\u9636\u6bb5\u4e00 \u2013 \u4e3a\u4ece\u7b97\u529b\u79df\u8d41\u8f6c\u578b\u8bc4\u4f30 AI \u57fa\u7840\u8bbe\u65bd<\/strong><\/h2>\n

AI Token \u5de5\u5382\u5c06\u63a8\u7406\u57fa\u7840\u8bbe\u65bd\u8f6c\u53d8\u4e3a\u57fa\u4e8e Token \u7684 AI \u670d\u52a1\uff0c\u5728\u6d88\u8d39\u5355\u4f4d\u5c42\u9762\u8fdb\u884c\u6cbb\u7406\u4e0e\u8d27\u5e01\u5316\u3002\u4f60\u53ef\u4ee5\u5728\u672c\u5730\u6216\u4e3b\u6743\u73af\u5883\u4e2d\u8fd0\u884c\u8fd9\u4e9b\u7cfb\u7edf\uff0c\u4ece\u800c\u786e\u4fdd\u6570\u636e\u6c38\u4e0d\u79bb\u5f00\u4f60\u7684\u53d7\u63a7\u8fb9\u754c\u3002AI Token \u5de5\u5382\u6b63\u5728\u6210\u4e3a\u4e00\u79cd\u65b0\u7684\u8ba1\u7b97\u5355\u4f4d\u2014\u2014\u4e00\u7ec4\u4e13\u95e8\u4e3a\u67d0\u4e00\u7279\u5b9a\u76ee\u6807\u751f\u6210 Token \u7684\u7cfb\u7edf\u96c6\u5408\u3002\u7528\u6237\u4e0d\u518d\u4ee5\u56fa\u5b9a\u8d39\u7528\u79df\u7528 GPU \u5c0f\u65f6\uff0c\u800c\u662f\u901a\u8fc7\u8d28\u62bc Token \u6765\u83b7\u53d6\u7b97\u529b\u8bbf\u95ee\u6743\u3002<\/p>\n

\u5ba1\u8ba1\u786c\u4ef6\u5e76\u5339\u914d\u5171\u8bc6\u673a\u5236<\/h3>\n

\u4ece\u5c06\u786c\u4ef6\u4e0e\u63a8\u7406\u5de5\u4f5c\u8d1f\u8f7d\u8fdb\u884c\u5339\u914d\u5f00\u59cb\u4f60\u7684\u8bc4\u4f30\u5de5\u4f5c\u3002\u9762\u5411\u63a8\u7406\u7684\u5e73\u53f0\u9009\u62e9\u6807\u51c6\u5e94\u4f18\u5148\u8003\u8651\u5ef6\u8fdf\u3001\u541e\u5410\u91cf\u3001GPU \u8c03\u5ea6\u4ee5\u53ca\u9ad8\u5bc6\u5ea6 GPU \u7ba1\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n\n\n\n\n\n

\u786c\u4ef6\u7ec4\u4ef6<\/th>\n	\u5728 AI \u63a8\u7406\u5de5\u5382\u4e2d\u7684\u89d2\u8272<\/th>\n	\u5173\u952e\u89c4\u683c<\/th>\n<\/tr>\n
NVIDIA Blackwell GPU<\/td>\n	\u6a21\u578b\u63a8\u7406\u7684\u5e76\u884c\u8ba1\u7b97<\/td>\n	RTX PRO 6000\uff1a600W \u53cc\u69fd\uff0c96GB GDDR7\uff1bHGX B300\uff1a8 GPU\uff0c2.1TB GPU \u663e\u5b58<\/td>\n<\/tr>\n
CPU<\/td>\n	\u63a7\u5236\u4e0e\u7f16\u6392<\/td>\n	\u4e0e GPU\/DPU \u4fdd\u6301\u5e73\u8861<\/td>\n<\/tr>\n
NVIDIA BlueField DPU<\/td>\n	\u5b89\u5168\u5378\u8f7d<\/td>\n	\u786c\u4ef6\u7ea7\u5b89\u5168\u80fd\u529b<\/td>\n<\/tr>\n
Spectrum-X \u4ee5\u592a\u7f51<\/td>\n	\u9ad8\u901f\u7f51\u7edc<\/td>\n	\u4f4e\u5ef6\u8fdf\u4e92\u8054<\/td>\n<\/tr>\n
