\u9999\u6e2f\u6700\u4f73 GPU \u670d\u52a1\u5668<\/strong><\/h2>\n

\u9886\u5148\u670d\u52a1\u5546\u4e0e\u673a\u623f<\/h3>\n

\u5728\u9999\u6e2f\uff0c\u4f60\u53ef\u4ee5\u627e\u5230\u53ef\u9760\u7684 GPU \u670d\u52a1\u5668\u63d0\u4f9b\u5546 Simcentric\u3002Simcentric \u63d0\u4f9b\u9ad8\u5728\u7ebf\u7387\u548c\u5f3a\u53ef\u9760\u6027\u3002\u5927\u591a\u6570\u9876\u7ea7\u670d\u52a1\u5546\u4fdd\u8bc1 99.99% \u6216\u66f4\u9ad8\u5728\u7ebf\u7387\uff0c\u8fd9\u610f\u5473\u7740\u4f60\u7684 AI \u5de5\u4f5c\u8d1f\u8f7d\u51e0\u4e4e\u4e0d\u4f1a\u9047\u5230\u505c\u673a\u3002\u4e2d\u7aef\u670d\u52a1\u5546\u901a\u5e38\u627f\u8bfa 99.9% \u5728\u7ebf\u7387\uff0c\u76f8\u5f53\u4e8e\u6bcf\u6708\u7ea6 43 \u5206\u949f\u7684\u505c\u673a\u65f6\u95f4\u3002\u9884\u7b97\u578b\u5e73\u53f0\u5f80\u5f80\u53ea\u63d0\u4f9b 99.5% \u5728\u7ebf\u7387\u6216\u4ec5\u5bf9\u7f51\u7edc\u53ef\u7528\u6027\u4f5c\u51fa\u4fdd\u8bc1\uff0c\u786c\u4ef6\u6545\u969c\u53ef\u80fd\u4e0d\u5728\u4fdd\u969c\u8303\u56f4\u5185\u3002<\/p>\n

\u63d0\u793a\uff1a\u5982\u679c\u4f60\u7684 AI \u90e8\u7f72\u9700\u8981\u957f\u65f6\u95f4\u4e0d\u95f4\u65ad\u8fd0\u884c\uff0c\u5e94\u9009\u62e9\u5728\u7ebf\u7387\u8bb0\u5f55\u826f\u597d\u7684\u670d\u52a1\u5546\u3002<\/p><\/blockquote>\n

\u4f60\u8fd8\u9700\u8981\u8003\u8651\u673a\u623f\u7684\u4f4d\u7f6e\u548c\u7f51\u7edc\u8d28\u91cf\u3002\u9999\u6e2f\u7684\u9876\u7ea7\u6570\u636e\u4e2d\u5fc3\u91c7\u7528\u5148\u8fdb\u7684\u5236\u51b7\u4e0e\u5b89\u5168\u7cfb\u7edf\uff0c\u6709\u52a9\u4e8e\u8ba9 GPU \u957f\u65f6\u95f4\u4fdd\u6301\u9ad8\u6027\u80fd\u8fd0\u884c\u3002\u8bb8\u591a\u670d\u52a1\u5546\u63d0\u4f9b\u76f4\u8fde\u4e3b\u6d41\u4e91\u5e73\u53f0\u7684\u7f51\u7edc\u4e13\u7ebf\uff0c\u53ef\u4ee5\u964d\u4f4e AI \u8bad\u7ec3\u548c\u63a8\u7406\u65f6\u7684\u7f51\u7edc\u5ef6\u8fdf\u3002<\/p>\n

\u81ea\u5efa\u673a\u623f\u4e0e\u4e91\u7aef GPU \u7684\u5bf9\u6bd4<\/h3>\n

\u5728\u90e8\u7f72\u5927\u578b AI \u6a21\u578b\u65f6\uff0c\u4f60\u4e3b\u8981\u6709\u4e24\u79cd\u9009\u62e9\uff1a\u81ea\u5efa\u673a\u623f GPU \u670d\u52a1\u5668\u6216\u4e91\u7aef GPU \u65b9\u6848\u3002\u6bcf\u79cd\u65b9\u5f0f\u90fd\u6709\u5404\u81ea\u7684\u4f18\u70b9\u548c\u53d6\u820d\u3002\u81ea\u5efa\u670d\u52a1\u5668\u9700\u8981\u8f83\u9ad8\u7684\u524d\u671f\u6295\u5165\uff0c\u4f60\u5fc5\u987b\u8d2d\u4e70\u670d\u52a1\u5668\u3001\u663e\u5361\u548c\u5176\u4ed6\u57fa\u7840\u8bbe\u65bd\uff0c\u5e76\u627f\u62c5\u6301\u7eed\u7684\u7ef4\u62a4\u3001\u7535\u8d39\u548c\u8f6f\u4ef6\u8bb8\u53ef\u6210\u672c\u3002\u8fd9\u79cd\u65b9\u6848\u5728\u5de5\u4f5c\u8d1f\u8f7d\u7a33\u5b9a\u65f6\uff0c\u6210\u672c\u66f4\u53ef\u9884\u6d4b\uff0c\u4ece\u957f\u671f\u5927\u89c4\u6a21\u8bad\u7ec3\u89d2\u5ea6\u770b\u4e5f\u53ef\u80fd\u66f4\u5212\u7b97\u3002<\/p>\n

\u4e91\u7aef GPU \u65b9\u6848\u91c7\u7528\u6309\u9700\u4ed8\u8d39\u6a21\u5f0f\uff0c\u4f60\u53ea\u4e3a\u5b9e\u9645\u4f7f\u7528\u7684\u8d44\u6e90\u4ed8\u8d39\uff0c\u4ece\u800c\u964d\u4f4e\u524d\u671f\u6295\u5165\u5e76\u63d0\u5347\u7075\u6d3b\u6027\u3002\u4f60\u53ef\u4ee5\u6839\u636e AI \u9700\u6c42\u7684\u53d8\u5316\u968f\u65f6\u6269\u5bb9\u6216\u7f29\u5bb9\u3002\u4e0d\u8fc7\uff0c\u5982\u679c\u7528\u91cf\u6301\u7eed\u4e0a\u5347\uff0c\u603b\u6210\u672c\u4e5f\u53ef\u80fd\u8fc5\u901f\u589e\u52a0\u3002\u4e91\u7aef\u65b9\u6848\u975e\u5e38\u9002\u5408\u9700\u8981\u5feb\u901f\u6269\u5c55\u6216\u9700\u6c42\u6ce2\u52a8\u8f83\u5927\u7684\u9879\u76ee\u3002<\/p>\n

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

\u6210\u672c\u7ef4\u5ea6<\/th>\n	\u81ea\u5efa\u673a\u623f\u6210\u672c<\/th>\n	\u4e91\u7aef\u6210\u672c<\/th>\n<\/tr>\n
\u524d\u671f\u6295\u5165<\/td>\n	\u4e3a\u670d\u52a1\u5668\u3001GPU \u548c\u57fa\u7840\u8bbe\u65bd\u652f\u4ed8\u9ad8\u989d\u524d\u671f\u6210\u672c<\/td>\n	\u6309\u9700\u8ba1\u8d39\u6a21\u5f0f\uff0c\u524d\u671f\u6295\u5165\u8f83\u4f4e<\/td>\n<\/tr>\n
\u6301\u7eed\u8fd0\u8425\u6210\u672c<\/td>\n	\u5b9a\u671f\u7ef4\u62a4\u3001\u7535\u8d39\u548c\u8bb8\u53ef\u8bc1\u8d39\u7528<\/td>\n	\u968f\u4f7f\u7528\u91cf\u53d8\u5316\u7684\u53ef\u53d8\u6210\u672c\uff0c\u53ef\u80fd\u4e0d\u65ad\u6500\u5347<\/td>\n<\/tr>\n
\u6210\u672c\u53ef\u9884\u6d4b\u6027<\/td>\n	\u5bf9\u4e8e\u7a33\u5b9a\u8d1f\u8f7d\u6765\u8bf4\u66f4\u52a0\u53ef\u9884\u6d4b<\/td>\n	\u5728\u8d1f\u8f7d\u52a8\u6001\u53d8\u5316\u65f6\u6210\u672c\u4e0d\u591f\u53ef\u9884\u6d4b<\/td>\n<\/tr>\n
\u957f\u671f\u6210\u672c\u6548\u7387<\/td>\n	\u5bf9\u6301\u7eed\u4f7f\u7528\u66f4\u5177\u6210\u672c\u4f18\u52bf<\/td>\n	\u957f\u671f\u3001\u6301\u7eed\u4f7f\u7528\u65f6\u53ef\u80fd\u66f4\u8d35<\/td>\n<\/tr>\n
