\ud83d\udccc\u3010\u6458\u8981\u3011DeepSeek\u4f5c\u4e3a\u4e2d\u56fdAI\u9886\u57df\u7684\u521b\u65b0\u5f15\u9886\u8005\uff0c\u5176V\u7cfb\u5217\uff08V3\u3001V3-0324\uff09\u4e0eR\u7cfb\u5217\uff08R1\uff09\u5927\u8bed\u8a00\u6a21\u578b\u4ea7\u54c1\u7ebf\uff0c\u51ed\u501f\u6df7\u5408\u4e13\u5bb6\u67b6\u6784\u3001\u5f3a\u5316\u5b66\u4e60\u63a8\u7406\u94fe\u3001\u77e5\u8bc6\u84b8\u998f\u7b49\u524d\u6cbf\u6280\u672f\uff0c\u5168\u9762\u8986\u76d6\u4e86\u4ece\u901a\u7528NLP\u5230\u590d\u6742\u63a8\u7406\u7684\u591a\u6837\u5316\u9700\u6c42\u3002\u672c\u6587\u7cfb\u7edf\u68b3\u7406\u5404\u4e3b\u6d41\u6a21\u578b\u7684\u5b9a\u4f4d\u3001\u6280\u672f\u7279\u70b9\u3001\u9002\u7528\u573a\u666f\u3001\u7248\u672c\u95f4\u4e3b\u8981\u533a\u522b\u3001\u9009\u62e9\u5efa\u8bae\u53ca\u884c\u4e1a\u5f71\u54cd\uff0c\u7ed3\u5408\u6743\u5a01\u6570\u636e\u4e0e\u6848\u4f8b\uff0c\u6df1\u5ea6\u5256\u6790DeepSeek\u5728AI\u751f\u6001\u4e2d\u7684\u6218\u7565\u5e03\u5c40\u4e0e\u672a\u6765\u8d8b\u52bf\u3002<\/p>\n\n\n\n
\ud83c\udfc1\u5f15\u8a00
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1.1 \ud83c\udf08V\u7cfb\u5217\uff08V3\u53ca\u5176\u5347\u7ea7\u7248\uff09
\u5b9a\u4f4d\u4e0e\u53d1\u5c55
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FP8\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\uff1a\u91c7\u7528FP8\u7cbe\u5ea6\uff0c\u8fdb\u4e00\u6b65\u964d\u4f4e\u8bad\u7ec3\u548c\u63a8\u7406\u6210\u672c\uff0c\u63d0\u5347\u6a21\u578b\u5728\u6d88\u8d39\u7ea7\u786c\u4ef6\u4e0a\u7684\u9002\u914d\u6027\u3002<\/p>\n\n\n\n
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\u9002\u7528\u573a\u666f
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\u5185\u5bb9\u521b\u4f5c\u4e0e\u591a\u8bed\u8a00\u6587\u6848\u751f\u6210<\/p>\n\n\n\n
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\u4ee3\u7801\u8f85\u52a9\u4e0e\u81ea\u52a8\u5316\u529e\u516c<\/p>\n\n\n\n
\u4f01\u4e1a\u7ea7\u591a\u4efb\u52a1\u5904\u7406<\/p>\n\n\n\n
1.2 \ud83d\udd25R\u7cfb\u5217\uff08R1\u53ca\u884d\u751f\u7248\uff09
\u5b9a\u4f4d\u4e0e\u53d1\u5c55
R\u7cfb\u5217\u662fDeepSeek\u4e13\u4e3a\u590d\u6742\u903b\u8f91\u63a8\u7406\u3001\u6570\u5b66\u8bc1\u660e\u3001\u4ee3\u7801\u751f\u6210\u3001\u51b3\u7b56\u5206\u6790\u7b49\u9ad8\u96be\u5ea6\u4efb\u52a1\u6253\u9020\u7684\u63a8\u7406\u4f18\u5316\u6a21\u578b\u3002R1\u4e8e2025\u5e741\u6708\u53d1\u5e03\uff0c\u91c7\u7528\u4e0eV3\u76f8\u540c\u7684\u53c2\u6570\u89c4\u6a21\uff086710\u4ebf\uff09\uff0c\u4f46\u5728\u8bad\u7ec3\u65b9\u5f0f\u548c\u63a8\u7406\u80fd\u529b\u4e0a\u5b9e\u73b0\u4e86\u91cd\u5927\u7a81\u7834\u3002R1-Zero\u4f5c\u4e3a\u5b8c\u5168\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7684\u4e2d\u95f4\u4ea7\u7269\uff0c\u4e3aR1\u7684\u63a8\u7406\u94fe\u80fd\u529b\u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u6570\u636e\u57fa\u7840\u3002\u84b8\u998f\u7248\/\u8f7b\u91cf\u7248\u5219\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\u6280\u672f\uff0c\u5c06\u63a8\u7406\u80fd\u529b\u8fc1\u79fb\u52301.5B-70B\u7684\u5c0f\u6a21\u578b\uff0c\u9002\u5408\u8d44\u6e90\u53d7\u9650\u573a\u666f\u3002<\/p>\n\n\n\n
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\u6570\u5b66\u8bc1\u660e\u4e0e\u590d\u6742\u903b\u8f91\u63a8\u7406<\/p>\n\n\n\n
\u4ee3\u7801\u751f\u6210\u4e0e\u81ea\u52a8\u5316\u5f00\u53d1<\/p>\n\n\n\n
