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{"id":32270,"date":"2026-05-22T14:49:26","date_gmt":"2026-05-22T06:49:26","guid":{"rendered":"https:\/\/www.simcentric.com\/uncategorized-tc\/the-earnings-of-computing-power-vs-scenario-tokenization\/"},"modified":"2026-05-22T14:53:28","modified_gmt":"2026-05-22T06:53:28","slug":"the-earnings-of-computing-power-vs-scenario-tokenization","status":"publish","type":"post","link":"https:\/\/www.simcentric.com\/tc\/hong-kong-dedicated-server-tc\/the-earnings-of-computing-power-vs-scenario-tokenization\/","title":{"rendered":"\u7b97\u529btoken\u5316\u8207\u5834\u666ftoken\u5316\u7684\u7372\u5229\u6bd4\u8f03"},"content":{"rendered":"<p>\u900f\u904e<a href=\"https:\/\/www.simcentric.com\/tc\/hong-kong-dedicated-server-tc\/will-ai-compute-become-core-infrastructure\/\" target=\"_blank\" 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class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px;\">\n<colgroup>\n<col style=\"min-width: 25px;\" \/>\n<col style=\"min-width: 25px;\" \/><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\u8cc7\u7522\u985e\u578b<\/th>\n<th colspan=\"1\" rowspan=\"1\">\u6536\u76ca\u6f5b\u529b\u63cf\u8ff0<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u6709\u5f62\u8cc7\u7522<\/td>\n<td colspan=\"1\" rowspan=\"1\">token\u5316\u53ef\u4ee5\u63d0\u5347\u6d41\u52d5\u6027\u4e26\u652f\u63f4\u4efd\u984d\u5316\u6301\u6709\uff0c\u5f9e\u800c\u91cb\u653e\u623f\u5730\u7522\u3001\u85dd\u8853\u54c1\u8207\u5927\u5b97\u5546\u54c1\u4e2d\u7684\u6c89\u6fb1\u50f9\u503c\u3002<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u7121\u5f62\u8cc7\u7522<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u516c\u53f8\u80a1\u6b0a\u3001\u5c08\u5229\u8207\u7248\u7a05\u6536\u76ca\u7b49\u53ef\u88abtoken\u5316\uff0c\u62d3\u5c55\u6295\u8cc7\u7ba1\u9053\u4e26\u5275\u9020\u65b0\u7684\u6536\u5165\u4f86\u6e90\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4f60\u53d7\u76ca\u65bc\u4e00\u500b\u9810\u8a08\u5728 2030 \u5e74\u898f\u6a21\u5c07\u9054 16 \u5146\u7f8e\u5143\u7684\u5e02\u5834\u3002\u91d1\u878d\u6a5f\u69cb\u5df2\u7d93\u5728\u4f7f\u7528\u8cc7\u7522token\u5316\u4f86\u7e2e\u77ed\u7d50\u7b97\u6642\u9593\u4e26\u964d\u4f4e\u71df\u904b\u6210\u672c\u3002\u96a8\u8457\u8d8a\u4f86\u8d8a\u591a\u8cc7\u7522\u4ee5\u6578\u4f4d\u5f62\u5f0f\u5b58\u5728\uff0c\u4f60\u53ef\u4ee5\u63a5\u89f8\u5230\u65b0\u7684\u6536\u76ca\u7ba1\u9053\u3002<\/p>\n<h3>\u6210\u672c\u7d50\u69cb<\/h3>\n<p>\u5834\u666ftoken\u5316\u540c\u6a23\u80fd\u5e36\u4f86\u71df\u904b\u6210\u672c\u7bc0\u7d04\u3002\u7531\u65bc\u7121\u9700\u50b3\u7d71\u7684\u591a\u65b9\u5c0d\u5e33\uff0c\u53c3\u8207\u5404\u65b9\u4e4b\u9593\u7684\u900f\u660e\u5ea6\u5f97\u4ee5\u63d0\u5347\u3002\u667a\u6167\u5408\u7d04\u53ef\u4ee5\u81ea\u52d5\u57f7\u884c\u80a1\u606f\u767c\u653e\u8207\u6cd5\u9075\u6aa2\u67e5\uff0c\u6e1b\u5c11\u4f60\u5c0d\u4e2d\u4ecb\u6a5f\u69cb\u7684\u4f9d\u8cf4\u3002\u96a8\u8457\u6d41\u7a0b\u6548\u7387\u63d0\u5347\uff0c\u4f60