{"id":31627,"date":"2026-04-14T16:29:54","date_gmt":"2026-04-14T08:29:54","guid":{"rendered":"https:\/\/www.varidata.com\/uncategorized-zh-tw\/how-tokens-large-models-and-gpu-power-relate\/"},"modified":"2026-04-14T16:33:34","modified_gmt":"2026-04-14T08:33:34","slug":"how-tokens-large-models-and-gpu-power-relate","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/how-tokens-large-models-and-gpu-power-relate\/","title":{"rendered":"Tokens\u3001\u5927\u6a21\u578b\u8207 GPU \u7b97\u529b\u7684\u95dc\u4fc2"},"content":{"rendered":"<style>\n    table, th, td {\n        border: 1px solid black;\n        border-collapse: collapse;\n    }\n<\/style>\n<p>\u6bcf\u7576\u4f60\u4f7f\u7528<a target=\"_self\" href=\"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/gpu-inference-architecture-for-generative-ai\/\">AI \u7cfb\u7d71<\/a>\u6642\uff0c\u90fd\u5728\u548c tokens \u6253\u4ea4\u9053\u3002Tokens \u662f\u6a21\u578b\u5728\u7406\u89e3\u4f60\u7684\u8f38\u5165\u8207\u7522\u751f\u56de\u61c9\u6642\u8655\u7406\u7684\u6700\u5c0f\u8cc7\u6599\u55ae\u5143\u3002Tokens \u4e5f\u662f\u4e00\u7a2e\u5206\u914d GPU \u7b97\u529b\u7684\u65b9\u5f0f\uff0c\u8b93\u4f60\u80fd\u53d6\u5f97\u6070\u597d\u6eff\u8db3\u9700\u6c42\u7684 GPU \u8cc7\u6e90\uff0c\u7121\u8ad6\u4f60\u4f7f\u7528\u7684\u662f\u672c\u5730\u786c\u9ad4\uff0c\u9084\u662f\u96f2\u7aef\u7684<a target=\"_self\" href=\"https:\/\/www.varidata.com\/zh-tw\/server\/tokyo\/cn2\/\">\u65e5\u672c\u4f3a\u670d\u5668\u79df\u7528<\/a>\u3002\u96a8\u8457 tokens \u4f7f\u7528\u91cf\u7684\u589e\u52a0\uff0c\u5c0d\u9ad8\u6548\u80fd GPU \u7cfb\u7d71\u7684\u9700\u6c42\u4e5f\u96a8\u4e4b\u4e0a\u5347\u3002<\/p>\n<ul>\n<li>\n<p>Meta \u5728 2023 \u5e74\u9700\u8981 50,000 \u5f35 H100 GPU\uff0c\u4f7f\u5176 AI \u9810\u7b97\u589e\u52a0\u4e86 8 \u5104\u7f8e\u5143\u3002<\/p>\n<\/li>\n<li>\n<p>\u8a13\u7df4\u50cf LLaMA-3 \u9019\u6a23\u7684\u6a21\u578b\uff0c\u9700\u8981\u4f7f\u7528\u4e00\u500b\u7531 16K \u584a H100-80GB \u7d44\u6210\u7684 GPU \u53e2\u96c6\u6301\u7e8c\u8a13\u7df4 54 \u5929\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4f60\u53ef\u4ee5\u6e05\u695a\u5730\u770b\u5230\uff0ctokens\u3001\u6a21\u578b\u8207 GPU \u7b97\u529b\u5982\u4f55\u5f62\u5851\u4f60\u4f7f\u7528 AI \u7684\u9ad4\u9a57\u3002\u4e0b\u8868\u5c55\u793a\u4e86 GPU \u7b97\u529b\u300c\u4ee3\u5e63\u5316\u300d\u5982\u4f55\u958b\u555f\u65b0\u7684\u53ef\u80fd\u6027\uff1a<\/p>\n<div fullwidth=\"\" 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;\">\n          <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u9762\u5411<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8aaa\u660e<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>GPU \u7b97\u529b\u4ee3\u5e63\u5316<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5c07 GPU \u5bb9\u91cf\u8f49\u63db\u70ba\u53ef\u4ea4\u6613\u7684\u4ee3\u5e63\uff0c\u8b93\u5168\u7403\u4f7f\u7528\u8005\u90fd\u80fd\u6309\u4efd\u984d\u4f7f\u7528\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8\u6548\u90e8\u7f72<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5373\u6642\u5339\u914d\u4f9b\u9700\uff0c\u8b93\u4f60\u6309\u9700\u53d6\u5f97\u7b97\u529b\u8cc7\u6e90\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5168\u7403\u53ef\u8fd1\u6027<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6253\u7834\u9580\u6abb\uff0c\u8b93\u4efb\u4f55\u4eba\u90fd\u80fd\u5728\u4e16\u754c\u5404\u5730\u53c3\u8207 AI \u958b\u767c\u8207\u7814\u7a76\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h2>\u95dc\u9375\u91cd\u9ede<\/h2>\n<ul>\n<li>\n<p>Tokens \u662f AI \u7684\u300c\u7a4d\u6728\u300d\uff0c\u4ee3\u8868\u6a21\u578b\u7528\u65bc\u7522\u751f\u56de\u61c9\u7684\u6700\u5c0f\u8cc7\u6599\u55ae\u5143\u3002<\/p>\n<\/li>\n<li>\n<p>\u9ad8\u6548\u7684\u300c\u4ee3\u5e63\u5316\u300d\u6709\u52a9\u65bc\u66f4\u597d\u5730\u5206\u914d GPU \u8cc7\u6e90\uff0c\u6e1b\u5c11\u6d6a\u8cbb\u4e26\u512a\u5316\u6548\u80fd\u3002<\/p>\n<\/li>\n<li>\n<p>\u5927\u578b AI \u6a21\u578b\u9700\u8981\u5927\u91cf GPU \u7b97\u529b\uff0c\u9ad8\u968e\u904b\u7b97\u57fa\u790e\u8a2d\u65bd\u5c0d\u8a13\u7df4\u8207\u63a8\u7406\u81f3\u95dc\u91cd\u8981\u3002<\/p>\n<\/li>\n<li>\n<p>\u57fa\u65bc token \u7684\u8a08\u91cf\u7cfb\u7d71\u652f\u63f4\u5f48\u6027\u53d6\u5f97 GPU \u8cc7\u6e90\uff0c\u8b93\u4f7f\u7528\u8005\u53ea\u70ba\u5be6\u969b\u7528\u91cf\u4ed8\u8cbb\u3002<\/p>\n<\/li>\n<li>\n<p>\u76e3\u63a7\u4f8b\u5982\u300c\u6bcf\u74e6 tokens \u6578\uff08tokens per watt\uff09\u300d\u7b49\u6307\u6a19\uff0c\u6709\u52a9\u65bc\u63d0\u5347\u6548\u7387\u4e26\u964d\u4f4e AI \u5c08\u6848\u7684\u71df\u904b\u6210\u672c\u3002<\/p>\n<\/li>\n<\/ul>\n<h2>\u4ec0\u9ebc\u662f AI \u4e2d\u7684 Tokens<\/h2>\n<h3>\u4f5c\u70ba\u8cc7\u6599\u55ae\u5143\u7684 Tokens<\/h3>\n<p>\u7576\u4f60\u8207 AI \u4e92\u52d5\u6642\uff0c\u5168\u7a0b\u90fd\u5728\u4f7f\u7528 tokens\u3002Tokens \u662f AI \u6a21\u578b\u5728\u8a13\u7df4\u8207\u63a8\u7406\u904e\u7a0b\u4e2d\u8655\u7406\u7684\u6700\u5c0f\u8cc7\u6599\u55ae\u4f4d\u3002\u4f60\u53ef\u4ee5\u628a tokens \u8996\u70ba\u300c\u7a4d\u6728\u584a\u300d\u3002\u6bcf\u500b token \u4ee3\u8868\u4e00\u6bb5\u8cc7\u8a0a\uff0c\u4f8b\u5982\u4e00\u500b\u8a5e\u3001\u8a5e\u7684\u4e00\u90e8\u5206\uff0c\u751a\u81f3\u662f\u4e00\u500b\u5b57\u5143\u3002Tokenization\uff08\u5206\u8a5e\uff0f\u5206\u6bb5\uff09\u5c31\u662f\u628a\u8f03\u5927\u584a\u7684\u8cc7\u6599\u62c6\u89e3\u6210\u9019\u4e9b\u5c0f\u55ae\u5143\u7684\u904e\u7a0b\uff0c\u9019\u4e00\u6b65\u6709\u52a9\u65bc AI \u6a21\u578b\u7406\u89e3\u4e26\u5b78\u7fd2\u4f60\u7684\u8f38\u5165\u3002<\/p>\n<ul>\n<li>\n<p>Tokens \u8b93 AI \u80fd\u5920\u9032\u884c\u9810\u6e2c\u3001\u751f\u6210\u8207\u63a8\u7406\u3002<\/p>\n<\/li>\n<li>\n<p>Tokenization \u6703\u5c07\u53e5\u5b50\u6216\u6bb5\u843d\u62c6\u5206\u70ba\u53ef\u7ba1\u7406\u7684\u5c0f\u7247\u6bb5\u3002<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u900f\u904e\u5b78\u7fd2 tokens \u4e4b\u9593\u7684\u95dc\u4fc2\u4f86\u63d0\u5347\u80fd\u529b\u3002<\/p>\n<\/li>\n<li>\n<p>\u8655\u7406 tokens \u7684\u6548\u7387\u6703\u5f71\u97ff AI \u7684\u56de\u61c9\u901f\u5ea6\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u8a13\u7df4\u968e\u6bb5\uff0c\u6a21\u578b\u6703\u770b\u5230\u6578\u5341\u5104\u751a\u81f3\u6578\u5146\u500b tokens\uff0c\u5f9e\u9f90\u5927\u7684\u8a13\u7df4\u8cc7\u6599\u96c6\u4e2d\u5b78\u7fd2\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u7576\u4f60\u5411 AI \u767c\u9001\u4e00\u500b\u63d0\u793a\uff08prompt\uff09\u6642\uff0c\u7cfb\u7d71\u6703\u5148\u900f\u904e tokenization \u628a\u4f60\u7684\u8f38\u5165\u8f49\u63db\u6210 tokens\u3002\u6a21\u578b\u96a8\u5f8c\u8655\u7406\u9019\u4e9b tokens\uff0c\u4e26\u4ee5 tokens \u7684\u5f62\u5f0f\u7522\u751f\u56de\u61c9\u3002\u9ad8\u54c1\u8cea\u7684 tokens \u80fd\u5e6b\u52a9 AI \u6a21\u578b\u767c\u63ee\u66f4\u597d\u6548\u80fd\uff0c\u8b93\u4f60\u7684\u9ad4\u9a57\u66f4\u9806\u66a2\u3001\u66f4\u7cbe\u6e96\u3002<\/p>\n<h3>Tokens \u8207\u8cc7\u6e90\u5206\u914d<\/h3>\n<p>Tokens \u4e0d\u53ea\u662f\u8cc7\u6599\u8f09\u9ad4\uff0c\u5b83\u5011\u5728\u4f60\u5982\u4f55\u53d6\u5f97 AI \u8cc7\u6e90\u65b9\u9762\u4e5f\u626e\u6f14\u95dc\u9375\u89d2\u8272\u3002\u7576\u4f60\u4f7f\u7528 AI \u670d\u52d9\u6642\uff0c\u4f60\u6240\u8655\u7406\u7684 token \u6578\u91cf\u5f80\u5f80\u6c7a\u5b9a\u4e86\u9700\u8981\u591a\u5c11 GPU \u7b97\u529b\u3002Tokenization \u8b93\u9019\u500b\u904e\u7a0b\u66f4\u5bb9\u6613\u8861\u91cf\u8207\u5206\u914d\u3002<\/p>\n<p>\u73fe\u4ee3 AI \u7cfb\u7d71\u4f7f\u7528\u5148\u9032\u6a5f\u5236\uff0c\u4f9d\u64da token \u4f7f\u7528\u60c5\u6cc1\u5206\u914d GPU \u8cc7\u6e90\u3002\u4f8b\u5982\uff0c\u4e00\u500b TokenPool \u63a7\u5236\u5668\u6703\u8ffd\u8e64\u9700\u6c42\u4e26\u7ba1\u7406\u5f8c\u7aef\u5bb9\u91cf\u3002\u7576\u4f60\u767c\u51fa\u8acb\u6c42\u6642\uff0cAI \u9598\u9053\u6703\u6aa2\u67e5\u4f60\u7684\u63a8\u7406 key\uff0c\u4e26\u5206\u914d\u5408\u9069\u7684\u8cc7\u6e90\u3002\u7cfb\u7d71\u6703\u900f\u904e\u898f\u5283\u5668\uff08planner\uff09\u4f86\u4f38\u7e2e GPU worker\uff0c\u4ee5\u6eff\u8db3\u670d\u52d9\u76ee\u6a19\u3002\u5982\u679c\u9700\u6c42\u7a81\u7136\u98c6\u5347\uff0c\u50b5\u52d9\u6a5f\u5236\u8207\u300c\u7a81\u767c\u5f37\u5ea6\u300d\u8ffd\u8e64\u5668\u6703\u78ba\u4fdd\u516c\u5e73\u5206\u914d\uff0c\u9632\u6b62\u67d0\u500b\u4f7f\u7528\u8005\u7368\u4f54\u8cc7\u6e90\u3002<\/p>\n<p>\u5728\u8a31\u591a AI \u5e73\u53f0\u4e2d\uff0c\u865b\u64ec\u7bc0\u9ede\u4ee3\u8868 token \u6c60\u5bb9\u91cf\u3002\u7576\u4f60\u8acb\u6c42 tokens \u6642\uff0c\u6392\u7a0b\u5668\u6703\u6aa2\u67e5\u662f\u5426\u6709\u8db3\u5920\u7684\u5bb9\u91cf\u3002\u9019\u7a2e\u65b9\u5f0f\u907f\u514d\u55ae\u4e00\u4f7f\u7528\u8005\u58df\u65b7\u8cc7\u6e90\uff0c\u4e26\u8b93\u7cfb\u7d71\u5c0d\u6240\u6709\u4eba\u4fdd\u6301\u516c\u5e73\u3002\u900f\u904e tokenization\uff0c\u53ef\u4ee5\u6709\u6548\u7387\u5730\u5171\u4eab GPU \u7b97\u529b\uff0c\u8b93\u4f60\u5728\u4e0d\u6d6a\u8cbb\u8cc7\u6e90\u7684\u524d\u63d0\u4e0b\u53d6\u5f97\u6240\u9700\u7b97\u529b\u3002<\/p>\n<h2>\u5927\u6a21\u578b\u8207 GPU \u7b97\u529b<\/h2>\n<h3>\u70ba\u4ec0\u9ebc\u5927\u6a21\u578b\u9700\u8981 GPU<\/h3>\n<p>\u7576\u4f60\u4f7f\u7528\u5927\u6a21\u578b\u6642\uff0c\u5c31\u80fd\u771f\u6b63\u611f\u53d7\u5230 GPU \u904b\u7b97\u7684\u5a01\u529b\u3002\u9019\u985e\u6a21\u578b\u5f80\u5f80\u64c1\u6709\u6578\u767e\u5104\u53c3\u6578\uff0c\u4e26\u4f7f\u7528 TB \u7b49\u7d1a\u7684\u8cc7\u6599\u96c6\u3002\u4f60\u9700\u8981 GPU \u53e2\u96c6\u4f86\u652f\u6490\u9019\u7a2e\u898f\u6a21\u3002GPU \u64c1\u6709\u6210\u5343\u4e0a\u842c\u500b\u6838\u5fc3\uff0c\u53ef\u4ee5\u9ad8\u901f\u57f7\u884c\u77e9\u9663\u8207\u5411\u91cf\u904b\u7b97\uff0c\u9019\u7a2e\u5e73\u884c\u8655\u7406\u80fd\u529b\u5c0d\u795e\u7d93\u7db2\u8def\u7684\u8a13\u7df4\u8207\u63a8\u7406\u81f3\u95dc\u91cd\u8981\u3002<\/p>\n<p>\u8a13\u7df4\u5927\u6a21\u578b\u6642\uff0c\u4f60\u8981\u8655\u7406\u6d77\u91cf\u8cc7\u6599\u3002\u8a13\u7df4\u8cc7\u6599\u96c6\u7684\u898f\u6a21\u9060\u5927\u65bc\u63a8\u7406\u6642\u7684\u63d0\u793a\uff08prompt\uff09\u3002\u8a13\u7df4\u6240\u9700\u6642\u9593\u53ef\u80fd\u6bd4\u55ae\u6b21\u63a8\u7406\u9577\u4e0a\u6578\u5341\u5104\u500d\u3002\u5982\u679c\u53ea\u7528\u4e00\u5f35 