\u968e\u6bb5\u4e00 \u2013 \u70ba\u5f9e\u7b97\u529b\u79df\u8cc3\u8f49\u578b\u8a55\u4f30 AI \u57fa\u790e\u8a2d\u65bd<\/strong><\/h2>\n

AI Token \u5de5\u5ee0\u5c07\u63a8\u7406\u57fa\u790e\u8a2d\u65bd\u8f49\u8b8a\u70ba\u57fa\u65bc Token \u7684 AI \u670d\u52d9\uff0c\u5728\u6d88\u8cbb\u55ae\u4f4d\u5c64\u7d1a\u9032\u884c\u6cbb\u7406\u8207\u8ca8\u5e63\u5316\u3002\u4f60\u53ef\u4ee5\u5728\u5730\u7aef\u6216\u4e3b\u6b0a\u74b0\u5883\u4e2d\u904b\u884c\u9019\u4e9b\u7cfb\u7d71\uff0c\u5f9e\u800c\u78ba\u4fdd\u8cc7\u6599\u6c38\u4e0d\u96e2\u958b\u4f60\u7684\u53d7\u63a7\u908a\u754c\u3002AI Token \u5de5\u5ee0\u6b63\u6210\u70ba\u4e00\u7a2e\u65b0\u7684\u904b\u7b97\u55ae\u4f4d\u2014\u2014\u4e00\u7d44\u5c08\u9580\u70ba\u7279\u5b9a\u76ee\u6a19\u7522\u751f Token \u7684\u7cfb\u7d71\u96c6\u5408\u3002\u4f7f\u7528\u8005\u4e0d\u518d\u4ee5\u56fa\u5b9a\u8cbb\u7528\u79df\u7528 GPU \u5c0f\u6642\uff0c\u800c\u662f\u900f\u904e\u8cea\u62bc Token \u4f86\u53d6\u5f97\u7b97\u529b\u5b58\u53d6\u6b0a\u3002<\/p>\n

\u7a3d\u6838\u786c\u9ad4\u4e26\u5339\u914d\u5171\u8b58\u6a5f\u5236<\/h3>\n

\u5f9e\u5c07\u786c\u9ad4\u8207\u63a8\u7406\u5de5\u4f5c\u8ca0\u8f09\u9032\u884c\u5339\u914d\u958b\u59cb\u4f60\u7684\u8a55\u4f30\u5de5\u4f5c\u3002\u9762\u5411\u63a8\u7406\u7684\u5e73\u53f0\u9078\u64c7\u6a19\u6e96\u61c9\u512a\u5148\u8003\u616e\u5ef6\u9072\u3001\u541e\u5410\u91cf\u3001GPU \u6392\u7a0b\u4ee5\u53ca\u9ad8\u5bc6\u5ea6 GPU \u7ba1\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n\n\n\n\n\n

\u786c\u9ad4\u5143\u4ef6<\/th>\n	\u5728 AI \u63a8\u7406\u5de5\u5ee0\u4e2d\u7684\u89d2\u8272<\/th>\n	\u95dc\u9375\u898f\u683c<\/th>\n<\/tr>\n
NVIDIA Blackwell GPU<\/td>\n	\u6a21\u578b\u63a8\u7406\u7684\u5e73\u884c\u904b\u7b97<\/td>\n	RTX PRO 6000\uff1a600W \u96d9\u69fd\uff0c96GB GDDR7\uff1bHGX B300\uff1a8 GPU\uff0c2.1TB GPU \u8a18\u61b6\u9ad4<\/td>\n<\/tr>\n
CPU<\/td>\n	\u63a7\u5236\u8207\u7de8\u6392<\/td>\n	\u8207 GPU\/DPU \u4fdd\u6301\u5e73\u8861<\/td>\n<\/tr>\n
NVIDIA BlueField DPU<\/td>\n	\u5b89\u5168\u5378\u8f09<\/td>\n	\u786c\u9ad4\u5c64\u7d1a\u5b89\u5168\u80fd\u529b<\/td>\n<\/tr>\n