\u4f01\u4e1a\u7ea7 Kubernetes<\/td>\n	GPU \u8d44\u6e90\u8c03\u5ea6<\/td>\n	\u5f39\u6027\u4e0e\u6269\u5c55\u80fd\u529b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u5bf9\u4e8e\u8f83\u5c0f\u89c4\u6a21\u7684\u90e8\u7f72\uff0cNVIDIA DGX Spark \u81ea\u5e26 128GB \u7edf\u4e00\u5185\u5b58\uff0c\u5e76\u8fd0\u884c DGX OS\uff0c\u8fd9\u662f\u4e00\u6b3e\u57fa\u4e8e Ubuntu \u7684 AArch64 \u7cfb\u7edf\u3002\u5b83\u4ec5\u652f\u6301 Arm \u67b6\u6784\uff0c\u53ef\u80fd\u4f1a\u5f71\u54cd\u63a8\u7406\u5de5\u5177\u94fe\u7684\u517c\u5bb9\u6027\u3002<\/p>\n \u5728\u57fa\u4e8e\u673a\u5bc6\u8ba1\u7b97\uff08Confidential Computing\uff09\u7684 AI Token \u5de5\u5382\u4e2d\uff0c\u786c\u4ef6\u5f3a\u5236\u7684\u53ef\u4fe1\u6267\u884c\u73af\u5883\uff08TEE\uff09\u4e3a\u4e0d\u540c\u79df\u6237\u5de5\u4f5c\u8d1f\u8f7d\u63d0\u4f9b\u52a0\u5bc6\u9694\u79bb\u3002<\/p>\n \u5728\u5927\u89c4\u6a21\u5efa\u8bbe AI \u5de5\u5382\u4e4b\u524d\uff0c\u5148\u5ba1\u8ba1\u4ee5\u4e0b\u6307\u6807\uff1a<\/p>\n \n Token \u53d1\u884c\u5ef6\u8fdf\uff08\u5728 1\u300110\u3001100\u30011000 req\/s \u8d1f\u8f7d\u4e0b\u7684 P50 \/ P95 \/ P99\uff09<\/li>\n Token \u9a8c\u8bc1\u5ef6\u8fdf\uff08\u7f13\u5b58\u4e0e\u672a\u7f13\u5b58 JWKS\uff09<\/li>\n \u8d26\u672c\u541e\u5410\u91cf\u548c P95 \u5199\u5165\u5ef6\u8fdf<\/li>\n \u5728 10K \/ 1M \/ 100M \u7b14\u4ea4\u6613\/\u5929\u6761\u4ef6\u4e0b\u7684\u6bcf\u7b14\u4ea4\u6613\u6210\u672c<\/li>\n \u56de\u6267\u5927\u5c0f\uff08JWS \u5c01\u88c5 + \u8bc1\u660e\u94fe + \u5143\u6570\u636e\uff09<\/li>\n<\/ul>\n \u5b9a\u4e49 Token \u5728\u7b97\u529b\u8bbf\u95ee\u4e2d\u7684\u6548\u7528<\/h3>\n Token \u6548\u7528\u5c06\u9a71\u52a8\u4f60\u7684 AI \u57fa\u7840\u8bbe\u65bd\u8bbe\u8ba1\u3002\u4f60\u5fc5\u987b\u51b3\u5b9a\u6bcf\u679a Token \u80fd\u89e3\u9501\u4ec0\u4e48\u2014\u2014\u63a8\u7406\u989d\u5ea6\u3001\u4f18\u5148\u8c03\u5ea6\u6743\uff0c\u8fd8\u662f\u6cbb\u7406\u6295\u7968\u6743\u3002\u8fd9\u4e2a\u51b3\u7b56\u5c06\u5851\u9020\u4f60\u7684 Token \u4ea7\u51fa\u76ee\u6807\u548c\u8de8 AI \u5de5\u5382\u7684\u57fa\u7840\u8bbe\u65bd\u7f16\u6392\u89c4\u5219\u3002\u5728\u6295\u5165\u8d44\u672c\u4e4b\u524d\uff0c\u5c06\u6bcf\u4e00\u4e2a