\u7075\u6d3b\u6027<\/td>\n	\u7075\u6d3b\u6027\u8f83\u4f4e\uff0c\u9700\u8981\u957f\u671f\u6295\u5165\u4e0e\u89c4\u5212<\/td>\n	\u9ad8\u5ea6\u7075\u6d3b\uff0c\u4f46\u53ef\u80fd\u5e26\u6765\u610f\u5916\u8d39\u7528<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u4e91\u7aef GPU \u65b9\u6848\u5728\u53ef\u6269\u5c55\u6027\u65b9\u9762\u66f4\u5177\u4f18\u52bf\u3002\u4f60\u53ef\u4ee5\u6309\u9700\u83b7\u53d6\u66f4\u591a GPU\uff0c\u7528\u4e8e\u5927\u578b AI \u8bad\u7ec3\u4efb\u52a1\u3002\u5982\u679c\u6570\u636e\u6e90\u8ddd\u79bb\u4e91\u670d\u52a1\u5668\u8f83\u8fdc\uff0c\u5ef6\u8fdf\u53ef\u80fd\u4f1a\u589e\u52a0\u3002\u81ea\u5efa GPU \u670d\u52a1\u5668\u5728\u8bbf\u95ee\u672c\u5730\u6570\u636e\u65f6\u53ef\u4ee5\u5b9e\u73b0\u66f4\u4f4e\u5ef6\u8fdf\uff0c\u4f46\u5f53\u7f51\u7edc\u8def\u5f84\u8f83\u957f\u65f6\u4e5f\u53ef\u80fd\u5f15\u5165\u5ef6\u8fdf\u3002<\/p>\n \n \u4e91\u7aef\u65b9\u6848\u4f9d\u6258\u5168\u7403\u57fa\u7840\u8bbe\u65bd\uff0c\u6269\u5c55\u66f4\u5bb9\u6613\u3002<\/li>\n \u5982\u679c\u6570\u636e\u9700\u8981\u957f\u8ddd\u79bb\u4f20\u8f93\uff0c\u81ea\u5efa\u670d\u52a1\u5668\u4e5f\u53ef\u80fd\u9762\u4e34\u8f83\u9ad8\u5ef6\u8fdf\u3002<\/li>\n \u672c\u5730\u8bbe\u5907\u7aef\u63a8\u7406\uff08on-device\uff09\u5728\u5b9e\u65f6 AI \u4efb\u52a1\u4e2d\u5ef6\u8fdf\u6700\u4f4e\u3002<\/li>\n<\/ul>\n \u70ed\u95e8 GPU \u670d\u52a1\u5668\u901f\u89c8<\/h3>\n \u4f60\u9700\u8981\u5c06 AI \u5de5\u4f5c\u8d1f\u8f7d\u4e0e\u5408\u9002\u7684 GPU \u670d\u52a1\u5668\u5339\u914d\u3002\u9999\u6e2f\u670d\u52a1\u5546\u63d0\u4f9b\u4ece\u5165\u95e8\u7ea7\u663e\u5361\u5230\u9ad8\u7aef NVIDIA GPU \u7684\u591a\u79cd\u9009\u62e9\u3002\u4e0b\u8868\u5c55\u793a\u4e86\u5e38\u7528\u4e8e AI \u90e8\u7f72\u7684\u70ed\u95e8 GPU \u578b\u53f7\u53ca\u5176\u5173\u952e\u53c2\u6570\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\u957f\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 \u7ea6 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\u5e94\u6839\u636e\u6a21\u578b\u89c4\u6a21\u548c\u6027\u80fd\u9700\u6c42\u9009\u62e9 GPU\u3002\u5bf9\u4e8e\u5c0f\u5230\u4e2d\u7b49\u89c4\u6a21\uff083\u20137B \u53c2\u6570\uff09\u7684 AI \u6a21\u578b\uff0cRTX 4070 \u6216 RTX 4090 \u663e\u5361\u8868\u73b0\u826f\u597d\u3002\u5bf9\u4e8e 13\u201330B \u7684\u66f4\u5927\u6a21\u578b\uff0c\u4f60\u9700\u8981\u81f3\u5c11 H100 \u7ea7\u522b\u7684 GPU\u3002H200 \u548c B200 \u53ef\u652f\u6301\u66f4\u5927\u6a21\u578b\uff0c\u5e76\u4e3a\u9ad8\u5f3a\u5ea6\u7684 AI \u8bad\u7ec3\u548c\u63a8\u7406\u63d0\u4f9b\u9876\u7ea7\u6027\u80fd\u3002<\/p>\n \n 3\u20137B \u6a21\u578b\uff1a\u6700\u4f4e GPU \u4e3a RTX 4070\uff0812GB\uff09\uff0c\u63a8\u8350 RTX 4090\uff0824GB\uff09\u3002<\/li>\n 7\u201313B \u6a21\u578b\uff1a\u6700\u4f4e GPU \u4e3a RTX 4090\uff0824GB\uff09\uff0c\u63a8\u8350 RTX 6000 Pro\uff0896GB\uff09\u3002<\/li>\n 13\u201330B \u6a21\u578b\uff1a\u6700\u4f4e GPU \u4e3a RTX 6000 Pro\uff0896GB\uff09\uff0c\u63a8\u8350 H100\uff0880GB\uff09\u3002<\/li>\n 30\u201370B \u6a21\u578b\uff1a\u6700\u4f4e GPU \u4e3a H100\uff0880GB\uff09\uff0c\u63a8\u8350 H200\uff08141GB\uff09\u3002<\/li>\n 70\u2013175B \u6a21\u578b\uff1a\u6700\u4f4e GPU \u4e3a H200\uff08141GB\uff09\uff0c\u63a8\u8350 B200\uff08192GB\uff09\u3002<\/li>\n 175B+ \u6a21\u578b\uff1a\u6700\u4f4e GPU \u4e3a B200\uff08192GB\uff09\uff0c\u63a8\u8350\u591a\u5361 B200 \u65b9\u6848\u3002<\/li>\n<\/ul>\n NVIDIA \u4ee5 H100\u3001H200 \u548c B200 \u7b49 GPU \u5f15\u9886\u5e02\u573a\uff0c\u4e3a\u5927\u89c4\u6a21 AI \u8bad\u7ec3\u63d0\u4f9b\u6700\u4f73\u6027\u80fd\u3002RTX \u7cfb\u5217\uff08\u5305\u62ec RTX 4090\u3001RTX 5090\u3001RTX 3090 \u548c RTX 4070\uff09\u5219\u4e3a\u8f83\u5c0f\u6a21\u578b\u548c\u6210\u672c\u654f\u611f\u578b\u9879\u76ee\u63d0\u4f9b\u51fa\u8272\u8868\u73b0\u3002L40S \u5728\u6210\u672c\u4e0e\u6027\u80fd\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\uff0c\u9002\u5408\u4e2d\u7aef AI \u4efb\u52a1\u3002<\/p>\n \u6ce8\u610f\uff1a\u9009\u62e9\u663e\u5361\u65f6\uff0c\u4e00\u5b9a\u8981\u67e5\u770b\u663e\u5b58\u5bb9\u91cf\u4e0e\u5185\u5b58\u5e26\u5bbd\u3002\u8fd9\u4e9b\u56e0\u7d20\u4f1a\u663e\u8457\u5f71\u54cd\u6a21\u578b\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684\u8fd0\u884c\u6548\u679c\u3002<\/p><\/blockquote>\n \u7ed3\u5408\u4ee5\u4e0a\u4fe1\u606f\uff0c\u4f60\u5c31\u53ef\u4ee5\u4e3a\u81ea\u5df1\u7684 AI \u90e8\u7f72\u9009\u62e9\u6700\u5408\u9002\u7684\u9999\u6e2f GPU \u670d\u52a1\u5668\u3002\u5c06\u5de5\u4f5c\u8d1f\u8f7d\u4e0e\u5408\u9002\u7684\u663e\u5361\u5339\u914d\uff0c\u53ef\u4ee5\u5b9e\u73b0\u66f4\u9ad8\u6027\u80fd\u548c\u66f4\u5f3a\u7a33\u5b9a\u6027\u3002<\/p>\n AI \u6a21\u578b\u7684 GPU \u9009\u578b\u6807\u51c6<\/strong><\/h2>\n \u663e\u5b58\uff08VRAM\uff09\u4e0e\u5185\u5b58\u5e26\u5bbd<\/h3>\n \u5728\u4e3a AI \u9009\u62e9 GPU \u65f6\uff0c\u4f60\u9700\u8981\u540c\u65f6\u5173\u6ce8\u663e\u5b58\u5bb9\u91cf\u548c\u5185\u5b58\u5e26\u5bbd\u3002\u663e\u5b58\u7528\u4e8e\u5728\u8bad\u7ec3\u4e0e\u63a8\u7406\u8fc7\u7a0b\u4e2d\u5b58\u653e\u6a21\u578b\u6743\u91cd\u548c\u6570\u636e\u3002\u5982\u679c\u6a21\u578b\u88c5\u4e0d\u8fdb GPU \u663e\u5b58\uff0c\u5c31\u4f1a\u663e\u8457\u62d6\u6162\u901f\u5ea6\u5e76\u5f71\u54cd\u6027\u80fd\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a 7B \u6a21\u578b\u81f3\u5c11\u9700\u8981 12GB \u663e\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\u5173\u9700\u6c42\uff1a<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n \u6a21\u578b\u89c4\u6a21<\/th>\n \u5185\u5b58\u9700\u6c42<\/th>\n \u663e\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 \u5185\u5b58\u5e26\u5bbd\u540c\u6837\u5f71\u54cd\u7740 GPU \u4f20\u8f93\u6570\u636e\u7684\u901f\u5ea6\u3002\u9ad8\u7aef GPU \u4f7f\u7528 HBM3 \u6216 HBM3e \u5185\u5b58\uff0c\u5e26\u5bbd\u6700\u9ad8\u53ef\u8fbe 8,000 GB\/s\uff0c\u8fd9\u80fd\u663e\u8457\u52a0\u5feb AI \u6a21\u578b\u8bad\u7ec3\u4e0e\u63a8\u7406\u901f\u5ea6\u3002\u5982\u679c\u6a21\u578b\u8fc7\u5927\u800c\u4e0d\u5f97\u4e0d\u4f7f\u7528\u7cfb\u7edf\u5185\u5b58\uff0c\u5c06\u5bfc\u81f4\u6027\u80fd\u5927\u5e45\u4e0b\u964d\u3002<\/p>\n \u63d0\u793a\uff1a\u52a1\u5fc5\u9009\u62e9\u517c\u5177\u8db3\u591f\u663e\u5b58\u548c\u9ad8\u5185\u5b58\u5e26\u5bbd\u7684 GPU\uff0c\u4ee5\u9002\u914d\u4f60\u7684 AI \u5de5\u4f5c\u8d1f\u8f7d\u3002<\/p><\/blockquote>\n \u4f4e\u7cbe\u5ea6\u652f\u6301\uff08FP16\/BF16\/INT8\uff09<\/h3>\n \u73b0\u4ee3 GPU \u90fd\u652f\u6301 FP16\u3001BF16 \u548c INT8 \u7b49\u4f4e\u7cbe\u5ea6\u683c\u5f0f\u3002\u8fd9\u4e9b\u683c\u5f0f\u53ef\u4ee5\u5728\u4fdd\u6301\u6a21\u578b\u6548\u679c\u7684\u524d\u63d0\u4e0b\uff0c\u52a0\u5feb\u8bad\u7ec3\u548c\u63a8\u7406\u901f\u5ea6\uff0c\u5e76\u964d\u4f4e\u663e\u5b58\u5360\u7528\u3002\u4f8b\u5982\uff0c\u4ece FP16 \u964d\u5230 INT4 \u53ef\u4ee5\u5c06\u663e\u5b58\u9700\u6c42\u51cf\u5c11\u7ea6 75%\uff0c\u540c\u65f6\u57fa\u672c\u4fdd\u6301\u6a21\u578b\u8d28\u91cf\uff0c\u8fd9\u4f7f\u5f97\u5728\u6d88\u8d39\u7ea7 GPU \u4e0a\u8fd0\u884c\u5927\u6a21\u578b\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n \u7cbe\u5ea6\u683c\u5f0f<\/th>\n \u5bf9\u6027\u80fd\u7684\u5f71\u54cd<\/th>\n \u9002\u7528\u573a\u666f<\/th>\n<\/tr>\n FP16\/BF16<\/td>\n \u63d0\u5347\u8bad\u7ec3\u901f\u5ea6\u548c\u5fae\u8c03\u6027\u80fd<\/td>\n \u89c6\u89c9\u6a21\u578b\u3001Stable Diffusion\u3001\u89c6\u9891\u751f\u6210<\/td>\n<\/tr>\n INT4\/INT8<\/td>\n \u63d0\u5347\u63a8\u7406\u6027\u80fd\u5e76\u5927\u5e45\u964d\u4f4e\u663e\u5b58\u9700\u6c42<\/td>\n LLM \u91cf\u5316\u3001GPT-Q\u3001AWQ \u7b49\u5de5\u4f5c\u8d1f\u8f7d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \n \u4f4e\u7cbe\u5ea6\u652f\u6301\u6709\u52a9\u4e8e\u5728\u6709\u9650\u663e\u5b58\u5185\u52a0\u8f7d\u66f4\u5927\u7684 AI \u6a21\u578b\u3002<\/li>\n \u4f60\u53ef\u4ee5\u7528\u66f4\u5c11\u7684\u663e\u5b58\u83b7\u5f97\u66f4\u5feb\u7684\u8bad\u7ec3\u4e0e\u90e8\u7f72\u901f\u5ea6\u3002<\/li>\n<\/ul>\n CPU\u3001\u5185\u5b58\u4e0e\u5b58\u50a8\u9700\u6c42<\/h3>\n GPU \u9700\u8981\u5f3a\u5927\u7684\u914d\u5957\u786c\u4ef6\u624d\u80fd\u53d1\u6325\u6700\u4f73\u6027\u80fd\u3002\u4f60\u9700\u8981\u8db3\u591f\u7684 CPU \u6027\u80fd\u3001\u7cfb\u7edf\u5185\u5b58\u548c\u9ad8\u901f\u5b58\u50a8\u6765\u652f\u6491 AI \u6a21\u578b\u8fd0\u884c\u3002\u5bf9\u4e8e\u57fa\u7840\u4efb\u52a1\uff0c\u81f3\u5c11\u9700\u8981 32GB \u5185\u5b58\uff1b\u5bf9\u4e8e\u66f4\u5927\u7684\u6a21\u578b\u548c\u6b63\u5f0f\u8bad\u7ec3\u573a\u666f\uff0c\u5efa\u8bae 64GB \u6216\u66f4\u591a\u3002\u5b58\u50a8\u5e94\u9009\u7528\u9ad8\u901f SSD\uff08\u5982 NVMe\uff09\uff0c\u5c0f\u578b\u9879\u76ee\u81f3\u5c11 500GB\uff0c\u5927\u578b\u6570\u636e\u96c6\u5efa\u8bae 1TB \u6216\u4ee5\u4e0a\u3002<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n \u7ec4\u4ef6<\/th>\n \u6700\u4f4e\u914d\u7f6e<\/th>\n \u63a8\u8350\u914d\u7f6e<\/th>\n<\/tr>\n CPU<\/td>\n 4 \u6838<\/td>\n 8 \u6838\u53ca\u4ee5\u4e0a<\/td>\n<\/tr>\n \u5185\u5b58<\/td>\n 16 GB<\/td>\n 32 GB \u6216\u4ee5\u4e0a<\/td>\n<\/tr>\n GPU<\/td>\n 6 GB \u663e\u5b58<\/td>\n 8 GB+ \u663e\u5b58<\/td>\n<\/tr>\n \u5b58\u50a8<\/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\u5185\u5b58\u548c\u66f4\u5feb\u7684\u5b58\u50a8\u53ef\u4ee5\u5e2e\u52a9 GPU \u5728\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u4e2d\u53d1\u6325\u51fa\u66f4\u9ad8\u6027\u80fd\u3002<\/p><\/blockquote>\n \u7f51\u7edc\u4e0e\u6570\u636e\u4f20\u8f93<\/h3>\n \u5feb\u901f\u7f51\u7edc\u5bf9 AI \u8bad\u7ec3\u5c24\u5176\u91cd\u8981\uff0c\u7279\u522b\u662f\u5728\u4f7f\u7528\u591a GPU \u6216\u5904\u7406\u5927\u578b\u6570\u636e\u96c6\u65f6\u3002\u9ad8\u5e26\u5bbd\u4e92\u8054\uff08\u5982 NVLink \u6216 NVSwitch\uff09\u5e26\u5bbd\u53ef\u8fbe 900 GB\/s\uff0c\u4ece\u800c\u964d\u4f4e\u591a\u5361\u8bad\u7ec3\u7684\u901a\u4fe1\u5f00\u9500\u3002\u4ec5\u4f7f\u7528 PCIe \u7684\u67b6\u6784\u5219\u66f4\u6162\uff0c\u8bad\u7ec3\u5f00\u9500\u53ef\u80fd\u9ad8\u8fbe 50%\u3002<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n \u914d\u7f6e<\/th>\n \u5e26\u5bbd<\/th>\n \u8bad\u7ec3\u5f00\u9500<\/th>\n<\/tr>\n H100 SXM\uff08NVSwitch\uff09<\/td>\n 900 GB\/s<\/td>\n 5\u201310%<\/td>\n<\/tr>\n H100 NVL\uff08NVLink \u5bf9\uff09<\/td>\n 600 GB\/s\uff08\u5bf9\u5185\uff09\/ 64 GB\/s\uff08\u5bf9\u95f4\uff09<\/td>\n 20\u201325%<\/td>\n<\/tr>\n \u4ec5 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 \u4e3a\u83b7\u5f97\u6700\u4f73 AI \u8bad\u7ec3\u6027\u80fd\uff0c\u5e94\u4f18\u5148\u9009\u62e9\u652f\u6301\u9ad8\u901f\u4e92\u8054\u7684 GPU\u3002<\/li>\n \u826f\u597d\u7684\u7f51\u7edc\u53ef\u8ba9\u6a21\u578b\u5728\u591a GPU \u95f4\u6269\u5c55\u65f6\u4fdd\u6301\u8f83\u9ad8\u901f\u5ea6\u3002<\/li>\n<\/ul>\n AI \u90e8\u7f72\u4e2d\u7684\u663e\u5361\u5bf9\u6bd4<\/strong><\/h2>\n H100\u3001H200 \u4e0e B200 GPU<\/h3>\n GPU \u6280\u672f\u6b63\u5feb\u901f\u6f14\u8fdb\uff0c\u5176\u4e2d NVIDIA \u7684 H100\u3001H200 \u548c B200 \u5728 AI \u8bad\u7ec3\u548c\u63a8\u7406\u65b9\u9762\u6811\u7acb\u4e86\u65b0\u6807\u6746\u3002H100 \u4e3a\u5927\u591a\u6570\u5927\u578b\u6a21\u578b\u63d0\u4f9b\u4e86\u624e\u5b9e\u7684\u6027\u80fd\u3002\u76f8\u6bd4 H100\uff0cH200 \u5728\u8bad\u7ec3\u901f\u5ea6\u548c\u5185\u5b58\u5e26\u5bbd\u4e0a\u5747\u63d0\u5347\u7ea6 2 \u500d\u3002B200 \u5219\u66f4\u8fdb\u4e00\u6b65\uff0c\u8bad\u7ec3\u901f\u5ea6\u8f83 H200 \u518d\u63d0\u5347\u7ea6 2.5 \u500d\uff0c\u5bf9\u6bd4 H100 \u7684\u63a8\u7406\u901f\u5ea6\u6700\u9ad8\u53ef\u63d0\u5347\u7ea6 15 \u500d\uff0c\u540c\u65f6\u5728\u80fd\u6548\u65b9\u9762\u4e5f\u6301\u7eed\u6539\u8fdb\u3002<\/p>\n \n\n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n GPU<\/th>\n \u8bad\u7ec3\u901f\u5ea6\uff08\u76f8\u5bf9\u503c\uff09<\/th>\n \u63a8\u7406\u901f\u5ea6\uff08\u76f8\u5bf9\u503c\uff09<\/th>\n TDP\uff08W\uff09<\/th>\n \u5185\u5b58\u5e26\u5bbd\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\u5bf9\u6bd4 H100\uff09<\/td>\n 2x\uff08\u5bf9\u6bd4 H100\uff09<\/td>\n 700<\/td>\n 4.8<\/td>\n<\/tr>\n B200<\/td>\n 2.5x\uff08\u5bf9\u6bd4 H200\uff09<\/td>\n 15x\uff08\u5bf9\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\u56fe\u8868\u4e2d\u770b\u5230\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\u3002<\/p>\n A100\u3001L40S \u4e0e RTX \u7cfb\u5217<\/h3>\n \u9664 H100 \u7cfb\u5217\u5916\uff0c\u4f60\u8fd8\u6709\u5f88\u591a GPU \u9009\u62e9\u3002A100 \u5728\u4f01\u4e1a\u7ea7 AI \u5de5\u4f5c\u8d1f\u8f7d\u4e2d\u4f9d\u7136\u5177\u5907\u5f3a\u52b2\u6027\u80fd\uff0c\u63d0\u4f9b\u6700\u9ad8 80GB HBM2e \u5185\u5b58\uff0c\u5e76\u652f\u6301 NVLink \u7b49\u9ad8\u7ea7\u7279\u6027\u3002\u5bf9\u4e8e\u6700\u591a 7B \u53c2\u6570\u7684\u6a21\u578b\uff0cRTX 4090 \u7684\u63a8\u7406\u6027\u80fd\u53ef\u4e0e A100 \u76f8\u8fd1\uff0c\u800c\u6210\u672c\u5374\u4e0d\u5230 A100 \u7684 20%\u3002RTX 5090 \u5219\u5728\u80fd\u6548\u4e0a\u8fdb\u4e00\u6b65\u63d0\u5347\uff0c\u9002\u5408\u6301\u7eed\u8d1f\u8f7d\u573a\u666f\u3002L40S \u5728\u4e2d\u7aef AI \u4efb\u52a1\u4e2d\u5b9e\u73b0\u4e86\u6210\u672c\u4e0e\u6027\u80fd\u7684\u826f\u597d\u5e73\u8861\u3002<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n GPU \u578b\u53f7<\/th>\n \u6027\u80fd\u7279\u70b9<\/th>\n \u4f7f\u7528\u573a\u666f<\/th>\n<\/tr>\n A100<\/td>\n 40\u201380GB HBM2e \u5185\u5b58\u3001NVLink\u3001\u591a\u5b9e\u4f8b GPU\uff08MIG\uff09\u80fd\u529b<\/td>\n \u9002\u5408\u9ad8\u5e76\u53d1\u3001\u5927\u5185\u5b58\u9700\u6c42\u7684\u4f01\u4e1a\u7ea7\u5de5\u4f5c\u8d1f\u8f7d<\/td>\n<\/tr>\n RTX 4090<\/td>\n \u5728\u6700\u591a 7B \u53c2\u6570\u6a21\u578b\u4e0a\u5177\u5907\u53ef\u6bd4 A100 \u7684\u63a8\u7406\u6027\u80fd\uff0c\u4f46\u9700\u8981\u989d\u5916\u914d\u7f6e<\/td>\n \u9884\u7b97\u654f\u611f\u7528\u6237\u7684\u9ad8\u6027\u4ef7\u6bd4\u4e4b\u9009\uff0c\u9002\u7528\u4e8e\u4e2d\u5c0f\u6a21\u578b<\/td>\n<\/tr>\n RTX 5090<\/td>\n \u5355\u4f4d\u529f\u8017\u6027\u80fd\u66f4\u9ad8\uff0c\u9002\u5408\u6301\u7eed\u8fd0\u884c\u573a\u666f<\/td>\n \u9002\u5408\u9700\u8981\u9ad8\u6548\u80fd\u4f46\u65e0\u9700\u4f01\u4e1a\u7ea7\u786c\u4ef6\u6210\u672c\u7684\u7528\u6237<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u63d0\u793a\uff1a\u5e94\u6839\u636e\u6a21\u578b\u89c4\u6a21\u4e0e\u9884\u7b97\u5339\u914d GPU \u9009\u62e9\u3002NVIDIA RTX \u7cfb\u5217\u4e3a\u8f83\u5c0f\u6a21\u578b\u63d0\u4f9b\u4e86\u7075\u6d3b\u4e14\u7ecf\u6d4e\u7684\u65b9\u6848\u3002<\/p><\/blockquote>\n \u591a GPU \u4e0e\u5355 GPU \u90e8\u7f72<\/h3>\n \u901a\u8fc7\u4f7f\u7528\u591a\u5757 GPU\uff0c\u4f60\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u6574\u4f53\u6027\u80fd\u3002\u591a GPU \u90e8\u7f72\u53ef\u4ee5\u5728\u591a\u5361\u4e4b\u95f4\u5206\u914d\u8d1f\u8f7d\u5e76\u805a\u5408\u663e\u5b58\u5bb9\u91cf\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528 NVLink \u6216 InfiniBand \u5b9e\u73b0\u9ad8\u901f\u901a\u4fe1\u3002\u5355 GPU \u90e8\u7f72\u5219\u53d7\u9650\u4e8e\u5355\u5361\u7684\u7b97\u529b\u548c\u663e\u5b58\u3002\u5bf9\u4e8e\u5927\u89c4\u6a21\u8bad\u7ec3\u548c\u9ad8\u5e76\u53d1\u573a\u666f\uff0c\u591a GPU \u90e8\u7f72\u6548\u679c\u6700\u4f73\u3002<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n \u7ef4\u5ea6<\/th>\n \u591a GPU \u90e8\u7f72<\/th>\n \u5355 GPU \u90e8\u7f72<\/th>\n<\/tr>\n \u6027\u80fd<\/td>\n \u901a\u8fc7\u5206\u5e03\u5f0f\u8ba1\u7b97\u63d0\u5347\u6574\u4f53\u6027\u80fd<\/td>\n \u8ba1\u7b97\u80fd\u529b\u53d7\u9650\u4e8e\u5355\u5361<\/td>\n<\/tr>\n \u663e\u5b58\u5bb9\u91cf<\/td>\n \u591a\u5361\u663e\u5b58\u5408\u5e76\u4f7f\u7528<\/td>\n \u53d7\u9650\u4e8e\u5355\u5361\u663e\u5b58\u4e0a\u9650<\/td>\n<\/tr>\n \u8fd0\u884c\u6548\u7387<\/td>\n \u5229\u7528 NVLink \u548c InfiniBand \u63d0\u5347\u901a\u4fe1\u6548\u7387<\/td>\n \u5728\u5927\u89c4\u6a21\u8bad\u7ec3\u4efb\u52a1\u4e2d\u6548\u7387\u8f83\u4f4e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u6ce8\u610f\uff1a\u5982\u679c\u4f60\u9700\u8981\u8bad\u7ec3\u5927\u578b AI \u6a21\u578b\u6216\u627f\u8f7d\u9ad8\u5e76\u53d1\u63a8\u7406\u4efb\u52a1\uff0c\u5e94\u4f18\u5148\u8003\u8651\u591a GPU \u65b9\u6848\u3002<\/p><\/blockquote>\n \u5927\u578b\u6a21\u578b\u7684 GPU \u8d44\u6e90\u9884\u4f30<\/strong><\/h2>\n \u6a21\u578b\u89c4\u6a21\u4e0e\u663e\u5b58\u9700\u6c42<\/h3>\n \u4f60\u9700\u8981\u6839\u636e\u6a21\u578b\u89c4\u6a21\u5339\u914d\u5408\u9002\u7684\u663e\u5b58\uff0c\u4ee5\u4fdd\u8bc1\u8bad\u7ec3\u4e0e\u90e8\u7f72\u987a\u7545\u3002\u6a21\u578b\u8d8a\u5927\uff0c\u5c24\u5176\u5728\u4f7f\u7528\u5168\u7cbe\u5ea6\u65f6\uff0c\u5bf9\u663e\u5b58\u7684\u8981\u6c42\u8d8a\u9ad8\u3002\u4e0b\u8868\u5c55\u793a\u4e86\u4e0d\u540c\u6a21\u578b\u89c4\u6a21\u5728\u5168\u7cbe\u5ea6\u3001\u534a\u7cbe\u5ea6\u548c 4-bit \u91cf\u5316\u4e0b\u7684\u5927\u81f4\u663e\u5b58\u9700\u6c42\uff1a<\/p>\n \n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n \u6a21\u578b\u89c4\u6a21<\/th>\n \u5168\u7cbe\u5ea6\u663e\u5b58\u9700\u6c42<\/th>\n \u534a\u7cbe\u5ea6\u663e\u5b58\u9700\u6c42<\/th>\n 4-bit \u663e\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 \u5bf9\u4e8e 7B+ \u53c2\u6570\u7684\u6a21\u578b\uff0c\u4f60\u5e94\u9009\u62e9\u81f3\u5c11 40GB \u663e\u5b58\u7684 GPU\uff0c\u4ee5\u907f\u514d\u8bad\u7ec3\u8fc7\u7a0b\u9891\u7e41\u6ea2\u51fa\u6216\u5d29\u6e83\u3002\u5982\u679c\u4f60\u60f3\u8fd0\u884c\u5927\u578b Transformer \u6a21\u578b\uff0c\u5219\u9700\u8981\u66f4\u591a\u663e\u5b58\u3002\u9002\u5408\u673a\u5668\u5b66\u4e60\u7684\u9ad8\u7aef GPU \u901a\u5e38\u90fd\u4e3a\u8bad\u7ec3\u4e0e\u63a8\u7406\u63d0\u4f9b\u5145\u8db3\u7684\u663e\u5b58\u7a7a\u95f4\u3002<\/p>\n \u63a8\u7406\u3001\u8bad\u7ec3\u4e0e\u5fae\u8c03<\/h3>\n \u5728 AI \u9879\u76ee\u7684\u4e0d\u540c\u9636\u6bb5\uff0c\u4f60\u9700\u8981\u4e3a\u63a8\u7406\u3001\u8bad\u7ec3\u548c\u5fae\u8c03\u9009\u62e9\u5408\u9002\u7684 GPU\u3002\u5b83\u4eec\u7684\u8d44\u6e90\u9700\u6c42\u5e76\u4e0d\u76f8\u540c\u3002\u5bf9\u4e8e\u5fae\u8c03\u4efb\u52a1\uff0c\u62e5\u6709 24GB \u663e\u5b58\u7684 RTX 4090 \u80fd\u5f88\u597d\u5730\u652f\u6301 7B \u6a21\u578b\u7684\u5168\u53c2\u6570\u5fae\u8c03\uff0c\u4ee5\u53ca 13B \u6a21\u578b\u7684 QLoRA \u5fae\u8c03\u3002RTX 3090 \u548c RTX 4080 \u5219\u662f\u6027\u4ef7\u6bd4\u8f83\u9ad8\u7684 QLoRA \u65b9\u6848\u3002\u5982\u679c\u9700\u8981\u8bad\u7ec3 30B+ \u6a21\u578b\uff0c\u5219\u66f4\u9002\u5408\u4f7f\u7528\u4e91\u7aef A100 \u6216 H100 \u7b49\u8bad\u7ec3\u7ea7 GPU\uff0c\u8fd9\u4e9b\u901a\u5e38\u88ab\u89c6\u4e3a\u5927\u89c4\u6a21\u673a\u5668\u5b66\u4e60\u7684\u6700\u4f73\u9009\u62e9\u3002<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n\n GPU \u578b\u53f7<\/th>\n \u663e\u5b58<\/th>\n \u4f7f\u7528\u8bf4\u660e<\/th>\n<\/tr>\n RTX 4090<\/td>\n 24GB<\/td>\n \u9002\u5408\u5fae\u8c03\uff0c\u53ef\u5b8c\u6574\u5fae\u8c03 7B \u6a21\u578b\u5e76\u901a\u8fc7 QLoRA \u5fae\u8c03 13B \u6a21\u578b\u3002<\/td>\n<\/tr>\n RTX 3090 \/ 4080<\/td>\n 24GB\/16GB<\/td>\n \u9002\u7528\u4e8e QLoRA \u5de5\u4f5c\u6d41\u7684\u9ad8\u6027\u4ef7\u6bd4\u65b9\u6848\u3002<\/td>\n<\/tr>\n NVIDIA A100 \/ H100<\/td>\n N\/A<\/td>\n \u7528\u4e8e 30B+ \u6a21\u578b\u5fae\u8c03\u6216\u751f\u4ea7\u7ea7\u8bad\u7ec3\u4efb\u52a1\uff0c\u901a\u5e38\u6309\u9700\u79df\u7528\u3002<\/td>\n<\/tr>\n NVIDIA H100<\/td>\n 80GB<\/td>\n \u884c\u4e1a\u5185\u5927\u89c4\u6a21 AI \u57fa\u7840\u8bbe\u65bd\uff08\u7279\u522b\u662f LLM \u8bad\u7ec3\uff09\u7684\u4e3b\u6d41\u6807\u51c6\u3002<\/td>\n<\/tr>\n NVIDIA GeForce RTX 4090<\/td>\n 24GB<\/td>\n \u6700\u9002\u5408\u672c\u5730\u5f00\u53d1\u4e0e\u63a8\u7406\u7684\u6d88\u8d39\u7ea7 AI GPU\u3002<\/td>\n<\/tr>\n AMD RX 7900 XTX<\/td>\n 24GB<\/td>\n \u663e\u5b58\u6027\u4ef7\u6bd4\u9ad8\uff0c\u4f46\u8f6f\u4ef6\u751f\u6001\u652f\u6301\u5f31\u4e8e NVIDIA\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u901a\u8fc7 QLoRA\uff0c\u4f60\u53ef\u4ee5\u5c06\u663e\u5b58\u9700\u6c42\u6700\u591a\u964d\u4f4e\u7ea6 