/p>\n \u540e\u8bad\u7ec3\u9636\u6bb5\uff0c\u4e3a\u4e86\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u6027\u80fd\uff0c\u4ed6\u4eec\u5220\u51cf\u4e86 95% \u7684 SFT \u6570\u636e\uff0c\u800c\u5c0f\u578b\u6a21\u578b\u53ea\u9700\u5220\u51cf 50% \u7684\u6570\u636e\uff0c\u4ee5\u5b9e\u73b0\u5bf9\u8d28\u91cf\u548c\u6548\u7387\u7684\u5fc5\u8981\u5173\u6ce8\u3002<\/p>\n \u4ed6\u4eec\u5728\u8fdb\u884c\u8f7b\u91cf\u7ea7 SFT \u540e\uff0c\u518d\u8fdb\u884c\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\uff0c\u6a21\u578b\u7684\u63a8\u7406\u548c\u7f16\u7801\u80fd\u529b\u4f1a\u6709\u66f4\u663e\u8457\u7684\u63d0\u9ad8<\/strong>\u3002<\/p>\n \u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u4fa7\u91cd\u4e8e\u901a\u8fc7\u5bf9\u7b56\u7565\u6a21\u578b\u8fdb\u884c pass@k \u5206\u6790\u6765\u62bd\u53d6\u9ad8\u96be\u5ea6\u63d0\u793a\uff0c\u5e76\u6839\u636e\u63d0\u793a\u96be\u5ea6\u7684\u589e\u52a0\u7cbe\u5fc3\u8bbe\u8ba1\u8bad\u7ec3\u8bfe\u7a0b\u3002<\/p>\n \u6b64\u5916\u8fd8\u53d1\u73b0\uff0c\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u52a8\u6001\u8fc7\u6ee4\u6389\u4f18\u52bf\u4e3a\u96f6\u7684\u63d0\u793a\u8bed\uff0c\u5e76\u6784\u5efa\u5305\u542b\u591a\u79cd\u80fd\u529b\u7684\u6df7\u5408\u63d0\u793a\u8bed\u7684\u8bad\u7ec3\u6279\u6b21\uff0c\u6709\u52a9\u4e8e\u63d0\u9ad8\u6570\u5b66\u3001\u63a8\u7406\u548c\u7f16\u7801\u7684\u6027\u80fd\u3002\u6700\u540e\uff0c\u4ece\u5404\u79cd\u7cfb\u7edf\u6307\u4ee4\u4e2d\u53d6\u6837\u5bf9\u4e8e\u786e\u4fdd\u6a21\u578b\u5728\u63a8\u7406\u548c\u7f16\u7801\u65b9\u9762\u4fdd\u6301\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u5e76\u5728\u5404\u79cd\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\u81f3\u5173\u91cd\u8981\u3002<\/p>\n \u7531\u4e8e\u5176\u89c4\u6a21\u7a7a\u524d\uff0c\u8981\u4e3a\u4e24\u4e07\u4ebf\u4e2a\u53c2\u6570\u6a21\u578b\u6269\u5c55 RL\uff0c\u8fd8\u9700\u8981\u6539\u9020\u5e95\u5c42 RL \u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n \u4ed6\u4eec\u4f18\u5316\u4e86 MoE \u5e76\u884c\u5316\u7684\u8bbe\u8ba1\uff0c\u4ece\u800c\u52a0\u5feb\u4e86\u8fed\u4ee3\u901f\u5ea6\uff1b\u5e76\u5f00\u53d1\u4e86\u4e00\u4e2a\u5b8c\u5168\u5f02\u6b65\u7684\u5728\u7ebf RL \u8bad\u7ec3\u6846\u67b6\uff0c\u63d0\u9ad8\u4e86\u7075\u6d3b\u6027\u3002<\/p>\n \u73b0\u6709\u7684\u5206\u5e03\u5f0f\u8bad\u7ec3\u6846\u67b6\u4f1a\u727a\u7272\u8ba1\u7b97\u5185\u5b58\u4ee5\u5c06\u6240\u6709\u6a21\u578b\u5806\u53e0\u5728\u5185\u5b58\u4e2d\uff0c\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4ed6\u4eec\u65b0\u57fa\u7840\u67b6\u6784\u80fd\u591f\u5c06\u4e0d\u540c\u6a21\u578b\u7075\u6d3b\u5206\u914d\u5230\u4e0d\u540c