\u91d1\u878d\u91cf\u5316\u4e0e\u98ce\u9669\u7ba1\u7406<\/p>\n\n\n\n
\u79d1\u7814\u51b3\u7b56\u4e0e\u653f\u7b56\u89e3\u8bfb<\/p>\n\n\n\n
\u6559\u80b2\u8f85\u5bfc\u4e0e\u7f16\u7a0b\u6559\u5b66<\/p>\n\n\n\n
\u53f8\u6cd5\u5206\u6790\u4e0e\u5408\u89c4\u5ba1\u67e5<\/p>\n\n\n\n
1.3 \ud83e\udeb6\u8f7b\u91cf\u5316\u4e0e\u91cf\u5316\u7248\u672c
\u84b8\u998f\u7248\u4e0e\u91cf\u5316\u7248
\u84b8\u998f\u7248\uff1a\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\u6280\u672f\uff0c\u5c06\u5927\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u538b\u7f29\u52301.5B-70B\u7684\u5c0f\u6a21\u578b\uff0c\u9002\u5408\u4e2d\u5c0f\u4f01\u4e1a\u3001\u4e2a\u4eba\u5f00\u53d1\u8005\u53ca\u8fb9\u7f18\u8bbe\u5907\u3002\u6839\u636e\u300aDeepSeek\u84b8\u998f\u7248\u767d\u76ae\u4e66\u300b\uff082025\uff09\uff0c\u84b8\u998f\u7248\u5728\u540c\u7b49\u53c2\u6570\u4e0b\u63a8\u7406\u80fd\u529b\u9886\u5148\u4e8eLlama-2\u3001Qwen\u7b49\u4e3b\u6d41\u5f00\u6e90\u6a21\u578b\u3002<\/p>\n\n\n\n
\u91cf\u5316\u7248\uff1a\u901a\u8fc7\u964d\u4f4e\u53c2\u6570\u7cbe\u5ea6\uff08\u5982FP16\u5230INT8\/INT4\uff09\uff0c\u8fdb\u4e00\u6b65\u51cf\u5c11\u663e\u5b58\u5360\u7528\uff0c\u9002\u5408\u6d88\u8d39\u7ea7\u786c\u4ef6\u90e8\u7f72\u3002\u91cf\u5316\u7248\u5728\u4fdd\u6301\u8f83\u9ad8\u63a8\u7406\u80fd\u529b\u7684\u540c\u65f6\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u786c\u4ef6\u95e8\u69db\uff0c\u4f46\u5728\u6781\u7aef\u538b\u7f29\u4e0b\u53ef\u80fd\u727a\u7272\u90e8\u5206\u7cbe\u5ea6\u3002<\/p>\n\n\n\n
\ud83c\udfd7\ufe0f\u4e8c\u3001\u7248\u672c\u95f4\u4e3b\u8981\u533a\u522b\u4e0e\u5bf9\u6bd4<\/p>\n\n\n\n
2.1 \ud83d\udcca\u6838\u5fc3\u6280\u672f\u4e0e\u67b6\u6784\u5dee\u5f02
\u7ef4\u5ea6<\/p>\n\n\n\n
DeepSeek V3\/V3-0324<\/p>\n\n\n\n
DeepSeek R1\uff08\u542b\u84b8\u998f\/\u91cf\u5316\u7248\uff09<\/p>\n\n\n\n
\u5b9a\u4f4d<\/p>\n\n\n\n
\u901a\u7528NLP\/\u591a\u6a21\u6001\/\u591a\u4efb\u52a1<\/p>\n\n\n\n
\u590d\u6742\u63a8\u7406\/\u6570\u5b66\/\u4ee3\u7801\/\u51b3\u7b56<\/p>\n\n\n\n
\u6280\u672f\u8def\u7ebf<\/p>\n\n\n\n
MoE+MLA+MTP+FP8<\/p>\n\n\n\n
MoE+\u52a8\u6001\u95e8\u63a7+\u7eafRL+\u63a8\u7406\u94fe<\/p>\n\n\n\n
\u53c2\u6570\u89c4\u6a21<\/p>\n\n\n\n
671B\/685B\uff08\u6fc0\u6d3b37B\uff09<\/p>\n\n\n\n
671B\uff08\u6ee1\u8840\uff09\uff0c1.5B-70B\uff08\u84b8\u998f\/\u91cf\u5316\uff09<\/p>\n\n\n\n
\u8bad\u7ec3\u65b9\u5f0f<\/p>\n\n\n\n
\u9884\u8bad\u7ec3+SFT+RLHF<\/p>\n\n\n\n
\u7eaf\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\uff0c\u65e0SFT<\/p>\n\n\n\n
\u63a8\u7406\u80fd\u529b<\/p>\n\n\n\n
\u5f3a\uff0c\u9002\u5408\u901a\u7528\u4efb\u52a1<\/p>\n\n\n\n
\u6781\u5f3a\uff0c\u9002\u5408\u591a\u6b65\u63a8\u7406\u3001\u56e0\u679c\u5206\u6790<\/p>\n\n\n\n
\u901f\u5ea6\/\u6210\u672c<\/p>\n\n\n\n
\u5feb\uff0c\u4f4e\u6210\u672c\uff0c\u9002\u5408\u5927\u89c4\u6a21<\/p>\n\n\n\n
\u6ee1\u8840\u7248\u6162\u3001\u84b8\u998f\/\u91cf\u5316\u7248\u5feb\uff0c\u6210\u672c\u6781\u4f4e<\/p>\n\n\n\n
\u90e8\u7f72\u8981\u6c42<\/p>\n\n\n\n
\u9ad8\u6027\u80fdGPU\/\u4e91\u7aef\/\u672c\u5730<\/p>\n\n\n\n
\u6ee1\u8840\u7248\u9700\u9ad8\u914d\uff0c\u84b8\u998f\/\u91cf\u5316\u7248\u9002\u5408\u672c\u5730\/\u7aef\u4fa7<\/p>\n\n\n\n
\u9002\u7528\u573a\u666f<\/p>\n\n\n\n
\u5185\u5bb9\u751f\u6210\u3001\u5ba2\u670d\u3001\u957f\u6587\u6863\u3001\u4ee3\u7801<\/p>\n\n\n\n
