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\u573a\u666ftoken\u5316<\/strong><\/h2>\n
\u6536\u5165\u6f5c\u529b<\/h3>\n
\u91c7\u7528\u573a\u666ftoken\u5316\uff0c\u4f60\u53ef\u4ee5\u5f00\u542f\u65b0\u7684\u6536\u5165\u6765\u6e90\u3002\u8fd9\u79cd\u65b9\u5f0f\u5141\u8bb8\u4f60\u5c06\u6709\u5f62\u548c\u65e0\u5f62\u8d44\u4ea7\u90fd\u8868\u793a\u4e3atoken\u3002\u5176\u6536\u5165\u6f5c\u529b\u53ef\u4ee5\u4ece\u4e0b\u8868\u4e2d\u770b\u5230\uff1a<\/p>\n
\n\n\n\n<\/colgroup>\n\n\n\n\n
\u8d44\u4ea7\u7c7b\u578b<\/th>\n \u6536\u5165\u6f5c\u529b\u63cf\u8ff0<\/th>\n<\/tr>\n
\u6709\u5f62\u8d44\u4ea7<\/td>\n token\u5316\u53ef\u4ee5\u63d0\u5347\u6d41\u52a8\u6027\u5e76\u652f\u6301\u4efd\u989d\u5316\u6301\u6709\uff0c\u4ece\u800c\u91ca\u653e\u623f\u5730\u4ea7\u3001\u827a\u672f\u54c1\u548c\u5927\u5b97\u5546\u54c1\u4e2d\u7684\u6c89\u6dc0\u4ef7\u503c\u3002<\/td>\n<\/tr>\n
\u65e0\u5f62\u8d44\u4ea7<\/td>\n \u516c\u53f8\u80a1\u6743\u3001\u4e13\u5229\u548c\u7248\u6743\u6536\u76ca\u7b49\u53ef\u88abtoken\u5316\uff0c\u62d3\u5bbd\u6295\u8d44\u6e20\u9053\u5e76\u521b\u9020\u65b0\u7684\u6536\u5165\u6765\u6e90\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n
\u4f60\u53d7\u76ca\u4e8e\u4e00\u4e2a\u9884\u8ba1\u5230 2030 \u5e74\u89c4\u6a21\u5c06\u8fbe 16 \u4e07\u4ebf\u7f8e\u5143\u7684\u5e02\u573a\u3002\u91d1\u878d\u673a\u6784\u5df2\u7ecf\u5728\u4f7f\u7528\u8d44\u4ea7token\u5316\u6765\u7f29\u77ed\u7ed3\u7b97\u65f6\u95f4\u5e76\u964d\u4f4e\u8fd0\u8425\u6210\u672c\u3002\u968f\u7740\u8d8a\u6765\u8d8a\u591a\u7684\u8d44\u4ea7\u4ee5\u6570\u5b57\u5f62\u5f0f\u51fa\u73b0\uff0c\u4f60\u53ef\u4ee5\u63a5\u89e6\u5230\u65b0\u7684\u6536\u5165\u6e20\u9053\u3002<\/p>\n
\u6210\u672c\u7ed3\u6784<\/h3>\n
\u573a\u666ftoken\u5316\u540c\u6837\u80fd\u5e26\u6765\u8fd0\u8425\u6210\u672c\u8282\u7ea6\u3002\u7531\u4e8e\u65e0\u9700\u4f20\u7edf\u7684\u591a\u65b9\u5bf9\u8d26\uff0c\u53c2\u4e0e\u5404\u65b9\u4e4b\u95f4\u7684\u900f\u660e\u5ea6\u5f97\u4ee5\u63d0\u5347\u3002\u667a\u80fd\u5408\u7ea6\u53ef\u4ee5\u81ea\u52a8\u6267\u884c\u5206\u7ea2\u6d3e\u53d1\u548c\u5408\u89c4\u68c0\u67e5\uff0c\u51cf\u5c11\u4f60\u5bf9\u4e2d\u4ecb\u673a\u6784\u7684\u4f9d\u8d56\u3002\u968f\u7740\u6d41\u7a0b\u6548\u7387\u63d0\u5347\uff0c\u4f60\u652f\u4ed8\u7684\u8d39\u7528\u66f4\u4f4e\u3002\u8d44\u4ea7token\u5316\u8ba9\u53d1\u884c\u4eba\u548c\u6295\u8d44\u8005\u90fd\u80fd\u83b7\u5f97\u66f4\u5177\u5438\u5f15\u529b\u7684\u6295\u8d44\u6761\u6b3e\uff0c\u5e76\u964d\u4f4e\u6574\u4f53\u6210\u672c\u3002<\/p>\n
\u98ce\u9669\u56e0\u7d20<\/h3>\n