\u652f\u4ed8\u7684\u8cbb\u7528\u66f4\u4f4e\u3002\u8cc7\u7522token\u5316\u8b93\u767c\u884c\u4eba\u8207\u6295\u8cc7\u4eba\u90fd\u80fd\u7372\u5f97\u66f4\u5177\u5438\u5f15\u529b\u7684\u6295\u8cc7\u689d\u4ef6\uff0c\u4e26\u964d\u4f4e\u6574\u9ad4\u6210\u672c\u3002<\/p>\n<h3>\u98a8\u96aa\u56e0\u7d20<\/h3>\n<p>\u5834\u666ftoken\u5316\u4e2d\u5b58\u5728\u7684\u773e\u591a\u6311\u6230\uff0c\u6703\u5f71\u97ff\u4f60\u7684\u5be6\u969b\u5831\u916c\u3002\u76e3\u7ba1\u8207\u6cd5\u5f8b\u7684\u4e0d\u78ba\u5b9a\u6027\u7d66\u767c\u884c\u4eba\u8207\u6295\u8cc7\u4eba\u5e36\u4f86\u58d3\u529b\uff0c\u4f60\u9700\u8981\u5145\u5206\u8003\u91cf\u8cc7\u7522\u6240\u6709\u6b0a\u754c\u5b9a\u8207\u6cd5\u898f\u9075\u5faa\u3002\u6280\u8853\u9580\u6abb\u53ef\u80fd\u62d6\u6162\u843d\u5730\u9032\u7a0b\u4e26\u524a\u5f31\u6d41\u52d5\u6027\u3002\u5728token\u7ba1\u7406\u8207\u71df\u904b\u904e\u7a0b\u4e2d\u51fa\u73fe\u7684\u8907\u96dc\u6027\u6703\u5e36\u4f86\u984d\u5916\u6210\u672c\u3002\u4f60\u9700\u8981\u900f\u660e\u7684\u8cc7\u7522\u8868\u73fe\u6578\u64da\u4f86\u5efa\u7acb\u4fe1\u4efb\u3002\u5b89\u5168\u98a8\u96aa\u4e5f\u53ef\u80fd\u6291\u5236\u6295\u8cc7\u610f\u9858\u4e26\u5f71\u97ff\u5e02\u5834\u8868\u73fe\u3002<\/p>\n<blockquote><p>\u6ce8\u610f\uff1a\u5728\u6295\u8cc7\u524d\uff0c\u4f60\u61c9\u7576\u5168\u9762\u8a55\u4f30\u8cc7\u7522token\u5316\u4e2d\u7684\u5404\u9805\u6311\u6230\u3002\u7406\u89e3\u9019\u4e9b\u98a8\u96aa\uff0c\u6709\u52a9\u65bc\u4f60\u4fdd\u8b77\u5831\u916c\u3002<\/p><\/blockquote>\n<h3>\u53ef\u64f4\u5c55\u6027<\/h3>\n<p>\u4f60\u6703\u767c\u73fe\uff0c\u5834\u666ftoken\u5316\u7684\u53ef\u64f4\u5c55\u6027\uff0c\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d6\u6c7a\u65bc\u5340\u584a\u93c8\u6280\u8853\u3002\u96a8\u8457\u4ea4\u6613\u91cf\u589e\u52a0\uff0c\u4ee5\u592a\u574a\u7b49\u7db2\u8def\u53ef\u80fd\u51fa\u73fe\u58c5\u585e\u3001\u624b\u7e8c\u8cbb\u4e0a\u6f32\u7b49\u554f\u984c\uff0c\u9650\u5236\u4f60\u5feb\u901f\u64f4\u5927\u8cc7\u7522token\u5316\u7684\u898f\u6a21\u3002\u8fd1\u671f\u7684\u4e00\u4e9b\u6280\u8853\u9032\u5c55\uff0c\u900f\u904e\u5c07\u5be6\u9ad4\u8cc7\u7522\u8f49\u63db\u70ba\u6578\u4f4dtoken\uff0c\u63d0\u9ad8\u4e86\u6d41\u52d5\u6027\u4e26\u62d3\u5bec\u53c3\u8207\u7ba1\u9053\u3002\u5be6\u9ad4\u7cfb\u7d71\u8207\u6578\u4f4d\u7cfb\u7d71\u4e4b\u9593\u66f4\u7dca\u5bc6\u7684\u6574\u5408\uff0c\u4e5f\u80fd\u63d0\u5347\u6548\u7387\u3002token\u5316\u8207\u5340\u584a\u93c8\u7c21\u5316\u4e86\u8a17\u7ba1\u8207\u7d50\u7b97\u6d41\u7a0b\uff0c\u8b93\u4f60\u53ef\u4ee5\u66f4\u76f4\u63a5\u53c3\u8207\u4ea4\u6613\u4e26\u63a5\u89f8\u904e\u53bb\u6d41\u52d5\u6027\u8f03\u5dee\u7684\u8cc7\u7522\u3002\u4f46\u8981\u5be6\u73fe\u771f\u6b63\u7684\u5927\u898f\u6a21\u64f4\u5c55\uff0c\u4f60\u4ecd\u9700\u6b63\u8996\u4e26\u89e3\u6c7a\u8cc7\u7522token\u5316\u4e2d\u7684\u5404\u7a2e\u6311\u6230\u3002<\/p>\n<h2><strong>\u8cc7\u6599\u4e2d\u5fc3token\u5316\u8207\u667a\u6167\u5408\u7d04<\/strong><\/h2>\n<h3>\u8cc7\u6599\u4e2d\u5fc3token\u5316\u6a21\u578b<\/h3>\n<p>\u4f60