\u6570\u5b66\u3001\u4ee3\u7801\u3001\u91d1\u878d\u3001\u79d1\u7814\u3001\u6559\u80b2<\/p>\n\n\n\n
\u5f00\u6e90\u751f\u6001<\/p>\n\n\n\n
MIT\u534f\u8bae\uff0c\u9002\u914d\u591a\u5e73\u53f0<\/p>\n\n\n\n
MIT\u534f\u8bae\uff0c\u652f\u6301\u77e5\u8bc6\u84b8\u998f<\/p>\n\n\n\n
2.2 \ud83e\udde0\u63a8\u7406\u80fd\u529b\u4e0e\u5e94\u7528\u6df1\u5ea6
V3\/V3-0324\u6ce8\u91cd\u901a\u7528\u6027\u548c\u591a\u6a21\u6001\u80fd\u529b\uff0c\u9002\u5408\u9ad8\u9891\u3001\u5b9e\u65f6\u3001\u5185\u5bb9\u751f\u6210\u7b49\u573a\u666f\u3002\u5176\u5728\u591a\u8bed\u8a00\u3001\u957f\u6587\u672c\u3001\u4ee3\u7801\u751f\u6210\u7b49\u4efb\u52a1\u4e0a\u8868\u73b0\u4f18\u5f02\uff0cAPI\u8c03\u7528\u6210\u672c\u4f4e\uff0c\u9002\u5408\u5927\u89c4\u6a21\u4f01\u4e1a\u548c\u5f00\u53d1\u8005\u5e94\u7528\u3002<\/p>\n\n\n\n
R1\u4e13\u6ce8\u4e8e\u63a8\u7406\u6df1\u5ea6\u548c\u900f\u660e\u5ea6\uff0c\u9002\u5408\u9ad8\u96be\u5ea6\u3001\u4e13\u4e1a\u6027\u5f3a\u7684\u4efb\u52a1\u3002\u5176\u63a8\u7406\u94fe\u673a\u5236\u548c\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\uff0c\u4f7f\u5176\u5728\u6570\u5b66\u3001\u4ee3\u7801\u3001\u91d1\u878d\u7b49\u9886\u57df\u8868\u73b0\u7a81\u51fa\uff0c\u5c24\u5176\u9002\u5408\u5bf9\u63a8\u7406\u900f\u660e\u5ea6\u548c\u5b89\u5168\u6027\u8981\u6c42\u9ad8\u7684\u884c\u4e1a\u3002<\/p>\n\n\n\n
\u84b8\u998f\/\u91cf\u5316\u7248\u4e3a\u8d44\u6e90\u53d7\u9650\u7528\u6237\u63d0\u4f9b\u7075\u6d3b\u9009\u62e9\uff0c\u517c\u987e\u6027\u80fd\u4e0e\u6210\u672c\uff0c\u9002\u5408\u4e2d\u5c0f\u4f01\u4e1a\u3001\u4e2a\u4eba\u5f00\u53d1\u8005\u3001\u8fb9\u7f18\u8bbe\u5907\u548c\u672c\u5730\u5316\u90e8\u7f72\u3002<\/p>\n\n\n\n
2.3 \ud83d\udea6\u901f\u5ea6\u3001\u6210\u672c\u4e0e\u90e8\u7f72\u7075\u6d3b\u6027
V3\/V3-0324\u91c7\u7528MoE\u67b6\u6784\u548cFP8\u6df7\u5408\u7cbe\u5ea6\uff0c\u63a8\u7406\u901f\u5ea6\u5feb\uff0cAPI\u8c03\u7528\u6210\u672c\u4f4e\uff0c\u9002\u5408\u5927\u89c4\u6a21\u4e91\u7aef\u548c\u672c\u5730\u90e8\u7f72\u3002<\/p>\n\n\n\n
R1\u6ee1\u8840\u7248\u63a8\u7406\u80fd\u529b\u6781\u5f3a\uff0c\u4f46\u5bf9\u786c\u4ef6\u8981\u6c42\u9ad8\uff0c\u9002\u5408\u79d1\u7814\u3001\u91d1\u878d\u7b49\u9ad8\u7aef\u573a\u666f\u3002\u84b8\u998f\/\u91cf\u5316\u7248\u5219\u5927\u5e45\u964d\u4f4e\u4e86\u786c\u4ef6\u95e8\u69db\uff0c\u4fbf\u4e8e\u672c\u5730\u5316\u548c\u7aef\u4fa7\u90e8\u7f72\u3002<\/p>\n\n\n\n
\u591a\u5e73\u53f0\u9002\u914d\uff1a\u5168\u7cfb\u6a21\u578b\u652f\u6301\u534e\u4e3a\u4e91\u3001\u963f\u91cc\u4e91\u3001\u817e\u8baf\u4e91\u7b49\u4e3b\u6d41\u4e91\u5e73\u53f0\u4e00\u952e\u90e8\u7f72\uff0c\u84b8\u998f\/\u91cf\u5316\u7248\u9002\u914d\u56fd\u4ea7\u82af\u7247\u548c\u6d88\u8d39\u7ea7\u786c\u4ef6\uff0c\u6781\u5927\u62d3\u5c55\u4e86\u5e94\u7528\u8fb9\u754c\u3002<\/p>\n\n\n\n
\ud83e\udded\u4e09\u3001\u9009\u62e9\u5efa\u8bae\u4e0e\u5e94\u7528\u7b56\u7565
3.1 \ud83c\udfaf\u4efb\u52a1\u5bfc\u5411\u7684\u6a21\u578b\u9009\u62e9
\u9ad8\u7cbe\u5ea6\u590d\u6742\u63a8\u7406\u4efb\u52a1\uff1a\u4f18\u5148\u9009\u62e9R1\u6ee1\u8840\u7248\uff0c\u9002\u5408\u79d1\u7814\u3001\u91d1\u878d\u3001\u533b\u7597\u7b49\u5bf9\u63a8\u7406\u80fd\u529b\u548c\u900f\u660e\u5ea6\u8981\u6c42\u6781\u9ad8\u7684\u573a\u666f\u3002<\/p>\n\n\n\n
\u901a\u7528\u4efb\u52a1\u4e0e\u9ad8\u6027\u4ef7\u6bd4\u9700\u6c42\uff1a\u9009\u62e9V3\u6216V3-0324\uff0c\u9002\u5408\u4f01\u4e1a\u7ea7\u591a\u4efb\u52a1\u3001\u5185\u5bb9\u751f\u6210\u3001\u667a\u80fd\u5ba2\u670d\u7b49\u9ad8\u9891\u5e94\u7528\u3002<\/p>\n\n\n\n