\u573a\u666ftoken\u5316\u4e2d\u5b58\u5728\u7684\u8bf8\u591a\u6311\u6218\uff0c\u4f1a\u5f71\u54cd\u4f60\u7684\u5b9e\u9645\u56de\u62a5\u3002\u76d1\u7ba1\u4e0e\u6cd5\u5f8b\u7684\u4e0d\u786e\u5b9a\u6027\u7ed9\u53d1\u884c\u4eba\u4e0e\u6295\u8d44\u8005\u5e26\u6765\u538b\u529b\uff0c\u4f60\u9700\u8981\u5145\u5206\u8003\u8651\u8d44\u4ea7\u6240\u6709\u6743\u754c\u5b9a\u548c\u5408\u89c4\u8981\u6c42\u3002\u6280\u672f\u58c1\u5792\u53ef\u80fd\u62d6\u6162\u843d\u5730\u8fdb\u7a0b\u5e76\u524a\u5f31\u6d41\u52a8\u6027\u3002\u5728token\u7ba1\u7406\u548c\u8fd0\u8425\u8fc7\u7a0b\u4e2d\u51fa\u73b0\u7684\u590d\u6742\u6027\u4f1a\u5e26\u6765\u989d\u5916\u6210\u672c\u3002\u4f60\u9700\u8981\u900f\u660e\u7684\u8d44\u4ea7\u8868\u73b0\u6570\u636e\u6765\u5efa\u7acb\u4fe1\u4efb\u3002\u5b89\u5168\u98ce\u9669\u4e5f\u53ef\u80fd\u6291\u5236\u6295\u8d44\u610f\u613f\u5e76\u5f71\u54cd\u5e02\u573a\u8868\u73b0\u3002<\/p>\n
\u6ce8\u610f\uff1a\u5728\u6295\u8d44\u524d\uff0c\u4f60\u5e94\u5f53\u5168\u9762\u8bc4\u4f30\u8d44\u4ea7token\u5316\u4e2d\u7684\u5404\u79cd\u6311\u6218\u3002\u7406\u89e3\u8fd9\u4e9b\u98ce\u9669\uff0c\u6709\u52a9\u4e8e\u4f60\u4fdd\u62a4\u6536\u76ca\u3002<\/p><\/blockquote>\n
\u53ef\u6269\u5c55\u6027<\/h3>\n
\u4f60\u4f1a\u53d1\u73b0\uff0c\u573a\u666ftoken\u5316\u7684\u53ef\u6269\u5c55\u6027\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d6\u51b3\u4e8e\u533a\u5757\u94fe\u6280\u672f\u3002\u968f\u7740\u4ea4\u6613\u91cf\u589e\u52a0\uff0c\u4ee5\u592a\u574a\u7b49\u7f51\u7edc\u53ef\u80fd\u51fa\u73b0\u62e5\u5835\u3001\u624b\u7eed\u8d39\u7528\u4e0a\u6da8\u7b49\u95ee\u9898\uff0c\u9650\u5236\u4f60\u5feb\u901f\u6269\u5927\u8d44\u4ea7token\u5316\u89c4\u6a21\u3002\u8fd1\u671f\u7684\u4e00\u4e9b\u6280\u672f\u8fdb\u6b65\uff0c\u901a\u8fc7\u5c06\u5b9e\u7269\u8d44\u4ea7\u8f6c\u5316\u4e3a\u6570\u5b57token\uff0c\u63d0\u9ad8\u4e86\u6d41\u52a8\u6027\u5e76\u62d3\u5bbd\u4e86\u53c2\u4e0e\u6e20\u9053\u3002\u73b0\u5b9e\u7cfb\u7edf\u4e0e\u6570\u5b57\u7cfb\u7edf\u4e4b\u95f4\u66f4\u7d27\u5bc6\u7684\u96c6\u6210\uff0c\u4e5f\u80fd\u63d0\u5347\u6548\u7387\u3002token\u5316\u4e0e\u533a\u5757\u94fe\u7b80\u5316\u4e86\u6258\u7ba1\u4e0e\u7ed3\u7b97\u6d41\u7a0b\uff0c\u8ba9\u4f60\u53ef\u4ee5\u66f4\u76f4\u63a5\u5730\u53c2\u4e0e\u4ea4\u6613\u5e76\u63a5\u89e6\u6b64\u524d\u6d41\u52a8\u6027\u8f83\u5dee\u7684\u8d44\u4ea7\u3002\u4f46\u8981\u5b9e\u73b0\u771f\u6b63\u7684\u5927\u89c4\u6a21\u6269\u5c55\uff0c\u4f60\u4ecd\u9700\u6b63\u89c6\u5e76\u89e3\u51b3\u8d44\u4ea7token\u5316\u4e2d\u7684\u5404\u79cd\u6311\u6218\u3002<\/p>\n
\u6570\u636e\u4e2d\u5fc3token\u5316\u4e0e\u667a\u80fd\u5408\u7ea6<\/strong><\/h2>\n
\u6570\u636e\u4e2d\u5fc3token\u5316\u6a21\u578b<\/h3>\n
\u4f60\u4f1a\u53d1\u73b0\uff0c\u6570\u636e\u4e2d\u5fc3token\u5316\u4e3a\u7ba1\u7406\u7b97\u529b\u4e0e\u573a\u666f\u63d0\u4f9b\u4e86\u7075\u6d3b\u7684\u65b9\u5f0f\u3002\u4f60\u53ef\u4ee5\u91c7\u7528\u4e0d\u540c\u7684token\u5316\u6a21\u578b\u6765\u4f18\u5316\u5bf9\u8d44\u6e90\u548c\u8d44\u4ea7\u7684\u83b7\u53d6\u3002\u4e0b\u8868\u5217\u51fa\u4e86\u4e09\u79cd\u5e38\u89c1\u6a21\u578b\u53ca\u5176\u7279\u70b9\uff1a<\/p>\n