\u6703\u767c\u73fe\uff0c\u8cc7\u6599\u4e2d\u5fc3token\u5316\u70ba\u7ba1\u7406\u7b97\u529b\u8207\u5834\u666f\u63d0\u4f9b\u4e86\u5f48\u6027\u7684\u65b9\u5f0f\u3002\u4f60\u53ef\u4ee5\u63a1\u7528\u4e0d\u540c\u7684token\u5316\u6a21\u578b\u4f86\u6700\u4f73\u5316\u5c0d\u8cc7\u6e90\u8207\u8cc7\u7522\u7684\u53d6\u5f97\u3002\u4e0b\u8868\u5217\u51fa\u4e86\u4e09\u7a2e\u5e38\u898b\u6a21\u578b\u53ca\u5176\u7279\u9ede\uff1a<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px;\">\n<colgroup>\n<col style=\"min-width: 25px;\" \/>\n<col style=\"min-width: 25px;\" \/>\n<col style=\"min-width: 25px;\" \/><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">token\u5316\u6a21\u578b<\/th>\n<th colspan=\"1\" rowspan=\"1\">\u7279\u9ede<\/th>\n<th colspan=\"1\" rowspan=\"1\">\u5f71\u97ff<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">BPE\uff08GPT\u3001Claude\uff09<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u5408\u4f75\u9ad8\u983b\u4f4d\u5143\u7d44\uff0f\u5b50\u8a5e\u7247\u6bb5<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u5c0d\u9ad8\u983b\u6a21\u5f0f\u66f4\u9ad8\u6548<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">SentencePiece\uff08Gemini\uff09<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u7d04 25.6 \u842c\u8a5e\u5f59\uff0c\u591a\u8a9e\u7cfb\u8868\u73fe\u512a\u7570<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u9069\u7528\u65bc\u591a\u5143\u8a9e\u8a00\u60c5\u5883<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">WordPiece\uff08BERT\uff09<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u7d04 3 \u842c\u8a5e\u5f59\uff0c\u8f03\u65e9\u671f\u65b9\u6848<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u8a5e\u5f59\u91cf\u8f03\u5c0f\uff0c\u4f46\u5be6\u4f5c\u8f03\u70ba\u7c21\u55ae<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u9019\u4e9b\u6a21\u578b\u652f\u63f4\u7b97\u529btoken\u5316\u8207\u8cc7\u7522token\u5316\uff0c\u56e0\u6b64\u4f60\u80fd\u5f9e\u4e2d\u53d7\u76ca\u3002\u4f60\u53ef\u4ee5\u5229\u7528\u5b83\u5011\u8655\u7406 AI \u5de5\u4f5c\u8ca0\u8f09\uff0c\u6216\u8868\u793a\u623f\u5730\u7522\u3001\u667a\u6167\u8ca1\u7522\u6b0a\u7b49\u8cc7\u7522\u3002\u4f60\u6703\u6ce8\u610f\u5230\uff0ctoken\u5316\u4e5f\u6703\u5f71\u97ff AI \u6ce8\u610f\u529b\u6a5f\u5236\u80cc\u5f8c\u7684\u6578\u5b78\u6210\u672c\uff1a\u9810\u586b\u968e\u6bb5\u7684\u6210\u672c\u8207token\u6578\u91cf\u7684\u5e73\u65b9\u6210\u6b63\u6bd4\uff0c\u800c\u751f\u6210\u968e\u6bb5\u7684\u6210\u672c\u5247\u8207token\u6578\u91cf\u5448\u7dda\u6027\u95dc\u4fc2\u3002token\u6578\u91cf\u76f4\u63a5\u9a45\u52d5 API \u6210\u672c\u8207\u7cfb\u7d71\u6548\u80fd\u3002\u6839\u64da\u81ea\u8eab\u9700\u6c42\u9078\u64c7\u5408\u9069\u7684\u6a21\u578b\uff0c\u6709\u52a9\u65bc\u6700\u4f73\u5316\u4f60\u7684\u6574\u9ad4\u5831\u916c\u3002<\/p>\n<h3>token\u5316\u4e2d\u7684\u667a\u6167\u5408\u7d04<\/h3>\n<p>\u5728\u8cc7\u6599\u4e2d\u5fc3token\u5316\u4e2d\uff0c\u4f60\u4f9d\u8cf4\u667a\u6167\u5408\u7d04\u4f86\u81ea\u52d5\u57f7\u884c\u4ea4\u6613\u3002\u667a\u6167\u5408\u7d04\u5728\u7121\u9700\u4e2d\u4ecb\u7684\u60c5\u6cc1\u4e0b\u4f9d\u9810\u8a2d\u689d\u4ef6\u904b\u884c\u3002\u4f60\u56e0\u6b64\u7372\u5f97\u66f4\u9ad8\u6548\u7387\u4e26\u964d\u4f4e\u71df\u904b\u6210\u672c\u3002\u900f\u904e\u6d88\u9664\u4eba\u5de5\u6d41\u7a0b\uff0c\u4f60\u7684\u6210\u672c\u7bc0\u7d04\u53ef\u9ad8\u9054 