Spectrum-X \u4e59\u592a\u7db2\u8def<\/td>\n	\u9ad8\u901f\u7db2\u8def<\/td>\n	\u4f4e\u5ef6\u9072\u4e92\u9023<\/td>\n<\/tr>\n
\u4f01\u696d\u7d1a Kubernetes<\/td>\n	GPU \u8cc7\u6e90\u6392\u7a0b<\/td>\n	\u5f48\u6027\u8207\u64f4\u5c55\u80fd\u529b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u5c0d\u65bc\u8f03\u5c0f\u898f\u6a21\u7684\u90e8\u7f72\uff0cNVIDIA DGX Spark \u5167\u5efa 128GB \u7d71\u4e00\u8a18\u61b6\u9ad4\uff0c\u4e26\u904b\u884c DGX OS\uff0c\u9019\u662f\u4e00\u6b3e\u57fa\u65bc Ubuntu \u7684 AArch64 \u7cfb\u7d71\u3002\u5b83\u50c5\u652f\u63f4 Arm \u67b6\u69cb\uff0c\u53ef\u80fd\u6703\u5f71\u97ff\u63a8\u7406\u5de5\u5177\u93c8\u7684\u76f8\u5bb9\u6027\u3002<\/p>\n \u5728\u57fa\u65bc\u6a5f\u5bc6\u904b\u7b97\uff08Confidential Computing\uff09\u7684 AI Token \u5de5\u5ee0\u4e2d\uff0c\u786c\u9ad4\u5f37\u5236\u7684\u53ef\u4fe1\u57f7\u884c\u74b0\u5883\uff08TEE\uff09\u70ba\u4e0d\u540c\u79df\u6236\u5de5\u4f5c\u8ca0\u8f09\u63d0\u4f9b\u52a0\u5bc6\u9694\u96e2\u3002<\/p>\n \u5728\u5927\u898f\u6a21\u5efa\u7f6e AI \u5de5\u5ee0\u4e4b\u524d\uff0c\u5148\u7a3d\u6838\u4ee5\u4e0b\u6307\u6a19\uff1a<\/p>\n \n Token \u767c\u884c\u5ef6\u9072\uff08\u5728 1\u300110\u3001100\u30011000 req\/s \u8ca0\u8f09\u4e0b\u7684 P50 \/ P95 \/ P99\uff09<\/li>\n Token \u9a57\u8b49\u5ef6\u9072\uff08\u5feb\u53d6\u8207\u672a\u5feb\u53d6 JWKS\uff09<\/li>\n \u5e33\u672c\u541e\u5410\u91cf\u8207 P95 \u5beb\u5165\u5ef6\u9072<\/li>\n \u5728 10K \/ 1M \/ 100M \u7b46\u4ea4\u6613\/\u5929\u689d\u4ef6\u4e0b\u7684\u6bcf\u7b46\u4ea4\u6613\u6210\u672c<\/li>\n \u56de\u57f7\u5927\u5c0f\uff08JWS \u5c01\u88dd + \u8b49\u660e\u93c8 + \u4e2d\u4ecb\u8cc7\u6599\uff09<\/li>\n<\/ul>\n \u5b9a\u7fa9 Token \u5728\u7b97\u529b\u5b58\u53d6\u4e2d\u7684\u6548\u7528<\/h3>\n Token \u6548\u7528\u5c07\u9a45\u52d5\u4f60\u7684 AI \u57fa\u790e\u8a2d\u65bd\u8a2d\u8a08\u3002\u4f60\u5fc5\u9808\u6c7a\u5b9a\u6bcf\u679a Token \u80fd\u89e3\u9396\u4ec0\u9ebc\u2014\u2014\u63a8\u7406\u984d\u5ea6\u3001\u512a\u5148\u6392\u7a0b\u6b0a\uff0c\u9084\u662f\u6cbb\u7406\u6295\u7968\u6b0a\u3002\u6b64\u4e00\u6c7a\u7b56\u5c07\u5851\u9020\u4f60\u7684 Token \u7522\u51fa\u76ee\u6a19\u8207\u8de8 AI \u5de5\u5ee0\u7684\u57fa\u790e\u8a2d\u65bd\u7de8\u6392\u898f\u5247\u3002\u5728\u6295\u5165\u8cc7\u672c\u4e4b\u524d\uff0c\u5c07\u6bcf\u4e00\u500b AI \u57fa\u790e\u8a2d\u65bd\u5143\u4ef6\u5c0d\u61c9\u5230\u53ef\u5ea6\u91cf\u7684 Token \u7522\u51fa\u3002<\/p>\n \u968e\u6bb5\u4e8c \u2013 Token \u5de5\u5ee0\u7d93\u6fdf\u5b78\u8207\u5408\u898f\u8a2d\u8a08<\/strong><\/h2>\n Token \u5de5\u5ee0\u7d93\u6fdf\u5b78\u5f9e\u4e00\u500b\u6838\u5fc3\u6307\u6a19\u958b\u59cb\uff1a\u6bcf\u74e6\u96fb\u529b\u80fd\u7522\u51fa\u591a\u5c11 Token\u3002\u4f60\u900f\u904e\u5c07\u6bcf\u79d2 Token \u541e\u5410\u91cf\u9664\u4ee5 GPU \u7684\u71b1\u8a2d\u8a08\u529f\u8017\uff08TDP\uff0c\u55ae\u4f4d\u74e6\uff09\u4f86\u8a08\u7b97\u300c\u6bcf\u74e6 Token \u6578\u300d\u3002<\/p>\n \u6bcf\u74e6 Token \u6578 = \u541e\u5410\u91cf\uff08Token\/\u79d2\uff09 \u00f7 GPU TDP\uff08\u74e6\uff09<\/strong><\/p>\n \u7bc4\u4f8b\uff1a<\/em>H100 SXM5 \u5728 FP8 \u7cbe\u5ea6\u4e0b\u4ee5\u9023\u7e8c\u6279\u6b21\u8655\u7406\uff08batch=32\uff09\u904b\u884c Llama 3.1 70B \u2192 \u7d04 2,000 Token\/\u79d2 \u00f7 700W TDP \u2248 2.86 Token\/\u74e6<\/strong>\u3002<\/p>\n \u6ce8\u610f\uff1a<\/em>\u5c0d\u65bc\u53d7\u8a18\u61b6\u9ad4\u983b\u5bec\u9650\u5236\u7684\u89e3\u78bc\u578b\u5de5\u4f5c\u8ca0\u8f09\uff0c\u5be6\u969b\u529f\u8017\u53ef\u80fd\u4f4e\u65bc TDP\uff0c\u56e0\u6b64\u5728\u5bb9\u91cf\u898f\u5283\u4e2d\u53ef\u5c07 TDP \u8996\u70ba\u4e00\u500b\u5408\u7406\u7684\u4e0a\u9650\u3002<\/p><\/blockquote>\n \u9019\u500b\u6bd4\u503c\u9a45\u52d5\u4f60\u6574\u500b Token \u5de5\u5ee0\u7684\u7d93\u6fdf\u9ad4\u7cfb\u3002\u6536\u5165 = \u6bcf\u74e6 Token \u6578 \u00d7 \u53ef\u7528\u5343\u5146\u74e6\u529f\u7387\uff0c\u56e0\u6b64\u53d7\u7d04\u675f\u7684\u662f\u96fb\u529b\u5bb9\u91cf\uff0c\u800c\u4e0d\u662f GPU \u6578\u91cf\u3002\u5728\u6295\u5165\u8cc7\u672c\u4e4b\u524d\uff0c\u5148\u6bd4\u8f03\u4e0d\u540c\u786c\u9ad4\u9078\u9805\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 \u6578<\/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\u65bc Llama 3.1 70B\uff0c\u5728 