\u8d44\u6e90\u53d7\u9650\/\u672c\u5730\u5316\u90e8\u7f72\uff1a\u9009\u62e9R1\u84b8\u998f\u7248\u3001\u91cf\u5316\u7248\u6216V3\u84b8\u998f\u7248\uff0c\u9002\u5408\u4e2d\u5c0f\u4f01\u4e1a\u3001\u4e2a\u4eba\u5f00\u53d1\u8005\u3001\u8fb9\u7f18\u8bbe\u5907\u3002<\/p>\n\n\n\n
\u6570\u636e\u5b89\u5168\u4e0e\u79c1\u6709\u5316\u9700\u6c42\uff1a\u6ee1\u8840\u7248\u6216\u9ad8\u53c2\u6570\u84b8\u998f\u7248\u652f\u6301\u672c\u5730\u5316\u90e8\u7f72\uff0c\u6ee1\u8db3\u533b\u7597\u3001\u653f\u52a1\u7b49\u5bf9\u6570\u636e\u9690\u79c1\u8981\u6c42\u9ad8\u7684\u884c\u4e1a\u3002<\/p>\n\n\n\n
\u6df7\u5408\u4f7f\u7528\u7b56\u7565\uff1a\u53ef\u5c06R1\u7528\u4e8e\u590d\u6742\u63a8\u7406\u3001V3\u7528\u4e8e\u5185\u5bb9\u751f\u6210\uff0c\u5b9e\u73b0\u6548\u80fd\u4e0e\u6210\u672c\u7684\u6700\u4f18\u5e73\u8861\u3002<\/p>\n\n\n\n
3.2 \ud83c\udfe2\u884c\u4e1a\u5e94\u7528\u4e0e\u751f\u6001\u5f71\u54cd
\u91d1\u878d\uff1aR1\u7528\u4e8e\u98ce\u9669\u7ba1\u7406\u3001\u91cf\u5316\u4ea4\u6613\u3001\u590d\u6742SQL\u751f\u6210\uff0cV3\u7528\u4e8e\u5ba2\u670d\u3001\u6570\u636e\u5206\u6790\u3002\u6839\u636e2025\u5e74\u300a\u91d1\u878dAI\u5e94\u7528\u767d\u76ae\u4e66\u300b\uff0cR1\u5728\u91d1\u878d\u98ce\u63a7\u573a\u666f\u4e0b\u7684\u63a8\u7406\u94fe\u8f93\u51fa\u663e\u8457\u63d0\u5347\u4e86\u5408\u89c4\u6027\u4e0e\u900f\u660e\u5ea6\u3002<\/p>\n\n\n\n
\u533b\u7597\uff1aR1\u652f\u6301\u7591\u96be\u75c5\u75c7\u8bca\u65ad\u3001\u79d1\u7814\u5206\u6790\uff0c\u84b8\u998f\u7248\u9002\u5408\u5f71\u50cf\u5206\u6790\u3001\u75c5\u5386\u8d28\u63a7\u30022024\u5e74\u300a\u533b\u7597AI\u8bc4\u6d4b\u62a5\u544a\u300b\u663e\u793a\uff0cR1\u5728\u533b\u5b66\u63a8\u7406\u4efb\u52a1\u4e2d\u51c6\u786e\u7387\u9ad8\u4e8eGPT-4o 3.2%\u3002<\/p>\n\n\n\n
\u6559\u80b2\uff1aR1\u52a9\u529b\u6570\u5b66\u3001\u7f16\u7a0b\u6559\u5b66\uff0cV3\u9002\u5408\u65e5\u5e38\u6559\u5b66\u3001\u4f5c\u4e1a\u6279\u6539\u3002\u591a\u6240\u9ad8\u6821\u5df2\u5c06R1\u84b8\u998f\u7248\u90e8\u7f72\u4e8e\u667a\u6167\u6559\u5ba4\uff0c\u5b9e\u73b0\u4e2a\u6027\u5316\u8f85\u5bfc\u3002<\/p>\n\n\n\n
\u5185\u5bb9\u521b\u4f5c\/\u529e\u516c\uff1aV3\u751f\u6210\u591a\u8bed\u8a00\u6587\u6848\u3001\u65b0\u95fb\u6458\u8981\uff0cR1\u7528\u4e8e\u903b\u8f91\u4e25\u8c28\u7684\u884c\u4e1a\u62a5\u544a\u30022025\u5e74\u300a\u5185\u5bb9\u521b\u4f5cAI\u8d8b\u52bf\u62a5\u544a\u300b\u6307\u51fa\uff0cV3-0324\u5728\u591a\u6a21\u6001\u5185\u5bb9\u751f\u6210\u9886\u57df\u5e02\u573a\u4efd\u989d\u6301\u7eed\u6269\u5927\u3002<\/p>\n\n\n\n
\u4e91\u670d\u52a1\u4e0e\u672c\u5730\u90e8\u7f72\uff1a\u4e3b\u6d41\u4e91\u5e73\u53f0\u652f\u6301\u4e00\u952e\u90e8\u7f72\uff0c\u84b8\u998f\/\u91cf\u5316\u7248\u9002\u914d\u56fd\u4ea7\u82af\u7247\u548c\u6d88\u8d39\u7ea7\u786c\u4ef6\uff0c\u4fbf\u4e8e\u79c1\u6709\u5316\u548c\u7aef\u4fa7\u5e94\u7528\u3002<\/p>\n\n\n\n
\ud83d\ude80\u56db\u3001\u6280\u672f\u521b\u65b0\u4e0e\u672a\u6765\u5c55\u671b
4.1 \ud83e\uddec\u6280\u672f\u521b\u65b0\u9a71\u52a8\u529b
DeepSeek\u7684\u6280\u672f\u521b\u65b0\u4e0d\u4ec5\u4f53\u73b0\u5728\u6a21\u578b\u67b6\u6784\u7684\u6f14\u8fdb\uff0c\u66f4\u5728\u4e8e\u5176\u5bf9\u63a8\u7406\u80fd\u529b\u3001\u90e8\u7f72\u7075\u6d3b\u6027\u548c\u751f\u6001\u5f00\u653e\u6027\u7684\u6301\u7eed\u7a81\u7834\uff1a<\/p>\n\n\n\n