\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n
token\u5316\u6a21\u578b<\/th>\n \u7279\u70b9<\/th>\n \u5f71\u54cd<\/th>\n<\/tr>\n
BPE\uff08GPT\u3001Claude\uff09<\/td>\n \u5408\u5e76\u9ad8\u9891\u5b57\u8282\/\u5b50\u8bcd\u7247\u6bb5<\/td>\n \u5bf9\u9ad8\u9891\u6a21\u5f0f\u66f4\u9ad8\u6548<\/td>\n<\/tr>\n
SentencePiece\uff08Gemini\uff09<\/td>\n \u7ea6 25.6 \u4e07\u8bcd\u8868\uff0c\u591a\u8bed\u8a00\u8868\u73b0\u51fa\u8272<\/td>\n \u9002\u7528\u4e8e\u591a\u79cd\u8bed\u8a00\u573a\u666f<\/td>\n<\/tr>\n
WordPiece\uff08BERT\uff09<\/td>\n \u7ea6 3 \u4e07\u8bcd\u8868\uff0c\u8f83\u65e9\u671f\u7684\u65b9\u6848<\/td>\n \u8bcd\u8868\u8f83\u5c0f\uff0c\u4f46\u5b9e\u73b0\u66f4\u7b80\u5355<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n
\u8fd9\u4e9b\u6a21\u578b\u652f\u6301\u7b97\u529btoken\u5316\u548c\u8d44\u4ea7token\u5316\uff0c\u56e0\u6b64\u4f60\u80fd\u4ece\u4e2d\u83b7\u76ca\u3002\u4f60\u53ef\u4ee5\u5229\u7528\u5b83\u4eec\u5904\u7406 AI \u5de5\u4f5c\u8d1f\u8f7d\uff0c\u6216\u8868\u793a\u623f\u5730\u4ea7\u3001\u77e5\u8bc6\u4ea7\u6743\u7b49\u8d44\u4ea7\u3002\u4f60\u4f1a\u6ce8\u610f\u5230\uff0ctoken\u5316\u4e5f\u4f1a\u5f71\u54cd AI \u6ce8\u610f\u529b\u673a\u5236\u80cc\u540e\u7684\u6570\u5b66\u6210\u672c\uff1a\u9884\u586b\u9636\u6bb5\u7684\u6210\u672c\u4e0etoken\u6570\u91cf\u7684\u5e73\u65b9\u6210\u6b63\u6bd4\uff0c\u800c\u751f\u6210\u9636\u6bb5\u7684\u6210\u672c\u5219\u4e0etoken\u6570\u91cf\u5448\u7ebf\u6027\u5173\u7cfb\u3002token\u6570\u91cf\u76f4\u63a5\u9a71\u52a8 API \u6210\u672c\u4e0e\u7cfb\u7edf\u6027\u80fd\u3002\u6839\u636e\u81ea\u8eab\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u6a21\u578b\uff0c\u6709\u52a9\u4e8e\u4f18\u5316\u4f60\u7684\u6574\u4f53\u56de\u62a5\u3002<\/p>\n
token\u5316\u4e2d\u7684\u667a\u80fd\u5408\u7ea6<\/h3>\n
\u5728\u6570\u636e\u4e2d\u5fc3token\u5316\u4e2d\uff0c\u4f60\u4f9d\u8d56\u667a\u80fd\u5408\u7ea6\u6765\u81ea\u52a8\u6267\u884c\u4ea4\u6613\u3002\u667a\u80fd\u5408\u7ea6\u5728\u65e0\u9700\u4e2d\u4ecb\u7684\u60c5\u51b5\u4e0b\u6309\u9884\u8bbe\u6761\u4ef6\u8fd0\u884c\u3002\u4f60\u56e0\u6b64\u83b7\u5f97\u66f4\u9ad8\u7684\u6548\u7387\u5e76\u964d\u4f4e\u8fd0\u8425\u6210\u672c\u3002\u901a\u8fc7\u6d88\u9664\u4eba\u5de5\u6d41\u7a0b\uff0c\u4f60\u7684\u6210\u672c\u8282\u7ea6\u53ef\u9ad8\u8fbe 65%\u3002\u6d41\u7a0b\u88ab\u6570\u5b57\u5316\u548c\u81ea\u52a8\u5316\u540e\uff0c\u4f60\u4e5f\u80fd\u51cf\u5c11\u4eba\u4e3a\u9519\u8bef\u3002\u4f60\u964d\u4f4e\u4e86\u8fd0\u8425\u98ce\u9669\uff0c\u5e76\u63d0\u5347\u4e86\u5408\u89c4\u6c34\u5e73\u3002\u4f60\u53ef\u4ee5\u5229\u7528\u667a\u80fd\u5408\u7ea6\u6765\u786e\u4fdd\u5404\u9879\u89c4\u5219\u5f97\u5230\u6267\u884c\uff0c\u4ece\u800c\u6700\u5c0f\u5316\u6cd5\u5f8b\u98ce\u9669\u3002\u533a\u5757\u94fe\u4e0a\u7684\u900f\u660e\u5ba1\u8ba1\u8bb0\u5f55\u5219\u8fdb\u4e00\u6b65\u52a0\u5f3a\u4e86\u