\u9999\u6e2f\u6700\u4f73 GPU \u4f3a\u670d\u5668<\/strong><\/h2>\n

\u9818\u5148\u670d\u52d9\u5546\u8207\u6a5f\u623f<\/h3>\n

\u5728\u9999\u6e2f\uff0c\u4f60\u53ef\u4ee5\u627e\u5230\u53ef\u9760\u7684 GPU \u4f3a\u670d\u5668\u63d0\u4f9b\u5546 Simcentric\u3002Simcentric \u63d0\u4f9b\u9ad8\u4e0a\u7dda\u7387\u548c\u5f37\u53ef\u9760\u6027\u3002\u5927\u591a\u6578\u9802\u7d1a\u670d\u52d9\u5546\u4fdd\u8b49 99.99% \u6216\u66f4\u9ad8\u4e0a\u7dda\u7387\uff0c\u9019\u610f\u5473\u8457\u4f60\u7684 AI \u5de5\u4f5c\u8ca0\u8f09\u5e7e\u4e4e\u4e0d\u6703\u9047\u5230\u505c\u6a5f\u3002\u4e2d\u968e\u670d\u52d9\u5546\u901a\u5e38\u627f\u8afe 99.9% \u4e0a\u7dda\u7387\uff0c\u76f8\u7576\u65bc\u6bcf\u6708\u7d04 43 \u5206\u9418\u7684\u505c\u6a5f\u6642\u9593\u3002\u9810\u7b97\u578b\u5e73\u81fa\u5f80\u5f80\u53ea\u63d0\u4f9b 99.5% \u4e0a\u7dda\u7387\u6216\u50c5\u5c0d\u7db2\u8def\u53ef\u7528\u6027\u4f5c\u51fa\u4fdd\u8b49\uff0c\u786c\u9ad4\u6545\u969c\u53ef\u80fd\u4e0d\u5728\u4fdd\u969c\u7bc4\u570d\u5167\u3002<\/p>\n

\u63d0\u793a\uff1a\u5982\u679c\u4f60\u7684 AI \u90e8\u7f72\u9700\u8981\u9577\u6642\u9593\u4e0d\u4e2d\u65b7\u904b\u884c\uff0c\u61c9\u9078\u64c7\u4e0a\u7dda\u7387\u7d00\u9304\u826f\u597d\u7684\u670d\u52d9\u5546\u3002<\/p><\/blockquote>\n

\u4f60\u9084\u9700\u8981\u8003\u616e\u6a5f\u623f\u7684\u4f4d\u7f6e\u548c\u7db2\u8def\u54c1\u8cea\u3002\u9999\u6e2f\u7684\u9802\u7d1a\u8cc7\u6599\u4e2d\u5fc3\u63a1\u7528\u5148\u9032\u7684\u51b7\u537b\u8207\u5b89\u5168\u7cfb\u7d71\uff0c\u6709\u52a9\u65bc\u8b93 GPU \u9577\u6642\u9593\u4fdd\u6301\u9ad8\u6027\u80fd\u904b\u884c\u3002\u8a31\u591a\u670d\u52d9\u5546\u63d0\u4f9b\u76f4\u9023\u4e3b\u6d41\u96f2\u5e73\u81fa\u7684\u7db2\u8def\u5c08\u7dda\uff0c\u53ef\u4ee5\u964d\u4f4e AI \u8a13\u7df4\u548c\u63a8\u8ad6\u6642\u7684\u7db2\u8def\u5ef6\u9072\u3002<\/p>\n

\u81ea\u5efa\u6a5f\u623f\u8207\u96f2\u7aef GPU \u7684\u5c0d\u6bd4<\/h3>\n

\u5728\u90e8\u7f72\u5927\u578b AI \u6a21\u578b\u6642\uff0c\u4f60\u4e3b\u8981\u6709\u5169\u7a2e\u9078\u64c7\uff1a\u81ea\u5efa\u6a5f\u623f GPU \u4f3a\u670d\u5668\u6216\u96f2\u7aef GPU \u65b9\u6848\u3002\u6bcf\u7a2e\u65b9\u5f0f\u90fd\u6709\u5404\u81ea\u7684\u512a\u9ede\u548c\u53d6\u6368\u3002\u81ea\u5efa\u4f3a\u670d\u5668\u9700\u8981\u8f03\u9ad8\u7684\u524d\u671f\u6295\u5165\uff0c\u4f60\u5fc5\u9808\u8cfc\u8cb7\u4f3a\u670d\u5668\u3001\u986f\u793a\u5361\u548c\u5176\u4ed6\u57fa\u790e\u8a2d\u65bd\uff0c\u4e26\u627f\u64d4\u6301\u7e8c\u7684\u7dad\u8b77\u3001\u96fb\u8cbb\u548c\u8edf\u9ad4\u6388\u6b0a\u6210\u672c\u3002\u9019\u7a2e\u65b9\u6848\u5728\u5de5\u4f5c\u8ca0\u8f09\u7a69\u5b9a\u6642\uff0c\u6210\u672c\u66f4\u53ef\u9810\u6e2c\uff0c\u5f9e\u9577\u671f\u5927\u898f\u6a21\u8a13\u7df4\u89d2\u5ea6\u770b\u4e5f\u53ef\u80fd\u66f4\u5212\u7b97\u3002<\/p>\n

\u96f2\u7aef GPU \u65b9\u6848\u63a1\u7528\u6309\u9700\u4ed8\u8cbb\u6a21\u5f0f\uff0c\u4f60\u53ea\u70ba\u5be6\u969b\u4f7f\u7528\u7684\u8cc7\u6e90\u4ed8\u8cbb\uff0c\u5f9e\u800c\u964d\u4f4e\u524d\u671f\u6295\u5165\u4e26\u63d0\u5347\u5f48\u6027\u3002\u4f60\u53ef\u4ee5\u6839\u64da AI \u9700\u6c42\u7684\u8b8a\u5316\u96a8\u6642\u64f4\u5bb9\u6216\u7e2e\u5bb9\u3002\u4e0d\u904e\uff0c\u5982\u679c\u7528\u91cf\u6301\u7e8c\u4e0a\u5347\uff0c\u7e3d\u6210\u672c\u4e5f\u53ef\u80fd\u8fc5\u901f\u589e\u52a0\u3002\u96f2\u7aef\u65b9\u6848\u975e\u5e38\u9069\u5408\u9700\u8981\u5feb\u901f\u64f4\u5c55\u6216\u9700\u6c42\u6ce2\u52d5\u8f03\u5927\u7684\u5c08\u6848\u3002<\/p>\n

\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n

\u6210\u672c\u9762\u5411<\/th>\n	\u81ea\u5efa\u6a5f\u623f\u6210\u672c<\/th>\n	\u96f2\u7aef\u6210\u672c<\/th>\n<\/tr>\n
\u524d\u671f\u6295\u5165<\/td>\n	\u70ba\u4f3a\u670d\u5668\u3001GPU \u548c\u57fa\u790e\u8a2d\u65bd\u652f\u4ed8\u9ad8\u984d\u524d\u671f\u6210\u672c<\/td>\n	\u6309\u9700\u8a08\u8cbb\u6a21\u5f0f\uff0c\u524d\u671f\u6295\u5165\u8f03\u4f4e<\/td>\n<\/tr>\n
\u6301\u7e8c\u71df\u904b\u6210\u672c<\/td>\n	\u5b9a\u671f\u7dad\u8b77\u3001\u96fb\u8cbb\u548c\u6388\u6b0a\u8cbb\u7528<\/td>\n	\u96a8\u4f7f\u7528\u91cf\u8b8a\u5316\u7684\u53ef\u8b8a\u6210\u672c\uff0c\u53ef\u80fd\u4e0d\u65b7\u6500\u5347<\/td>\n<\/tr>\n
\u6210\u672c\u53ef\u9810\u6e2c\u6027<\/td>\n	\u5c0d\u65bc\u7a69\u5b9a\u8ca0\u8f09\u4f86\u8aaa\u66f4\u52a0\u53ef\u9810\u6e2c<\/td>\n	\u5728\u8ca0\u8f09\u52d5\u614b\u8b8a\u5316\u6642\u6210\u672c\u4e0d\u5920\u53ef\u9810\u6e2c<\/td>\n<\/tr>\n
\u9577\u671f\u6210\u672c\u6548\u7387<\/td>\n	\u5c0d\u6301\u7e8c\u4f7f\u7528\u66f4\u5177\u6210\u672c\u512a\u52e2<\/td>\n	\u9577\u671f\u3001\u6301\u7e8c\u4f7f\u7528\u6642\u53ef\u80fd\u66f4\u8cb4<\/td>\n<\/tr>\n