70%\uff0c\u4ece\u800c\u7528\u66f4\u4fbf\u5b9c\u7684 GPU \u5b8c\u6210\u5927\u6a21\u578b\u5fae\u8c03\u3002\u5bf9\u4e8e\u5927\u89c4\u6a21 AI \u8bad\u7ec3\uff0c\u4f60\u4ecd\u9700\u8981 H100 \u7b49\u9002\u5408\u4f5c\u4e3a\u5927\u578b LLM \u8bad\u7ec3\u5361\u7684 GPU\u3002\u5206\u5e03\u5f0f\u8bad\u7ec3\u5219\u5141\u8bb8\u4f60\u5229\u7528\u591a\u5757 GPU \u6765\u52a0\u901f\u8bad\u7ec3\u8fc7\u7a0b\u3002<\/p>\n \u9762\u5411\u751f\u4ea7\u73af\u5883\u7684\u6269\u5c55<\/h3>\n \u5728\u5f00\u53d1\u9636\u6bb5\uff0c\u4f60\u53ef\u80fd\u53ea\u9700\u8981\u4e00\u5757 GPU\uff1b\u4f46\u5f53\u8fdb\u5165\u751f\u4ea7\u9636\u6bb5\u65f6\uff0c\u5f80\u5f80\u9700\u8981\u66f4\u591a GPU \u6765\u652f\u6491\u4e1a\u52a1\u3002\u4e91\u7aef GPU \u80fd\u5e2e\u52a9\u4f60\u5feb\u901f\u6269\u5bb9\u3002\u4f60\u5fc5\u987b\u5173\u6ce8\u663e\u5b58\u5bb9\u91cf\uff0c\u4f8b\u5982 H100 \u63d0\u4f9b 80GB \u663e\u5b58\uff0c\u800c A100 \u63d0\u4f9b 40GB\u3002\u9ad8\u6027\u80fd GPU \u529f\u8017\u5de8\u5927\uff0c\u6563\u70ed\u6210\u672c\u53ef\u80fd\u5360\u5230\u6574\u4f53\u80fd\u8017\u6210\u672c\u7684 40%\u3002\u5728\u4f01\u4e1a\u90e8\u7f72\u4e2d\uff0c\u9700\u8981\u5f3a\u52b2\u7684\u7535\u529b\u4f9b\u5e94\u4e0e\u6563\u70ed\u65b9\u6848\u6765\u4fdd\u969c\u6027\u80fd\u3002<\/p>\n \n \u5728\u751f\u4ea7\u73af\u5883\u4e2d\uff0cGPU \u5229\u7528\u7387\u4f4e\u4e8e 50% \u7684\u60c5\u51b5\u76f8\u5f53\u5e38\u89c1\uff0c\u8fd9\u4f1a\u5f71\u54cd\u8bad\u7ec3\u548c\u90e8\u7f72\u6548\u7387\u3002<\/li>\n GPU \u5229\u7528\u4e0d\u8db3\u4f1a\u9650\u5236\u5206\u5e03\u5f0f\u8bad\u7ec3\u4e0e\u6a21\u578b\u66f4\u65b0\u7684\u901f\u5ea6\u3002<\/li>\n \u9002\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u7684\u673a\u5668\u5b66\u4e60 GPU \u5e94\u5728\u663e\u5b58\u5bb9\u91cf\u3001\u80fd\u8017\u4e0e\u6027\u80fd\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002<\/li>\n<\/ul>\n \u4f60\u5e94\u5728\u5f00\u53d1\u3001\u6d4b\u8bd5\u3001\u4e0a\u7ebf\u5404\u9636\u6bb5\u63d0\u524d\u89c4\u5212 GPU \u8d44\u6e90\u3002\u53ea\u6709\u8fd9\u6837\uff0c\u624d\u80fd\u5728\u5927\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6301\u7eed\u83b7\u5f97\u7a33\u5b9a\u800c\u9ad8\u6548\u7684\u8868\u73b0\u3002<\/p>\n \u6309\u9884\u7b97\u9009\u62e9\u6700\u4f73 AI GPU<\/strong><\/h2>\n \u5165\u95e8\u7ea7\u663e\u5361<\/h3>\n \u4f60\u53ef\u4ee5\u7528\u5165\u95e8\u7ea7\u663e\u5361\u5f00\u542f AI \u4e4b\u65c5\u3002\u8fd9\u7c7b GPU \u9002\u5408\u5c0f\u89c4\u6a21\u9879\u76ee\u3001\u5b9e\u9a8c\u548c\u5b66\u4e60\uff0c\u4f60\u4e0d\u9700\u8981\u5e9e\u5927\u7684\u9884\u7b97\u3002\u8bb8\u591a\u5b66\u751f\u548c\u4e2a\u4eba\u5f00\u53d1\u8005\u90fd\u5728\u4f7f\u7528\u5b83\u4eec\u8fdb\u884c\u57fa\u7840\u8bad\u7ec3\u548c\u63a8\u7406\u4efb\u52a1\u3002<\/p>\n \u4e0b\u8868\u5bf9\u51e0\u6b3e\u5e38\u89c1\u5165\u95e8\u7ea7\u663e\u5361\u8fdb\u884c\u4e86\u5bf9\u6bd4\uff1a<\/p>\n \n\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n \u663e\u5361\u578b\u53f7<\/th>\n \u663e\u5b58<\/th>\n \u4f7f\u7528\u573a\u666f<\/th>\n \u6027\u80fd\u8868\u73b0<\/th>\n<\/tr>\n NVIDIA GTX 1650<\/td>\n 4\u20138 GB<\/td>\n \u6e38\u620f\u3001\u8f7b\u91cf\u7ea7\u673a\u5668\u5b66\u4e60\u5b9e\u9a8c\u3001\u89c6\u9891\u526a\u8f91<\/td>\n \u9002\u5408\u5c0f\u89c4\u6a21\u795e\u7ecf\u7f51\u7edc\u6216\u4e2d\u5ea6\u63a8\u7406\u4efb\u52a1<\/td>\n<\/tr>\n NVIDIA RTX 3050<\/td>\n 4\u20138 GB<\/td>\n \u6e38\u620f\u3001\u8f7b\u91cf\u7ea7\u673a\u5668\u5b66\u4e60\u5b9e\u9a8c\u3001\u89c6\u9891\u526a\u8f91<\/td>\n \u9002\u5408\u5c0f\u89c4\u6a21\u795e\u7ecf\u7f51\u7edc\u6216\u4e2d\u5ea6\u63a8\u7406\u4efb\u52a1<\/td>\n<\/tr>\n AMD RX 6600<\/td>\n 4\u20138 GB<\/td>\n \u6e38\u620f\u3001\u8f7b\u91cf\u7ea7\u673a\u5668\u5b66\u4e60\u5b9e\u9a8c\u3001\u89c6\u9891\u526a\u8f91<\/td>\n \u9002\u5408\u5c0f\u89c4\u6a21\u795e\u7ecf\u7f51\u7edc\u6216\u4e2d\u5ea6\u63a8\u7406\u4efb\u52a1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u8fd9\u4e9b\u663e\u5361\u53ef\u4ee5\u80dc\u4efb\u7b80\u5355\u795e\u7ecf\u7f51\u7edc\u548c\u5c0f\u6570\u636e\u96c6\uff0c\u5e2e\u52a9\u4f60\u4ee5\u8f83\u4f4e\u6210\u672c\u5b66\u4e60 AI \u57fa\u7840\u3002\u4f46\u4f60\u4e5f\u4f1a\u9047\u5230\u4e00\u4e9b\u9650\u5236\uff1a<\/p>\n \n\n\n\n<\/colgroup>\n\n\n\n\n\n \u9650\u5236\u9879<\/th>\n \u8bf4\u660e<\/th>\n<\/tr>\n \u663e\u5b58\u5bb9\u91cf<\/td>\n \u5165\u95e8\u7ea7 GPU \u663e\u5b58\u8f83\u5c0f\uff0c\u4f1a\u9650\u5236\u53ef\u52a0\u8f7d\u6a21\u578b\u7684\u89c4\u6a21\u3002<\/td>\n<\/tr>\n \u5185\u5b58\u5e26\u5bbd<\/td>\n \u66f4\u4f4e\u7684\u5e26\u5bbd\u4f1a\u51cf\u5f31 AI \u4efb\u52a1\u4e2d\u7684\u6570\u636e\u4f20\u8f93\u6548\u7387\u3002<\/td>\n<\/tr>\n \u751f\u6001\u652f\u6301<\/td>\n \u7f3a\u4e4f ECC \u5185\u5b58\u3001NVLink \u7b49\u9ad8\u7ea7\u7279\u6027\uff0c\u53ef\u80fd\u5f71\u54cd\u6027\u80fd\u548c\u7a33\u5b9a\u6027\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \n \u663e\u5b58\u53ea\u6709 12GB \u7684 GPU \u4f1a\u9650\u5236\u4f60\u80fd\u4f7f\u7528\u7684\u6a21\u578b\u5927\u5c0f\u3002<\/li>\n RTX 4080 \u62e5\u6709 16GB \u663e\u5b58\uff0c\u53ea\u9002\u5408\u5728\u5168\u7cbe\u5ea6\u4e0b\u8fd0\u884c 7B \u53c2\u6570\u4ee5\u4e0b\u7684\u6a21\u578b\u3002<\/li>\n \u5927\u8bed\u8a00\u6a21\u578b\u7684\u5168\u53c2\u6570\u5fae\u8c03\u901a\u5e38\u9700\u8981\u6bcf\u5341\u4ebf\u53c2\u6570\u7ea6 16GB \u663e\u5b58\u3002<\/li>\n<\/ul>\n \u63d0\u793a\uff1a\u5165\u95e8\u7ea7 GPU \u66f4\u9002\u5408\u5b66\u4e60\u3001\u539f\u578b\u9a8c\u8bc1\u548c\u5c0f\u89c4\u6a21 AI \u9879\u76ee\u3002\u5982\u679c\u4f60\u8ba1\u5212\u8bad\u7ec3\u66f4\u5927\u6a21\u578b\u6216\u8ffd\u6c42\u66f4\u9ad8\u6027\u80fd\uff0c\u5c31\u5e94\u8003\u8651\u5347\u7ea7\u786c\u4ef6\u3002<\/p><\/blockquote>\n \u4e2d\u7aef GPU \u65b9\u6848<\/h3>\n \u5982\u679c\u4f60\u5e0c\u671b\u5728 AI \u4efb\u52a1\u4e2d\u83b7\u5f97\u66f4\u597d\u7684\u6027\u80fd\uff0c\u53ef\u4ee5\u9009\u62e9\u4e2d\u7aef GPU\u3002\u8fd9\u7c7b\u663e\u5361\u901a\u5e38\u5177\u6709\u66f4\u5927\u7684\u663e\u5b58\u548c\u66f4\u5feb\u7684\u663e\u5b58\u5e26\u5bbd\uff0c\u8db3\u4ee5\u652f\u6491\u66f4\u5927\u6a21\u578b\u548c\u66f4\u590d\u6742\u7684\u8bad\u7ec3\u4efb\u52a1\u3002\u8bb8\u591a\u4e2d\u5c0f\u4f01\u4e1a\u548c\u7814\u7a76\u56e2\u961f\u90fd\u5c06\u4e2d\u7aef GPU \u4f5c\u4e3a\u65e5\u5e38 AI \u5de5\u4f5c\u4e3b\u529b\u3002<\/p>\n \u70ed\u95e8\u4e2d\u7aef\u9009\u62e9\u5305\u62ec NVIDIA RTX 4070\u3001RTX 4080 \u548c AMD RX 7900 XTX\u3002\u8fd9\u4e9b\u663e\u5361\u5728\u6210\u672c\u4e0e\u7b97\u529b\u95f4\u53d6\u5f97\u826f\u597d\u5e73\u8861\u3002\u4f7f\u7528 RTX 4090 \u6216 RTX 4080\uff0c\u4f60\u53ef\u4ee5\u5fae\u8c03\u6700\u9ad8 13B \u53c2\u6570\u7684\u6a21\u578b\uff1bRTX 4070 \u5219\u9002\u5408\u6700\u9ad8 7B \u53c2\u6570\u7684\u6a21\u578b\u3002<\/p>\n \n RTX 4080 \u5177\u5907 16GB \u663e\u5b58\uff0c\u5728\u5168\u7cbe\u5ea6\u4e0b\u4ec5\u9002\u5408 7B \u53c2\u6570\u4ee5\u4e0b\u6a21\u578b\u3002<\/li>\n RTX 4090 \u63d0\u4f9b 24GB \u663e\u5b58\uff0c\u53ef\u5168\u53c2\u6570\u5fae\u8c03 7B \u6a21\u578b\uff0c\u5e76\u901a\u8fc7 QLoRA \u652f\u6301 13B \u6a21\u578b\u3002<\/li>\n AMD RX 7900 XTX \u540c\u6837\u63d0\u4f9b 24GB \u663e\u5b58\uff0c\u4ef7\u683c\u8f83\u4e3a\u53cb\u597d\uff0c\u4f46\u8f6f\u4ef6\u751f\u6001\u4e0d\u5982 NVIDIA \u5b8c\u5584\u3002<\/li>\n<\/ul>\n \u8fd9\u4e9b GPU \u53ef\u80dc\u4efb\u8bad\u7ec3\u3001\u63a8\u7406\u548c\u5fae\u8c03\u4efb\u52a1\uff0c\u5e76\u652f\u6301\u4e3b\u6d41 AI \u6846\u67b6\u4e0e\u5e93\u3002\u4f60\u53ef\u4ee5\u5728\u56fe\u50cf\u751f\u6210\u3001\u8bed\u8a00\u6a21\u578b\u548c\u89c6\u9891\u5904\u7406\u7b49\u4efb\u52a1\u4e2d\u83b7\u5f97\u663e\u8457\u63d0\u5347\u3002<\/p>\n \u6ce8\u610f\uff1a\u5982\u679c\u4f60\u60f3\u5728\u6210\u672c\u548c\u6027\u80fd\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u4e2d\u7aef GPU \u901a\u5e38\u662f\u6700\u5408\u9002\u7684 AI \u663e\u5361\u9009\u62e9\u3002<\/p><\/blockquote>\n \u9ad8\u7aef\u4e0e\u4f01\u4e1a\u7ea7 GPU<\/h3>\n \u5728\u6700\u82db\u523b\u7684 AI \u5de5\u4f5c\u8d1f\u8f7d\u4e0b\uff0c\u4f60\u9700\u8981\u9ad8\u7aef\u6216\u4f01\u4e1a\u7ea7 GPU\u3002\u8fd9\u7c7b\u663e\u5361\u62e5\u6709\u66f4\u9ad8\u663e\u5b58\u3001\u66f4\u5927\u5e26\u5bbd\u548c\u4e30\u5bcc\u7684\u4f01\u4e1a\u7ea7\u7279\u6027\uff0c\u662f\u8bad\u7ec3\u8d85\u5927\u8bed\u8a00\u6a21\u578b\u3001\u6267\u884c\u9ad8\u7ea7\u8bad\u7ec3\u4efb\u52a1\u6216\u90e8\u7f72\u751f\u4ea7\u7ea7\u63a8\u7406\u670d\u52a1\u7684\u6700\u4f73\u9009\u62e9\u3002<\/p>\n \u4ee3\u8868\u6027\u4ea7\u54c1\u5305\u62ec NVIDIA A100\u3001H100\u3001H200 \u548c B200\u3002\u8fd9\u4e9b GPU \u652f\u6301\u591a\u5361\u4e92\u8054\u3001ECC \u5185\u5b58\u4ee5\u53ca NVLink \u7b49\u9ad8\u901f\u4e92\u8054\u6280\u672f\u3002\u4f60\u53ef\u4ee5\u8bad\u7ec3\u6570\u767e\u4ebf\u53c2\u6570\u7684\u6a21\u578b\uff0c\u5e76\u627f\u8f7d\u6d77\u91cf\u63a8\u7406\u8bf7\u6c42\u3002<\/p>\n \u5728\u8bad\u7ec3\u548c\u63a8\u7406\u6027\u80fd\u65b9\u9762\uff0c\u5b83\u4eec\u51e0\u4e4e\u65e0\u53ef\u5339\u654c\uff0c\u662f\u4f01\u4e1a\u4e0e\u79d1\u7814\u673a\u6784\u8ffd\u6c42\u9ad8\u53ef\u9760\u6027\u548c\u9ad8\u6027\u80fd\u65f6\u7684\u9996\u9009\u3002<\/p>\n \n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n GPU \u578b\u53f7<\/th>\n \u663e\u5b58<\/th>\n \u4f7f\u7528\u573a\u666f<\/th>\n<\/tr>\n NVIDIA H100<\/td>\n 80GB<\/td>\n \u5927\u89c4\u6a21\u8bad\u7ec3\u3001LLM\u3001\u751f\u4ea7\u7ea7 AI \u90e8\u7f72<\/td>\n<\/tr>\n NVIDIA H200<\/td>\n 141GB<\/td>\n \u8d85\u5927\u6a21\u578b\u8bad\u7ec3\uff0c\u8ffd\u6c42\u9876\u7ea7\u6027\u80fd\u7684\u573a\u666f<\/td>\n<\/tr>\n NVIDIA B200<\/td>\n 192GB<\/td>\n \u6781\u5927\u89c4\u6a21 AI\u3001\u8d85\u5927\u591a\u5361\u96c6\u7fa4<\/td>\n<\/tr>\n NVIDIA A100<\/td>\n 40\u201380GB<\/td>\n \u4f01\u4e1a\u7ea7 