GPU \u4e0a\uff0c\u5e76\u6839\u636e\u8ba1\u7b97\u901f\u5ea6\u5728\u591a\u4e2a\u6a21\u578b\u4e4b\u95f4\u5e73\u8861\u8d44\u6e90\u3002<\/p>\n \u4e0e\u524d\u51e0\u4ee3\u4ea7\u54c1\u76f8\u6bd4\uff0c\u8fd9\u4e00\u521b\u65b0\u4f7f\u8bad\u7ec3\u6548\u7387\u63d0\u9ad8\u4e86\u7ea6 10 \u500d<\/strong>\u3002<\/p>\n \u8981\u77e5\u9053\uff0c\u7531\u4e8e\u6628\u5929 DeepSeek \u53d1\u4e86\u65b0\u8bba\u6587\uff0c\u641e\u5f97\u5965\u5c14\u7279\u66fc\u90fd\u5750\u4e0d\u4f4f\u4e86\uff0c\u8d76\u7d27\u51fa\u6765\u53d1\u58f0\uff1a<\/p>\n \u8ba1\u5212\u6539\u53d8\uff1a\u6211\u4eec\u53ef\u80fd\u5728\u51e0\u5468\u4e4b\u540e\u5148\u53d1\u5e03 o3 \u548c o4-mini\u3002<\/p>\n GPT-5 \u5c31\u5728\u51e0\u4e2a\u6708\u540e\u554a\uff5e<\/p>\n<\/blockquote>\n \u4f46\uff0c\u8c01\u77e5\u9053\u534a\u8def\u53c8\u6740\u51fa\u4e2a Llama 4\uff1f\uff01<\/p>\n \u524d\u6709\u731b\u864e\uff0c\u540e\u6709\u8c7a\u72fc\uff0cOpenAI \u4f60\u771f\u7684\u5f97\u52a0\u6cb9\u4e86\u2026\u2026<\/p>\n \u7f51\u53cb\u8c03\u4f83\u9053\uff0c\u5f53\u5965\u5c14\u7279\u66fc\u4e00\u7741\u773c\uff0c\u770b\u5230 Llama 4 \u6765\u4e86\uff0c\u800c\u4e14 Llama 4 \u7684\u6210\u672c\u6bd4 GPT-4.5 \u964d\u4f4e\u4e86 3 \u4e2a\u6570\u91cf\u7ea7\u540e \u2014\u2014<\/p>\n \u4ed6\u7684\u72b6\u6001\u4e00\u5b9a\u662f\u9171\u5a76\u513f\u7684\uff1a<\/p>\n \u4ee5\u53ca\u76f8\u6bd4 Llama\uff0c\u73b0\u5728\u53ef\u80fd\u795e\u79d8\u4f4e\u8c03\u7684 DeepSeek\uff0c\u53ef\u80fd\u4e0d\u77e5\u9053\u4ec0\u4e48\u65f6\u5019\u7a81\u7136\u5c31\u4f1a\u63a8\u51fa DeepSeek R2 \u548c V4\u2026 \u540c\u5728\u676d\u5dde\u7684\u901a\u4e49\u5343\u95ee\u4e5f\u5e72\u52b2\u5341\u8db3\uff0cLlama \u4e5f\u597d GPT \u4e5f\u597d\uff0c\u57fa\u672c\u6210\u4e3a\u5e73\u884c\u53c2\u8003\u4e86\u3002<\/p>\n \u592a\u5e73\u6d0b\u8fd9\u5934\uff0c\u5df2\u7ecf\u5f00\u59cb\u843d\u5730\u5e94\u7528\u548c\u667a\u80fd\u4f53\u4e86\u3002<\/p>\n \u53c2\u8003\u94fe\u63a5\uff1a<\/span><\/p>\n [1]https:\/\/www.llama.com\/<\/span><\/p>\n<\/li>\n [2]https:\/\/ai.meta.com\/blog\/llama-4-multimodal-intelligence\/<\/span><\/p>\n<\/li>\n [3]https:\/\/x.com\/AIatMeta\/status\/1908598456144531660<\/span><\/p>\n<\/li>\n [4]https:\/\/x.com\/lmarena_ai\/status\/1908601011989782976<\/span><\/p>\n<\/li>\n [5]https:\/\/x.com\/IOHK_Charles\/status\/1908635624036590070<\/span><\/p>\n<\/li>\n<\/ul>\n \u672c\u6587\u6765\u81ea\u5fae\u4fe1\u516c\u4f17\u53f7\uff1a\u91cf\u5b50\u4f4d\uff08ID\uff1aQbitAI\uff09\uff0c\u4f5c\u8005\uff1a\u767d\u4ea4\u8861\u5b87\uff0c\u539f\u6807\u9898\u300aLIama 4 \u53d1\u5e03\u91cd\u593a\u5f00\u6e90\u7b2c\u4e00\uff01DeepSeek \u540c\u7b49\u4ee3\u7801\u80fd\u529b\u4f46\u53c2\u6570\u51cf\u4e00\u534a\uff0c\u4e00\u5f20 H100 \u5c31\u80fd\u8dd1\uff0c\u8fd8\u6709\u4e24\u4e07\u4ebf\u53c2\u6570\u8d85\u5927\u676f\u300b<\/span><\/p>\n \u5e7f\u544a\u58f0\u660e\uff1a\u6587\u5185\u542b\u6709\u7684\u5bf9\u5916\u8df3\u8f6c\u94fe\u63a5\uff08\u5305\u62ec\u4e0d\u9650\u4e8e\u8d85\u94fe\u63a5\u3001\u4e8c\u7ef4\u7801\u3001\u53e3\u4ee4\u7b49\u5f62\u5f0f\uff09\uff0c\u7528\u4e8e\u4f20\u9012\u66f4\u591a\u4fe1\u606f\uff0c\u8282\u7701\u7504\u9009\u65f6\u95f4\uff0c\u7ed3\u679c\u4ec5\u4f9b\u53c2\u8003\uff0cIT\u4e4b\u5bb6\u6240\u6709\u6587\u7ae0\u5747\u5305\u542b\u672c\u58f0\u660e\u3002<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":" AI \u4e0d\u8fc7\u5468\u672b\uff0c\u7845\u8c37\u4e5f\u662f\u5982\u6b64\u3002…<\/p>\n","protected":false},"author":1,"featured_media":4643,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[3],"tags":[],"_links":{"self":[{"href":"http:\/\/nxhdyxdsj.com\/index.php?rest_route=\/wp\/v2\/posts\/4642"}],"collection":[{"href":"http:\/\/nxhdyxdsj.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/nxhdyxdsj.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/nxhdyxdsj.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/nxhdyxdsj.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4642"}],"version-history":[{"count":0,"href":"http:\/\/nxhdyxdsj.com\/index.php?rest_route=\/wp\/v2\/posts\/4642\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/nxhdyxdsj.com\/index.php?rest_route=\/wp\/v2\/media\/4643"}],"wp:attachment":[{"href":"http:\/\/nxhdyxdsj.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4642"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/nxhdyxdsj.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4642"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/nxhdyxdsj.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4642"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}\n
![](\"https:\/\/img.ithome.com\/newsuploadfiles\/2025\/4\/a2e09d22-f78c-4249-99af-f02745a288a3.png?x-bce-process=image\/format,f_auto\" "\\"Meta")
<\/p>\n![](\"https:\/\/img.ithome.com\/newsuploadfiles\/2025\/4\/d58fb6b0-ec9c-4165-be90-03bd04c56dda.png?x-bce-process=image\/format,f_auto\" "\\"Meta")
<\/p>\n![](\"https:\/\/img.ithome.com\/newsuploadfiles\/2025\/4\/d0e9543c-5453-4877-b316-edd560e0246a.png?x-bce-process=image\/format,f_auto\" "\\"Meta")