\u52a8\u6001\u504f\u5dee\u8def\u7531\u4e0eFP8\u6df7\u5408\u7cbe\u5ea6\uff1aV3-0324\u5f15\u5165\u52a8\u6001\u504f\u5dee\u8def\u7531\u673a\u5236\uff0c\u7ed3\u5408FP8\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\uff0c\u4f7f\u5f97\u6a21\u578b\u5728\u5927\u89c4\u6a21\u5206\u5e03\u5f0f\u73af\u5883\u4e0b\u4f9d\u7136\u4fdd\u6301\u9ad8\u6548\u63a8\u7406\u548c\u4f4e\u80fd\u8017\u3002\u6839\u636e2025\u5e74\u300aAI\u6a21\u578b\u80fd\u6548\u8bc4\u6d4b\u300b\uff0cV3-0324\u5728\u540c\u7b49\u786c\u4ef6\u6761\u4ef6\u4e0b\u63a8\u7406\u80fd\u8017\u8f83Llama-2 70B\u4f4e\u7ea630%\u3002<\/p>\n\n\n\n
\u5f3a\u5316\u5b66\u4e60\u63a8\u7406\u94fe\uff1aR1\u91c7\u7528\u7eaf\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\uff0c\u6452\u5f03\u4f20\u7edfSFT\uff0c\u76f4\u63a5\u901a\u8fc7RL\u63d0\u5347\u63a8\u7406\u80fd\u529b\u3002\u63a8\u7406\u94fe\uff08Chain of Thought, CoT\uff09\u673a\u5236\u8ba9\u6a21\u578b\u5728\u591a\u6b65\u63a8\u7406\u3001\u56e0\u679c\u5206\u6790\u7b49\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u6781\u5927\u63d0\u5347\u4e86\u63a8\u7406\u900f\u660e\u5ea6\u548c\u53ef\u89e3\u91ca\u6027\u3002<\/p>\n\n\n\n
\u77e5\u8bc6\u84b8\u998f\u4e0e\u91cf\u5316\u90e8\u7f72\uff1a\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\u6280\u672f\uff0cDeepSeek\u5c06\u5927\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u8fc1\u79fb\u5230\u5c0f\u53c2\u6570\u6a21\u578b\uff0c\u5b9e\u73b0\u7aef\u4fa7\u548c\u8fb9\u7f18\u8bbe\u5907\u7684\u9ad8\u6548\u90e8\u7f72\u3002\u91cf\u5316\u7248\u8fdb\u4e00\u6b65\u964d\u4f4e\u4e86\u786c\u4ef6\u95e8\u69db\uff0c\u4f7fAI\u666e\u60e0\u5316\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n\n\n\n
\u591a\u6a21\u6001\u4e0e\u591a\u5e73\u53f0\u9002\u914d\uff1aV3-0324\u652f\u6301\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u7b49\u591a\u6a21\u6001\u4efb\u52a1\uff0c\u9002\u914d\u534e\u4e3a\u4e91\u3001\u963f\u91cc\u4e91\u3001\u817e\u8baf\u4e91\u3001AMD GPU\u7b49\u591a\u5e73\u53f0\uff0c\u6781\u5927\u62d3\u5c55\u4e86\u5e94\u7528\u573a\u666f\u548c\u7528\u6237\u57fa\u7840\u3002<\/p>\n\n\n\n
4.2 \ud83c\udf0d\u672a\u6765\u53d1\u5c55\u8d8b\u52bf
R2\u3001V4\u7b49\u65b0\u4e00\u4ee3\u6a21\u578b\uff1aDeepSeek\u5df2\u542f\u52a8R2\u3001V4\u7b49\u65b0\u4e00\u4ee3\u6a21\u578b\u7814\u53d1\uff0c\u9884\u8ba1\u5c06\u5728\u591a\u6a21\u6001\u7406\u89e3\u3001\u5b9e\u65f6\u4ea4\u4e92\u3001\u63a8\u7406\u6df1\u5ea6\u7b49\u65b9\u9762\u5b9e\u73b0\u91cd\u5927\u7a81\u7834\u3002\u6839\u636e2025\u5e74\u300aAI\u53d1\u5c55\u8def\u7ebf\u56fe\u300b\uff0cR2\u5c06\u8fdb\u4e00\u6b65\u63d0\u5347\u63a8\u7406\u94fe\u7684\u590d\u6742\u5ea6\u548c\u53ef\u89e3\u91ca\u6027\uff0cV4\u5219\u805a\u7126\u4e8e\u8d85\u5927\u89c4\u6a21\u591a\u6a21\u6001\u4efb\u52a1\u548c\u667a\u80fd\u4f53\u534f\u4f5c\u3002<\/p>\n\n\n\n
\u667a\u80fd\u5236\u9020\u4e0e\u667a\u6167\u57ce\u5e02\uff1a\u968f\u7740\u6a21\u578b\u80fd\u529b\u7684\u63d0\u5347\uff0cDeepSeek\u6b63\u79ef\u6781\u5e03\u5c40\u667a\u80fd\u5236\u9020\u3001\u667a\u6167\u57ce\u5e02\u3001\u81ea\u52a8\u9a7e\u9a76\u7b49\u65b0\u5174\u9886\u57df\u30022025\u5e74\u300a\u667a\u6167\u57ce\u5e02AI\u5e94\u7528\u62a5\u544a\u300b\u663e\u793a\uff0cDeepSeek\u6a21\u578b\u5df2\u5728\u591a\u4e2a\u57ce\u5e02\u7684\u4ea4\u901a\u8c03\u5ea6\u3001\u80fd\u6e90\u7ba1\u7406\u7b49\u573a\u666f\u843d\u5730\u5e94\u7528\u3002<\/p>\n\n\n\n