4fe1\u4efb\u5efa\u8bbe\u3002\u4f60\u53ef\u4ee5\u66f4\u5feb\u901f\u5730\u89e3\u51b3\u4e89\u8bae\uff0c\u5e76\u4e0e\u7528\u6237\u548c\u6295\u8d44\u8005\u5efa\u7acb\u4fe1\u4efb\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528\u667a\u80fd\u5408\u7ea6\u5206\u53d1\u5206\u7ea2\u3001\u7ba1\u7406\u8d44\u4ea7\u6240\u6709\u6743\u5e76\u81ea\u52a8\u8fdb\u884c\u5408\u89c4\u68c0\u67e5\u3002\u603b\u4f53\u6765\u770b\uff0c\u667a\u80fd\u5408\u7ea6\u8ba9\u6570\u636e\u4e2d\u5fc3token\u5316\u66f4\u52a0\u5b89\u5168\u53ef\u9760\u3002\u501f\u52a9\u667a\u80fd\u5408\u7ea6\uff0c\u4f60\u53ef\u4ee5\u6269\u5927\u4e1a\u52a1\u89c4\u6a21\u5e76\u6700\u5927\u5316\u76c8\u5229\u3002<\/p>\n
\u63d0\u793a\uff1a\u5728\u90e8\u7f72\u667a\u80fd\u5408\u7ea6\u524d\uff0c\u4f60\u5e94\u4ed4\u7ec6\u5ba1\u67e5\u5176\u4e2d\u7684\u89c4\u5219\u3002\u8fd9\u6837\u53ef\u4ee5\u907f\u514d\u9ad8\u6602\u7684\u9519\u8bef\u6210\u672c\uff0c\u5e76\u786e\u4fddtoken\u5316\u6d41\u7a0b\u987a\u7545\u8fd0\u884c\u3002<\/p><\/blockquote>\n
\u76c8\u5229\u80fd\u529b\u5bf9\u6bd4<\/strong><\/h2>\n
\u5229\u6da6\u7387<\/h3>\n
\u91c7\u7528\u7b97\u529btoken\u5316\uff0c\u4f60\u5f80\u5f80\u53ef\u4ee5\u83b7\u5f97\u66f4\u9ad8\u5229\u6da6\u7387\u3002\u8fd9\u79cd\u65b9\u5f0f\u8ba9\u4f60\u80fd\u591f\u5c06\u95f2\u7f6e\u7b97\u529b\u53d8\u73b0\uff0c\u5e76\u4f18\u5316\u8fd0\u8425\u6210\u672c\u7ed3\u6784\u3002\u4f60\u53ef\u4ee5\u901a\u8fc7\u552e\u5356\u77ed\u671f\u8bbf\u95eetoken\u6216\u63d0\u4f9b\u6570\u636e\u4e2d\u5fc3\u4efd\u989d\u5316\u6301\u6709\u6765\u521b\u9020\u6536\u76ca\uff0c\u5728\u5b9a\u4ef7\u548c\u5206\u53d1\u65b9\u5f0f\u4e0a\u4e5f\u66f4\u5177\u7075\u6d3b\u6027\u3002\u573a\u666ftoken\u5316\u540c\u6837\u53ef\u4ee5\u5e26\u6765\u53ef\u89c2\u5229\u6da6\u3002\u4f60\u53ef\u4ee5\u5bf9\u623f\u5730\u4ea7\u3001\u4e13\u5229\u6216\u516c\u53f8\u80a1\u6743\u8fdb\u884ctoken\u5316\u3002\u4efd\u989d\u5316\u6301\u6709\u964d\u4f4e\u4e86\u6295\u8d44\u95e8\u69db\u5e76\u63d0\u5347\u6d41\u52a8\u6027\u3002\u4f60\u8fd8\u53d7\u76ca\u4e8e\u5168\u5929\u5019\u8fd0\u884c\u7684\u9ad8\u6548\u4e8c\u7ea7\u5e02\u573a\u3002\u4f60\u53ef\u4ee5\u901a\u8fc7\u70b9\u5bf9\u70b9\u65b9\u5f0f\u4ea4\u6613token\uff0c\u800c\u65e0\u9700\u7b49\u5f85\u4f20\u7edf\u7ed3\u7b97\u5468\u671f\u3002\u4f60\u4f1a\u6ce8\u610f\u5230\uff0c\u533a\u5757\u94fetoken\u5316\u964d\u4f4e\u4e86\u4ea4\u6613\u8d39\u7528\u5e76\u52a0\u5feb\u4e86\u4ea4\u6613\u901f\u5ea6\u3002\u9009\u62e9\u5177\u6709\u8f83\u9ad8\u5e02\u573a\u4fe1\u4efb\u5ea6\u548c\u900f\u660e\u89c4\u5219\u7684\u5e73\u53f0\uff0c\u6709\u52a9\u4e8e\u4f60\u6700\u5927\u5316\u5229\u6da6\u7a7a\u95f4\u3002<\/p>\n
\n\n\n\n\n<\/colgroup>\n\n\n\n\n
token\u5316\u65b9\u5f0f<\/th>\n \u5229\u6da6\u7387\u9a71\u52a8\u56e0\u7d20<\/th>\n \u5178\u578b\u5229\u6da6\u7387\u533a\u95f4<\/th>\n<\/tr>\n