<\/p>\n\n
![](\"https:\/\/img.ithome.com\/newsuploadfiles\/2025\/4\/5104b842-8063-423e-a53f-2b37fb313662.png?x-bce-process=image\/format,f_auto\" "\\"Meta")
<\/p>\n\u4e2d\u676f\u3001\u5927\u676f\u9996\u6279\u4eae\u76f8<\/h2>\n
![](\"https:\/\/img.ithome.com\/newsuploadfiles\/2025\/4\/85911013-149f-41f1-b8c0-83a29c3556c8.png?x-bce-process=image\/format,f_auto\" "\\"Meta")
<\/p>\nMeta \u9996\u6279 MoE \u67b6\u6784\u6a21\u578b<\/h3>\n
\u975e\u5e38\u957f \u2014\u2014\u2014\u2014 \u7684\u4e0a\u4e0b\u6587<\/h3>\n
\n
![](\"https:\/\/img.ithome.com\/newsuploadfiles\/2025\/4\/c1eabf47-4874-4dfc-a087-2b1644da85a8.png?x-bce-process=image\/format,f_auto\" "\\"Meta")
<\/p>\n![](\"https:\/\/img.ithome.com\/newsuploadfiles\/2025\/4\/70648449-29d8-4dc5-9e91-7541f08b8697.gif\" "\\"Meta")
<\/p>\n![](\"https:\/\/img.ithome.com\/newsuploadfiles\/2025\/4\/71a4b2c8-ed9d-4329-9e10-ce987278d556.png?x-bce-process=image\/format,f_auto\" "\\"Meta")
<\/p>\n\n
\n
\u539f\u751f\u591a\u6a21\u6001\u8bbe\u8ba1<\/h3>\n
![](\"https:\/\/img.ithome.com\/newsuploadfiles\/2025\/4\/00f8189f-e3c5-49f4-81c1-d03c8f25045c.gif\" "\\"Meta")
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<\/p>\n![](\"https:\/\/img.ithome.com\/newsuploadfiles\/2025\/4\/66da3288-5f73-45b4-9425-0a47d7bb0b59.png?x-bce-process=image\/format,f_auto\" "\\"Meta")
<\/p>\n\u8bed\u8a00\u5929\u8d4b Max<\/h3>\n
![](\"https:\/\/img.ithome.com\/newsuploadfiles\/2025\/4\/2ce55d10-5bcd-4f87-8edf-6a37299d6ca2.gif\" "\\"Meta")
<\/p>\n\u6bd4 DeepSeek \u66f4\u72e0\u7684\u201cAI \u6a21\u578b\u62fc\u591a\u591a\u201d<\/h3>\n
![](\"https:\/\/img.ithome.com\/newsuploadfiles\/2025\/4\/e6d93d07-177c-453b-b0e0-edcaef98faff.png?x-bce-process=image\/format,f_auto\" "\\"Meta")
<\/p>\n![](\"https:\/\/img.ithome.com\/newsuploadfiles\/2025\/4\/e6fc4816-db2a-428c-815a-38801ff5fc19.png?x-bce-process=image\/format,f_auto\" "\\"Meta")
<\/p>\n![](\"https:\/\/img.ithome.com\/newsuploadfiles\/2025\/4\/405736e6-9225-46cb-bfe4-88f8c2fa958f.png?x-bce-process=image\/format,f_auto\" "\\"Meta")
<\/p>\n\u8bad\u7ec3\u7ec6\u8282<\/h2>\n
\u9884\u8bad\u7ec3<\/h3>\n
![](\"https:\/\/img.ithome.com\/newsuploadfiles\/2025\/4\/3ec01f99-8f16-46e5-b90e-1889e92278bc.png?x-bce-process=image\/format,f_auto\" "\\"Meta")
<\/p>\n\u540e\u8bad\u7ec3<\/h3>\n
Llama 4 Behemoth<\/h3>\n
One More Thing<\/h2>\n
\n
![](\"https:\/\/img.ithome.com\/newsuploadfiles\/2025\/4\/d23f3e76-087c-411d-b255-8e1226d3ddda.gif\" "\\"Meta")
<\/p>\n\n