GPU\uff0c\u8a13\u7df4\u53ef\u80fd\u8981\u8017\u6642\u6578\u5341\u5e74\u3002\u4f60\u5fc5\u9808\u4ef0\u8cf4\u9ad8\u6548\u80fd\u904b\u7b97\u53e2\u96c6\uff0c\u624d\u80fd\u5728\u5408\u7406\u6642\u9593\u5167\u5b8c\u6210\u8a13\u7df4\u3002GPU \u4e5f\u5177\u5099\u9ad8\u983b\u5bec\u986f\u793a\u8a18\u61b6\u9ad4\u8207\u5927\u5bb9\u91cf\u5feb\u53d6\uff0c\u9019\u4e9b\u7279\u6027\u6709\u52a9\u65bc\u5728\u8a13\u7df4\u671f\u9593\u56e0\u61c9\u9f90\u5927\u7684\u8cc7\u6599\u9700\u6c42\u3002<\/p>\n<p>\u4f60\u9084\u5fc5\u9808\u8003\u616e\u5bb9\u932f\u8207\u6aa2\u67e5\u9ede\uff08checkpointing\uff09\u554f\u984c\u3002\u4e2d\u65b7\u53ef\u80fd\u5c0e\u81f4\u8cc7\u6599\u907a\u5931\uff0c\u9ad8\u6548\u7b56\u7565\u53ef\u4ee5\u5e6b\u52a9\u4f60\u6062\u5fa9\u4e26\u7e7c\u7e8c\u8a13\u7df4\u3002\u524d\u6cbf\u6a21\u578b\u7684\u8a13\u7df4\u529f\u8017\u8fd1\u5e74\u4f86\u5feb\u901f\u4e0a\u5347\uff0c\u6709\u4e9b\u6a21\u578b\u9700\u8981\u8d85\u904e 100 \u5146\u74e6\u7684\u96fb\u529b\u5bb9\u91cf\u3002\u4f60\u9700\u8981\u5148\u9032\u7684\u57fa\u790e\u8a2d\u65bd\u4f86\u652f\u6490\u9019\u4e9b\u9700\u6c42\u3002<\/p>\n<ul>\n<li>\n<p>\u5927\u6a21\u578b\u904b\u4f5c\u5728\u6975\u5927\u898f\u6a21\u4e4b\u4e0a\u3002<\/p>\n<\/li>\n<li>\n<p>GPU \u91dd\u5c0d\u795e\u7d93\u7db2\u8def\u7684\u5e73\u884c\u904b\u7b97\u9032\u884c\u4e86\u6700\u4f73\u5316\u3002<\/p>\n<\/li>\n<li>\n<p>\u9ad8\u983b\u5bec\u986f\u793a\u8a18\u61b6\u9ad4\u53ef\u4ee5\u652f\u6490\u9f90\u5927\u7684\u8cc7\u6599\u9700\u6c42\u3002<\/p>\n<\/li>\n<li>\n<p>\u8a13\u7df4\u6240\u9700\u6642\u9593\u9060\u9577\u65bc\u63a8\u7406\u3002<\/p>\n<\/li>\n<li>\n<p>\u96a8\u8457\u6a21\u578b\u898f\u6a21\u589e\u5927\uff0c\u6240\u9700\u96fb\u529b\u5bb9\u91cf\u4e5f\u96a8\u4e4b\u63d0\u5347\u3002<\/p>\n<\/li>\n<\/ul>\n<p>GPU \u6280\u8853\u7684\u9032\u6b65\u8b93\u4f60\u53ef\u4ee5\u8655\u7406\u66f4\u9577\u7684\u4e0a\u4e0b\u6587\u8996\u7a97\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528 activation recomputation\uff08\u555f\u52d5\u91cd\u8a08\u7b97\uff09\u8207 context parallelism\uff08\u4e0a\u4e0b\u6587\u5e73\u884c\u5316\uff09\u7b49\u6280\u8853\u4f86\u512a\u5316\u986f\u5b58\u7ba1\u7406\u4e26\u964d\u4f4e\u8a08\u7b97\u958b\u92b7\u3002\u5982\u4eca\uff0c\u4f60\u5df2\u7d93\u53ef\u4ee5\u6709\u6548\u7387\u5730\u8655\u7406\u4e0a\u767e\u842c\u500b tokens\u3002\u9019\u7a2e\u5ef6\u5c55\u6027\u5c0d\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u4f86\u8aaa\u81f3\u95dc\u91cd\u8981\u3002<\/p>\n<h3>Token \u8ca0\u8f09\u8207 GPU \u9700\u6c42<\/h3>\n<p>\u4f60\u6703\u767c\u73fe\uff0c\u6a21\u578b\u8655\u7406\u7684 token \u6578\u91cf\u6703\u76f4\u63a5\u5f71\u97ff GPU \u9700\u6c42\u3002\u7576 token \u8ca0\u8f09\u589e\u52a0\u6642\uff0cGPU \u4f7f\u7528\u7387\u4e5f\u6703\u63d0\u5347\u3002\u6bcf\u500b token \u5728\u8a13\u7df4\u8207\u63a8\u7406\u4e2d\u90fd\u9700\u8981\u904b\u7b97\u8cc7\u6e90\uff0c\u66f4\u5927\u7684\u6a21\u578b\u9700\u8981\u5728\u66f4\u77ed\u6642\u9593\u5167\u8655\u7406\u66f4\u591a tokens\uff0c\u9032\u4e00\u6b65\u63a8\u9ad8 GPU \u7b97\u529b\u9700\u6c42\u3002<\/p>\n<p>\u96a8\u8457 token \u8ca0\u8f09\u63d0\u5347\uff0c\u986f\u5b58\u8207\u983b\u5bec\u9700\u6c42\u4e5f\u6703\u540c\u6b65\u4e0a\u5347\u3002\u4f60\u5fc5\u9808\u5206\u914d\u66f4\u591a\u904b\u7b97\u8cc7\u6e90\u4f86\u56e0\u61c9\u9019\u4e9b\u9700\u6c42\u3002\u9ad8\u6548\u7684 tokenization \u7b56\u7565\uff08\u4f8b\u5982 fastokens\uff09\u53ef\u4ee5\u5927\u5e45\u52a0\u901f\u8655\u7406\u3002Fastokens \u76f8\u8f03\u6a19\u6e96 tokenizer \u80fd\u9054\u6210\u8d85\u904e 9 \u500d\u7684\u52a0\u901f\uff1b\u5c0d\u65bc\u8d85\u904e 50K tokens \u7684\u9577\u63d0\u793a\uff0c\u901f\u5ea6\u751a\u81f3\u53ef\u63d0\u5347\u5230 17 \u500d\u3002\u9019\u6703\u7e2e\u77ed\u300c\u9996 token \u6642\u9593\u300d\uff08time to first token\uff09\uff0c\u4e26\u6539\u5584\u771f\u5be6\u63a8\u7406\u5de5\u4f5c\u8ca0\u8f09\u3002<\/p>\n<p>\u5728\u57f7\u884c\u5927\u6a21\u578b\u6642\uff0c\u4f60\u6703\u9762\u81e8 VRAM\uff08\u986f\u793a\u8a18\u61b6\u9ad4\uff09\u9650\u5236\u3002\u4e0b\u8868\u5c55\u793a\u4e86\u4e00\u500b 300 \u5104\u53c3\u6578\u6a21\u578b\u5728\u5178\u578b\u914d\u7f6e\u4e0b\u7684\u986f\u5b58\u5360\u7528\uff1a<\/p>\n<div fullwidth=\"\" 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;\">\n          <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u7d44\u4ef6<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>4-bit \u5927\u5c0f\uff08GB\uff09<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8aaa\u660e<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6a21\u578b\u6b0a\u91cd\uff0830B @ 4-bit\uff09<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>15.0<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>4 