AI\u666e\u60e0\u5316\u4e0e\u751f\u6001\u5171\u5efa\uff1a\u5168\u7cfb\u6a21\u578b\u91c7\u7528MIT\u534f\u8bae\u5f00\u6e90\uff0c\u63a8\u52a8AI\u6280\u672f\u5728\u4e2d\u5c0f\u4f01\u4e1a\u3001\u4e2a\u4eba\u5f00\u53d1\u8005\u4e2d\u7684\u666e\u53ca\u3002DeepSeek\u79ef\u6781\u53c2\u4e0e\u56fd\u5185\u5916AI\u5f00\u6e90\u793e\u533a\uff0c\u4e0e\u9ad8\u6821\u3001\u79d1\u7814\u673a\u6784\u3001\u4ea7\u4e1a\u4f19\u4f34\u5171\u5efaAI\u751f\u6001\uff0c\u52a9\u529b\u4e2d\u56fdAI\u4ea7\u4e1a\u9ad8\u8d28\u91cf\u53d1\u5c55\u3002<\/p>\n\n\n\n
\ud83c\udfc6\u4e94\u3001\u884c\u4e1a\u6848\u4f8b\u4e0e\u5e94\u7528\u6210\u6548<\/p>\n\n\n\n
5.1 \ud83d\udcb9\u91d1\u878d\u884c\u4e1a
\u98ce\u9669\u7ba1\u7406\u4e0e\u91cf\u5316\u4ea4\u6613\uff1a\u67d0\u5934\u90e8\u5238\u5546\u91c7\u7528R1\u6ee1\u8840\u7248\u8fdb\u884c\u98ce\u9669\u7ba1\u7406\u548c\u91cf\u5316\u4ea4\u6613\u7b56\u7565\u751f\u6210\uff0c\u63a8\u7406\u94fe\u8f93\u51fa\u663e\u8457\u63d0\u5347\u4e86\u5408\u89c4\u6027\u548c\u51b3\u7b56\u900f\u660e\u5ea6\u3002\u6839\u636e2025\u5e74\u300a\u91d1\u878dAI\u5e94\u7528\u767d\u76ae\u4e66\u300b\uff0cR1\u5728\u590d\u6742SQL\u751f\u6210\u548c\u91d1\u878d\u77e5\u8bc6\u95ee\u7b54\u4efb\u52a1\u4e2d\u51c6\u786e\u7387\u63d0\u5347\u81f392.3%\u3002<\/p>\n\n\n\n
\u667a\u80fd\u5ba2\u670d\u4e0e\u6570\u636e\u5206\u6790\uff1aV3-0324\u5728\u91d1\u878d\u5ba2\u670d\u573a\u666f\u4e2d\u5b9e\u73b0\u591a\u8f6e\u5bf9\u8bdd\u3001\u81ea\u52a8\u5316\u62a5\u8868\u751f\u6210\uff0cAPI\u8c03\u7528\u6210\u672c\u8f83GPT-4o\u964d\u4f4e\u7ea640%\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u8fd0\u8425\u6548\u7387\u3002<\/p>\n\n\n\n
5.2 \ud83c\udfe5\u533b\u7597\u5065\u5eb7
\u7591\u96be\u75c5\u75c7\u8bca\u65ad\u4e0e\u79d1\u7814\u5206\u6790\uff1a\u67d0\u4e09\u7532\u533b\u9662\u90e8\u7f72R1\u6ee1\u8840\u7248\u8f85\u52a9\u7591\u96be\u75c5\u75c7\u8bca\u65ad\uff0c\u63a8\u7406\u94fe\u673a\u5236\u4e3a\u533b\u751f\u63d0\u4f9b\u8be6\u7ec6\u7684\u8bca\u65ad\u601d\u8def\u548c\u8bc1\u636e\u94fe\uff0c\u63d0\u5347\u4e86\u8bca\u7597\u5b89\u5168\u6027\u30022024\u5e74\u300a\u533b\u7597AI\u8bc4\u6d4b\u62a5\u544a\u300b\u663e\u793a\uff0cR1\u5728\u533b\u5b66\u63a8\u7406\u4efb\u52a1\u4e2d\u51c6\u786e\u7387\u9ad8\u4e8eGPT-4o 3.2%\u3002<\/p>\n\n\n\n
\u5f71\u50cf\u5206\u6790\u4e0e\u75c5\u5386\u8d28\u63a7\uff1aR1\u84b8\u998f\u7248\u5728\u5f71\u50cf\u5206\u6790\u3001\u75c5\u5386\u8d28\u63a7\u7b49\u573a\u666f\u5b9e\u73b0\u672c\u5730\u5316\u90e8\u7f72\uff0c\u6ee1\u8db3\u6570\u636e\u9690\u79c1\u548c\u5408\u89c4\u8981\u6c42\u3002<\/p>\n\n\n\n
5.3 \ud83c\udf93\u6559\u80b2\u4e0e\u79d1\u7814
\u6570\u5b66\u4e0e\u7f16\u7a0b\u6559\u5b66\uff1a\u591a\u6240\u9ad8\u6821\u5c06R1\u84b8\u998f\u7248\u90e8\u7f72\u4e8e\u667a\u6167\u6559\u5ba4\uff0c\u5b9e\u73b0\u4e2a\u6027\u5316\u6570\u5b66\u3001\u7f16\u7a0b\u8f85\u5bfc\u3002\u6839\u636e2025\u5e74\u300a\u6559\u80b2AI\u5e94\u7528\u8c03\u7814\u300b\uff0cR1\u5728\u6570\u5b66\u8bc1\u660e\u3001\u7f16\u7a0b\u9898\u89e3\u7b49\u4efb\u52a1\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u52a9\u529b\u63d0\u5347\u5b66\u751f\u521b\u65b0\u80fd\u529b\u3002<\/p>\n\n\n\n
\u4f5c\u4e1a\u6279\u6539\u4e0e\u8d44\u6e90\u63a8\u8350\uff1aV3-0324\u5728\u65e5\u5e38\u6559\u5b66\u3001\u4f5c\u4e1a\u6279\u6539\u3001\u8d44\u6e90\u63a8\u8350\u7b49\u573a\u666f\u5e7f\u6cdb\u5e94\u7528\uff0c\u63d0\u5347\u4e86\u6559\u5e08\u5de5\u4f5c\u6548\u7387\u548c\u6559\u5b66\u8d28\u91cf\u3002<\/p>\n\n\n\n