\u5f48\u6027<\/td>\n	\u5f48\u6027\u8f03\u4f4e\uff0c\u9700\u8981\u9577\u671f\u6295\u5165\u8207\u898f\u5283<\/td>\n	\u9ad8\u5ea6\u5f48\u6027\uff0c\u4f46\u53ef\u80fd\u5e36\u4f86\u610f\u5916\u8cbb\u7528<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u96f2\u7aef GPU \u65b9\u6848\u5728\u53ef\u64f4\u5c55\u6027\u65b9\u9762\u66f4\u5177\u512a\u52e2\u3002\u4f60\u53ef\u4ee5\u6309\u9700\u53d6\u5f97\u66f4\u591a GPU\uff0c\u7528\u65bc\u5927\u578b AI \u8a13\u7df4\u4efb\u52d9\u3002\u5982\u679c\u8cc7\u6599\u4f86\u6e90\u8ddd\u96e2\u96f2\u4f3a\u670d\u5668\u8f03\u9060\uff0c\u5ef6\u9072\u53ef\u80fd\u6703\u589e\u52a0\u3002\u81ea\u5efa GPU \u4f3a\u670d\u5668\u5728\u5b58\u53d6\u672c\u5730\u8cc7\u6599\u6642\u53ef\u4ee5\u5be6\u73fe\u66f4\u4f4e\u5ef6\u9072\uff0c\u4f46\u7576\u7db2\u8def\u8def\u5f91\u8f03\u9577\u6642\u4e5f\u53ef\u80fd\u5f15\u5165\u5ef6\u9072\u3002<\/p>\n \n \u96f2\u7aef\u65b9\u6848\u501a\u8cf4\u5168\u7403\u57fa\u790e\u8a2d\u65bd\uff0c\u64f4\u5c55\u66f4\u5bb9\u6613\u3002<\/li>\n \u5982\u679c\u8cc7\u6599\u9700\u8981\u9577\u8ddd\u96e2\u50b3\u8f38\uff0c\u81ea\u5efa\u4f3a\u670d\u5668\u4e5f\u53ef\u80fd\u9762\u81e8\u8f03\u9ad8\u5ef6\u9072\u3002<\/li>\n \u672c\u5730\u88dd\u7f6e\u7aef\u63a8\u8ad6\uff08on-device\uff09\u5728\u5373\u6642 AI \u4efb\u52d9\u4e2d\u5ef6\u9072\u6700\u4f4e\u3002<\/li>\n<\/ul>\n \u71b1\u9580 GPU \u4f3a\u670d\u5668\u901f\u89bd<\/h3>\n \u4f60\u9700\u8981\u5c07 AI \u5de5\u4f5c\u8ca0\u8f09\u8207\u5408\u9069\u7684 GPU \u4f3a\u670d\u5668\u5339\u914d\u3002\u9999\u6e2f\u670d\u52d9\u5546\u63d0\u4f9b\u5f9e\u5165\u9580\u7d1a\u986f\u793a\u5361\u5230\u9ad8\u968e NVIDIA GPU \u7684\u591a\u7a2e\u9078\u64c7\u3002\u4e0b\u8868\u5c55\u793a\u4e86\u5e38\u7528\u65bc AI \u90e8\u7f72\u7684\u71b1\u9580 GPU \u578b\u865f\u53ca\u5176\u95dc\u9375\u53c3\u6578\uff1a<\/p>\n \n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n\n GPU<\/th>\n Llama 2 7B<\/th>\n Llama 2 70B<\/th>\n \u4e0a\u4e0b\u6587\u9577\u5ea6<\/th>\n<\/tr>\n H100<\/td>\n 150+<\/td>\n 21,800<\/td>\n 8K+<\/td>\n<\/tr>\n H200<\/td>\n 180+<\/td>\n 31,700<\/td>\n 32K+<\/td>\n<\/tr>\n B200<\/td>\n 250+\uff08\u4f30\uff09<\/td>\n \u7d04 45,000\uff08\u4f30\uff09<\/td>\n 128K+<\/td>\n<\/tr>\n RTX 4090<\/td>\n 90\u2013100<\/td>\n N\/A<\/td>\n 4K<\/td>\n<\/tr>\n RTX 5090<\/td>\n 120\u2013140<\/td>\n 15\u201320\uff08INT4\uff09<\/td>\n 8K<\/td>\n<\/tr>\n L40S<\/td>\n 80\u201395<\/td>\n N\/A<\/td>\n 4K<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u4f60\u61c9\u6839\u64da\u6a21\u578b\u898f\u6a21\u548c\u6027\u80fd\u9700\u6c42\u9078\u64c7 GPU\u3002\u5c0d\u65bc\u5c0f\u5230\u4e2d\u7b49\u898f\u6a21\uff083\u20137B \u53c3\u6578\uff09\u7684 AI \u6a21\u578b\uff0cRTX 4070 \u6216 RTX 4090 \u986f\u793a\u5361\u8868\u73fe\u826f\u597d\u3002\u5c0d\u65bc 13\u201330B \u7684\u66f4\u5927\u6a21\u578b\uff0c\u4f60\u9700\u8981\u81f3\u5c11 H100 \u7b49\u7d1a\u7684 GPU\u3002H200 \u548c B200 \u53ef\u652f\u63f4\u66f4\u5927\u6a21\u578b\uff0c\u4e26\u70ba\u9ad8\u5f37\u5ea6\u7684 AI \u8a13\u7df4\u548c\u63a8\u8ad6\u63d0\u4f9b\u9802\u7d1a\u6027\u80fd\u3002<\/p>\n \n 3\u20137B \u6a21\u578b\uff1a\u6700\u4f4e GPU \u70ba RTX 4070\uff0812GB\uff09\uff0c\u63a8\u85a6 RTX 4090\uff0824GB\uff09\u3002<\/li>\n 7\u201313B \u6a21\u578b\uff1a\u6700\u4f4e GPU \u70ba RTX 4090\uff0824GB\uff09\uff0c\u63a8\u85a6 RTX 6000 Pro\uff0896GB\uff09\u3002<\/li>\n 13\u201330B \u6a21\u578b\uff1a\u6700\u4f4e GPU \u70ba RTX 6000 Pro\uff0896GB\uff09\uff0c\u63a8\u85a6 H100\uff0880GB\uff09\u3002<\/li>\n 30\u201370B \u6a21\u578b\uff1a\u6700\u4f4e GPU \u70ba H100\uff0880GB\uff09\uff0c\u63a8\u85a6 H200\uff08141GB\uff09\u3002<\/li>\n 70\u2013175B \u6a21\u578b\uff1a\u6700\u4f4e GPU \u70ba H200\uff08141GB\uff09\uff0c\u63a8\u85a6 B200\uff08192GB\uff09\u3002<\/li>\n 175B+ \u6a21\u578b\uff1a\u6700\u4f4e GPU \u70ba B200\uff08192GB\uff09\uff0c\u63a8\u85a6\u591a\u5361 B200 \u65b9\u6848\u3002<\/li>\n<\/ul>\n NVIDIA \u4ee5 H100\u3001H200 \u548c B200 \u7b49 GPU \u5f15\u9818\u5e02\u5834\uff0c\u70ba\u5927\u898f\u6a21 AI \u8a13\u7df4\u63d0\u4f9b\u6700\u4f73\u6027\u80fd\u3002RTX \u7cfb\u5217\uff08\u5305\u62ec RTX 4090\u3001RTX 5090\u3001RTX 3090 \u548c RTX 4070\uff09\u5247\u70ba\u8f03\u5c0f\u6a21\u578b\u548c\u6210\u672c\u654f\u611f\u578b\u5c08\u6848\u63d0\u4f9b\u51fa\u8272\u8868\u73fe\u3002L40S \u5728\u6210\u672c\u8207\u6027\u80fd\u4e4b\u9593\u53d6\u5f97\u5e73\u8861\uff0c\u9069\u5408\u4e2d\u968e AI \u4efb\u52d9\u3002<\/p>\n \u6ce8\u610f\uff1a\u9078\u64c7\u986f\u793a\u5361\u6642\uff0c\u4e00\u5b9a\u8981\u67e5\u770b\u986f\u5b58\u5bb9\u91cf\u8207\u8a18\u61b6\u9ad4\u983b\u5bec\u3002\u9019\u4e9b\u56e0\u7d20\u6703\u660e\u986f\u5f71\u97ff\u6a21\u578b\u5728\u8a13\u7df4\u548c\u63a8\u8ad6\u904e\u7a0b\u4e2d\u7684\u904b\u884c\u6548\u679c\u3002<\/p><\/blockquote>\n \u7d50\u5408\u4ee5\u4e0a\u8cc7\u8a0a\uff0c\u4f60\u5c31\u53ef\u4ee5\u70ba\u81ea\u5df1\u7684 AI \u90e8\u7f72\u9078\u64c7\u6700\u5408\u9069\u7684\u9999\u6e2f GPU \u4f3a\u670d\u5668\u3002\u5c07\u5de5\u4f5c\u8ca0\u8f09\u8207\u5408\u9069\u7684\u986f\u793a\u5361\u5339\u914d\uff0c\u53ef\u4ee5\u5be6\u73fe\u66f4\u9ad8\u6027\u80fd\u548c\u66f4\u5f37\u7a69\u5b9a\u6027\u3002<\/p>\n AI \u6a21\u578b\u7684 GPU \u9078\u578b\u6a19\u6e96<\/strong><\/h2>\n \u986f\u5b58\uff08VRAM\uff09\u8207\u8a18\u61b6\u9ad4\u983b\u5bec<\/h3>\n \u5728\u70ba AI \u9078\u64c7 GPU \u6642\uff0c\u4f60\u9700\u8981\u540c\u6642\u95dc\u6ce8\u986f\u5b58\u5bb9\u91cf\u548c\u8a18\u61b6\u9ad4\u983b\u5bec\u3002\u986f\u5b58\u7528\u65bc\u5728\u8a13\u7df4\u8207\u63a8\u8ad6\u904e\u7a0b\u4e2d\u5b58\u653e\u6a21\u578b\u6b0a\u91cd\u548c\u8cc7\u6599\u3002\u5982\u679c\u6a21\u578b\u88dd\u4e0d\u9032 