\u7b97\u529btoken\u5316<\/td>\n \u95f2\u7f6e\u8d44\u6e90\u53d8\u73b0\u3001\u7075\u6d3b\u5b9a\u4ef7\u3001\u964d\u4f4e\u8fd0\u8425\u6210\u672c<\/td>\n 20% – 40%<\/td>\n<\/tr>\n
\u573a\u666ftoken\u5316<\/td>\n \u4efd\u989d\u5316\u6301\u6709\u3001\u9ad8\u6548\u5e02\u573a\u3001\u66f4\u4f4e\u8d39\u7528\u3001\u5e7f\u6cdb\u6295\u8d44\u8005\u57fa\u7840<\/td>\n 15% – 35%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n
\u63d0\u793a\uff1a\u901a\u8fc7\u9009\u62e9\u5177\u5907\u6210\u719f\u533a\u5757\u94fetoken\u5316\u534f\u8bae\u4e0e\u53ef\u9760\u667a\u80fd\u5408\u7ea6\u7684\u5e73\u53f0\uff0c\u4f60\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63d0\u5347\u5229\u6da6\u7387\u3002<\/p><\/blockquote>\n
\u6295\u8d44\u56de\u62a5\u7387\u5206\u6790<\/h3>\n
\u91c7\u7528\u7b97\u529btoken\u5316\uff0c\u4f60\u53ef\u4ee5\u83b7\u5f97\u8f83\u9ad8\u7684\u6295\u8d44\u56de\u62a5\u7387\u3002\u4f60\u65e0\u9700\u4e3a\u786c\u4ef6\u4e0e\u57fa\u7840\u8bbe\u65bd\u6295\u5165\u5de8\u989d\u524d\u671f\u6210\u672c\u3002\u4f60\u53ef\u4ee5\u901a\u8fc7\u53d1\u884c\u7b97\u529btoken\u5feb\u901f\u6269\u5c55\u4e1a\u52a1\u89c4\u6a21\u3002\u6309\u91cf\u4ed8\u8d39\u3001\u8ba2\u9605\u5236\u4ee5\u53ca\u53bb\u4e2d\u5fc3\u5316\u5e02\u573a\u7b49\u591a\u79cd\u6536\u76ca\u6a21\u5f0f\uff0c\u90fd\u80fd\u4e3a\u4f60\u5e26\u6765\u8d44\u91d1\u56de\u62a5\u3002\u4f60\u4f1a\u770b\u5230\u7b97\u529btoken\u5316\u5728 AI\u3001\u6e38\u620f\u548c\u79d1\u5b66\u8ba1\u7b97\u9886\u57df\u88ab\u5feb\u901f\u91c7\u7528\u3002\u4f60\u8fd8\u53ef\u4ee5\u5c06\u6536\u76ca\u518d\u6295\u8d44\uff0c\u7528\u4e8e\u6269\u5c55token\u5316\u7f51\u7edc\u3002<\/p>\n
\u573a\u666ftoken\u5316\u5219\u8ba9\u4f60\u80fd\u63a5\u89e6\u5168\u65b0\u7684\u8d44\u4ea7\u7c7b\u522b\u3002\u4f60\u53ef\u4ee5\u6295\u8d44\u623f\u5730\u4ea7\u3001\u77e5\u8bc6\u4ea7\u6743\u6216\u516c\u53f8\u80a1\u6743\u3002\u4f60\u4ece\u4efd\u989d\u5316\u6301\u6709\u548c\u66f4\u9ad8\u6d41\u52a8\u6027\u4e2d\u83b7\u76ca\u3002\u4f60\u53ef\u4ee5\u5728\u533a\u5757\u94fe\u5e73\u53f0\u4e0a\u4ee5\u8f83\u4f4e\u8d39\u7528\u4ea4\u6613token\u3002\u66f4\u5feb\u7684\u7ed3\u7b97\u901f\u5ea6\u4e0e\u66f4\u5e7f\u6cdb\u7684\u6295\u8d44\u8005\u53c2\u4e0e\uff0c\u4e3a\u4f60\u5e26\u6765\u53ef\u89c2\u7684\u8d22\u52a1\u6536\u76ca\u3002\u4f60\u4f1a\u6ce8\u610f\u5230\uff0c\u533a\u5757\u94fetoken\u5316\u63d0\u5347\u4e86\u900f\u660e\u5ea6\u5e76\u964d\u4f4e\u98ce\u9669\u3002\u4f60\u53ef\u4ee5\u5b9e\u65f6\u8ddf\u8e2a\u8d44\u4ea7\u8868\u73b0\u5e76\u636e\u6b64\u8c03\u6574\u7b56\u7565\u3002<\/p>\n
\n\n\n\n\n<\/colgroup>\n\n\n\n\n
token\u5316\u6a21\u578b<\/th>\n \u6295\u8d44\u56de\u62a5\u7387\u9a71\u52a8\u56e0\u7d20<\/th>\n \u5178\u578b ROI \u533a\u95f4<\/th>\n<\/tr>\n
\u7b97\u529btoken\u5316<\/td>\n \u4f4e\u8d44\u672c\u9700\u6c42\u3001\u5feb\u901f\u6269\u5c55\u3001\u591a\u5143\u6536\u5165\u6765\u6e90<\/td>\n 25% – 50%<\/td>\n<\/tr>\n