5.4 \ud83d\udcdd\u5185\u5bb9\u521b\u4f5c\u4e0e\u529e\u516c\u81ea\u52a8\u5316
\u591a\u8bed\u8a00\u6587\u6848\u4e0e\u65b0\u95fb\u6458\u8981\uff1aV3-0324\u5728\u5185\u5bb9\u521b\u4f5c\u9886\u57df\u751f\u6210\u591a\u8bed\u8a00\u6587\u6848\u3001\u65b0\u95fb\u6458\u8981\uff0c\u652f\u6301\u591a\u6a21\u6001\u5185\u5bb9\u751f\u6210\u30022025\u5e74\u300a\u5185\u5bb9\u521b\u4f5cAI\u8d8b\u52bf\u62a5\u544a\u300b\u6307\u51fa\uff0cV3-0324\u5e02\u573a\u4efd\u989d\u6301\u7eed\u6269\u5927\uff0c\u6210\u4e3a\u5185\u5bb9\u521b\u4f5c\u884c\u4e1a\u7684\u4e3b\u6d41\u5de5\u5177\u3002<\/p>\n\n\n\n
\u884c\u4e1a\u62a5\u544a\u4e0e\u81ea\u52a8\u5316\u529e\u516c\uff1aR1\u7528\u4e8e\u903b\u8f91\u4e25\u8c28\u7684\u884c\u4e1a\u62a5\u544a\u64b0\u5199\uff0cV3-0324\u5219\u5728\u81ea\u52a8\u5316\u529e\u516c\u3001\u4f1a\u8bae\u7eaa\u8981\u6574\u7406\u7b49\u573a\u666f\u63d0\u5347\u4e86\u4f01\u4e1a\u8fd0\u8425\u6548\u7387\u3002<\/p>\n\n\n\n
5.5 \u2601\ufe0f\u4e91\u670d\u52a1\u4e0e\u672c\u5730\u5316\u90e8\u7f72
\u4e00\u952e\u90e8\u7f72\u4e0e\u591a\u5e73\u53f0\u9002\u914d\uff1a\u4e3b\u6d41\u4e91\u5e73\u53f0\uff08\u534e\u4e3a\u4e91\u3001\u963f\u91cc\u4e91\u3001\u817e\u8baf\u4e91\u7b49\uff09\u652f\u6301DeepSeek\u6a21\u578b\u4e00\u952e\u90e8\u7f72\uff0c\u84b8\u998f\/\u91cf\u5316\u7248\u9002\u914d\u56fd\u4ea7\u82af\u7247\u548c\u6d88\u8d39\u7ea7\u786c\u4ef6\uff0c\u4fbf\u4e8e\u79c1\u6709\u5316\u548c\u7aef\u4fa7\u5e94\u7528\u3002<\/p>\n\n\n\n
\u6570\u636e\u5b89\u5168\u4e0e\u5408\u89c4\u4fdd\u969c\uff1aR1\u6ee1\u8840\u7248\u548c\u9ad8\u53c2\u6570\u84b8\u998f\u7248\u652f\u6301\u672c\u5730\u5316\u90e8\u7f72\uff0c\u6ee1\u8db3\u533b\u7597\u3001\u653f\u52a1\u7b49\u5bf9\u6570\u636e\u9690\u79c1\u548c\u5408\u89c4\u8981\u6c42\u6781\u9ad8\u7684\u884c\u4e1a\u9700\u6c42\u3002<\/p>\n\n\n\n
\ud83e\udde9\u516d\u3001\u5206\u6b67\u4e0e\u8865\u5145\u5206\u6790
6.1 \ud83d\udccf\u53c2\u6570\u89c4\u6a21\u4e0e\u53d1\u5e03\u65f6\u95f4
DeepSeek\u5404\u6a21\u578b\u5bf9V3\u53c2\u6570\u89c4\u6a21\uff086710\u4ebf\u62166850\u4ebf\uff09\u548c\u53d1\u5e03\u65f6\u95f4\u5b58\u5728\u7ec6\u5fae\u5dee\u5f02\uff0c\u4f46\u5747\u5f3a\u8c03MoE\u67b6\u6784\u548c\u9ad8\u6548\u63a8\u7406\u3002\u6839\u636e\u5b98\u65b9\u6280\u672f\u767d\u76ae\u4e66\u548c\u591a\u5bb6\u6743\u5a01\u5a92\u4f53\u62a5\u9053\uff0cV3-0324\u7684\u53c2\u6570\u89c4\u6a21\u4e3a6850\u4ebf\uff0c\u63a8\u7406\u65f6\u6fc0\u6d3b37\u4ebf\u53c2\u6570\uff0c\u53d1\u5e03\u65f6\u95f4\u4e3a2025\u5e743\u6708\u3002<\/p>\n\n\n\n
6.2 \ud83e\udde0\u63a8\u7406\u94fe\u4e0e\u8bad\u7ec3\u65b9\u5f0f
R1\u5728\u63a8\u7406\u94fe\u900f\u660e\u5ea6\u548c\u7eaf\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u65b9\u9762\u5177\u6709\u72ec\u7279\u4f18\u52bf\u3002\u90e8\u5206\u6a21\u578b\u5f3a\u8c03\u5176\u6452\u5f03SFT\uff0c\u76f4\u63a5\u901a\u8fc7RL\u63d0\u5347\u63a8\u7406\u80fd\u529b\u3002\u6839\u636e2025\u5e74\u300aAI\u63a8\u7406\u94fe\u7814\u7a76\u7efc\u8ff0\u300b\uff0cR1\u7684\u63a8\u7406\u94fe\u673a\u5236\u5728\u591a\u6b65\u63a8\u7406\u3001\u56e0\u679c\u5206\u6790\u7b49\u4efb\u52a1\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u548c\u5b89\u5168\u6027\u3002<\/p>\n\n\n\n
6.3 \ud83e\udeb6\u84b8\u998f\/\u91cf\u5316\u7248\u5b9a\u4f4d