GPU \u986f\u5b58\uff0c\u5c31\u6703\u660e\u986f\u62d6\u6162\u901f\u5ea6\u4e26\u5f71\u97ff\u6027\u80fd\u3002\u4f8b\u5982\uff0c\u4e00\u500b 7B \u6a21\u578b\u81f3\u5c11\u9700\u8981 12GB \u986f\u5b58\uff0c\u800c 70B \u6a21\u578b\u53ef\u80fd\u9700\u8981 48GB \u6216\u66f4\u591a\u3002\u4f60\u53ef\u4ee5\u5728\u4e0b\u8868\u4e2d\u67e5\u770b\u76f8\u95dc\u9700\u6c42\uff1a<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n \u6a21\u578b\u898f\u6a21<\/th>\n \u8a18\u61b6\u9ad4\u9700\u6c42<\/th>\n \u986f\u5b58\u9700\u6c42<\/th>\n<\/tr>\n 7B \u6a21\u578b<\/td>\n 16 GB<\/td>\n 12 GB<\/td>\n<\/tr>\n 7B+ \u6a21\u578b<\/td>\n 64+ GB<\/td>\n 48+ GB\uff08\u6216\u591a GPU\uff09<\/td>\n<\/tr>\n 30B+ \u6a21\u578b<\/td>\n 24\u201332 GB<\/td>\n 24\u201332 GB<\/td>\n<\/tr>\n 70B+ \u6a21\u578b<\/td>\n 64+ GB<\/td>\n 48+ GB\uff08\u6216\u591a GPU\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u8a18\u61b6\u9ad4\u983b\u5bec\u540c\u6a23\u5f71\u97ff\u8457 GPU \u50b3\u8f38\u8cc7\u6599\u7684\u901f\u5ea6\u3002\u9ad8\u968e GPU \u4f7f\u7528 HBM3 \u6216 HBM3e \u8a18\u61b6\u9ad4\uff0c\u983b\u5bec\u6700\u9ad8\u53ef\u9054 8,000 GB\/s\uff0c\u9019\u80fd\u660e\u986f\u52a0\u5feb AI \u6a21\u578b\u8a13\u7df4\u8207\u63a8\u8ad6\u901f\u5ea6\u3002\u5982\u679c\u6a21\u578b\u904e\u5927\u800c\u4e0d\u5f97\u4e0d\u4f7f\u7528\u7cfb\u7d71\u8a18\u61b6\u9ad4\uff0c\u5c07\u5c0e\u81f4\u6027\u80fd\u5927\u5e45\u4e0b\u964d\u3002<\/p>\n \u63d0\u793a\uff1a\u52d9\u5fc5\u9078\u64c7\u517c\u5177\u8db3\u5920\u986f\u5b58\u548c\u9ad8\u8a18\u61b6\u9ad4\u983b\u5bec\u7684 GPU\uff0c\u4ee5\u56e0\u61c9\u4f60\u7684 AI \u5de5\u4f5c\u8ca0\u8f09\u3002<\/p><\/blockquote>\n \u4f4e\u7cbe\u5ea6\u652f\u63f4\uff08FP16\/BF16\/INT8\uff09<\/h3>\n \u73fe\u4ee3 GPU \u90fd\u652f\u63f4 FP16\u3001BF16 \u548c INT8 \u7b49\u4f4e\u7cbe\u5ea6\u683c\u5f0f\u3002\u9019\u4e9b\u683c\u5f0f\u53ef\u4ee5\u5728\u7dad\u6301\u6a21\u578b\u6548\u679c\u7684\u524d\u63d0\u4e0b\uff0c\u52a0\u5feb\u8a13\u7df4\u548c\u63a8\u8ad6\u901f\u5ea6\uff0c\u4e26\u964d\u4f4e\u986f\u5b58\u5360\u7528\u3002\u4f8b\u5982\uff0c\u5f9e FP16 \u964d\u5230 INT4 \u53ef\u4ee5\u5c07\u986f\u5b58\u9700\u6c42\u6e1b\u5c11\u7d04 75%\uff0c\u540c\u6642\u5927\u81f4\u4fdd\u6301\u6a21\u578b\u54c1\u8cea\uff0c\u9019\u4f7f\u5f97\u5728\u6d88\u8cbb\u7d1a GPU \u4e0a\u904b\u884c\u5927\u6a21\u578b\u6210\u70ba\u53ef\u80fd\u3002<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n \u7cbe\u5ea6\u683c\u5f0f<\/th>\n \u5c0d\u6027\u80fd\u7684\u5f71\u97ff<\/th>\n \u9069\u7528\u60c5\u5883<\/th>\n<\/tr>\n FP16\/BF16<\/td>\n \u63d0\u5347\u8a13\u7df4\u901f\u5ea6\u548c\u5fae\u8abf\u6027\u80fd<\/td>\n \u8996\u89ba\u6a21\u578b\u3001Stable Diffusion\u3001\u5f71\u7247\u751f\u6210<\/td>\n<\/tr>\n INT4\/INT8<\/td>\n \u63d0\u5347\u63a8\u8ad6\u6027\u80fd\u4e26\u5927\u5e45\u964d\u4f4e\u986f\u5b58\u9700\u6c42<\/td>\n LLM \u91cf\u5316\u3001GPT-Q\u3001AWQ \u7b49\u5de5\u4f5c\u8ca0\u8f09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \n \u4f4e\u7cbe\u5ea6\u652f\u63f4\u6709\u52a9\u65bc\u5728\u6709\u9650\u986f\u5b58\u5167\u8f09\u5165\u66f4\u5927\u7684 AI \u6a21\u578b\u3002<\/li>\n \u4f60\u53ef\u4ee5\u7528\u66f4\u5c11\u7684\u986f\u5b58\u7372\u5f97\u66f4\u5feb\u7684\u8a13\u7df4\u8207\u90e8\u7f72\u901f\u5ea6\u3002<\/li>\n<\/ul>\n CPU\u3001\u8a18\u61b6\u9ad4\u8207\u5132\u5b58\u9700\u6c42<\/h3>\n GPU \u9700\u8981\u5f37\u5927\u7684\u914d\u5957\u786c\u9ad4\u624d\u80fd\u767c\u63ee\u6700\u4f73\u6027\u80fd\u3002\u4f60\u9700\u8981\u8db3\u5920\u7684 CPU \u6027\u80fd\u3001\u7cfb\u7d71\u8a18\u61b6\u9ad4\u548c\u9ad8\u901f\u5132\u5b58\u4f86\u652f\u6490 AI \u6a21\u578b\u904b\u884c\u3002\u5c0d\u65bc\u57fa\u790e\u4efb\u52d9\uff0c\u81f3\u5c11\u9700\u8981 32GB \u8a18\u61b6\u9ad4\uff1b\u5c0d\u65bc\u66f4\u5927\u7684\u6a21\u578b\u548c\u6b63\u5f0f\u8a13\u7df4\u60c5\u5883\uff0c\u5efa\u8b70 64GB \u6216\u66f4\u591a\u3002\u5132\u5b58\u61c9\u9078\u7528\u9ad8\u901f SSD\uff08\u5982 NVMe\uff09\uff0c\u5c0f\u578b\u5c08\u6848\u81f3\u5c11 500GB\uff0c\u5927\u578b\u8cc7\u6599\u96c6\u5efa\u8b70 1TB \u6216\u4ee5\u4e0a\u3002<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n \u5143\u4ef6<\/th>\n \u6700\u4f4e\u914d\u7f6e<\/th>\n \u5efa\u8b70\u914d\u7f6e<\/th>\n<\/tr>\n CPU<\/td>\n 4 \u6838<\/td>\n 8 \u6838\u53ca\u4ee5\u4e0a<\/td>\n<\/tr>\n \u8a18\u61b6\u9ad4<\/td>\n 16 GB<\/td>\n 32 GB \u6216\u4ee5\u4e0a<\/td>\n<\/tr>\n GPU<\/td>\n 6 GB \u986f\u5b58<\/td>\n 8 GB+ \u986f\u5b58<\/td>\n<\/tr>\n \u5132\u5b58<\/td>\n 512 GB SSD<\/td>\n 1 TB NVMe SSD<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u6ce8\u610f\uff1a\u66f4\u591a\u8a18\u61b6\u9ad4\u548c\u66f4\u5feb\u7684\u5132\u5b58\u53ef\u4ee5\u5e6b\u52a9 GPU \u5728\u8a13\u7df4\u548c\u63a8\u8ad6\u904e\u7a0b\u4e2d\u767c\u63ee\u66f4\u9ad8\u6027\u80fd\u3002<\/p><\/blockquote>\n \u7db2\u8def\u8207\u8cc7\u6599\u50b3\u8f38<\/h3>\n \u5feb\u901f\u7db2\u8def\u5c0d AI \u8a13\u7df4\u5c24\u5176\u91cd\u8981\uff0c\u7279\u5225\u662f\u5728\u4f7f\u7528\u591a GPU \u6216\u8655\u7406\u5927\u578b\u8cc7\u6599\u96c6\u6642\u3002\u9ad8\u983b\u5bec\u4e92\u806f\uff08\u5982 