65%\u3002\u6d41\u7a0b\u88ab\u6578\u4f4d\u5316\u8207\u81ea\u52d5\u5316\u5f8c\uff0c\u4f60\u4e5f\u80fd\u6e1b\u5c11\u4eba\u70ba\u932f\u8aa4\u3002\u4f60\u964d\u4f4e\u4e86\u71df\u904b\u98a8\u96aa\uff0c\u4e26\u63d0\u5347\u6cd5\u9075\u6c34\u6e96\u3002\u4f60\u53ef\u4ee5\u904b\u7528\u667a\u6167\u5408\u7d04\u4f86\u78ba\u4fdd\u5404\u9805\u898f\u5247\u88ab\u9075\u5b88\uff0c\u5f9e\u800c\u5c07\u6cd5\u5f8b\u98a8\u96aa\u964d\u81f3\u6700\u4f4e\u3002\u5340\u584a\u93c8\u4e0a\u7684\u900f\u660e\u7a3d\u6838\u8ecc\u8de1\uff0c\u5247\u9032\u4e00\u6b65\u5f37\u5316\u4e86\u4fe1\u4efb\u5efa\u7acb\u3002\u4f60\u53ef\u4ee5\u66f4\u5feb\u901f\u5730\u89e3\u6c7a\u722d\u8b70\uff0c\u4e26\u8207\u4f7f\u7528\u8005\u53ca\u6295\u8cc7\u4eba\u5efa\u7acb\u4fe1\u4efb\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528\u667a\u6167\u5408\u7d04\u5206\u767c\u80a1\u606f\u3001\u7ba1\u7406\u8cc7\u7522\u6240\u6709\u6b0a\u4e26\u81ea\u52d5\u9032\u884c\u6cd5\u9075\u6aa2\u67e5\u3002\u6574\u9ad4\u800c\u8a00\uff0c\u667a\u6167\u5408\u7d04\u8b93\u8cc7\u6599\u4e2d\u5fc3token\u5316\u66f4\u52a0\u5b89\u5168\u53ef\u9760\u3002\u85c9\u7531\u667a\u6167\u5408\u7d04\uff0c\u4f60\u53ef\u4ee5\u64f4\u5927\u71df\u904b\u898f\u6a21\u4e26\u6700\u5927\u5316\u7372\u5229\u3002<\/p>\n<blockquote><p>\u63d0\u793a\uff1a\u5728\u90e8\u7f72\u667a\u6167\u5408\u7d04\u524d\uff0c\u4f60\u61c9\u4ed4\u7d30\u5be9\u67e5\u5176\u4e2d\u689d\u6b3e\u3002\u9019\u80fd\u907f\u514d\u9ad8\u984d\u932f\u8aa4\u6210\u672c\uff0c\u4e26\u78ba\u4fddtoken\u5316\u6d41\u7a0b\u9806\u66a2\u904b\u4f5c\u3002<\/p><\/blockquote>\n<h2><strong>\u7372\u5229\u80fd\u529b\u6bd4\u8f03<\/strong><\/h2>\n<h3>\u5229\u6f64\u7387<\/h3>\n<p>\u63a1\u7528\u7b97\u529btoken\u5316\uff0c\u4f60\u5f80\u5f80\u53ef\u4ee5\u7372\u5f97\u66f4\u9ad8\u5229\u6f64\u7387\u3002\u9019\u7a2e\u65b9\u5f0f\u8b93\u4f60\u80fd\u5920\u5c07\u9592\u7f6e\u7b97\u529b\u8b8a\u73fe\uff0c\u4e26\u512a\u5316\u71df\u904b\u6210\u672c\u7d50\u69cb\u3002\u4f60\u53ef\u4ee5\u900f\u904e\u8ca9\u552e\u77ed\u671f\u5b58\u53d6token\u6216\u63d0\u4f9b\u8cc7\u6599\u4e2d\u5fc3\u4efd\u984d\u5316\u6301\u6709\u4f86\u5275\u9020\u6536\u76ca\uff0c\u5728\u5b9a\u50f9\u8207\u767c\u884c\u65b9\u5f0f\u4e0a\u4e5f\u66f4\u5177\u5f48\u6027\u3002\u5834\u666ftoken\u5316\u540c\u6a23\u53ef\u4ee5\u5e36\u4f86\u53ef\u89c0\u5229\u6f64\u3002\u4f60\u53ef\u4ee5\u5c0d\u623f\u5730\u7522\u3001\u5c08\u5229\u6216\u516c\u53f8\u80a1\u6b0a\u9032\u884ctoken\u5316\u3002\u4efd\u984d\u5316\u6301\u6709\u964d\u4f4e\u6295\u8cc7\u9580\u6abb\u4e26\u63d0\u5347\u6d41\u52d5\u6027\u3002\u4f60\u4e5f\u53d7\u76ca\u65bc 24 \u5c0f\u6642\u904b\u4f5c\u7684\u9ad8\u6548\u6b21\u7d1a\u5e02\u5834\u3002\u4f60\u53ef\u4ee5\u900f\u904e\u9ede\u5c0d\u9ede\u65b9\u5f0f\u4ea4\u6613token\uff0c\u800c\u7121\u9808\u7b49\u5f85\u50b3\u7d71\u7d50\u7b97\u9031\u671f\u3002\u4f60\u6703\u6ce8\u610f\u5230\uff0c\u5340\u584a\u93c8token\u5316\u964d\u4f4e\u4e86\u4ea4\u6613\u8cbb\u7528\u4e26\u52a0\u5feb\u4ea4\u6613\u901f\u5ea6\u3002\u9078\u64c7\u5177\u5099\u8f03\u9ad8\u5e02\u5834\u4fe1\u5fc3\u8207\u900f\u660e\u898f\u5247\u7684\u5e73\u53f0\uff0c\u6709\u52a9\u65bc\u4f60\u6700\u5927\u5316\u5229\u6f64\u7a7a\u9593\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px;\">\n<colgroup>\n<col style=\"min-width: 25px;\" \/>\n<col style=\"min-width: 25px;\" \/>\n<col style=\"min-width: 25px;\" \/><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">token\u5316\u65b9\u5f0f<\/th>\n<th colspan=\"1\" rowspan=\"1\">\u5229\u6f64\u7387\u9a45\u52d5\u56e0\u7d20<\/th>\n<th colspan=\"1\" rowspan=\"1\">\u5178\u578b\u5229\u6f64\u7387\u5340\u9593<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u7b97\u529btoken\u5316<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u9592\u7f6e\u8cc7\u6e90\u8b8a\u73fe\u3001\u5f48\u6027\u5b9a\u50f9\u3001\u964d\u4f4e\u71df\u904b\u6210\u672c<\/td>\n<td colspan=\"1\" rowspan=\"1\">20% &#8211; 40%<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u5834\u666ftoken\u5316<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u4efd\u984d\u5316\u6301\u6709\u3001\u9ad8\u6548\u5e02\u5834\u3001\u66f4\u4f4e\u8cbb\u7528\u3001\u5ee3\u6cdb\u6295\u8cc7\u4eba\u57fa\u790e<\/td>\n<td colspan=\"1\" rowspan=\"1\">15% &#8211; 35%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<blockquote><p>\u63d0\u793a\uff1a\u900f\u904e\u9078\u64c7\u5177\u5099\u6210\u719f\u5340\u584a\u93c8token\u5316\u5354\u8b70\u8207\u53ef\u9760\u667a\u6167\u5408\u7d04\u7684\u5e73\u53f0\uff0c\u4f60\u53ef\u4ee5\u9032\u4e00\u6b65\u63d0\u5347\u5229\u6f64\u7387\u3002<\/p><\/blockquote>\n<h3>\u6295\u8cc7\u5831\u916c\u7387\u5206\u6790<\/h3>\n<p>\u63a1\u7528\u7b97\u529btoken\u5316\uff0c\u4f60\u53ef\u4ee5\u7372\u5f97\u8f03\u9ad8\u7684\u6295\u8cc7\u5831\u916c\u7387\u3002\u4f60\u7121\u9700\u70ba\u786c\u9ad4\u8207\u57fa\u790e\u8a2d\u65bd\u6295\u5165\u9f90\u5927\u524d\u671f\u6210\u672c\u3002\u4f60\u53ef\u4ee5\u900f\u904e\u767c\u884c\u7b97\u529btoken\u5feb\u901f\u64f4\u5c55\u71df\u904b\u898f\u6a21\u3002\u6309\u91cf\u4ed8\u8cbb\u3001\u8a02\u95b1\u5236\u4ee5\u53ca\u53bb\u4e2d\u5fc3\u5316\u5e02\u5834\u7b49\u591a\u7a2e\u6536\u76ca\u6a21\u5f0f\uff0c\u90fd\u80fd\u70ba\u4f60\u5e36\u4f86\u73fe\u91d1\u56de\u6d41\u3002\u4f60\u6703\u770b\u5230\u7b97\u529btoken\u5316\u5728 AI\u3001\u904a\u6232\u8207\u79d1\u5b78\u904b\u7b97\u9818\u57df\u88ab\u5feb\u901f\u63a1\u7528\u3002\u4f60\u4e5f\u53ef\u4ee5\u5c07\u6536\u76ca\u518d\u6295\u8cc7\uff0c\u7528\u65bc\u64f4\u5c55token\u5316\u7db2\u8def\u3002<\/p>\n<p>\u5834\u666ftoken\u5316\u5247\u8b93\u4f60\u80fd\u63a5\u89f8\u5168\u65b0\u7684\u8cc7\u7522\u985e\u5225\u3002\u4f60\u53ef\u4ee5\u6295\u8cc7\u623f\u5730\u7522\u3001\u667a\u6167\u8ca1\u7522\u6b0a\u6216\u516c\u53f8\u80a1\u6b0a\u3002\u4f60\u5f9e\