bits\/param \u00d7 30B = 15GB<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>KV Cache\uff0816K \u4e0a\u4e0b\u6587\uff0c1 \u57f7\u884c\u7dd2\uff09<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>3.2<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7d04 ~106MB\/1K tokens \u00d7 16 = ~1.7GB\uff08\u6bcf\u57f7\u884c\u7dd2\uff09\uff0c\u4f9d\u57f7\u884c\u7dd2\u6578\u653e\u5927\uff1b\u5be6\u969b\u7e3d\u8a08\u7d04 3.2GB<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6846\u67b6\u8207 CUDA \u958b\u92b7<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>2.5<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5305\u542b PyTorch\uff0fCUDA\u3001\u6392\u7a0b\u5668\u8207\u788e\u7247\u5316\u7b49\u958b\u92b7<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6240\u9700\u986f\u5b58\u7e3d\u91cf<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>20.7<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u55ae\u4e00\u4f7f\u7528\u8005\u3001\u7121\u6279\u6b21\u8655\u7406\u3001\u76e1\u91cf\u6e1b\u5c11\u4e0a\u4e0b\u6587\u907a\u5931\u7684\u914d\u7f6e<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>\u4f60\u901a\u5e38\u9700\u8981\u5c07\u8ca0\u8f09\u5206\u6563\u5230\u591a\u5f35 GPU \u4e0a\u3002\u8ca0\u8f09\u5e73\u8861\u67b6\u69cb\u5e6b\u52a9\u4f60\u7ba1\u7406 GPU \u5de5\u4f5c\u8ca0\u8f09\u3002\u4f60\u53ef\u4ee5\u63a1\u7528\u96c6\u4e2d\u5f0f\u3001\u5206\u6563\u5f0f\u3001\u968e\u5c64\u5f0f\u4ee5\u53ca\u7121\u4f3a\u670d\u5668\u7b49\u591a\u7a2e\u65b9\u5f0f\u3002\u52d5\u614b\u6279\u6b21\u8655\u7406\u6703\u5c07\u591a\u500b\u8acb\u6c42\u5408\u4f75\u70ba\u4e00\u6b21\u64cd\u4f5c\uff0c\u85c9\u6b64\u63d0\u5347\u8f38\u9001\u91cf\u8207\u6548\u7387\u3002\u5065\u5eb7\u6aa2\u67e5\u8207\u6548\u80fd\u6307\u6a19\u7b49\u76e3\u63a7\u6280\u8853\u53ef\u4ee5\u78ba\u4fdd GPU \u6301\u7e8c\u7a69\u5b9a\u904b\u4f5c\u3002\u5de5\u4f5c\u968e\u6bb5\u89aa\u548c\u6027\uff08session affinity\uff09\u6709\u52a9\u65bc\u5728\u591a\u6b21\u8acb\u6c42\u4e4b\u9593\u7dad\u6301\u4e0a\u4e0b\u6587\uff0c\u4e00\u4e9b\u67b6\u69cb\u4e5f\u6703\u8003\u91cf\u5730\u7406\u5206\u4f48\u5c0d\u5ef6\u9072\u8207\u983b\u5bec\u6210\u672c\u7684\u5f71\u97ff\u3002<\/p>\n<p>\u4f60\u53ef\u80fd\u6703\u6bd4\u8f03\u4e0d\u540c GPU \u67b6\u69cb\u7684\u6548\u80fd\uff0c\u4f8b\u5982 NVIDIA H100\u3001H200\u3001B200\uff0c\u4ee5\u53ca AMD MI300X\u3002\u4f60\u6703\u95dc\u6ce8\u7cfb\u7d71\u6574\u9ad4\u8f38\u51fa\u541e\u5410\u91cf\u3001\u55ae\u6b21\u8acb\u6c42\u8f38\u51fa\u901f\u5ea6\u8207\u7aef\u5230\u7aef\u5ef6\u9072\u3002\u6210\u672c\u6548\u7387\u540c\u6a23\u91cd\u8981\uff0c\u4f60\u6703\u8861\u91cf\u300c\u6bcf\u82b1\u4e00\u7f8e\u5143 GPU \u79df\u7528\u8cbb\u7528\uff0c\u6bcf\u79d2\u80fd\u7522\u751f\u591a\u5c11 tokens\u300d\u3002\u9019\u4e9b\u6548\u80fd\u57fa\u6e96\u80fd\u5e6b\u52a9\u4f60\u70ba AI \u5de5\u4f5c\u8ca0\u8f09\u9078\u64c7\u6700\u5408\u9069\u7684 GPU\u3002<\/p>\n<p>\u76ee\u524d\u7684\u9810\u6e2c\u8da8\u52e2\u986f\u793a\uff0cGPU \u9700\u6c42\u5c07\u6301\u7e8c\u4e0a\u5347\u3002\u9810\u8a08 2026 \u5e74 XPU \u652f\u51fa\u5c07\u6210\u9577\u8d85\u904e 22%\u3002\u5230 2030 \u5e74\uff0cAI \u8cc7\u6599\u4e2d\u5fc3\u5bb9\u91cf\u9700\u6c42\u5c07\u9054 156GW\uff0c\u7528\u65bc AI \u57fa\u790e\u8a2d\u65bd\u7684\u8cc7\u672c\u652f\u51fa\u9810\u8a08\u7d04\u70ba 5.2 \u5146\u7f8e\u5143\u3002\u5230 2030 \u5e74\uff0c\u5168\u7403 70% \u7684\u8cc7\u6599\u4e2d\u5fc3\u9700\u6c42\u5c07\u4f86\u81ea AI \u5de5\u4f5c\u8ca0\u8f09\uff0c\u6574\u9ad4\u7528\u96fb\u9700\u6c42\u5728\u672c\u5e74\u4ee3\u7d50\u675f\u524d\u5c07\u589e\u52a0\u7d04 165%\u3002<\/p>\n<blockquote>\n<p>\u5c0f\u63d0\u793a\uff1a\u4f60\u53ef\u4ee5\u900f\u904e\u512a\u5316 tokenization \u548c\u5de5\u4f5c\u8ca0\u8f09\u5206\u914d\uff0c\u6700\u5927\u5316 GPU \u7b97\u529b\u4f7f\u7528\u7387\u4e26\u964d\u4f4e\u8a08\u7b97\u958b\u92b7\u3002<\/p>\n<\/blockquote>\n<p>\u4f60\u53ef\u4ee5\u770b\u5230\uff0c\u7ba1\u7406 tokens\u3001\u5927\u6a21\u578b\u548c GPU \u7b97\u529b\u662f\u5be6\u73fe\u9ad8\u6548\u80fd AI \u904b\u7b97\u7684\u95dc\u9375\u3002\u4f60\u5fc5\u9808\u5728\u904b\u7b97\u8cc7\u6e90\u3001\u7db2\u8def\u6548\u7387\u8207\u8cc7\u6599\u9700\u6c42\u4e4b\u9593\u53d6\u5f97\u5e73\u8861\uff0c\u624d\u80fd\u7372\u5f97\u6700\u4f73\u6210\u679c\u3002<\/p>\n<h2>Tokens \u5982\u4f55\u5f71\u97ff GPU \u6548\u7387<\/h2>\n<h3>\u6bcf\u500b Token \u7684\u80fd\u8017<\/h3>\n<p>\u4f60\u53ef\u4ee5\u900f\u904e\u300c\u8655\u7406\u6bcf\u500b token \u6240\u6d88\u8017\u7684\u80fd\u91cf\u300d\u4f86\u8861\u91cf GPU \u904b\u7b97\u7684\u6548\u7387\u3002\u6bcf\u6b21\u57f7\u884c AI \u6a21\u578b\u6642\uff0c\u4f60\u90fd\u6703\u4f9d\u8cf4 tokenization \u5c07\u8cc7\u6599\u62c6\u89e3\u70ba\u5c0f\u7247\u6bb5\uff0c\u9019\u6709\u52a9\u65bc\u7ba1\u7406 GPU \u8ca0\u8f09\u4e26\u63a7\u5236\u80fd\u8017\u3002\u63a1\u7528\u66f4\u5148\u9032\u7684 tokenization \u65b9\u6cd5\uff0c\u53ef\u4ee5\u7e2e\u77ed\u9996 token \u6642\u9593\u4e26\u6574\u9ad4\u52a0\u901f\u8655\u7406\u3002<\/p>\n<p>\u73fe\u4ee3 GPU \u67b6\u69cb\u5728\u8655\u7406 tokens \u65b9\u9762\u53d6\u5f97\u4e86\u5de8\u5927\u9032\u5c55\uff0c\u8207\u8f03\u65e9\u671f\u7cfb\u7d71\u76f8\u6bd4\uff0c\u5ef6\u9072\u6700\u591a\u53ef\u964d\u4f4e 40 \u500d\u3002\u9019\u4ee3\u8868\u4f60\u80fd\u4ee5\u66f4\u4f4e\u80fd\u8017\u7372\u5f97\u66f4\u5feb\u56de\u61c9\u3002\u4f60\u4e5f\u53ef\u4ee5\u85c9\u7531\u8207\u6301\u4e45\u6027\u5132\u5b58\u7684\u6574\u5408\uff0c\u5728\u4e0d\u62d6\u6162 tokenization \u7684\u60c5\u6cc1\u4e0b\u5132\u5b58\u6d77\u91cf\u8cc7\u6599\u3002\u5feb\u53d6\u65b9\u6848\u53ef\u4ee5\u5c07\u5e38\u7528\u4e0a\u4e0b\u6587\u4fdd\u7559\u5728 GPU \u9644\u8fd1\uff0c\u907f\u514d\u91cd\u8907\u8b80\u53d6\u76f8\u540c\u8cc7\u6599\u800c\u6d6a\u8cbb\u96fb\u529b\u3002<\/p>\n<div fullwidth=\"\" 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;\">\n          <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6539\u9032\u985e\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8aaa\u660e<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5ef6\u9072\u964d\u4f4e<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>GPU \u6700\u4f73\u5316\u67b6\u69cb\u5728 token \u8655\u7406\u6642\u9593\u4e0a\u53ef\u5be6\u73fe\u6700\u9ad8 40 \u500d\u7684\u5ef6\u9072\u964d\u4f4e\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u55ae\u4f4d\u529f\u8017\u6548\u80fd<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5728\u516d\u4ee3\u67b6\u69cb\u6f14\u9032\u4e2d\uff0c\u5be6\u73fe\u4e86\u6bcf\u5146\u74e6\u63a8\u7406\u541e\u5410\u91cf\u63d0\u5347 1,000,000 \u500d\u7684\u98db\u8e8d\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>\u4f60\u53ef\u4ee5\u770b\u5230\uff0c\u9ad8\u6548\u7684 GPU \u7b97\u529b\u4ee3\u5e63\u5316\u80fd\u5e36\u4f86\u66f4\u9ad8\u541e\u5410\u8207\u66f4\u5c11\u80fd\u91cf\u6d6a\u8cbb\uff0c\u9019\u5c0d\u5c0f\u578b\u8207\u5927\u578b AI \u61c9\u7528\u90fd\u975e\u5e38\u91cd\u8981\u3002<\/p>\n<h3>Tokens per Watt \u6307\u6a19<\/h3>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528 tokens per watt \u6307\u6a19\u4f86\u8861\u91cf GPU \u5c07\u80fd\u91cf\u8f49\u5316\u70ba\u6709\u6548\u5de5\u4f5c\u7684\u80fd\u529b\u3002\u9019\u500b\u6307\u6a19\u6703\u544a\u8a34\u4f60\uff1a\u6bcf\u6d88\u8017 1 \u74e6\u96fb\u529b\u53ef\u4ee5\u7522\u751f\u591a\u5c11 tokens\u3002\u4f60\u9700\u8981\u9019\u9805\u8cc7\u8a0a\u4f86\u6bd4\u8f03\u4e0d\u540c GPU \u7cfb\u7d71\uff0c\u4e26\u70ba\u81ea\u5df1\u7684 AI \u5de5\u4f5c\u8ca0\u8f09\u9078\u64c7\u6700\u9069\u5408\u7684\u65b9\u6848\u3002\u96a8\u8457\u80fd\u6e90\u6210\u672c\u4e0a\u5347\uff0c\u4f60\u5fc5\u9808\u5c08\u6ce8\u63d0\u5347 tokens per watt\uff0c\u4ee5\u7dad\u6301\u9ad8\u6548\u904b\u4f5c\u3002<\/p>\n<p>\u9ad8\u6548\u7684 GPU \u7b97\u529b\u4ee3\u5e63\u5316\u80fd\u63d0\u5347\u8f38\u9001\u91cf\u4e26\u964d\u4f4e\u80fd\u6e90\u5e33\u55ae\u3002\u4f60\u53ef\u4ee5\u5728\u66f4\u77ed\u6642\u9593\u5167\u8655\u7406\u66f4\u591a tokens\uff0c\u4e5f\u5c31\u610f\u5473\u8457\u66f4\u5feb\u7684\u7d50\u679c\u8207\u66f4\u4f4e\u6210\u672c\u3002\u63a1\u7528\u5148\u9032\u7684 tokenization \u65b9\u6cd5\u4e5f\u80fd\u7e2e\u77ed\u9996 token \u6642\u9593\uff0c\u9032\u800c\u70ba\u4f7f\u7528\u8005\u63d0\u4f9b\u66f4\u512a\u8cea\u7684 AI \u670d\u52d9\u3002<\/p>\n<div fullwidth=\"\" 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;\">\n          <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5f71\u97ff\u9818\u57df<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8aaa\u660e<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5ef6\u9072\u964d\u4f4e<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>GPU \u67b6\u69cb\u7684\u9032\u6b65\u8b93 token \u8655\u7406\u6642\u9593\u6700\u591a\u6e1b\u5c11 40 \u500d\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u55ae\u4f4d\u529f\u8017\u6548\u80fd<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6700\u5927\u5316\u55ae\u4f4d\u529f\u8017\u6548\u80fd\uff0c\u662f\u5728 AI \u61c9\u7528\u4e2d\u5275\u9020\u6536\u76ca\u7684\u95dc\u9375\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63a8\u7406\u541e\u5410\u91cf<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>NVIDIA \u5728\u516d\u4ee3\u67b6\u69cb\u8fed\u4ee3\u4e2d\uff0c\u5be6\u73fe\u4e86\u6bcf\u5146\u74e6\u63a8\u7406\u541e\u5410\u91cf\u63d0\u5347 1,000,000 \u500d\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<blockquote>\n<p>\u5c0f\u63d0\u793a\uff1a\u4f60\u61c9\u5b9a\u671f\u76e3\u63a7 tokens per watt \u6307\u6a19\uff0c\u9019\u6709\u52a9\u65bc\u767c\u73fe\u4f4e\u6548\u7387\u74b0\u7bc0\u4e26\u512a\u5316 GPU \u7b97\u529b\u4ee3\u5e63\u5316\u7b56\u7565\u3002<\/p>\n<\/blockquote>\n<p>\u4f60\u53ef\u4ee5\u770b\u5230\uff0ctokenization\u3001tokens \u8207 GPU \u6548\u7387\u4e4b\u9593\u7dca\u5bc6\u76f8\u9023\u3002\u5c08\u6ce8\u9019\u4e9b\u9762\u5411\uff0c\u53ef\u4ee5\u8b93\u4f60\u7684 AI \u6a21\u578b\u66f4\u5feb\u3001\u66f4\u7701\u3001\u66f4\u5177\u6c38\u7e8c\u6027\u3002<\/p>\n<h2>\u5be6\u969b\u53d6\u5f97 GPU \u8cc7\u6e90\u7684\u65b9\u5f0f<\/h2>\n<h3>\u57fa\u65bc Token \u7684\u5206\u914d<\/h3>\n<p>\u900f\u904e\u4f7f\u7528 tokens\uff0c\u4f60\u53ef\u4ee5\u66f4\u6709\u6548\u7387\u5730\u53d6\u5f97 GPU \u8cc7\u6e90\u3002Tokenization \u8b93\u4f60\u53ea\u9700\u70ba AI \u5c08\u6848\u6240\u9700\u7684\u7b97\u529b\u4ed8\u8cbb\uff0c\u7121\u9808\u4e8b\u5148\u9032\u884c\u5927\u898f\u6a21\u786c\u9ad4\u6295\u8cc7\u3002\u4f60\u53ef\u4ee5\u52a0\u5165\u53bb\u4e2d\u5fc3\u5316 AI \u7db2\u8def\uff0c\u8207\u5176\u4ed6\u4eba\u5171\u4eab\u8cc7\u6e90\u3002\u667a\u6167\u5408\u7d04\u5e6b\u52a9\u4f60\u7ba1\u7406\u9019\u4e9b\u4ea4\u6613\uff0c\u6703\u81ea\u52d5\u57f7\u884c\u6d41\u7a0b\u4e26\u78ba\u4fdd\u4f60\u7372\u5f97\u8207\u4ed8\u8cbb\u76f8\u7b26\u7684\u7b97\u529b\u3002\u7531\u65bc\u898f\u5247\u900f\u660e\uff0c\u4f60\u4e0d\u5fc5\u5b8c\u5168\u4fe1\u4efb\u55ae\u4e00\u670d\u52d9\u4f9b\u61c9\u5546\u3002<\/p>\n<div fullwidth=\"\" 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;\">\n          <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u7279\u6027<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u57fa\u65bc Token \u7684 GPU \u5206\u914d<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u50b3\u7d71\u8cc7\u6e90\u5206\u914d<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8cc7\u6e90\u5171\u4eab<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8\uff08GPU \u6c60\u5316\uff09<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f4e\uff08\u5c08\u7528\u8cc7\u6e90\uff09<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f7f\u7528\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u900f\u904e\u52d5\u614b\u64f4\u7e2e\u5bb9\u63d0\u5347\u4f7f\u7528\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7d93\u5e38\u8655\u65bc\u4f4e\u6548\u4f7f\u7528\u72c0\u614b<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6210\u672c\u6548\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5177\u5099\u5927\u5e45\u964d\u4f4e\u6210\u672c\u7684\u6f5b\u529b<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u71df\u904b\u6210\u672c\u8f03\u9ad8<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4efb\u52d9\u512a\u5148\u9806\u5e8f<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5efa\u7acb\u6e05\u6670\u7684\u7b56\u7565<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u901a\u5e38\u4f9d\u8cf4\u81e8\u6642\u6c7a\u7b56<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8cc7\u6e90\u914d\u984d<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9650\u5236\u55ae\u4e00\u4f7f\u7528\u8005\u7684\u6d88\u8017<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u53ef\u63a7\u6027\u8f03\u5f31<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5b58\u53d6\u63a7\u5236<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5177\u5099\u6cbb\u7406\u8207\u7ba1\u63a7\u6a5f\u5236<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6cbb\u7406\u8f03\u5c11<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>Tokenization \u4e5f\u63d0\u5347\u4e86\u53ef\u8fd1\u6027\u8207\u6d41\u52d5\u6027\u3002\u4f60\u53ef\u4ee5\u4ea4\u6613\u4ee3\u8868\u4f01\u696d\u7d1a GPU \u8cc7\u6e90\u300c\u6301\u5206\u300d\u7684\u4ee3\u5e63\u3002\u9019\u7a2e\u6a5f\u5236\u6709\u52a9\u65bc\u4f60\u6700\u5927\u5316\u6536\u76ca\uff0c\u4e26\u78ba\u4fdd GPU \u7b97\u529b\u80fd\u7528\u5728\u771f\u6b63\u9700\u8981\u7684\u5730\u65b9\u3002\u5728\u53bb\u4e2d\u5fc3\u5316 GPU \u7db2\u8def\u4e2d\uff0c\u667a\u6167\u5408\u7d04\u8ca0\u8cac\u5354\u8abf\u773e\u591a\u7368\u7acb\u4f9b\u61c9\u5546\u63d0\u4f9b\u7684\u8cc7\u6e90\u3002\u4f60\u53ef\u4ee5\u628a\u9019\u770b\u4f5c\u4e00\u7a2e\u985e\u4f3c\u300c\u6316\u7926\u300d\u7684\u6a21\u5f0f\uff0c\u53ea\u662f\u4f60\u7684\u904b\u7b97\u4efb\u52d9\u662f\u5be6\u969b\u6709\u7528\u7684 AI \u5de5\u4f5c\u8ca0\u8f09\uff0c\u800c\u4e0d\u662f\u89e3\u8b0e\u3002<\/p>\n<h3>\u53bb\u4e2d\u5fc3\u5316\u5e02\u96c6<\/h3>\n<p>\u4f60\u53ef\u4ee5\u52a0\u5165\u53bb\u4e2d\u5fc3\u5316 AI \u7db2\u8def\uff0c\u5f9e\u4e16\u754c\u5404\u5730\u53d6\u5f97 GPU \u8cc7\u6e90\u3002\u9019\u4e9b\u5e02\u96c6\u900f\u904e tokens \u4f86\u5339\u914d\u4f9b\u9700\uff0c\u4f60\u53ef\u4ee5\u4f9d\u9700\u8981\u8cfc\u8cb7\u3001\u51fa\u552e\u6216\u79df\u7528 GPU \u7b97\u529b\u3002\u9019\u7a2e\u5f48\u6027\u540c\u6642\u9069\u7528\u65bc\u5c0f\u578b\u5718\u968a\u8207\u5927\u578b\u7d44\u7e54\u3002\u53bb\u4e2d\u5fc3\u5316 GPU \u7db2\u8def\u900f\u904e\u667a\u6167\u5408\u7d04\u81ea\u52d5\u5316\u8655\u7406\u4ed8\u6b3e\u8207\u8cc7\u6e90\u5206\u914d\uff0c\u8b93\u4f60\u5728\u7121\u9700\u4f9d\u8cf4\u96c6\u4e2d\u5f0f\u6b0a\u5a01\u7684\u60c5\u6cc1\u4e0b\uff0c\u4ecd\u80fd\u7372\u5f97\u900f\u660e\u8207\u5b89\u5168\u3002<\/p>\n<ul>\n<li>\n<p>Tokenization \u8b93\u4f60\u53ef\u4ee5\u8f15\u9b06\u4ea4\u6613 GPU \u8cc7\u6e90\u3002<\/p>\n<\/li>\n<li>\n<p>\u53bb\u4e2d\u5fc3\u5316 AI \u7db2\u8def\u6703\u5728\u591a\u4f4d\u4f7f\u7528\u8005\u4e4b\u9593\u6700\u4f73\u5316\u8cc7\u6e90\u5206\u914d\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f60\u53ef\u4ee5\u5728\u4e0d\u81ea\u5efa\u6602\u8cb4\u786c\u9ad4\u7684\u524d\u63d0\u4e0b\u53d6\u5f97\u52a0\u901f\u904b\u7b97\u57fa\u790e\u8a2d\u65bd\u3002<\/p>\n<\/li>\n<li>\n<p>\u8cc7\u6e90\u63d0\u4f9b\u8005\u6703\u56e0\u5206\u4eab GPU \u7b97\u529b\u800c\u7372\u5f97\u56de\u5831\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f60\u53ef\u4ee5\u7528 tokens \u652f\u4ed8 AI \u5de5\u4f5c\u8ca0\u8f09\u8cbb\u7528\uff0c\u8b93\u6574\u500b\u6d41\u7a0b\u66f4\u7c21\u55ae\u3001\u516c\u5e73\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u7576\u7136\uff0c\u9019\u4e9b\u5e02\u96c6\u4e5f\u6703\u5e36\u4f86\u4e00\u4e9b\u6311\u6230\u3002\u5b9a\u50f9\u6b0a\u5f80\u5f80\u4ecd\u638c\u63e1\u5728\u5927\u578b\u4f9b\u61c9\u5546\u624b\u4e2d\uff1b\u5bb9\u91cf\u5206\u914d\u53ef\u80fd\u512a\u5148\u7167\u9867\u5927\u578b\u5ba2\u6236\uff1b\u5c0d GPU \u8cc7\u6e90\u7684\u5730\u7406\u5b58\u53d6\u4e26\u4e0d\u7e3d\u662f\u5747\u8861\u3002\u5c0f\u578b\u5718\u968a\u6709\u6642\u6703\u9762\u81e8\u66f4\u9ad8\u50f9\u683c\u6216\u53ef\u7528\u6027\u53d7\u9650\u7684\u60c5\u6cc1\u3002\u53ef\u9760\u6027\u8207\u8cc7\u6599\u5b89\u5168\u4e5f\u53ef\u80fd\u6210\u70ba\u9867\u616e\u3002\u5118\u7ba1\u5982\u6b64\uff0c\u53bb\u4e2d\u5fc3\u5316 AI \u7db2\u8def\u4ecd\u5728\u6301\u7e8c\u767c\u5c55\uff0c\u4f60\u53ef\u4ee5\u671f\u5f85\u96a8\u8457 tokenization \u8207\u667a\u6167\u5408\u7d04\u7684\u6f14\u9032\uff0c\u6703\u51fa\u73fe\u66f4\u591a\u5275\u65b0\u6a21\u5f0f\u3002<\/p>\n<h2>\u7d93\u6fdf\u8207\u4f7f\u7528\u8005\u5c64\u9762\u7684\u5f71\u97ff<\/h2>\n<h3>\u5f48\u6027\u8207\u900f\u660e\u5ea6<\/h3>\n<p>\u900f\u904e\u57fa\u65bc token \u7684 GPU \u5b58\u53d6\u65b9\u5f0f\uff0c\u4f60\u53ef\u4ee5\u5c0d\u5c08\u6848\u53d6\u5f97\u66f4\u5927\u7684\u638c\u63a7\u529b\u3002\u9019\u7a2e\u65b9\u5f0f\u5141\u8a31\u4f60\u5373\u6642\u8abf\u6574\u8cc7\u6e90\u5206\u914d\uff0c\u5c07 GPU \u4f7f\u7528\u60c5\u6cc1\u8207\u6bcf\u500b\u5c08\u6848\u7684\u5be6\u969b\u9700\u6c42\u5c0d\u9f4a\uff0c\u5f9e\u800c\u6e1b\u5c11\u6d6a\u8cbb\u4e26\u7bc0\u7701\u6210\u672c\u3002\u4f60\u4e5f\u53ef\u4ee5\u4ea4\u6613\u66f4\u7d30\u7c92\u5ea6\u7684 GPU \u7b97\u529b\u300c\u4efd\u984d\u300d\uff0c\u4e0d\u5fc5\u4e00\u6b21\u6027\u8cfc\u8cb7\u6216\u79df\u7528\u6574\u5f35 GPU\uff0c\u9019\u540c\u6642\u652f\u63f4\u5927\u578b\u5718\u968a\u8207\u5c0f\u578b\u5718\u968a\u7684 AI \u958b\u767c\u3002<\/p>\n<ul>\n<li>\n<p>Tokenization \u8b93\u4f60\u53ef\u4ee5\u64c1\u6709\u4e26\u4ea4\u6613 GPU \u7b97\u529b\u7684\u6301\u5206\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f60\u53ef\u4ee5\u4f9d\u64da\u6bcf\u500b\u5c08\u6848\u5f48\u6027\u5ba2\u88fd\u7b97\u529b\u914d\u7f6e\u3002<\/p>\n<\/li>\n<li>\n<p>\u5373\u6642\u8abf\u6574 GPU \u4f7f\u7528\uff0c\u6709\u52a9\u65bc\u4f60\u5728\u9700\u6c42\u8b8a\u5316\u6642\u5feb\u901f\u61c9\u5c0d\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4f60\u4e5f\u6703\u5f9e\u66f4\u9ad8\u7684\u900f\u660e\u5ea6\u4e2d\u53d7\u76ca\u3002\u667a\u6167\u5408\u7d04\u8207\u660e\u78ba\u898f\u5247\u8b93\u8cc7\u6e90\u5982\u4f55\u5171\u4eab\u4e00\u76ee\u4e86\u7136\uff0c\u4f60\u6e05\u695a\u81ea\u5df1\u70ba\u54ea\u4e9b\u7b97\u529b\u4ed8\u8cbb\u4ee5\u53ca\u5be6\u969b\u7372\u5f97\u4e86\u4ec0\u9ebc\u3002\u9019\u7a2e\u6a5f\u5236\u5f37\u5316\u4e86\u4fe1\u4efb\uff0c\u4e26\u9f13\u52f5\u66f4\u516c\u5e73\u5730\u4f7f\u7528 GPU \u8cc7\u6e90\u3002<\/p>\n<h3>\u5c0d\u958b\u767c\u8005\u7684\u597d\u8655<\/h3>\n<p>\u5728\u57fa\u65bc token \u7684 GPU \u5b58\u53d6\u6a21\u5f0f\u4e0b\uff0c\u4f60\u80fd\u986f\u8457\u6539\u5584\u4f7f\u7528\u8005\u9ad4\u9a57\u3002Fastokens \u6280\u8853\u53ef\u4ee5\u5c07\u9996 token \u6642\u9593\u7e2e\u77ed\u6700\u591a 40%\uff0c\u9019\u5c0d\u63d0\u793a\u9577\u5ea6\u53ef\u8d85\u904e 50,000 tokens \u7684\u61c9\u7528\u7279\u5225\u91cd\u8981\u3002\u4f60\u80fd\u7372\u5f97\u66f4\u5feb\u7684\u56de\u61c9\u8207\u66f4\u9ad8\u7684\u541e\u5410\u91cf\uff0c\u5c24\u5176\u5728\u5c0d\u5ef6\u9072\u654f\u611f\u7684\u6a21\u578b\u4e2d\uff0c\u9032\u4e00\u6b65\u70ba\u4f7f\u7528\u8005\u63d0\u4f9b\u66f4\u512a\u8cea\u7684 AI \u670d\u52d9\u3002<\/p>\n<p>AI \u958b\u767c\u5c08\u6848\u7684\u6210\u672c\u7d50\u69cb\u4e5f\u5728\u6539\u8b8a\u3002AI \u63a8\u7406\u7684\u300c\u6bcf token \u6210\u672c\u300d\u5927\u7d04\u6bcf\u5e74\u6703\u4e0b\u964d\u4e00\u500b\u6578\u91cf\u7d1a\uff0c\u4f46\u66f4\u5148\u9032\u7684\u6a21\u578b\u6703\u4f7f\u7528\u66f4\u591a tokens\uff0c\u56e0\u6b64\u6574\u9ad4 GPU \u9700\u6c42\u4ecd\u6703\u540c\u6b65\u4e0a\u5347\u3002\u4f60\u5fc5\u9808\u5728\u55ae\u50f9\u4e0b\u964d\u8207\u4f7f\u7528\u91cf\u63d0\u9ad8\u4e4b\u9593\u53d6\u5f97\u5e73\u8861\uff0c\u624d\u80fd\u8b93\u5c08\u6848\u7dad\u6301\u9ad8\u6548\u7387\u3002<\/p>\n<div fullwidth=\"\" 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;\">\n          <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6536\u76ca\u9ede<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5c0d