\u573a\u666ftoken\u5316<\/td>\n \u591a\u5143\u8d44\u4ea7\u7c7b\u522b\u3001\u4efd\u989d\u5316\u6301\u6709\u3001\u9ad8\u6548\u4ea4\u6613<\/td>\n 20% – 45%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n
\u6ce8\u610f\uff1a\u901a\u8fc7\u5c06token\u5206\u6563\u914d\u7f6e\u4e8e\u591a\u79cd\u8d44\u4ea7\u7c7b\u578b\uff0c\u5e76\u4f7f\u7528\u5177\u5907\u5f3a\u5927\u533a\u5757\u94fetoken\u5316\u80fd\u529b\u7684\u5e73\u53f0\uff0c\u4f60\u53ef\u4ee5\u6700\u5927\u5316\u6574\u4f53\u6295\u8d44\u56de\u62a5\u7387\u3002<\/p><\/blockquote>\n
\u957f\u671f\u53ef\u6301\u7eed\u6027<\/h3>\n
\u7ed3\u5408\u7b97\u529btoken\u5316\u548c\u573a\u666ftoken\u5316\uff0c\u4f60\u53ef\u4ee5\u5b9e\u73b0\u957f\u671f\u53ef\u6301\u7eed\u53d1\u5c55\u3002\u4f60\u5c06\u53d7\u76ca\u4e8e\u66f4\u9ad8\u7684\u6d41\u52a8\u6027\u548c\u66f4\u9ad8\u6548\u7684\u4e8c\u7ea7\u5e02\u573a\u3002\u4f60\u53ef\u4ee5\u968f\u65f6\u4ea4\u6613token\uff0c\u8ba9\u8d44\u4ea7\u6301\u7eed\u4fdd\u6301\u6d3b\u8dc3\u548c\u4ef7\u503c\u3002\u4efd\u989d\u5316\u6301\u6709\u6269\u5927\u4e86\u6295\u8d44\u8005\u57fa\u7840\u5e76\u63a8\u52a8\u8d44\u4ea7\u666e\u60e0\u3002\u4f60\u4f1a\u770b\u5230\uff0c\u533a\u5757\u94fetoken\u5316\u63d0\u4f9b\u4e86\u900f\u660e\u7684\u5ba1\u8ba1\u8f68\u8ff9\u548c\u81ea\u52a8\u5316\u5408\u89c4\u6d41\u7a0b\u3002\u901a\u8fc7\u9009\u62e9\u53ef\u9760\u7684\u5e73\u53f0\uff0c\u4f60\u80fd\u591f\u4e0e\u7528\u6237\u548c\u6295\u8d44\u8005\u5efa\u7acb\u957f\u671f\u4fe1\u4efb\u3002<\/p>\n
\u4f60\u8fd8\u4f1a\u6ce8\u610f\u5230\uff0c\u5e02\u573a\u5bf9token\u5316\u7684\u9700\u6c42\u6301\u7eed\u589e\u957f\u3002\u4f60\u53ef\u4ee5\u5c06\u78b3\u4fe1\u7528\u3001\u623f\u5730\u4ea7\u548c\u77e5\u8bc6\u4ea7\u6743\u7b49\u8d44\u4ea7token\u5316\u3002\u4f60\u4f1a\u770b\u5230\u6d41\u52a8\u6027\u63d0\u9ad8\u3001\u5e02\u573a\u7ed3\u6784\u6539\u5584\u3002\u901a\u8fc7\u9009\u62e9\u5e02\u573a\u4fe1\u5fc3\u8f83\u9ad8\u7684\u5e73\u53f0\uff0c\u4f60\u53ef\u4ee5\u907f\u514d\u5728\u4e0d\u5229\u4ea4\u6613\u73af\u5883\u4e0b\u88ab\u52a8\u4ea4\u6613\u3002\u968f\u7740\u533a\u5757\u94fe\u7f51\u7edc\u4e0d\u65ad\u6f14\u8fdb\uff0c\u4f60\u53ef\u4ee5\u9010\u6b65\u6269\u5927\u4e1a\u52a1\u89c4\u6a21\u3002\u901a\u8fc7\u9002\u5e94\u65b0\u7684\u8d44\u4ea7\u7c7b\u522b\u548c\u5e02\u573a\u8d8b\u52bf\uff0c\u4f60\u80fd\u591f\u4fdd\u6301\u8d22\u52a1\u7a33\u5b9a\u3002<\/p>\n
\n
token\u5316\u4e3a\u8d44\u4ea7\u521b\u5efa\u4e86\u9ad8\u6548\u7684\u4e8c\u7ea7\u5e02\u573a\u3002<\/li>\n
\u4efd\u989d\u5316\u6301\u6709\u964d\u4f4e\u6295\u8d44\u95e8\u69db\u5e76\u63d0\u5347\u6d41\u52a8\u6027\u3002<\/li>\n
\u533a\u5757\u94fetoken\u5316\u652f\u6301\u900f\u660e\u5ea6\u548c\u4fe1\u4efb\u5efa\u8bbe\u3002<\/li>\n
\u5e02\u573a\u5bf9\u5e73\u53f0\u7684\u4fe1\u5fc3\u662f\u957f\u671f\u53ef\u6301\u7eed\u6027\u7684\u5173\u952e\u52a8\u529b\u3002<\/li>\n