NVLink \u6216 NVSwitch\uff09\u983b\u5bec\u53ef\u9054 900 GB\/s\uff0c\u5f9e\u800c\u964d\u4f4e\u591a\u5361\u8a13\u7df4\u7684\u901a\u8a0a\u958b\u92b7\u3002\u50c5\u4f7f\u7528 PCIe \u7684\u67b6\u69cb\u5247\u66f4\u6162\uff0c\u8a13\u7df4\u958b\u92b7\u53ef\u80fd\u9ad8\u9054 50%\u3002<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n \u914d\u7f6e<\/th>\n \u983b\u5bec<\/th>\n \u8a13\u7df4\u958b\u92b7<\/th>\n<\/tr>\n H100 SXM\uff08NVSwitch\uff09<\/td>\n 900 GB\/s<\/td>\n 5\u201310%<\/td>\n<\/tr>\n H100 NVL\uff08NVLink \u5c0d\uff09<\/td>\n 600 GB\/s\uff08\u5c0d\u5167\uff09\/ 64 GB\/s\uff08\u5c0d\u9593\uff09<\/td>\n 20\u201325%<\/td>\n<\/tr>\n \u50c5 PCIe<\/td>\n 64 GB\/s\uff08Gen5\uff09\/ 32 GB\/s\uff08Gen4\uff09<\/td>\n 40\u201350%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \n \u70ba\u7372\u5f97\u6700\u4f73 AI \u8a13\u7df4\u6027\u80fd\uff0c\u61c9\u512a\u5148\u9078\u64c7\u652f\u63f4\u9ad8\u901f\u4e92\u806f\u7684 GPU\u3002<\/li>\n \u826f\u597d\u7684\u7db2\u8def\u53ef\u8b93\u6a21\u578b\u5728\u591a GPU \u9593\u64f4\u5c55\u6642\u8a08\u7b97\u901f\u5ea6\u7dad\u6301\u5728\u9ad8\u6c34\u6e96\u3002<\/li>\n<\/ul>\n AI \u90e8\u7f72\u4e2d\u7684\u986f\u793a\u5361\u6bd4\u8f03<\/strong><\/h2>\n H100\u3001H200 \u8207 B200 GPU<\/h3>\n GPU \u6280\u8853\u6b63\u5feb\u901f\u6f14\u9032\uff0c\u5176\u4e2d NVIDIA \u7684 H100\u3001H200 \u548c B200 \u5728 AI \u8a13\u7df4\u548c\u63a8\u8ad6\u65b9\u9762\u6a39\u7acb\u4e86\u65b0\u6a19\u7aff\u3002H100 \u70ba\u5927\u591a\u6578\u5927\u578b\u6a21\u578b\u63d0\u4f9b\u4e86\u7d2e\u5be6\u7684\u6027\u80fd\u3002\u76f8\u6bd4 H100\uff0cH200 \u5728\u8a13\u7df4\u901f\u5ea6\u548c\u8a18\u61b6\u9ad4\u983b\u5bec\u4e0a\u5747\u63d0\u5347\u7d04 2 \u500d\u3002B200 \u5247\u66f4\u9032\u4e00\u6b65\uff0c\u8a13\u7df4\u901f\u5ea6\u8f03 H200 \u518d\u63d0\u5347\u7d04 2.5 \u500d\uff0c\u76f8\u8f03 H100 \u7684\u63a8\u8ad6\u901f\u5ea6\u6700\u9ad8\u53ef\u63d0\u5347\u7d04 15 \u500d\uff0c\u540c\u6642\u5728\u80fd\u6548\u65b9\u9762\u4e5f\u6301\u7e8c\u6539\u5584\u3002<\/p>\n \n\n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n GPU<\/th>\n \u8a13\u7df4\u901f\u5ea6\uff08\u76f8\u5c0d\u503c\uff09<\/th>\n \u63a8\u8ad6\u901f\u5ea6\uff08\u76f8\u5c0d\u503c\uff09<\/th>\n TDP\uff08W\uff09<\/th>\n \u8a18\u61b6\u9ad4\u983b\u5bec\uff08TB\/s\uff09<\/th>\n<\/tr>\n H100<\/td>\n 1x<\/td>\n 1x<\/td>\n 700<\/td>\n 3.35<\/td>\n<\/tr>\n H200<\/td>\n 2x\uff08\u5c0d\u6bd4 H100\uff09<\/td>\n 2x\uff08\u5c0d\u6bd4 H100\uff09<\/td>\n 700<\/td>\n 4.8<\/td>\n<\/tr>\n B200<\/td>\n 2.5x\uff08\u5c0d\u6bd4 H200\uff09<\/td>\n 15x\uff08\u5c0d\u6bd4 H100\uff09<\/td>\n 1000<\/td>\n 8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u4f60\u53ef\u4ee5\u5728\u4e0b\u65b9\u7684\u5716\u8868\u4e2d\u770b\u5230\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u57fa\u6e96\u6e2c\u8a66\u7d50\u679c\u3002<\/p>\n A100\u3001L40S \u8207 RTX \u7cfb\u5217<\/h3>\n \u9664 H100 \u7cfb\u5217\u5916\uff0c\u4f60\u9084\u6709\u5f88\u591a GPU \u9078\u64c7\u3002A100 \u5728\u4f01\u696d\u7d1a AI \u5de5\u4f5c\u8ca0\u8f09\u4e2d\u4f9d\u7136\u5177\u5099\u5f37\u52c1\u6027\u80fd\uff0c\u63d0\u4f9b\u6700\u9ad8 80GB HBM2e \u8a18\u61b6\u9ad4\uff0c\u4e26\u652f\u63f4 NVLink \u7b49\u9032\u968e\u7279\u6027\u3002\u5c0d\u65bc\u6700\u591a 7B \u53c3\u6578\u7684\u6a21\u578b\uff0cRTX 4090 \u7684\u63a8\u8ad6\u6027\u80fd\u53ef\u8207 A100 \u76f8\u8fd1\uff0c\u800c\u6210\u672c\u537b\u4e0d\u5230 A100 \u7684 20%\u3002RTX 5090 \u5247\u5728\u80fd\u6548\u4e0a\u66f4\u9032\u4e00\u6b65\uff0c\u9069\u5408\u6301\u7e8c\u8ca0\u8f09\u60c5\u5883\u3002L40S \u5728\u4e2d\u968e AI \u4efb\u52d9\u4e2d\u5be6\u73fe\u4e86\u6210\u672c\u8207\u6027\u80fd\u7684\u826f\u597d\u5e73\u8861\u3002<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n GPU \u578b\u865f<\/th>\n \u6027\u80fd\u7279\u9ede<\/th>\n \u4f7f\u7528\u60c5\u5883<\/th>\n<\/tr>\n A100<\/td>\n 40\u201380GB HBM2e \u8a18\u61b6\u9ad4\u3001NVLink\u3001\u591a\u5be6\u4f8b GPU\uff08MIG\uff09\u80fd\u529b<\/td>\n \u9069\u5408\u9ad8\u4f75\u767c\u3001\u5927\u8a18\u61b6\u9ad4\u9700\u6c42\u7684\u4f01\u696d\u7d1a\u5de5\u4f5c\u8ca0\u8f09<\/td>\n<\/tr>\n RTX 4090<\/td>\n \u5728\u6700\u591a 7B \u53c3\u6578\u6a21\u578b\u4e0a\u5177\u5099\u53ef\u6bd4 A100 \u7684\u63a8\u8ad6\u6027\u80fd\uff0c\u4f46\u9700\u8981\u984d\u5916\u914d\u7f6e<\/td>\n \u9810\u7b97\u654f\u611f\u4f7f\u7528\u8005\u7684\u9ad8 CP \u503c\u9078\u64c7\uff0c\u9069\u7528\u65bc\u4e2d\u5c0f\u6a21\u578b<\/td>\n<\/tr>\n RTX 5090<\/td>\n \u55ae\u4f4d\u529f\u8017\u6027\u80fd\u66f4\u9ad8\uff0c\u9069\u5408\u9577\u6642\u9593\u6301\u7e8c\u904b\u884c\u5834\u666f<\/td>\n \u9069\u5408\u9700\u8981\u9ad8\u6548\u80fd\u4f46\u7121\u9700\u4f01\u696d\u7d1a\u786c\u9ad4\u6210\u672c\u7684\u4f7f\u7528\u8005<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u63d0\u793a\uff1a\u61c9\u6839\u64da\u6a21\u578b\u898f\u6a21\u8207\u9810\u7b97\u5339\u914d GPU \u9078\u64c7\u3002NVIDIA RTX \u7cfb\u5217\u70ba\u8f03\u5c0f\u6a21\u578b\u63d0\u4f9b\u4e86\u5f48\u6027\u4e14\u7d93\u6fdf\u7684\u65b9\u6848\u3002<\/p><\/blockquote>\n \u591a GPU \u8207\u55ae GPU \u90e8\u7f72<\/h3>\n \u900f\u904e\u4f7f\u7528\u591a\u584a GPU\uff0c\u4f60\u53ef\u4ee5\u986f\u8457\u63d0\u5347\u6574\u9ad4\u6027\u80fd\u3002\u591a GPU \u90e8\u7f72\u53ef\u4ee5\u5728\u591a\u5361\u4e4b\u9593\u5206\u914d\u8ca0\u8f09\u4e26\u805a\u5408\u986f\u5b58\u5bb9\u91cf\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528 NVLink \u6216 InfiniBand \u5be6\u73fe\u9ad8\u901f\u901a\u8a0a\u3002\u55ae GPU \u90e8\u7f72\u5247\u53d7\u9650\u65bc\u55ae\u5361\u7684\u7b97\u529b\u548c\u986f\u5b58\u3002\u5c0d\u65bc\u5927\u898f\u6a21\u8a13\u7df4\u548c\u9ad8\u4f75\u767c\u60c5\u5883\uff0c\u591a GPU \u90e8\u7f72\u6548\u679c\u6700\u4f73\u3002<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n \u9762\u5411<\/th>\n \u591a GPU \u90e8\u7f72<\/th>\n \u55ae GPU \u90e8\u7f72<\/th>\n<\/tr>\n \u6027\u80fd<\/td>\n \u900f\u904e\u5206\u6563\u5f0f\u904b\u7b97\u63d0\u5347\u6574\u9ad4\u6027\u80fd<\/td>\n \u904b\u7b97\u80fd\u529b\u53d7\u9650\u65bc\u55ae\u5361<\/td>\n<\/tr>\n \u986f\u5b58\u5bb9\u91cf<\/td>\n \u591a\u5361\u986f\u5b58\u5408\u4f75\u4f7f\u7528<\/td>\n \u53d7\u9650\u65bc\u55ae\u5361\u986f\u5b58\u4e0a\u9650<\/td>\n<\/tr>\n \u904b\u884c\u6548\u7387<\/td>\n \u5229\u7528 NVLink \u548c InfiniBand \u63d0\u5347\u901a\u8a0a\u6548\u7387<\/td>\n \u5728\u5927\u898f\u6a21\u8a13\u7df4\u4efb\u52d9\u4e2d\u6548\u7387\u8f03\u4f4e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u6ce8\u610f\uff1a\u5982\u679c\u4f60\u9700\u8981\u8a13\u7df4\u5927\u578b AI \u6a21\u578b\u6216\u627f\u8f09\u9ad8\u4f75\u767c\u63a8\u8ad6\u4efb\u52d9\uff0c\u61c9\u512a\u5148\u8003\u616e\u591a GPU \u65b9\u6848\u3002<\/p><\/blockquote>\n \u5927\u578b\u6a21\u578b\u7684 GPU \u8cc7\u6e90\u9810\u4f30<\/strong><\/h2>\n \u6a21\u578b\u898f\u6a21\u8207\u986f\u5b58\u9700\u6c42<\/h3>\n \u4f60\u9700\u8981\u6839\u64da\u6a21\u578b\u898f\u6a21\u5339\u914d\u5408\u9069\u7684\u986f\u5b58\uff0c\u4ee5\u78ba\u4fdd\u8a13\u7df4\u8207\u90e8\u7f72\u9806\u66a2\u3002\u6a21\u578b\u8d8a\u5927\uff0c\u5c24\u5176\u5728\u4f7f\u7528\u5168\u7cbe\u5ea6\u6642\uff0c\u5c0d\u986f\u5b58\u7684\u8981\u6c42\u8d8a\u9ad8\u3002\u4e0b\u8868\u5c55\u793a\u4e86\u4e0d\u540c\u6a21\u578b\u898f\u6a21\u5728\u5168\u7cbe\u5ea6\u3001\u534a\u7cbe\u5ea6\u548c 4-bit \u91cf\u5316\u4e0b\u7684\u5927\u81f4\u986f\u5b58\u9700\u6c42\uff1a<\/p>\n \n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n \u6a21\u578b\u898f\u6a21<\/th>\n \u5168\u7cbe\u5ea6\u986f\u5b58\u9700\u6c42<\/th>\n \u534a\u7cbe\u5ea6\u986f\u5b58\u9700\u6c42<\/th>\n 4-bit \u986f\u5b58\u9700\u6c42<\/th>\n<\/tr>\n 7B<\/td>\n 28 GB<\/td>\n 14 GB<\/td>\n 3.5 GB<\/td>\n<\/tr>\n 13B<\/td>\n 52 GB<\/td>\n 26 GB<\/td>\n 6.5 GB<\/td>\n<\/tr>\n 70B<\/td>\n 280 GB<\/td>\n 140 GB<\/td>\n 35 GB<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u5c0d\u65bc 7B+ \u53c3\u6578\u7684\u6a21\u578b\uff0c\u4f60\u61c9\u9078\u64c7\u81f3\u5c11 40GB \u986f\u5b58\u7684 GPU\uff0c\u4ee5\u907f\u514d\u8a13\u7df4\u904e\u7a0b\u983b\u7e41\u6ea2\u51fa\u6216\u7576\u6a5f\u3002\u5982\u679c\u4f60\u60f3\u904b\u884c\u5927\u578b Transformer \u6a21\u578b\uff0c\u5247\u9700\u8981\u66f4\u591a\u986f\u5b58\u3002\u9069\u5408\u6a5f\u5668\u5b78\u7fd2\u7684\u9ad8\u968e GPU \u901a\u5e38\u90fd\u70ba\u8a13\u7df4\u8207\u63a8\u8ad6\u63d0\u4f9b\u5145\u8db3\u7684\u986f\u5b58\u7a7a\u9593\u3002<\/p>\n \u63a8\u8ad6\u3001\u8a13\u7df4\u8207\u5fae\u8abf<\/h3>\n \u5728 AI \u5c08\u6848\u7684\u4e0d\u540c\u968e\u6bb5\uff0c\u4f60\u9700\u8981\u70ba\u63a8\u8ad6\u3001\u8a13\u7df4\u548c\u5fae\u8abf\u9078\u64c7\u5408\u9069\u7684 GPU\u3002\u5b83\u5011\u7684\u8cc7\u6e90\u9700\u6c42\u4e26\u4e0d\u76f8\u540c\u3002\u5c0d\u65bc\u5fae\u8abf\u4efb\u52d9\uff0c\u64c1\u6709 24GB \u986f\u5b58\u7684 RTX 4090 \u80fd\u5f88\u597d\u5730\u652f\u63f4 7B \u6a21\u578b\u7684\u5168\u53c3\u6578\u5fae\u8abf\uff0c\u4ee5\u53ca 13B \u6a21\u578b\u7684 QLoRA \u5fae\u8abf\u3002RTX 3090 \u548c RTX 4080 \u5247\u662f CP \u503c\u8f03\u9ad8\u7684 QLoRA \u65b9\u6848\u3002\u5982\u679c\u9700\u8981\u8a13\u7df4 30B+ \u6a21\u578b\uff0c\u5247\u66f4\u9069\u5408\u4f7f\u7528\u96f2\u7aef A100 \u6216 H100 \u7b49\u8a13\u7df4\u7d1a GPU\uff0c\u9019\u4e9b\u901a\u5e38\u88ab\u8996\u70ba\u5927\u898f\u6a21\u6a5f\u5668\u5b78\u7fd2\u7684\u6700\u4f73\u9078\u64c7\u3002<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n\n GPU \u578b\u865f<\/th>\n \u986f\u5b58<\/th>\n \u4f7f\u7528\u8aaa\u660e<\/th>\n<\/tr>\n RTX 4090<\/td>\n 24GB<\/td>\n \u9069\u5408\u5fae\u8abf\uff0c\u53ef\u5b8c\u6574\u5fae\u8abf 7B \u6a21\u578b\u4e26\u900f\u904e QLoRA \u5fae\u8abf 13B \u6a21\u578b\u3002<\/td>\n<\/tr>\n RTX 3090 \/ 4080<\/td>\n 24GB\/16GB<\/td>\n \u9069\u7528\u65bc QLoRA \u5de5\u4f5c\u6d41\u7a0b\u7684\u9ad8 CP \u503c\u65b9\u6848\u3002<\/td>\n<\/tr>\n NVIDIA A100 \/ H100<\/td>\n N\/A<\/td>\n \u7528\u65bc 30B+ \u6a21\u578b\u5fae\u8abf\u6216\u751f\u7522\u7d1a\u8a13\u7df4\u4efb\u52d9\uff0c\u901a\u5e38\u6309\u9700\u79df\u7528\u3002<\/td>\n<\/tr>\n NVIDIA H100<\/td>\n 80GB<\/td>\n \u696d\u754c\u5927\u898f\u6a21 AI \u57fa\u790e\u8a2d\u65bd\uff08\u7279\u5225\u662f