u4efd\u984d\u5316\u6301\u6709\u8207\u66f4\u9ad8\u6d41\u52d5\u6027\u4e2d\u7372\u76ca\u3002\u4f60\u53ef\u4ee5\u5728\u5340\u584a\u93c8\u5e73\u53f0\u4e0a\u4ee5\u8f03\u4f4e\u8cbb\u7528\u4ea4\u6613token\u3002\u66f4\u5feb\u7684\u7d50\u7b97\u901f\u5ea6\u8207\u66f4\u5ee3\u6cdb\u7684\u6295\u8cc7\u4eba\u53c3\u8207\uff0c\u70ba\u4f60\u5e36\u4f86\u53ef\u89c0\u7684\u8ca1\u52d9\u6536\u76ca\u3002\u4f60\u6703\u6ce8\u610f\u5230\uff0c\u5340\u584a\u93c8token\u5316\u63d0\u5347\u4e86\u900f\u660e\u5ea6\u4e26\u964d\u4f4e\u98a8\u96aa\u3002\u4f60\u53ef\u4ee5\u5373\u6642\u8ffd\u8e64\u8cc7\u7522\u8868\u73fe\u4e26\u64da\u6b64\u8abf\u6574\u7b56\u7565\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px;\">\n<colgroup>\n<col style=\"min-width: 25px;\" \/>\n<col style=\"min-width: 25px;\" \/>\n<col style=\"min-width: 25px;\" \/><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">token\u5316\u6a21\u578b<\/th>\n<th colspan=\"1\" rowspan=\"1\">\u6295\u8cc7\u5831\u916c\u7387\u9a45\u52d5\u56e0\u7d20<\/th>\n<th colspan=\"1\" rowspan=\"1\">\u5178\u578b ROI \u5340\u9593<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u7b97\u529btoken\u5316<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u4f4e\u8cc7\u672c\u9700\u6c42\u3001\u5feb\u901f\u64f4\u5c55\u3001\u591a\u5143\u6536\u76ca\u4f86\u6e90<\/td>\n<td colspan=\"1\" rowspan=\"1\">25% &#8211; 50%<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u5834\u666ftoken\u5316<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u591a\u5143\u8cc7\u7522\u985e\u5225\u3001\u4efd\u984d\u5316\u6301\u6709\u3001\u9ad8\u6548\u4ea4\u6613<\/td>\n<td colspan=\"1\" rowspan=\"1\">20% &#8211; 45%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<blockquote><p>\u6ce8\u610f\uff1a\u900f\u904e\u5c07token\u5206\u6563\u914d\u7f6e\u65bc\u591a\u7a2e\u8cc7\u7522\u985e\u578b\uff0c\u4e26\u4f7f\u7528\u5177\u5099\u5f37\u5927\u5340\u584a\u93c8token\u5316\u80fd\u529b\u7684\u5e73\u53f0\uff0c\u4f60\u53ef\u4ee5\u6700\u5927\u5316\u6574\u9ad4\u6295\u8cc7\u5831\u916c\u7387\u3002<\/p><\/blockquote>\n<h3>\u9577\u671f\u6c38\u7e8c\u6027<\/h3>\n<p>\u7d50\u5408\u7b97\u529btoken\u5316\u8207\u5834\u666ftoken\u5316\uff0c\u4f60\u53ef\u4ee5\u5be6\u73fe\u9577\u671f\u6c38\u7e8c\u767c\u5c55\u3002\u4f60\u5c07\u53d7\u76ca\u65bc\u66f4\u9ad8\u7684\u6d41\u52d5\u6027\u8207\u66f4\u9ad8\u6548\u7684\u6b21\u7d1a\u5e02\u5834\u3002\u4f60\u53ef\u4ee5\u96a8\u6642\u4ea4\u6613token\uff0c\u8b93\u8cc7\u7522\u6301\u7e8c\u4fdd\u6301\u6d3b\u8e8d\u8207\u50f9\u503c\u3002\u4efd\u984d\u5316\u6301\u6709\u64f4\u5927\u6295\u8cc7\u4eba\u57fa\u790e\u4e26\u63a8\u52d5\u8cc7\u7522\u666e\u60e0\u3002\u4f60\u6703\u770b\u5230\uff0c\u5340\u584a\u93c8token\u5316\u63d0\u4f9b\u4e86\u900f\u660e\u7684\u7a3d\u6838\u8ecc\u8de1\u8207\u81ea\u52d5\u5316\u6cd5\u9075\u6d41\u7a0b\u3002\u900f\u904e\u9078\u64c7\u53ef\u9760\u7684\u5e73\u53f0\uff0c\u4f60\u80fd\u8207\u4f7f\u7528\u8005\u548c\u6295\u8cc7\u4eba\u5efa\u7acb\u9577\u671f\u4fe1\u4efb\u3002<\/p>\n<p>\u4f60\u4e5f\u6703\u6ce8\u610f\u5230\uff0c\u5e02