FP8 \u91cf\u5316\u8207\u9023\u7e8c\u6279\u6b21\u8655\u7406\u689d\u4ef6\u4e0b\u7684\u541e\u5410\u91cf\u4f30\u7b97\u503c\u3002<\/em><\/p>\n \u5728\u4f60\u7684 AI \u5de5\u5ee0\u4e2d\uff0c\u6709\u4e09\u5927\u69d3\u687f\u53ef\u4ee5\u63d0\u5347\u6bcf\u74e6 Token \u6578\u3002\u66f4\u5927\u7684\u4e26\u767c\u6279\u6b21\u5728\u76f8\u540c\u529f\u8017\u4e0b\u53ef\u5e36\u4f86 20\u201340 \u500d\u7684\u541e\u5410\u91cf\u63d0\u5347\u3002\u91cf\u5316\u512a\u5316\u2014\u2014\u4f8b\u5982\u5f9e FP16 \u964d\u5230 FP8\u2014\u2014\u5728\u4e0d\u63d0\u9ad8 TDP \u7684\u524d\u63d0\u4e0b\u53ef\u4ee5\u984d\u5916\u589e\u52a0 30\u201340% \u7684\u541e\u5410\u91cf\uff0c\u800c INT4\/AWQ \u5247\u53ef\u5c07\u6bcf Token \u57fa\u790e\u8a2d\u65bd\u6210\u672c\u6e1b\u534a\u3002\u6846\u67b6\u6548\u7387\u540c\u6a23\u95dc\u9375\uff1a\u5728\u76f8\u540c\u786c\u9ad4\u4e0a\uff0cTensorRT-LLM \u7684\u541e\u5410\u91cf\u5927\u7d04\u53ef\u9054\u5230\u6a38\u7d20 PyTorch \u7684\u5169\u500d\u3002\u5c07\u300c\u6bcf\u767e\u842c Token \u6210\u672c\u300d\u4f5c\u70ba\u914d\u5957\u6307\u6a19\u9032\u884c\u8ffd\u8e64\uff1a\u6bcf\u767e\u842c Token \u6210\u672c = \uff08$\/\u5c0f\u6642\uff09 \u00f7\uff08\u541e\u5410\u91cf Token\/\u79d2 \u00d7 3,600\uff09\u00d7 1,000,000\u3002<\/p>\n \u8a2d\u5b9a Token \u4f9b\u7d66\u8207\u8cea\u62bc\u6a5f\u5236<\/h3>\n \u96fb\u4fe1\u696d\u8005\u63d0\u4f9b\u4e86\u4e00\u500b\u6709\u7528\u7684\u5b9a\u50f9\u53c3\u8003\u3002\u4ed6\u5011\u6b63\u5f9e\u56fa\u5b9a\u6708\u8cbb\u8a02\u95b1\u8f49\u5411\u57fa\u65bc\u5be6\u969b\u7528\u91cf\uff08Token \u6d88\u8017\u91cf\uff09\u8a08\u8cbb\u3002\u4f60\u53ef\u4ee5\u9075\u5faa\u76f8\u540c\u6a21\u5f0f\uff1a\u6309\u6d88\u8017\u7684 Token \u8a08\u8cbb\uff0c\u800c\u4e0d\u662f\u6309\u9810\u7559\u7684\u5c0f\u6642\u8a08\u8cbb\u3002\u6b64\u4e00\u8f49\u8b8a\u8b93\u4f60\u7684 Token \u7522\u51fa\u76f4\u63a5\u8207\u9700\u6c42\u639b\u52fe\uff0c\u4e26\u734e\u52f5\u9ad8\u6548\u7684 AI \u57fa\u790e\u8a2d\u65bd\u3002\u8a2d\u5b9a\u4f60\u7684 Token \u4f9b\u7d66\uff0c\u4f7f\u8cea\u62bc\u884c\u70ba\u53ef\u4ee5\u89e3\u9396\u7b97\u529b\u5b58\u53d6\uff0c\u4e26\u6839\u64da\u4f60\u81ea\u6709\u786c\u9ad4\u91cf\u6e2c\u7684\u6bcf\u74e6 