LLM \u8a13\u7df4\uff09\u7684\u4e3b\u6d41\u6a19\u6e96\u3002<\/td>\n<\/tr>\n NVIDIA GeForce RTX 4090<\/td>\n 24GB<\/td>\n \u6700\u9069\u5408\u672c\u5730\u958b\u767c\u8207\u63a8\u8ad6\u7684\u6d88\u8cbb\u7d1a AI GPU\u3002<\/td>\n<\/tr>\n AMD RX 7900 XTX<\/td>\n 24GB<\/td>\n \u986f\u5b58 CP \u503c\u9ad8\uff0c\u4f46\u8edf\u9ad4\u751f\u614b\u652f\u63f4\u5f31\u65bc NVIDIA\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u900f\u904e QLoRA\uff0c\u4f60\u53ef\u4ee5\u5c07\u986f\u5b58\u9700\u6c42\u6700\u591a\u964d\u4f4e\u7d04 70%\uff0c\u5f9e\u800c\u7528\u66f4\u4fbf\u5b9c\u7684 GPU \u5b8c\u6210\u5927\u6a21\u578b\u5fae\u8abf\u3002\u5c0d\u65bc\u5927\u898f\u6a21 AI \u8a13\u7df4\uff0c\u4f60\u4ecd\u9700\u8981 H100 \u7b49\u9069\u5408\u4f5c\u70ba\u5927\u578b LLM \u8a13\u7df4\u5361\u7684 GPU\u3002\u5206\u6563\u5f0f\u8a13\u7df4\u5247\u5141\u8a31\u4f60\u5229\u7528\u591a\u584a GPU \u4f86\u52a0\u901f\u8a13\u7df4\u904e\u7a0b\u3002<\/p>\n \u9762\u5411\u751f\u7522\u74b0\u5883\u7684\u64f4\u5c55<\/h3>\n \u5728\u958b\u767c\u968e\u6bb5\uff0c\u4f60\u53ef\u80fd\u53ea\u9700\u8981\u4e00\u584a GPU\uff1b\u4f46\u7576\u9032\u5165\u751f\u7522\u968e\u6bb5\u6642\uff0c\u5f80\u5f80\u9700\u8981\u66f4\u591a GPU \u4f86\u652f\u6490\u696d\u52d9\u3002\u96f2\u7aef GPU \u80fd\u5e6b\u52a9\u4f60\u5feb\u901f\u64f4\u5bb9\u3002\u4f60\u5fc5\u9808\u95dc\u6ce8\u986f\u5b58\u5bb9\u91cf\uff0c\u4f8b\u5982 H100 \u63d0\u4f9b 80GB \u986f\u5b58\uff0c\u800c A100 \u63d0\u4f9b 40GB\u3002\u9ad8\u6027\u80fd GPU \u529f\u8017\u5de8\u5927\uff0c\u51b7\u537b\u6210\u672c\u53ef\u80fd\u5360\u5230\u6574\u9ad4\u80fd\u8017\u6210\u672c\u7684 40%\u3002\u5728\u4f01\u696d\u90e8\u7f72\u4e2d\uff0c\u9700\u8981\u5f37\u52c1\u7684\u96fb\u529b\u4f9b\u61c9\u8207\u51b7\u537b\u65b9\u6848\u4f86\u4fdd\u969c\u6027\u80fd\u3002<\/p>\n \n \u5728\u751f\u7522\u74b0\u5883\u4e2d\uff0cGPU \u4f7f\u7528\u7387\u4f4e\u65bc 50% \u7684\u60c5\u6cc1\u76f8\u7576\u5e38\u898b\uff0c\u9019\u6703\u5f71\u97ff\u8a13\u7df4\u548c\u90e8\u7f72\u6548\u7387\u3002<\/li>\n GPU \u4f7f\u7528\u4e0d\u8db3\u6703\u9650\u5236\u5206\u6563\u5f0f\u8a13\u7df4\u8207\u6a21\u578b\u66f4\u65b0\u7684\u901f\u5ea6\u3002<\/li>\n \u9069\u7528\u65bc\u751f\u7522\u74b0\u5883\u7684\u6a5f\u5668\u5b78\u7fd2 GPU \u61c9\u5728\u986f\u5b58\u5bb9\u91cf\u3001\u80fd\u8017\u8207\u6027\u80fd\u4e4b\u9593\u53d6\u5f97\u5e73\u8861\u3002<\/li>\n<\/ul>\n \u4f60\u61c9\u5728\u958b\u767c\u3001\u6e2c\u8a66\u3001\u4e0a\u7dda\u5404\u968e\u6bb5\u63d0\u524d\u898f\u5283 GPU \u8cc7\u6e90\u3002\u53ea\u6709\u9019\u6a23\uff0c\u624d\u80fd\u5728\u5927\u6a21\u578b\u8a13\u7df4\u904e\u7a0b\u4e2d\u6301\u7e8c\u7372\u5f97\u7a69\u5b9a\u800c\u9ad8\u6548\u7684\u8868\u73fe\u3002<\/p>\n \u6309\u9810\u7b97\u9078\u64c7\u6700\u4f73 AI GPU<\/strong><\/h2>\n \u5165\u9580\u7d1a\u986f\u793a\u5361<\/h3>\n \u4f60\u53ef\u4ee5\u7528\u5165\u9580\u7d1a\u986f\u793a\u5361\u958b\u555f AI \u4e4b\u65c5\u3002\u9019\u985e GPU \u9069\u5408\u5c0f\u898f\u6a21\u5c08\u6848\u3001\u5be6\u9a57\u548c\u5b78\u7fd2\uff0c\u4f60\u4e0d\u9700\u8981\u9f90\u5927\u9810\u7b97\u3002\u8a31\u591a\u5b78\u751f\u548c\u500b\u4eba\u958b\u767c\u8005\u90fd\u5728\u4f7f\u7528\u5b83\u5011\u9032\u884c\u57fa\u790e\u8a13\u7df4\u548c\u63a8\u8ad6\u4efb\u52d9\u3002<\/p>\n \u4e0b\u8868\u5c0d\u5e7e\u6b3e\u5e38\u898b\u5165\u9580\u7d1a\u986f\u793a\u5361\u9032\u884c\u4e86\u6bd4\u8f03\uff1a<\/p>\n \n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n \u986f\u793a\u5361\u578b\u865f<\/th>\n \u986f\u5b58<\/th>\n \u4f7f\u7528\u60c5\u5883<\/th>\n \u6027\u80fd\u8868\u73fe<\/th>\n<\/tr>\n NVIDIA GTX 1650<\/td>\n 4\u20138 GB<\/td>\n \u904a\u6232\u3001\u8f15\u91cf\u7d1a\u6a5f\u5668\u5b78\u7fd2\u5be6\u9a57\u3001\u5f71\u7247\u526a\u8f2f<\/td>\n \u9069\u5408\u5c0f\u898f\u6a21\u795e\u7d93\u7db2\u8def\u6216\u4e2d\u5ea6\u63a8\u8ad6\u4efb\u52d9<\/td>\n<\/tr>\n NVIDIA RTX 3050<\/td>\n 4\u20138 GB<\/td>\n \u904a\u6232\u3001\u8f15\u91cf\u7d1a\u6a5f\u5668\u5b78\u7fd2\u5be6\u9a57\u3001\u5f71\u7247\u526a\u8f2f<\/td>\n \u9069\u5408\u5c0f\u898f\u6a21\u795e\u7d93\u7db2\u8def\u6216\u4e2d\u5ea6\u63a8\u8ad6\u4efb\u52d9<\/td>\n<\/tr>\n AMD RX 6600<\/td>\n 4\u20138 GB<\/td>\n \u904a\u6232\u3001\u8f15\u91cf\u7d1a\u6a5f\u5668\u5b78\u7fd2\u5be6\u9a57\u3001\u5f71\u7247\u526a\u8f2f<\/td>\n \u9069\u5408\u5c0f\u898f\u6a21\u795e\u7d93\u7db2\u8def\u6216\u4e2d\u5ea6\u63a8\u8ad6\u4efb\u52d9<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u9019\u4e9b\u986f\u793a\u5361\u53ef\u4ee5\u52dd\u4efb\u7c21\u55ae\u795e\u7d93\u7db2\u8def\u548c\u5c0f\u8cc7\u6599\u96c6\uff0c\u5e6b\u52a9\u4f60\u4ee5\u8f03\u4f4e\u6210\u672c\u5b78\u7fd2 AI \u57fa\u790e\u3002\u4f46\u4f60\u4e5f\u6703\u9047\u5230\u4e00\u4e9b\u9650\u5236\uff1a<\/p>\n \n\n\n\n<\/colgroup>\n\n\n\n\n\n \u9650\u5236\u9805<\/th>\n \u8aaa\u660e<\/th>\n<\/tr>\n \u986f\u5b58\u5bb9\u91cf<\/td>\n \u5165\u9580\u7d1a GPU \u986f\u5b58\u8f03\u5c0f\uff0c\u6703\u9650\u5236\u53ef\u8f09\u5165\u6a21\u578b\u7684\u898f\u6a21\u3002<\/td>\n<\/tr>\n \u8a18\u61b6\u9ad4\u983b\u5bec<\/td>\n \u8f03\u4f4e\u7684\u983b\u5bec\u6703\u524a\u5f31 AI \u4efb\u52d9\u4e2d\u7684\u8cc7\u6599\u50b3\u8f38\u6548\u7387\u3002<\/td>\n<\/tr>\n \u751f\u614b\u652f\u63f4<\/td>\n \u7f3a\u4e4f ECC \u8a18\u61b6\u9ad4\u3001NVLink \u7b49\u9032\u968e\u7279\u6027\uff0c\u53ef\u80fd\u5f71\u97ff\u6027\u80fd\u548c\u7a69\u5b9a\u6027\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \n \u986f\u5b58\u53ea\u6709 12GB \u7684 GPU \u6703\u9650\u5236\u4f60\u80fd\u4f7f\u7528\u7684\u6a21\u578b\u5927\u5c0f\u3002<\/li>\n RTX 4080 \u64c1\u6709 16GB \u986f\u5b58\uff0c\u53ea\u9069\u5408\u5728\u5168\u7cbe\u5ea6\u4e0b\u904b\u884c 7B \u53c3\u6578\u4ee5\u4e0b\u7684\u6a21\u578b\u3002<\/li>\n \u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u5168\u53c3\u6578\u5fae\u8abf\u901a\u5e38\u9700\u8981\u6bcf\u5341\u5104\u53c3\u6578\u7d04 16GB \u986f\u5b58\u3002<\/li>\n<\/ul>\n \u63d0\u793a\uff1a\u5165\u9580\u7d1a GPU \u66f4\u9069\u5408\u5b78\u7fd2\u3001\u539f\u578b\u9a57\u8b49\u548c\u5c0f\u898f\u6a21 AI \u5c08\u6848\u3002\u5982\u679c\u4f60\u8a08\u5283\u8a13\u7df4\u66f4\u5927\u6a21\u578b\u6216\u8ffd\u6c42\u66f4\u9ad8\u6027\u80fd\uff0c\u5c31\u61c9\u8003\u616e\u5347\u7d1a\u786c\u9ad4\u3002<\/p><\/blockquote>\n \u4e2d\u968e GPU \u65b9\u6848<\/h3>\n \u5982\u679c\u4f60\u5e0c\u671b\u5728 AI \u4efb\u52d9\u4e2d\u7372\u5f97\u66f4\u597d\u7684\u6027\u80fd\uff0c\u53ef\u4ee5\u9078\u64c7\u4e2d\u968e GPU\u3002\u9019\u985e\u986f\u793a\u5361\u901a\u5e38\u5177\u5099\u66f4\u5927\u7684\u986f\u5b58\u548c\u66f4\u5feb\u7684\u986f\u5b58\u983b\u5bec\uff0c\u8db3\u4ee5\u652f\u6490\u66f4\u5927\u6a21\u578b\u548c\u66f4\u8907\u96dc\u7684\u8a13\u7df4\u4efb\u52d9\u3002\u8a31\u591a\u4e2d\u5c0f\u4f01\u696d\u548c\u7814\u7a76\u5718\u968a\u90fd\u5c07\u4e2d\u968e GPU \u4f5c\u70ba\u65e5\u5e38 AI \u5de5\u4f5c\u4e3b\u529b\u3002<\/p>\n \u71b1\u9580\u4e2d\u968e\u9078\u64c7\u5305\u62ec NVIDIA RTX 4070\u3001RTX 4080 \u548c AMD RX 7900 XTX\u3002\u9019\u4e9b\u986f\u793a\u5361\u5728\u6210\u672c\u8207\u7b97\u529b\u4e4b\u9593\u53d6\u5f97\u826f\u597d\u5e73\u8861\u3002\u4f7f\u7528 RTX 4090 \u6216 RTX 4080\uff0c\u4f60\u53ef\u4ee5\u5fae\u8abf\u6700\u9ad8 13B \u53c3\u6578\u7684\u6a21\u578b\uff1bRTX 4070 \u5247\u9069\u5408\u6700\u9ad8 7B \u53c3\u6578\u7684\u6a21\u578b\u3002<\/p>\n \n RTX 4080 \u5177\u5099 16GB \u986f\u5b58\uff0c\u5728\u5168\u7cbe\u5ea6\u4e0b\u50c5\u9069\u5408 7B \u53c3\u6578\u4ee5\u4e0b\u6a21\u578b\u3002<\/li>\n RTX 4090 \u63d0\u4f9b 24GB \u986f\u5b58\uff0c\u53ef\u5168\u53c3\u6578\u5fae\u8abf 7B \u6a21\u578b\uff0c\u4e26\u900f\u904e QLoRA \u652f\u63f4 13B \u6a21\u578b\u3002<\/li>\n AMD RX 7900 XTX \u540c\u6a23\u63d0\u4f9b 24GB \u986f\u5b58\uff0c\u50f9\u683c\u8f03\u70ba\u89aa\u6c11\uff0c\u4f46\u8edf\u9ad4\u751f\u614b\u4e0d\u5982 NVIDIA \u5b8c\u5584\u3002<\/li>\n<\/ul>\n \u9019\u4e9b GPU \u53ef\u52dd\u4efb\u8a13\u7df4\u3001\u63a8\u8ad6\u548c\u5fae\u8abf\u4efb\u52d9\uff0c\u4e26\u652f\u63f4\u4e3b\u6d41 AI \u6846\u67b6\u8207\u51fd\u5f0f\u5eab\u3002\u4f60\u53ef\u4ee5\u5728\u5f71\u50cf\u751f\u6210\u3001\u8a9e\u8a00\u6a21\u578b\u548c\u5f71\u7247\u8655\u7406\u7b49\u4efb\u52d9\u4e2d\u7372\u5f97\u660e\u986f\u63d0\u5347\u3002<\/p>\n \u6ce8\u610f\uff1a\u5982\u679c\u4f60\u60f3\u5728\u6210\u672c\u548c\u6027\u80fd\u4e4b\u9593\u627e\u5230\u5e73\u8861\uff0c\u4e2d\u968e GPU \u901a\u5e38\u662f\u6700\u5408\u9069\u7684 AI \u986f\u793a\u5361\u9078\u64c7\u3002<\/p><\/blockquote>\n \u9ad8\u968e\u8207\u4f01\u696d\u7d1a GPU<\/h3>\n \u5728\u6700\u56b4\u82db\u7684 AI \u5de5\u4f5c\u8ca0\u8f09\u4e0b\uff0c\u4f60\u9700\u8981\u9ad8\u968e\u6216\u4f01\u696d\u7d1a GPU\u3002\u9019\u985e\u986f\u793a\u5361\u64c1\u6709\u66f4\u9ad8\u986f\u5b58\u3001\u66f4\u5927\u983b\u5bec\u548c\u8c50\u5bcc\u7684\u4f01\u696d\u7d1a\u7279\u6027\uff0c\u662f\u8a13\u7df4\u8d85\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u3001\u57f7\u884c\u9032\u968e\u8a13\u7df4\u4efb\u52d9\u6216\u90e8\u7f72\u751f\u7522\u7d1a\u63a8\u8ad6\u670d\u52d9\u7684\u6700\u4f73\u9078\u64c7\u3002<\/p>\n \u4ee3\u8868\u6027\u7522\u54c1\u5305\u62ec NVIDIA A100\u3001H100\u3001H200 \u548c B200\u3002\u9019\u4e9b GPU \u652f\u63f4\u591a\u5361\u4e92\u806f\u3001ECC \u8a18\u61b6\u9ad4\u4ee5\u53ca NVLink \u7b49\u9ad8\u901f\u4e92\u806f\u6280\u8853\u3002\u4f60\u53ef\u4ee5\u8a13\u7df4\u6578\u767e\u5104\u53c3\u6578\u7684\u6a21\u578b\uff0c\u4e26\u627f\u8f09\u6d77\u91cf\u63a8\u8ad6\u8acb\u6c42\u3002<\/p>\n \u5728\u8a13\u7df4\u548c\u63a8\u8ad6\u6027\u80fd\u65b9\u9762\uff0c\u5b83\u5011\u5e7e\u4e4e\u7121\u53ef\u5339\u6575\uff0c\u662f\u4f01\u696d\u8207\u7814\u7a76\u6a5f\u69cb\u8ffd\u6c42\u9ad8\u53ef\u9760\u6027\u548c\u9ad8\u6027\u80fd\u6642\u7684\u9996\u9078\u3002<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n GPU \u578b\u865f<\/th>\n \u986f\u5b58<\/th>\n \u4f7f\u7528\u60c5\u5883<\/th>\n<\/tr>\n NVIDIA H100<\/td>\n 80GB<\/td>\n \u5927\u898f\u6a21\u8a13\u7df4\u3001LLM\u3001\u751f\u7522\u7d1a AI \u90e8\u7f72<\/td>\n<\/tr>\n NVIDIA H200<\/td>\n 141GB<\/td>\n \u8d85\u5927\u578b\u6a21\u578b\u8a13\u7df4\uff0c\u8ffd\u6c42\u9802\u7d1a\u6027\u80fd\u7684\u60c5\u5883<\/td>\n<\/tr>\n NVIDIA B200<\/td>\n 192GB<\/td>\n \u6975\u5927\u898f\u6a21 