AI \u57fa\u7840\u8bbe\u65bd\u7ec4\u4ef6\u6620\u5c04\u5230\u53ef\u5ea6\u91cf\u7684 Token \u4ea7\u51fa\u4e0a\u3002<\/p>\n \u9636\u6bb5\u4e8c \u2013 Token \u5de5\u5382\u7ecf\u6d4e\u5b66\u4e0e\u5408\u89c4\u8bbe\u8ba1<\/strong><\/h2>\n Token \u5de5\u5382\u7ecf\u6d4e\u5b66\u4ece\u4e00\u4e2a\u6838\u5fc3\u6307\u6807\u5f00\u59cb\uff1a\u6bcf\u74e6\u7535\u529b\u80fd\u4ea7\u51fa\u591a\u5c11 Token\u3002\u4f60\u901a\u8fc7\u5c06\u6bcf\u79d2 Token \u541e\u5410\u91cf\u9664\u4ee5 GPU \u7684\u70ed\u8bbe\u8ba1\u529f\u8017\uff08TDP\uff0c\u5355\u4f4d\u74e6\uff09\u6765\u8ba1\u7b97\u201c\u6bcf\u74e6 Token \u6570\u201d\u3002<\/p>\n \u6bcf\u74e6 Token \u6570 = \u541e\u5410\u91cf\uff08Token\/\u79d2\uff09 \u00f7 GPU TDP\uff08\u74e6\uff09<\/strong><\/p>\n \u793a\u4f8b\uff1a<\/em>H100 SXM5 \u5728 FP8 \u7cbe\u5ea6\u4e0b\u4ee5\u8fde\u7eed\u6279\u5904\u7406\uff08batch=32\uff09\u8fd0\u884c Llama 3.1 70B \u2192 ~2,000 Token\/\u79d2 \u00f7 700W TDP \u2248 2.86 Token\/\u74e6<\/strong>\u3002<\/p>\n \u6ce8\u610f\uff1a<\/em>\u5bf9\u4e8e\u53d7\u5185\u5b58\u5e26\u5bbd\u9650\u5236\u7684\u89e3\u7801\u578b\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u5b9e\u9645\u529f\u8017\u53ef\u80fd\u4f4e\u4e8e TDP\uff0c\u56e0\u6b64\u5728\u5bb9\u91cf\u89c4\u5212\u4e2d\u53ef\u5c06 TDP \u89c6\u4e3a\u4e00\u4e2a\u5408\u7406\u7684\u4e0a\u9650\u3002<\/p><\/blockquote>\n \u8fd9\u4e2a\u6bd4\u503c\u9a71\u52a8\u4f60\u6574\u4e2a Token \u5de5\u5382\u7684\u7ecf\u6d4e\u4f53\u7cfb\u3002\u6536\u5165 = \u6bcf\u74e6 Token \u6570 \u00d7 \u53ef\u7528\u5343\u5146\u74e6\u529f\u7387\uff0c\u56e0\u6b64\u53d7\u7ea6\u675f\u7684\u662f\u7535\u529b\u5bb9\u91cf\uff0c\u800c\u4e0d\u662f GPU \u6570\u91cf\u3002\u5728\u6295\u5165\u8d44\u672c\u4e4b\u524d\uff0c\u5bf9\u6bd4\u4e0d\u540c\u786c\u4ef6\u9009\u9879\u3002<\/p>\n\n\n\n\n\n\n\n GPU<\/th>\n TDP\uff08\u74e6\uff09<\/th>\n \u4f30\u7b97\u541e\u5410\u91cf\uff08Token\/\u79d2\uff09<\/th>\n \u4f30\u7b97\u6bcf\u74e6 Token \u6570<\/th>\n<\/tr>\n A100 SXM4 80GB<\/td>\n 400<\/td>\n ~500<\/td>\n 1.25<\/td>\n<\/tr>\n H100 SXM5 80GB<\/td>\n 700<\/td>\n ~2,000<\/td>\n 2.86<\/td>\n<\/tr>\n H200 SXM5 141GB<\/td>\n 700<\/td>\n ~2,900<\/td>\n 4.14<\/td>\n<\/tr>\n B200 