Token \u6578\u8cc7\u6599\u4f86\u8a2d\u8a08\u8cea\u62bc\u7b49\u7d1a\u3002<\/p>\n \u5c0d\u63a5 SEC \u8207 MiCA \u5408\u898f\u8981\u6c42<\/h3>\n \u76e3\u7ba1\u8a2d\u8a08\u5f9e\u4e00\u958b\u59cb\u5c31\u5851\u9020\u4f60\u7684 Token \u7d93\u6fdf\u5b78\u3002\u5728\u7f8e\u570b\uff0cSEC \u6703\u5c07\u8b49\u5238\u6cd5\u5206\u6790\u6846\u67b6\u5957\u7528\u65bc Token \u767c\u884c\uff0c\u56e0\u6b64\u4f60\u5fc5\u9808\u7d00\u9304\u8cea\u62bc\u734e\u52f5\u8207\u5b58\u53d6\u6b0a\u5229\u5982\u4f55\u6709\u5225\u65bc\u6295\u8cc7\u5831\u916c\u3002\u5728\u6b50\u76df\uff0cMiCA \u5247\u70ba\u52a0\u5bc6\u8cc7\u7522\u767c\u884c\u8207\u670d\u52d9\u4f9b\u61c9\u5546\u5efa\u7acb\u4e86\u7d71\u4e00\u6846\u67b6\u3002\u8207\u4f60\u7684\u6cd5\u5f8b\u9867\u554f\u5408\u4f5c\uff0c\u5c0d Token \u9032\u884c\u5206\u985e\uff0c\u6e05\u695a\u63ed\u9732\u8cea\u62bc\u689d\u6b3e\uff0c\u4e26\u4fdd\u7559 Token \u7522\u51fa\u8207\u5206\u914d\u7684\u7d00\u9304\u3002\u5c07\u5408\u898f\u8996\u70ba AI \u5de5\u5ee0\u8a2d\u8a08\u4e2d\u7684\u8f38\u5165\u689d\u4ef6\uff0c\u800c\u4e0d\u662f\u4e8b\u5f8c\u88dc\u5f37\u3002<\/p>\n \u968e\u6bb5\u4e09 \u2013 \u90e8\u7f72 AI \u5de5\u5ee0\u4e26\u9077\u79fb\u4f7f\u7528\u8005<\/strong><\/h2>\n Token \u8a08\u8cbb\u8207\u7b97\u529b\u79df\u8cc3\u5c07\u5728\u76f8\u7576\u9577\u7684\u4e00\u6bb5\u6642\u9593\u5167\u4e26\u884c\u904b\u4f5c\u3002\u4f60\u61c9\u8a72\u6309\u4f7f\u7528\u8005\u65cf\u7fa4\uff08cohort\uff09\u5206\u6279\u9077\u79fb\uff0c\u800c\u4e0d\u662f\u4e00\u6b21\u6027\u5168\u90e8\u5207\u63db\u3002\u9019\u7a2e\u5206\u968e\u6bb5\u65b9\u5f0f\u53ef\u4ee5\u964d\u4f4e\u5e72\u64fe\uff0c\u4e26\u8b93\u4f60\u5148\u5728\u5c0f\u898f\u6a21\u4e2d\u6e2c\u8a66\u65b0\u7cfb\u7d71\uff0c\u518d\u9010\u6b65\u64f4\u5c55\u3002\u5f9e\u73fe\u5728\u958b\u59cb\uff0c\u4f60\u5c07\u5f9e\u898f\u5283\u8d70\u5411\u57f7\u884c\u3002<\/p>\n \u5f9e\u88f8\u6a5f\u5230\u5de5\u4f5c\u8ca0\u8f09\uff1a\u667a\u6167\u5408\u7d04\u4e0a\u7dda\u6d41\u7a0b<\/h3>\n \u90e8\u7f72 AI 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