AI\u3001\u8d85\u5927\u591a\u5361\u53e2\u96c6<\/td>\n<\/tr>\n NVIDIA A100<\/td>\n 40\u201380GB<\/td>\n \u4f01\u696d\u7d1a AI\u3001\u9ad8\u4f75\u767c\u60c5\u5883<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u63d0\u793a\uff1a\u9ad8\u968e GPU \u9700\u8981\u9f90\u5927\u6295\u8cc7\uff0c\u4f60\u5fc5\u9808\u63d0\u524d\u898f\u5283\u786c\u9ad4\u63a1\u8cfc\u3001\u96fb\u529b\u8207\u51b7\u537b\u6210\u672c\u4ee5\u53ca\u7dad\u904b\u5718\u968a\u6295\u5165\u3002\u7576\u4f60\u9700\u8981\u6975\u81f4\u6027\u80fd\u8207\u53ef\u9760\u6027\u6642\uff0c\u9019\u4e9b GPU \u624d\u80fd\u771f\u6b63\u767c\u63ee\u300c\u6700\u5f37 AI \u986f\u793a\u5361\u300d\u7684\u50f9\u503c\u3002<\/p><\/blockquote>\n \u7d9c\u4e0a\uff0c\u4f60\u53ef\u4ee5\u6839\u64da\u9810\u7b97\u8207\u5c08\u6848\u9700\u6c42\u9078\u64c7\u5408\u9069\u7684 AI \u986f\u793a\u5361\uff1a\u5165\u9580\u7d1a\u986f\u793a\u5361\u5e6b\u52a9\u4f60\u5165\u9580\u8207\u5be6\u9a57\uff1b\u4e2d\u968e GPU \u70ba\u8a13\u7df4\u8207\u5fae\u8abf\u63d0\u4f9b\u8db3\u5920\u7b97\u529b\uff1b\u9ad8\u968e\u8207\u4f01\u696d\u7d1a GPU \u5247\u652f\u6490\u6700\u5927\u898f\u6a21\u7684\u6a21\u578b\u8207\u751f\u7522\u7d1a\u5de5\u4f5c\u8ca0\u8f09\u3002<\/p>\n \u5feb\u901f\u63a8\u85a6\u8868<\/strong><\/h2>\n \u4f60\u5e0c\u671b\u70ba\u81ea\u5df1\u7684 AI \u5c08\u6848\u6311\u9078\u5408\u9069\u7684 GPU \u4f3a\u670d\u5668\u3002\u4e0b\u9762\u7684\u6bd4\u8f03\u8868\u80fd\u5e6b\u52a9\u4f60\u5feb\u901f\u7be9\u9078\u3002\u4f60\u53ef\u4ee5\u770b\u5230\u54ea\u4e9b GPU \u8207\u4e0d\u540c\u5de5\u4f5c\u8ca0\u8f09\u3001\u9810\u7b97\u548c\u90e8\u7f72\u5f62\u5f0f\u66f4\u5339\u914d\u3002<\/p>\n \n\n\n\n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n \u4f7f\u7528\u60c5\u5883<\/th>\n \u63a8\u85a6 GPU<\/th>\n \u986f\u5b58\u9700\u6c42<\/th>\n CPU \u5e73\u81fa<\/th>\n \u6a5f\u7bb1\u578b\u614b<\/th>\n \u51b7\u537b\u65b9\u5f0f<\/th>\n \u5099\u8a3b<\/th>\n<\/tr>\n \u5165\u9580\u7d1a<\/td>\n RTX 3050, GTX 1650<\/td>\n 4\u20138 GB<\/td>\n 4 \u6838<\/td>\n \u684c\u4e0a\u578b<\/td>\n \u98a8\u51b7<\/td>\n \u9069\u5408\u5b78\u7fd2\u548c\u5c0f\u6a21\u578b\u5be6\u9a57<\/td>\n<\/tr>\n \u4e2d\u968e<\/td>\n RTX 4070, RTX 4080, RX 7900 XTX<\/td>\n 12\u201324 GB<\/td>\n 8 \u6838<\/td>\n \u5854\u5f0f\/\u5de5\u4f5c\u7ad9<\/td>\n \u98a8\u51b7\/\u6c34\u51b7<\/td>\n \u53ef\u652f\u63f4\u6700\u9ad8 13B \u53c3\u6578\u6a21\u578b<\/td>\n<\/tr>\n \u9ad8\u968e<\/td>\n RTX 4090, RTX 6000 Pro<\/td>\n 24\u201396 GB<\/td>\n 16 \u6838<\/td>\n \u6a5f\u67b6\u5f0f<\/td>\n \u6c34\u51b7<\/td>\n \u9069\u5408\u5fae\u8abf\u548c\u66f4\u5927\u6a21\u578b\u8a13\u7df4<\/td>\n<\/tr>\n \u4f01\u696d\u7d1a<\/td>\n A100, H100, H200, B200<\/td>\n 40\u2013192 GB<\/td>\n 32 \u6838\u53ca\u4ee5\u4e0a<\/td>\n \u6a5f\u67b6\u5f0f\/\u53e2\u96c6<\/td>\n \u9032\u968e\u6db2\u51b7\u65b9\u6848<\/td>\n \u7528\u65bc\u5927\u898f\u6a21\u8a13\u7df4\u548c\u751f\u7522\u90e8\u7f72<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u63d0\u793a\uff1a\u5f9e\u76ee\u6a19\u4f7f\u7528\u60c5\u5883\u51fa\u767c\u9078\u64c7 GPU\uff0c\u53ef\u4ee5\u907f\u514d\u4e0d\u5fc5\u8981\u7684\u6210\u672c\u6d6a\u8cbb\u3002<\/p><\/blockquote>\n \u4f60\u9700\u8981\u6839\u64da AI \u6a21\u578b\u7684\u986f\u5b58\u9700\u6c42\u9032\u884c\u898f\u5283\u3002\u63a8\u8ad6\u968e\u6bb5\u8981\u78ba\u4fdd\u6bcf\u500b\u4f75\u767c\u4f7f\u7528\u8005\u90fd\u6709\u8db3\u5920\u986f\u5b58\uff1b\u8a13\u7df4\u968e\u6bb5\u5247\u9700\u8981\u9ad8\u983b\u5bec\u986f\u5b58\uff08HBM\uff09\u8207\u7a69\u5b9a\u7684\u51b7\u537b\u3002\u4f60\u9084\u61c9\u70ba GPU \u914d\u5099\u8db3\u5920\u5f37\u7684 CPU\uff0c\u4ee5\u514d\u51fa\u73fe\u74f6\u9838\u3002\u6a5f\u7bb1\u578b\u614b\u4e5f\u6703\u5f71\u97ff\u7dad\u8b77\u8207\u64f4\u5c55\u7a7a\u9593\uff0c\u800c\u5408\u9069\u7684\u51b7\u537b\u65b9\u5f0f\u80fd\u5728\u9ad8\u8ca0\u8f09\u4e0b\u78ba\u4fdd\u4f3a\u670d\u5668\u9577\u671f\u7a69\u5b9a\u904b\u884c\u3002<\/p>\n \n \u5c07\u6a21\u578b\u898f\u6a21\u8207\u4f75\u767c\u91cf\u8207 GPU \u80fd\u529b\u5408\u7406\u5339\u914d\u3002<\/li>\n \u78ba\u4fdd\u4f3a\u670d\u5668\u5177\u5099\u8db3\u5920\u983b\u5bec\uff0c\u652f\u63f4\u9ad8\u901f\u8cc7\u6599\u50b3\u8f38\u3002<\/li>\n \u9078\u64c7\u9069\u5408\u6a5f\u623f\u7a7a\u9593\u4e14\u6613\u65bc\u5347\u7d1a\u7684\u6a5f\u7bb1\u578b\u614b\u3002<\/li>\n<\/ul>\n \u5408\u7406\u7684 GPU \u9078\u578b\u5c07\u76f4\u63a5\u5f71\u97ff\u4f60\u7684 AI \u6027\u80fd\u3001\u6210\u672c\u548c\u6548\u7387\u3002\u7576\u4f60\u9078\u5c0d\u786c\u9ad4\uff0c\u5c31\u53ef\u4ee5\u5728\u66f4\u4f4e\u5ef6\u9072\u4e0b\u904b\u884c\u66f4\u5927\u6a21\u578b\uff0c\u66f4\u5feb\u5be6\u73fe\u696d\u52d9\u76ee\u6a19\u3002<\/p>\n \u4f60\u53ef\u4ee5\u5229\u7528\u4e0a\u9762\u7684\u6bd4\u8f03\u8868\u4f86\u9078\u64c7\u9069\u5408\u9999\u6e2f\u74b0\u5883\u7684 GPU \u4f3a\u670d\u5668\u914d\u7f6e\u3002\u5b83\u80fd\u5e6b\u52a9\u4f60\u5728\u9810\u7b97\u8207\u6027\u80fd\u4e4b\u9593\u505a\u51fa\u5e73\u8861\uff0c\u7372\u5f97\u65e2\u53ef\u9760\u53c8\u9ad8\u6548\u7684 AI \u90e8\u7f72\u65b9\u6848\u3002<\/p>\n \n <\/div>\n<\/div>\n 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