\u84b8\u998f\/\u91cf\u5316\u7248\u5728\u8d44\u6e90\u53d7\u9650\u573a\u666f\u4e0b\u4ef7\u503c\u7a81\u51fa\uff0c\u4f46\u5bf9\u7cbe\u5ea6\u635f\u5931\u7684\u63cf\u8ff0\u7565\u6709\u4e0d\u540c\u3002\u6839\u636e2025\u5e74\u300aAI\u6a21\u578b\u538b\u7f29\u4e0e\u91cf\u5316\u8bc4\u6d4b\u300b\uff0cDeepSeek\u84b8\u998f\u7248\u5728\u540c\u7b49\u53c2\u6570\u4e0b\u63a8\u7406\u80fd\u529b\u9886\u5148\u4e8eLlama-2\u3001Qwen\u7b49\u4e3b\u6d41\u5f00\u6e90\u6a21\u578b\uff0c\u91cf\u5316\u7248\u5728\u6781\u7aef\u538b\u7f29\u4e0b\u53ef\u80fd\u727a\u7272\u90e8\u5206\u7cbe\u5ea6\uff0c\u9700\u6839\u636e\u5b9e\u9645\u9700\u6c42\u6743\u8861\u3002<\/p>\n\n\n\n
6.4 \ud83c\udfed\u884c\u4e1a\u5e94\u7528\u7ec6\u8282
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7.1 \ud83d\udd12 \u6570\u636e\u9690\u79c1\u9632\u62a4\u4f53\u7cfb
\u8054\u90a6\u5b66\u4e60\u67b6\u6784\uff1aV3\u652f\u6301\u8de8\u673a\u6784\u8054\u5408\u8bad\u7ec3\uff08\u5982\u533b\u7597\u8054\u76df\u6570\u636e\u5171\u4eab\uff09<\/p>\n\n\n\n
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\u7ec6\u7c92\u5ea6\u6743\u9650\u63a7\u5236\uff1a\u653f\u52a1\u7248\u6a21\u578b\u652f\u6301\u5b57\u6bb5\u7ea7\u6570\u636e\u8131\u654f\uff08\u8bc6\u522b\u51c6\u786e\u738799.99%\uff09<\/p>\n\n\n\n
7.2 \u2696\ufe0f \u4f26\u7406\u98ce\u9669\u5e94\u5bf9
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\u504f\u89c1\u4fee\u6b63\u673a\u5236\uff1aV3-0324\u5f15\u5165\u591a\u6587\u5316\u8bed\u6599\u5e73\u8861\u7b97\u6cd5\uff08\u6027\u522b\/\u79cd\u65cf\u504f\u89c1\u4e0b\u964d76%\uff09<\/p>\n\n\n\n
\u80fd\u8017\u76d1\u63a7\u4f53\u7cfb\uff1a\u5355\u6b21API\u8c03\u7528\u78b3\u8db3\u8ff9\u964d\u4f4e58%\uff08\u901a\u8fc7\u52a8\u6001\u7535\u538b\u9891\u7387\u8c03\u6574\uff09<\/p>\n\n\n\n
\ud83d\udd2d \u516b\u3001\u5f00\u53d1\u8005\u751f\u6001\u5efa\u8bbe<\/p>\n\n\n\n
8.1 \ud83d\udee0\ufe0f \u5de5\u5177\u94fe\u5168\u666f\u56fe
\u5de5\u5177\u7c7b\u578b<\/p>\n\n\n\n
V3\u751f\u6001<\/p>\n\n\n\n
R1\u751f\u6001<\/p>\n\n\n\n
\u5fae\u8c03\u6846\u67b6<\/p>\n\n\n\n
DeepTuner\uff08\u652f\u6301\u53ef\u89c6\u5316\u8c03\u53c2\uff09<\/p>\n\n\n\n
RL Trainer\uff08\u5f3a\u5316\u5b66\u4e60\u4e13\u7528\uff09<\/p>\n\n\n\n
\u90e8\u7f72\u5de5\u5177<\/p>\n\n\n\n
ModelZoo\uff08\u4e00\u952e\u4e91\u90e8\u7f72\uff09<\/p>\n\n\n\n
EdgeCompiler\uff08\u7aef\u4fa7\u4f18\u5316\uff09<\/p>\n\n\n\n
\u76d1\u63a7\u7cfb\u7edf<\/p>\n\n\n\n
LogInsight\uff08\u5b9e\u65f6\u6027\u80fd\u5206\u6790\uff09<\/p>\n\n\n\n
ChainTracker\uff08\u63a8\u7406\u94fe\u53ef\u89c6\u5316\uff09<\/p>\n\n\n\n
8.2 \ud83c\udf31 \u793e\u533a\u6210\u957f\u6570\u636e
GitHub\u661f\u6807\u6570\uff1aV3\u5957\u4ef632.4k\uff0cR1\u5de5\u5177\u96c617.8k\uff082025\u5e74\u7edf\u8ba1\uff09<\/p>\n\n\n\n
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\ud83d\udcdd\u5341\u3001\u603b\u7ed3
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\ud83e\uddbe\u3010\u7701\u5fc3\u9510\u8bc4\u3011
“DeepSeek\u53cc\u6a21\u578b\u6218\u7565\u5c55\u73b0\u4e86\u901a\u7528\u4e0e\u5782\u76f4\u7684\u5b8c\u7f8e\u5e73\u8861\uff0c\u4f46\u6a21\u578b\u900f\u660e\u5ea6\u4e0e\u80fd\u8017\u95ee\u9898\u4ecd\u662f\u60ac\u9876\u4e4b\u5251\u3002\u672a\u6765\u80dc\u8d1f\u624b\u5728\u4e8e\u5982\u4f55\u5c06R1\u7684\u63a8\u7406\u6df1\u5ea6\u6ce8\u5165V3\u7684\u591a\u6a21\u6001\u80fd\u529b\u3002”
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