\u8d44\u4ea7\u6301\u6709\u7684\u666e\u60e0\u5316\u6539\u5584\u4e86\u6574\u4f53\u5e02\u573a\u7ed3\u6784\u3002<\/li>\n<\/ul>\n
\u63d0\u793a\uff1a\u901a\u8fc7\u6301\u7eed\u76d1\u6d4b\u5e02\u573a\u8d8b\u52bf\uff0c\u5e76\u9009\u62e9\u5177\u5907\u7a33\u5065\u533a\u5757\u94fetoken\u5316\u534f\u8bae\u7684\u5e73\u53f0\uff0c\u4f60\u53ef\u4ee5\u589e\u5f3a\u4e1a\u52a1\u7684\u53ef\u6301\u7eed\u6027\u3002<\/p><\/blockquote>\n
\u5b9e\u8df5\u5efa\u8bae<\/strong><\/h2>\n
\u7528\u6237\u753b\u50cf<\/h3>\n
\u4f60\u5e94\u5f53\u6839\u636e\u81ea\u8eab\u4e1a\u52a1\u76ee\u6807\u548c\u98ce\u9669\u504f\u597d\u6765\u9009\u62e9token\u5316\u6a21\u578b\u3002\u5982\u679c\u4f60\u4ece\u4e8b AI\u3001\u4e91\u670d\u52a1\u6216\u6570\u636e\u4e2d\u5fc3\u7ba1\u7406\uff0c\u4f60\u5c06\u6700\u80fd\u4ece\u7b97\u529btoken\u5316\u4e2d\u53d7\u76ca\u3002\u8fd9\u4e00\u6a21\u5f0f\u9002\u5408\u5e0c\u671b\u5c06\u95f2\u7f6e\u8d44\u6e90\u53d8\u73b0\u5e76\u5feb\u901f\u6269\u5c55\u4e1a\u52a1\u7684\u516c\u53f8\u3002\u4f60\u4e5f\u53ef\u4ee5\u901a\u8fc7\u201ctoken\u5316\u5373\u670d\u52a1\u201d\u7684\u65b9\u5f0f\uff0c\u83b7\u53d6\u5148\u8fdb\u57fa\u7840\u8bbe\u65bd\uff0c\u800c\u65e0\u9700\u8fdb\u884c\u91cd\u8d44\u672c\u6295\u5165\u3002\u94f6\u884c\u548c\u91d1\u878d\u79d1\u6280\u516c\u53f8\u5219\u901a\u5e38\u66f4\u504f\u597d\u573a\u666ftoken\u5316\u3002\u4f60\u53ef\u4ee5\u5229\u7528\u8fd9\u4e00\u6a21\u5f0f\uff0c\u4e3a\u623f\u5730\u4ea7\u3001\u77e5\u8bc6\u4ea7\u6743\u6216\u516c\u53f8\u80a1\u6743\u91ca\u653e\u6d41\u52a8\u6027\u3002\u201ctoken\u5316\u5373\u670d\u52a1\u201d\u8fd8\u80fd\u5e2e\u52a9\u4f60\u7b80\u5316\u5408\u89c4\u4e0e\u62a5\u544a\u6d41\u7a0b\u3002\u4f60\u8fd8\u5c06\u83b7\u5f97\u589e\u5f3a\u7684\u5b89\u5168\u7279\u6027\u548c\u667a\u80fd\u5408\u7ea6\u7684\u5f3a\u6267\u884c\u529b\uff0c\u8fd9\u5bf9\u53d7\u76d1\u7ba1\u884c\u4e1a\u5c24\u4e3a\u5173\u952e\u3002\u5982\u679c\u4f60\u5e0c\u671b\u670d\u52a1\u94f6\u884c\u548c\u91d1\u878d\u79d1\u6280\u673a\u6784\uff0c\u5c31\u9700\u8981\u91cd\u70b9\u5173\u6ce8\u65e2\u652f\u6301\u4e24\u79cd\u6a21\u5f0f\u3001\u53c8\u80fd\u7075\u6d3b\u96c6\u6210\u7684\u5e73\u53f0\u3002<\/p>\n
\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n
\u7528\u6237\u753b\u50cf<\/th>\n \u6700\u9002\u5408\u7684token\u5316\u6a21\u578b<\/th>\n \u5173\u952e\u6536\u76ca<\/th>\n<\/tr>\n
AI \/ \u6570\u636e\u4e2d\u5fc3<\/td>\n \u7b97\u529btoken\u5316<\/td>\n \u8d44\u6e90\u53d8\u73b0\u3001\u5feb\u901f\u6269\u5c55\u3001\u6210\u672c\u8282\u7ea6<\/td>\n<\/tr>\n
\u94f6\u884c \/ \u91d1\u878d\u79d1\u6280<\/td>\n \u573a\u666ftoken\u5316<\/td>\n \u6d41\u52a8\u6027\u3001\u5408\u89c4\u6027\u3001\u8d44\u4ea7\u591a\u5143\u5316<\/td>\n<\/tr>\n
\u6295\u8d44\u8005 \/ \u521d\u521b\u516c\u53f8<\/td>\n token\u5316\u5373\u670d\u52a1<\/td>\n \u4f4e\u51c6\u5165\u95e8\u69db\u3001\u7075\u6d3b\u6027\u3001\u9ad8\u5b89\u5168\u6027<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n