AI \u958b\u767c\u7684\u5f71\u97ff<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u66f4\u5feb\u7684 Token \u8655\u7406<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63d0\u5347\u4f7f\u7528\u8005\u9ad4\u9a57<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u66f4\u4f4e\u7684\u63a8\u7406\u6210\u672c<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8b93\u5c08\u6848\u66f4\u5bb9\u6613\u8ca0\u64d4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u81ea\u8a02\u8cc7\u6e90\u4f7f\u7528<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63d0\u9ad8\u7b97\u529b\u4f7f\u7528\u7387<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u900f\u660e\u7684\u5206\u914d\u6a5f\u5236<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5f37\u5316\u5c0d AI \u6280\u8853\u958b\u767c\u7684\u4fe1\u4efb<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>\u73fe\u5728\uff0c\u4f60\u53ef\u4ee5\u628a\u66f4\u591a\u5fc3\u529b\u653e\u5728\u6253\u9020\u66f4\u597d\u7684\u6a21\u578b\u8207\u64f4\u5c55 AI \u5c08\u6848\u898f\u6a21\u4e0a\u3002\u57fa\u65bc token \u7684 GPU \u5b58\u53d6\u65b9\u5f0f\uff0c\u70ba\u4f60\u5728\u9019\u500b\u5feb\u901f\u8b8a\u5316\u7684\u9818\u57df\u4e2d\u6301\u7e8c\u5275\u65b0\u8207\u6210\u9577\u63d0\u4f9b\u4e86\u95dc\u9375\u5de5\u5177\u3002<\/p>\n<div dividerstyle=\"solid\" size=\"large\" color=\"#D1D1D1\" class=\"qc-divider-wrapper\">\n<div class=\"qc-divider\" style=\"border-top-style: solid; width: 100%; border-top-color: rgb(209, 209, 209);\"><\/div><\/div>\n<p>\u4f60\u53ef\u4ee5\u6e05\u695a\u770b\u5230 tokens\u3001\u5927\u6a21\u578b\u8207 GPU \u7b97\u529b\u4e4b\u9593\u5b58\u5728\u76f4\u63a5\u9023\u7d50\u3002\u9019\u7a2e\u95dc\u4fc2\u5f62\u5851\u4e86\u4f60\u5efa\u69cb\u8207\u4f7f\u7528 AI \u7cfb\u7d71\u7684\u65b9\u5f0f\u3002\u7406\u89e3\u9019\u4e9b\u95dc\u806f\uff0c\u53ef\u4ee5\u70ba\u4f60\u5e36\u4f86\u5be6\u52d9\u8207\u7d93\u6fdf\u5c64\u9762\u7684\u512a\u52e2\uff0c\u5e6b\u52a9\u4f60\u512a\u5316\u5c08\u6848\u4e26\u6e1b\u5c11\u6d6a\u8cbb\u3002<\/p>\n<ul>\n<li>\n<p>\u64f4\u5c55\u5b9a\u5f8b\uff08scaling laws\uff09\u986f\u793a\uff0c\u5728\u53ef\u9810\u671f\u7684\u7bc4\u570d\u5167\u589e\u52a0\u8cc7\u6e90\u53ef\u4ee5\u63d0\u5347\u6a21\u578b\u8868\u73fe\u3002<\/p>\n<\/li>\n<li>\n<p>\u7814\u7a76\u6307\u51fa\uff0c\u5728\u7d66\u5b9a\u9810\u7b97\u4e0b\u5e73\u8861\u6a21\u578b\u898f\u6a21\u8207\u8cc7\u6599\u96c6\u898f\u6a21\uff0c\u53ef\u4ee5\u6709\u6548\u964d\u4f4e\u8a13\u7df4\u640d\u5931\u3002<\/p>\n<\/li>\n<li>\n<p>\u9019\u4e9b\u898f\u5f8b\u70ba\u4f60\u5728\u4e0d\u540c\u90e8\u7f72\u60c5\u5883\u4e2d\u5c0b\u627e\u6548\u7387\u908a\u754c\u63d0\u4f9b\u4e86\u6307\u5f15\u3002<br \/>\u7576\u4f60\u4e86\u89e3\u9019\u4e9b\u56e0\u7d20\u5f7c\u6b64\u5982\u4f55\u4e92\u52d5\u6642\uff0c\u5c31\u80fd\u505a\u51fa\u66f4\u660e\u667a\u7684\u9078\u64c7\uff0c\u9054\u6210\u66f4\u9ad8\u6548\u7387\u7684 AI \u958b\u767c\u3002<\/p>\n<\/li>\n<\/ul>\n<h2>\u5e38\u898b\u554f\u984c\uff08FAQ\uff09<\/h2>\n<h3>\u4ec0\u9ebc\u662f AI \u4e2d\u7684 Token\uff1f<\/h3>\n<p>Token \u662f\u4e00\u5c0f\u6bb5\u8cc7\u6599\uff0c\u4f8b\u5982\u4e00\u500b\u8a5e\u6216\u4e00\u500b\u8a5e\u7684\u4e00\u90e8\u5206\uff0c\u662f AI \u6a21\u578b\u7528\u4f86\u8655\u7406\u8cc7\u8a0a\u7684\u57fa\u672c\u55ae\u4f4d\u3002\u6bcf\u7576\u4f60\u8207 AI \u4e92\u52d5\u6642\uff0c\u90fd\u5728\u4f7f\u7528 tokens\u3002<\/p>\n<h3>\u70ba\u4ec0\u9ebc\u5927\u898f\u6a21 AI \u6a21\u578b\u9700\u8981\u9019\u9ebc\u591a GPU \u7b97\u529b\uff1f<\/h3>\n<p>\u5927\u6a21\u578b\u64c1\u6709\u6578\u5341\u5104\u53c3\u6578\uff0c\u4f60\u9700\u8981\u5f37\u5927\u7684 GPU \u4f86\u5feb\u901f\u8655\u7406\u6d77\u91cf\u8cc7\u6599\u3002GPU \u80fd\u5e6b\u52a9\u4f60\u6709\u6548\u7387\u5730\u8a13\u7df4\u4e26\u57f7\u884c\u9019\u4e9b\u6a21\u578b\u3002<\/p>\n<h3>Token \u4f7f\u7528\u91cf\u5982\u4f55\u5f71\u97ff\u6211\u7684 AI \u6210\u672c\uff1f<\/h3>\n<p>\u4f60\u901a\u5e38\u6703\u4f9d\u6240\u4f7f\u7528\u7684 token \u6578\u91cf\u70ba AI \u670d\u52d9\u4ed8\u8cbb\u3002\u66f4\u591a tokens \u4ee3\u8868\u66f4\u9ad8\u7684 GPU 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\u7cfb\u7d71\u6642\uff0c\u90fd\u5728\u548c tokens \u6253\u4ea4\u9053\u3002Tokens \u662f\u6a21\u578b\u5728\u7406\u89e3\u4f60\u7684\u8f38\u5165\u8207\u7522\u751f\u56de\u61c9\u6642\u8655\u7406\u7684\u6700\u5c0f [&#8230;]<\/p>\n<p><a class=\"btn btn-secondary understrap-read-more-link\" href=\"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/how-tokens-large-models-and-gpu-power-relate\/\">Read More&#8230;<\/a><\/p>\n","protected":false},"author":11,"featured_media":31624,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[267],"tags":[],"class_list":["post-31627","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-tc"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Tokens\u3001\u5927\u6a21\u578b\u8207 GPU 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