SXM6 192GB<\/td>\n 1,000<\/td>\n ~5,000<\/td>\n 5.00<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u57fa\u4e8e Llama 3.1 70B\uff0c\u5728 FP8 \u91cf\u5316\u4e0e\u8fde\u7eed\u6279\u5904\u7406\u6761\u4ef6\u4e0b\u7684\u541e\u5410\u91cf\u4f30\u7b97\u503c\u3002<\/em><\/p>\n \u5728\u4f60\u7684 AI \u5de5\u5382\u4e2d\uff0c\u6709\u4e09\u5927\u6760\u6746\u53ef\u4ee5\u63d0\u5347\u6bcf\u74e6 Token \u6570\u3002\u66f4\u5927\u7684\u5e76\u53d1\u6279\u5904\u7406\u5728\u76f8\u540c\u529f\u8017\u4e0b\u53ef\u5e26\u6765 20\u201340 \u500d\u7684\u541e\u5410\u91cf\u63d0\u5347\u3002\u91cf\u5316\u4f18\u5316\u2014\u2014\u4f8b\u5982\u4ece FP16 \u964d\u5230 FP8\u2014\u2014\u5728\u4e0d\u63d0\u9ad8 TDP \u7684\u524d\u63d0\u4e0b\u53ef\u4ee5\u989d\u5916\u589e\u52a0 30\u201340% \u7684\u541e\u5410\u91cf\uff0c\u800c INT4\/AWQ \u5219\u53ef\u5c06\u6bcf Token \u57fa\u7840\u8bbe\u65bd\u6210\u672c\u51cf\u534a\u3002\u6846\u67b6\u6548\u7387\u540c\u6837\u5173\u952e\uff1a\u5728\u76f8\u540c\u786c\u4ef6\u4e0a\uff0cTensorRT-LLM \u7684\u541e\u5410\u91cf\u5927\u7ea6\u53ef\u8fbe\u5230\u6734\u7d20 PyTorch \u7684\u4e24\u500d\u3002\u5c06\u201c\u6bcf\u767e\u4e07 Token \u6210\u672c\u201d\u4f5c\u4e3a\u914d\u5957\u6307\u6807\u8fdb\u884c\u8ddf\u8e2a\uff1a\u6bcf\u767e\u4e07 Token \u6210\u672c = ($\/\u5c0f\u65f6) \u00f7 (\u541e\u5410\u91cf Token\/\u79d2 \u00d7 3,600) \u00d7 1,000,000\u3002<\/p>\n \u8bbe\u5b9a Token \u4f9b\u7ed9\u4e0e\u8d28\u62bc\u673a\u5236<\/h3>\n \u7535\u4fe1\u8fd0\u8425\u5546\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6709\u7528\u7684\u5b9a\u4ef7\u53c2\u7167\u3002\u5b83\u4eec\u6b63\u5728\u4ece\u56fa\u5b9a\u6708\u8d39\u8ba2\u9605\u8f6c\u5411\u57fa\u4e8e\u5b9e\u9645\u7528\u91cf\uff08Token \u6d88\u8017\u91cf\uff09\u8ba1\u8d39\u3002\u4f60\u53ef\u4ee5\u9075\u5faa\u540c\u6837\u7684\u6a21\u5f0f\uff1a\u6309\u6d88\u8017\u7684 Token \u8ba1\u8d39\uff0c\u800c\u4e0d\u662f\u6309\u9884\u7559\u7684\u5c0f\u65f6\u8ba1\u8d39\u3002\u8fd9\u6837\u7684\u8f6c\u53d8\u8ba9\u4f60\u7684 Token \u4ea7\u51fa\u76f4\u63a5\u4e0e\u9700\u6c42\u6302\u94a9\uff0c\u5e76\u5956\u52b1\u9ad8\u6548\u7684 AI \u57fa\u7840\u8bbe\u65bd\u3002\u8bbe\u5b9a\u4f60\u7684 Token \u4f9b\u7ed9\uff0c\u4f7f\u8d28\u62bc\u884c\u4e3a\u53ef\u4ee5\u89e3\u9501\u7b97\u529b\u8bbf\u95ee\uff0c\u5e76\u6839\u636e\u4f60\u81ea\u6709\u786c\u4ef6\u6d4b\u5f97\u7684\u6bcf\u74e6 Token \u6570\u6570\u636e\u6765\u8bbe\u8ba1\u8d28\u62bc\u6863\u4f4d\u3002<\/p>\n \u5bf9\u63a5 SEC \u4e0e MiCA \u5408\u89c4\u8981\u6c42<\/h3>\n \u76d1\u7ba1\u8bbe\u8ba1\u4ece\u4e00\u5f00\u59cb\u5c31\u5851\u9020\u4f60\u7684 Token \u7ecf\u6d4e\u5b66\u3002\u5728\u7f8e\u56fd\uff0cSEC \u4f1a\u5c06\u8bc1\u5238\u6cd5\u5206\u6790\u6846\u67b6\u5e94\u7528\u4e8e Token \u53d1\u884c\uff0c\u56e0\u6b64\u4f60\u5fc5\u987b\u8bb0\u5f55\u8d28\u62bc\u5956\u52b1\u4e0e\u8bbf\u95ee\u6743\u5229\u5982\u4f55\u533a\u522b\u4e8e\u6295\u8d44\u56de\u62a5\u3002\u5728\u6b27\u76df\uff0cMiCA \u5219\u4e3a\u52a0\u5bc6\u8d44\u4ea7\u53d1\u884c\u4e0e\u670d\u52a1\u63d0\u4f9b\u5546\u5efa\u7acb\u4e86\u7edf\u4e00\u6846\u67b6\u3002\u4e0e\u4f60\u7684\u6cd5\u5f8b\u987e\u95ee\u5408\u4f5c\uff0c\u5bf9 Token \u8fdb\u884c\u5206\u7c7b\uff0c\u6e05\u6670\u62ab\u9732\u8d28\u62bc\u6761\u6b3e\uff0c\u5e76\u4fdd\u7559 Token \u4ea7\u51fa\u4e0e\u5206\u914d\u7684\u8bb0\u5f55\u3002\u5c06\u5408\u89c4\u89c6\u4f5c AI \u5de5\u5382\u8bbe\u8ba1\u4e2d\u7684\u8f93\u5165\u6761\u4ef6\uff0c\u800c\u4e0d\u662f\u4e8b\u540e\u7684\u8865\u4e01\u3002<\/p>\n \u9636\u6bb5\u4e09 \u2013 \u90e8\u7f72 AI \u5de5\u5382\u5e76\u8fc1\u79fb\u7528\u6237<\/strong><\/h2>\n Token \u8ba1\u8d39\u4e0e\u7b97\u529b\u79df\u8d41\u5c06\u5728\u76f8\u5f53\u957f\u7684\u4e00\u6bb5\u65f6\u95f4\u5185\u5e76\u884c\u8fd0\u4f5c\u3002\u4f60\u5e94\u8be5\u6309\u7528\u6237\u7fa4\u4f53\uff08cohort\uff09\u5206\u6279\u8fc1\u79fb\uff0c\u800c\u4e0d\u662f\u4e00\u6b21\u6027\u5168\u90e8\u8fc1\u79fb\u3002\u8fd9\u79cd\u5206\u9636\u6bb5\u65b9\u5f0f\u53ef\u4ee5\u964d\u4f4e\u5e72\u6270\uff0c\u5e76\u8ba9\u4f60\u5148\u5728\u5c0f\u8303\u56f4\u5185\u6d4b\u8bd5\u65b0\u7cfb\u7edf\uff0c\u518d\u9010\u6b65\u6269\u5c55\u3002\u4ece\u73b0\u5728\u5f00\u59cb\uff0c\u4f60\u5c06\u4ece\u89c4\u5212\u8d70\u5411\u6267\u884c\u3002<\/p>\n \u4ece\u88f8\u91d1\u5c5e\u5230\u5de5\u4f5c\u8d1f\u8f7d\uff1a\u667a\u80fd\u5408\u7ea6\u4e0a\u7ebf\u6d41\u7a0b<\/h3>\n \u90e8\u7f72 AI 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