AI\u3001\u9ad8\u5e76\u53d1\u573a\u666f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u63d0\u793a\uff1a\u9ad8\u7aef GPU \u9700\u8981\u5de8\u989d\u6295\u5165\uff0c\u4f60\u5fc5\u987b\u63d0\u524d\u89c4\u5212\u786c\u4ef6\u91c7\u8d2d\u3001\u7535\u529b\u4e0e\u6563\u70ed\u6210\u672c\u4ee5\u53ca\u8fd0\u7ef4\u56e2\u961f\u6295\u5165\u3002\u5f53\u4f60\u9700\u8981\u6781\u81f4\u6027\u80fd\u4e0e\u53ef\u9760\u6027\u65f6\uff0c\u8fd9\u4e9b GPU \u624d\u80fd\u771f\u6b63\u53d1\u6325\u201c\u6700\u5f3a AI \u663e\u5361\u201d\u7684\u4ef7\u503c\u3002<\/p><\/blockquote>\n \u7efc\u4e0a\uff0c\u4f60\u53ef\u4ee5\u6839\u636e\u9884\u7b97\u4e0e\u9879\u76ee\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684 AI \u663e\u5361\uff1a\u5165\u95e8\u7ea7\u663e\u5361\u5e2e\u52a9\u4f60\u5165\u95e8\u4e0e\u5b9e\u9a8c\uff1b\u4e2d\u7aef GPU \u4e3a\u8bad\u7ec3\u4e0e\u5fae\u8c03\u63d0\u4f9b\u8db3\u591f\u7b97\u529b\uff1b\u9ad8\u7aef\u4e0e\u4f01\u4e1a\u7ea7 GPU \u5219\u652f\u6491\u6700\u5927\u89c4\u6a21\u7684\u6a21\u578b\u4e0e\u751f\u4ea7\u7ea7\u5de5\u4f5c\u8d1f\u8f7d\u3002<\/p>\n \u5feb\u901f\u63a8\u8350\u8868<\/strong><\/h2>\n \u4f60\u5e0c\u671b\u4e3a\u81ea\u5df1\u7684 AI \u9879\u76ee\u6311\u9009\u5408\u9002\u7684 GPU \u670d\u52a1\u5668\u3002\u4e0b\u9762\u7684\u5bf9\u6bd4\u8868\u80fd\u5e2e\u52a9\u4f60\u5feb\u901f\u7b5b\u9009\u3002\u4f60\u53ef\u4ee5\u770b\u5230\u54ea\u4e9b GPU \u4e0e\u4e0d\u540c\u5de5\u4f5c\u8d1f\u8f7d\u3001\u9884\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\u573a\u666f<\/th>\n \u63a8\u8350 GPU<\/th>\n \u663e\u5b58\u9700\u6c42<\/th>\n CPU \u5e73\u53f0<\/th>\n \u673a\u7bb1\u5f62\u6001<\/th>\n \u6563\u70ed\u65b9\u5f0f<\/th>\n \u5907\u6ce8<\/th>\n<\/tr>\n \u5165\u95e8\u7ea7<\/td>\n RTX 3050, GTX 1650<\/td>\n 4\u20138 GB<\/td>\n 4 \u6838<\/td>\n \u684c\u9762\u673a<\/td>\n \u98ce\u51b7<\/td>\n \u9002\u5408\u5b66\u4e60\u548c\u5c0f\u6a21\u578b\u5b9e\u9a8c<\/td>\n<\/tr>\n \u4e2d\u7aef<\/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 \u98ce\u51b7\/\u6c34\u51b7<\/td>\n \u53ef\u652f\u6301\u6700\u9ad8 13B \u53c2\u6570\u6a21\u578b<\/td>\n<\/tr>\n \u9ad8\u7aef<\/td>\n RTX 4090, RTX 6000 Pro<\/td>\n 24\u201396 GB<\/td>\n 16 \u6838<\/td>\n \u673a\u67b6\u5f0f<\/td>\n \u6c34\u51b7<\/td>\n \u9002\u5408\u5fae\u8c03\u548c\u66f4\u5927\u6a21\u578b\u8bad\u7ec3<\/td>\n<\/tr>\n \u4f01\u4e1a\u7ea7<\/td>\n A100, H100, H200, B200<\/td>\n 40\u2013192 GB<\/td>\n 32 \u6838\u53ca\u4ee5\u4e0a<\/td>\n \u673a\u67b6\u5f0f\/\u96c6\u7fa4<\/td>\n \u9ad8\u7ea7\u6db2\u51b7\u65b9\u6848<\/td>\n \u7528\u4e8e\u5927\u89c4\u6a21\u8bad\u7ec3\u548c\u751f\u4ea7\u90e8\u7f72<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u63d0\u793a\uff1a\u4ece\u76ee\u6807\u4f7f\u7528\u573a\u666f\u51fa\u53d1\u9009\u62e9 GPU\uff0c\u53ef\u4ee5\u907f\u514d\u4e0d\u5fc5\u8981\u7684\u6210\u672c\u6d6a\u8d39\u3002<\/p><\/blockquote>\n \u4f60\u9700\u8981\u6839\u636e AI \u6a21\u578b\u7684\u663e\u5b58\u9700\u6c42\u8fdb\u884c\u89c4\u5212\u3002\u63a8\u7406\u9636\u6bb5\u8981\u786e\u4fdd\u6bcf\u4e2a\u5e76\u53d1\u7528\u6237\u90fd\u6709\u8db3\u591f\u663e\u5b58\uff1b\u8bad\u7ec3\u9636\u6bb5\u5219\u9700\u8981\u9ad8\u5e26\u5bbd\u663e\u5b58\uff08HBM\uff09\u4e0e\u7a33\u5b9a\u7684\u6563\u70ed\u3002\u4f60\u8fd8\u5e94\u4e3a GPU \u914d\u5907\u8db3\u591f\u5f3a\u7684 CPU\uff0c\u4ee5\u514d\u51fa\u73b0\u74f6\u9888\u3002\u673a\u7bb1\u5f62\u6001\u4e5f\u4f1a\u5f71\u54cd\u7ef4\u62a4\u4e0e\u6269\u5c55\u7a7a\u95f4\uff0c\u800c\u5408\u9002\u7684\u6563\u70ed\u65b9\u5f0f\u80fd\u5728\u9ad8\u8d1f\u8f7d\u4e0b\u786e\u4fdd\u670d\u52a1\u5668\u957f\u671f\u7a33\u5b9a\u8fd0\u884c\u3002<\/p>\n \n \u5c06\u6a21\u578b\u89c4\u6a21\u4e0e\u5e76\u53d1\u91cf\u4e0e GPU \u80fd\u529b\u5408\u7406\u5339\u914d\u3002<\/li>\n \u786e\u4fdd\u670d\u52a1\u5668\u5177\u5907\u8db3\u591f\u5e26\u5bbd\uff0c\u652f\u6301\u9ad8\u901f\u6570\u636e\u4f20\u8f93\u3002<\/li>\n \u9009\u62e9\u9002\u5408\u673a\u623f\u7a7a\u95f4\u4e14\u6613\u4e8e\u5347\u7ea7\u7684\u673a\u7bb1\u5f62\u6001\u3002<\/li>\n<\/ul>\n \u5408\u7406\u7684 GPU \u9009\u578b\u5c06\u76f4\u63a5\u5f71\u54cd\u4f60\u7684 AI \u6027\u80fd\u3001\u6210\u672c\u548c\u6548\u7387\u3002\u5f53\u4f60\u9009\u5bf9\u786c\u4ef6\uff0c\u5c31\u53ef\u4ee5\u5728\u66f4\u4f4e\u5ef6\u8fdf\u4e0b\u8fd0\u884c\u66f4\u5927\u6a21\u578b\uff0c\u66f4\u5feb\u5b9e\u73b0\u4e1a\u52a1\u76ee\u6807\u3002<\/p>\n \u4f60\u53ef\u4ee5\u5229\u7528\u4e0a\u9762\u7684\u5bf9\u6bd4\u8868\u6765\u9009\u62e9\u9002\u5408\u9999\u6e2f\u73af\u5883\u7684 GPU \u670d\u52a1\u5668\u914d\u7f6e\u3002\u5b83\u80fd\u5e2e\u52a9\u4f60\u5728\u9884\u7b97\u4e0e\u6027\u80fd\u4e4b\u95f4\u505a\u51fa\u5e73\u8861\uff0c\u83b7\u5f97\u65e2\u53ef\u9760\u53c8\u9ad8\u6548\u7684 AI \u90e8\u7f72\u65b9\u6848\u3002<\/p>\n \n <\/div>\n<\/div>\n \u53ea\u8981\u6839\u636e\u5de5\u4f5c\u8d1f\u8f7d\u4e0e\u9884\u7b97\u9009\u62e9\u5408\u9002\u7684 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