\u5834\u5c0dtoken\u5316\u7684\u9700\u6c42\u6301\u7e8c\u589e\u52a0\u3002\u4f60\u53ef\u4ee5\u5c07\u78b3\u6b0a\u3001\u623f\u5730\u7522\u8207\u667a\u6167\u8ca1\u7522\u6b0a\u7b49\u8cc7\u7522token\u5316\u3002\u4f60\u6703\u770b\u5230\u6d41\u52d5\u6027\u63d0\u5347\u3001\u5e02\u5834\u7d50\u69cb\u6539\u5584\u3002\u900f\u904e\u9078\u64c7\u5e02\u5834\u4fe1\u5fc3\u8f03\u9ad8\u7684\u5e73\u53f0\uff0c\u4f60\u53ef\u4ee5\u907f\u514d\u5728\u4e0d\u5229\u4ea4\u6613\u74b0\u5883\u4e0b\u88ab\u52d5\u4ea4\u6613\u3002\u96a8\u8457\u5340\u584a\u93c8\u7db2\u8def\u6301\u7e8c\u6f14\u9032\uff0c\u4f60\u53ef\u4ee5\u9010\u6b65\u64f4\u5927\u71df\u904b\u898f\u6a21\u3002\u900f\u904e\u9069\u61c9\u65b0\u8208\u8cc7\u7522\u985e\u5225\u8207\u5e02\u5834\u8da8\u52e2\uff0c\u4f60\u80fd\u7dad\u6301\u8ca1\u52d9\u7a69\u5b9a\u3002<\/p>\n<ul>\n<li>token\u5316\u70ba\u8cc7\u7522\u5275\u9020\u4e86\u9ad8\u6548\u7684\u6b21\u7d1a\u5e02\u5834\u3002<\/li>\n<li>\u4efd\u984d\u5316\u6301\u6709\u964d\u4f4e\u6295\u8cc7\u9580\u6abb\u4e26\u63d0\u5347\u6d41\u52d5\u6027\u3002<\/li>\n<li>\u5340\u584a\u93c8token\u5316\u652f\u63f4\u900f\u660e\u5ea6\u8207\u4fe1\u4efb\u5efa\u7acb\u3002<\/li>\n<li>\u5e02\u5834\u5c0d\u5e73\u53f0\u7684\u4fe1\u5fc3\u662f\u9577\u671f\u6c38\u7e8c\u6027\u7684\u95dc\u9375\u52d5\u529b\u3002<\/li>\n<li>\u8cc7\u7522\u6301\u6709\u7684\u666e\u60e0\u5316\u6539\u5584\u4e86\u6574\u9ad4\u5e02\u5834\u7d50\u69cb\u3002<\/li>\n<\/ul>\n<blockquote><p>\u63d0\u793a\uff1a\u900f\u904e\u6301\u7e8c\u76e3\u6e2c\u5e02\u5834\u8da8\u52e2\uff0c\u4e26\u9078\u64c7\u5177\u5099\u7a69\u5065\u5340\u584a\u93c8token\u5316\u5354\u8b70\u7684\u5e73\u53f0\uff0c\u4f60\u53ef\u4ee5\u5f37\u5316\u696d\u52d9\u7684\u6c38\u7e8c\u6027\u3002<\/p><\/blockquote>\n<h2><strong>\u5be6\u52d9\u5efa\u8b70<\/strong><\/h2>\n<h3>\u4f7f\u7528\u8005\u8f2a\u5ed3<\/h3>\n<p>\u4f60\u61c9\u7576\u4f9d\u64da\u81ea\u8eab\u5546\u696d\u76ee\u6a19\u8207\u98a8\u96aa\u504f\u597d\u4f86\u9078\u64c7token\u5316\u6a21\u578b\u3002\u82e5\u4f60\u5f9e\u4e8b AI\u3001\u96f2\u7aef\u670d\u52d9\u6216\u8cc7\u6599\u4e2d\u5fc3\u7ba1\u7406\uff0c\u4f60\u5c07\u6700\u80fd\u5f9e\u7b97\u529btoken\u5316\u4e2d\u53d7\u76ca\u3002\u6b64\u6a21\u5f0f\u9069\u5408\u5e0c\u671b\u5c07\u9592\u7f6e\u8cc7\u6e90\u8b8a\u73fe\u4e26\u5feb\u901f\u64f4\u5c55\u71df\u904b\u7684\u516c\u53f8\u3002\u4f60\u4e5f\u53ef\u4ee5\u900f\u904e\u300ctoken\u5316\u5373\u670d\u52d9\u300d\u7684\u65b9\u5f0f\uff0c\u53d6\u5f97\u5148\u9032\u57fa\u790e\u8a2d\u65bd\uff0c\u800c\u7121\u9808\u9032\u884c\u91cd\u8cc7\u672c\u6295\u5165\u3002\u9280\u884c\u8207\u91d1\u878d\u79d1\u6280\u516c\u53f8\u5247\u901a\u5e38\u66f4\u504f\u597d\u5834\u666ftoken\u5316\u3002\u4f60\u53ef\u4ee5\u5229\u7528\u6b64\u6a21\u5f0f\uff0c\u70ba\u623f\u5730\u7522\u3001\u667a\u6167\u8ca1\u7522\u6b0a\u6216\u516c\u53f8\u80a1\u6b0a\u91cb\u653e\u6d41\u52d5\u6027\u3002\u300ctoken\u5316\u5373\u670d\u52d9\u300d\u4ea6\u80fd\u5354\u52a9\u4f60\u7c21\u5316\u6cd5\u9075\u8207\u5831\u544a\u6d41\u7a0b\u3002\u4f60\u540c\u6642\u53ef\u7372\u5f97\u589e\u5f37\u