\u6ce8\u610f\uff1a\u4f60\u5e94\u5f53\u59cb\u7ec8\u5c06token\u5316\u6218\u7565\u4e0e\u81ea\u8eab\u4e1a\u52a1\u9700\u6c42\u548c\u5e02\u573a\u73af\u5883\u76f8\u5339\u914d\u3002<\/p><\/blockquote>\n
\u6700\u5927\u5316\u76c8\u5229<\/h3>\n
\u5728\u7b97\u529btoken\u5316\u4e2d\uff0c\u4f60\u53ef\u4ee5\u901a\u8fc7\u91c7\u7528\u6700\u65b0\u786c\u4ef6\u548c\u4f18\u5316\u8fd0\u8425\u6765\u6700\u5927\u5316\u76c8\u5229\u3002\u5347\u7ea7\u81f3 NVIDIA Hopper \u6216 Blackwell \u7b49\u5148\u8fdb\u5e73\u53f0\uff0c\u53ef\u4ee5\u63d0\u5347\u6bcf\u74e6\u7279\u53ef\u4ea4\u4ed8token\u6570\uff08tokens-per-watt\uff09\u3002\u4f60\u5e94\u5f53\u5728\u4e0d\u540c\u670d\u52a1\u7b49\u7ea7\u4e4b\u95f4\u5408\u7406\u5206\u914d\u7b97\u529b\uff0c\u4ee5\u5e73\u8861\u541e\u5410\u91cf\u4e0e\u4ef7\u683c\u3002\u901a\u8fc7\u4ece\u65e0\u72b6\u6001\u7f16\u6392\u8f6c\u5411\u6709\u72b6\u6001\u7f16\u6392\uff0c\u4ee5\u53ca\u4f7f\u7528\u52a8\u6001\u4e0a\u4e0b\u6587\u7a97\u53e3\u5206\u914d\uff0c\u4f60\u4e5f\u80fd\u964d\u4f4e\u6210\u672c\u3002\u5ef6\u8fdf\u611f\u77e5\u7684\u6a21\u578b\u8def\u7531\u548c\u4fdd\u6301 KV-Cache \u5e38\u9a7b\u5185\u5b58\u5c06\u8fdb\u4e00\u6b65\u63d0\u5347\u6027\u80fd\u3002\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\uff0c\u4ee5\u7cbe\u8c03\u7684\u5c0f\u578b\u6a21\u578b\u66ff\u4ee3\u901a\u7528\u5927\u6a21\u578b\uff0c\u4e5f\u6709\u52a9\u4e8e\u63d0\u9ad8\u6548\u7387\u3002\u901a\u8fc7\u5728\u751f\u6210\u524d\u8fdb\u884c\u9884\u8ba1\u7b97\u548c\u5411\u91cf\u9884\u7b5b\u9009\uff0c\u4f60\u53ef\u4ee5\u8fdb\u4e00\u6b65\u7b80\u5316\u6574\u4f53\u6d41\u7a0b\u3002<\/p>\n
\u5728\u573a\u666ftoken\u5316\u4e2d\uff0c\u4f60\u5e94\u5c3d\u91cf\u4f7f\u7528\u5177\u5907\u7edf\u4e00\u6570\u636e\u67b6\u6784\u7684\u5355\u4e00\u5e73\u53f0\u3002\u8fd9\u53ef\u4ee5\u51cf\u5c11\u9519\u8bef\u5e76\u964d\u4f4e\u7ba1\u7406\u5f00\u9500\u3002\u534f\u8c03\u4e00\u81f4\u7684\u5408\u89c4\u7ba1\u7406\u548c\u6d41\u7545\u7684\u7528\u6237\u4f53\u9a8c\uff0c\u6709\u52a9\u4e8e\u4f60\u66f4\u597d\u5730\u670d\u52a1\u94f6\u884c\u548c\u91d1\u878d\u79d1\u6280\u673a\u6784\u3002\u901a\u8fc7\u907f\u514d\u591a\u5382\u5546\u7ec4\u5408\u65b9\u6848\uff0c\u4f60\u53ef\u4ee5\u964d\u4f4e\u6280\u672f\u98ce\u9669\u5e76\u63a7\u5236\u6210\u672c\u3002\u66f4\u5feb\u7684\u5b9e\u65bd\u5468\u671f\u4e5f\u8ba9\u4f60\u80fd\u66f4\u8fc5\u901f\u5730\u54cd\u5e94\u5e02\u573a\u53d8\u5316\u3002\u201ctoken\u5316\u5373\u670d\u52a1\u201d\u6a21\u5f0f\u53ef\u4ee5\u4e3a\u4f60\u5e26\u6765\u53ef\u9884\u6d4b\u7684\u6210\u672c\u7ed3\u6784\u548c\u9ad8\u6548\u7684\u90e8\u7f72\u65b9\u5f0f\u3002<\/p>\n
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\n
<\/div>\n<\/div>\n
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\n
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