7684\u5b89\u5168\u6a5f\u5236\u8207\u667a\u6167\u5408\u7d04\u7684\u5f37\u5236\u57f7\u884c\u529b\uff0c\u9019\u5c0d\u53d7\u76e3\u7ba1\u7522\u696d\u5c24\u70ba\u95dc\u9375\u3002\u82e5\u4f60\u5e0c\u671b\u670d\u52d9\u9280\u884c\u8207\u91d1\u878d\u79d1\u6280\u6a5f\u69cb\uff0c\u5c31\u9700\u8981\u7279\u5225\u95dc\u6ce8\u540c\u6642\u652f\u63f4\u5169\u7a2e\u6a21\u5f0f\u4e14\u5177\u5099\u5f48\u6027\u6574\u5408\u80fd\u529b\u7684\u5e73\u53f0\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px;\">\n<colgroup>\n<col style=\"min-width: 25px;\" \/>\n<col style=\"min-width: 25px;\" \/>\n<col style=\"min-width: 25px;\" \/><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\u4f7f\u7528\u8005\u8f2a\u5ed3<\/th>\n<th colspan=\"1\" rowspan=\"1\">\u6700\u9069\u5408\u7684token\u5316\u6a21\u578b<\/th>\n<th colspan=\"1\" rowspan=\"1\">\u95dc\u9375\u512a\u52e2<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">AI\uff0f\u8cc7\u6599\u4e2d\u5fc3<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u7b97\u529btoken\u5316<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u8cc7\u6e90\u8b8a\u73fe\u3001\u5feb\u901f\u64f4\u5c55\u3001\u6210\u672c\u7bc0\u7d04<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u9280\u884c\uff0f\u91d1\u878d\u79d1\u6280<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u5834\u666ftoken\u5316<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u6d41\u52d5\u6027\u3001\u6cd5\u898f\u9075\u5faa\u3001\u8cc7\u7522\u591a\u5143\u5316<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\u6295\u8cc7\u4eba\uff0f\u65b0\u5275\u516c\u53f8<\/td>\n<td colspan=\"1\" rowspan=\"1\">token\u5316\u5373\u670d\u52d9<\/td>\n<td colspan=\"1\" rowspan=\"1\">\u4f4e\u9032\u5165\u9580\u6abb\u3001\u5f48\u6027\u9ad8\u3001\u5b89\u5168\u6027\u4f73<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<blockquote><p>\u6ce8\u610f\uff1a\u4f60\u61c9\u7576\u59cb\u7d42\u5c07token\u5316\u7b56\u7565\u8207\u81ea\u8eab\u696d\u52d9\u9700\u6c42\u8207\u5e02\u5834\u74b0\u5883\u76f8\u5339\u914d\u3002<\/p><\/blockquote>\n<h3>\u6700\u5927\u5316\u7372\u5229<\/h3>\n<p>\u5728\u7b97\u529btoken\u5316\u4e2d\uff0c\u4f60\u53ef\u4ee5\u900f\u904e\u63a1\u7528\u6700\u65b0\u786c\u9ad4\u8207\u6700\u4f73\u5316\u71df\u904b\u4f86\u6700\u5927\u5316\u7372\u5229\u3002\u5347\u7d1a\u81f3 NVIDIA Hopper \u6216 Blackwell \u7b49\u5148\u9032\u5e73\u53f0\uff0c\u53ef\u4ee5\u63d0\u5347\u6bcf\u74e6\u7279\u53ef\u4ea4\u4ed8token\u6578\uff08tokens-per-watt\uff09\u3002\u4f60\u61c9\u7576\u5728\u4e0d\u540c\u670d\u52d9\u5c64\u7d1a\u4e4b\u9593\u5408\u7406\u5206\u914d\u7b97\u529b\uff0c\u4ee5\u5e73\u8861\u541e\u5410\u91cf\u8207\u50f9\u683c\u3002\u900f\u904e\u5f9e\u7121\u72c0\u614b\u5354\u8abf\u8f49\u5411\u6709\u72c0\u614b\u5354\u8abf\uff0c\u4ee5\u53ca\u4f7f\u7528\u52d5\u614b\u4e0a\u4e0b\u6587\u8996\u7a97\u914d\u7f6e\uff0c\u4f60\u4e5f\u80fd\u964d\u4f4e\u6210\u672c\u3002\u5ef6\u9072\u611f\u77e5\u7684\u6a21\u578b\u8def\u7531\u8207\u7dad\u6301 KV-Cache 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