{"id":31626,"date":"2026-04-14T16:29:54","date_gmt":"2026-04-14T08:29:54","guid":{"rendered":"https:\/\/www.varidata.com\/uncategorized-zh-cn\/how-tokens-large-models-and-gpu-power-relate\/"},"modified":"2026-04-14T16:34:57","modified_gmt":"2026-04-14T08:34:57","slug":"how-tokens-large-models-and-gpu-power-relate","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-cn\/blog\/how-tokens-large-models-and-gpu-power-relate\/","title":{"rendered":"Tokens\u3001\u5927\u6a21\u578b\u4e0e GPU \u7b97\u529b\u7684\u5173\u7cfb"},"content":{"rendered":"<style>\n    table, th, td {\n        border: 1px solid black;\n        border-collapse: collapse;\n    }\n<\/style>\n<p>\u6bcf\u5f53\u4f60\u4f7f\u7528<a target=\"_self\" href=\"https:\/\/www.varidata.com\/zh-cn\/blog\/gpu-inference-architecture-for-generative-ai\/\">AI \u7cfb\u7edf<\/a>\u65f6\uff0c\u90fd\u4f1a\u5728\u548c tokens \u6253\u4ea4\u9053\u3002Tokens \u662f\u6a21\u578b\u5728\u7406\u89e3\u4f60\u7684\u8f93\u5165\u4e0e\u751f\u6210\u56de\u590d\u65f6\u5904\u7406\u7684\u6570\u636e\u6700\u5c0f\u5355\u5143\u3002Tokens \u4e5f\u662f\u4e00\u79cd\u5206\u914d GPU \u7b97\u529b\u7684\u65b9\u5f0f\uff0c\u8ba9\u4f60\u80fd\u83b7\u53d6\u6070\u597d\u6ee1\u8db3\u9700\u6c42\u7684 GPU \u8d44\u6e90\uff0c\u65e0\u8bba\u4f60\u4f7f\u7528\u7684\u662f\u672c\u5730\u786c\u4ef6\uff0c\u8fd8\u662f\u4e91\u7aef\u7684<a target=\"_self\" href=\"https:\/\/www.varidata.com\/zh-cn\/server\/tokyo\/cn2\/\">\u65e5\u672c\u670d\u52a1\u5668\u79df\u7528<\/a>\u3002\u968f\u7740 tokens \u4f7f\u7528\u91cf\u7684\u589e\u52a0\uff0c\u5bf9\u9ad8\u6027\u80fd GPU \u7cfb\u7edf\u7684\u9700\u6c42\u4e5f\u968f\u4e4b\u4e0a\u5347\u3002<\/p>\n<ul>\n<li>\n<p>Meta \u5728 2023 \u5e74\u9700\u8981 50,000 \u5f20 H100 GPU\uff0c\u4f7f\u5176 AI \u9884\u7b97\u589e\u52a0\u4e86 8 \u4ebf\u7f8e\u5143\u3002<\/p>\n<\/li>\n<li>\n<p>\u8bad\u7ec3\u50cf LLaMA-3 \u8fd9\u6837\u7684\u6a21\u578b\uff0c\u9700\u8981\u4f7f\u7528\u4e00\u4e2a\u7531 16K \u5757 H100-80GB \u7ec4\u6210\u7684 GPU \u96c6\u7fa4\u6301\u7eed\u8bad\u7ec3 54 \u5929\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4f60\u53ef\u4ee5\u6e05\u695a\u5730\u770b\u5230\uff0ctokens\u3001\u6a21\u578b\u4e0e GPU \u7b97\u529b\u5982\u4f55\u5851\u9020\u4f60\u4f7f\u7528 AI \u7684\u4f53\u9a8c\u3002\u4e0b\u8868\u5c55\u793a\u4e86 GPU \u7b97\u529b\u7684\u201c\u4ee3\u5e01\u5316\u201d\u5982\u4f55\u5f00\u542f\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;\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u65b9\u9762<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8bf4\u660e<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>GPU \u7b97\u529b\u4ee3\u5e01\u5316<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5c06 GPU \u5bb9\u91cf\u8f6c\u6362\u4e3a\u53ef\u4ea4\u6613\u7684\u4ee3\u5e01\uff0c\u4f7f\u5168\u7403\u7528\u6237\u90fd\u80fd\u6309\u4efd\u989d\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>\u5b9e\u65f6\u5339\u914d\u4f9b\u9700\uff0c\u8ba9\u4f60\u6309\u9700\u83b7\u53d6\u7b97\u529b\u8d44\u6e90\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5168\u7403\u53ef\u53ca\u6027<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6253\u7834\u95e8\u69db\uff0c\u4f7f\u4efb\u4f55\u4eba\u90fd\u80fd\u5728\u4e16\u754c\u5404\u5730\u53c2\u4e0e AI \u5f00\u53d1\u4e0e\u7814\u7a76\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h2>\u5173\u952e\u8981\u70b9<\/h2>\n<ul>\n<li>\n<p>Tokens \u662f AI \u7684\u201c\u79ef\u6728\u201d\uff0c\u4ee3\u8868\u6a21\u578b\u7528\u4e8e\u751f\u6210\u54cd\u5e94\u7684\u6570\u636e\u6700\u5c0f\u5355\u5143\u3002<\/p>\n<\/li>\n<li>\n<p>\u9ad8\u6548\u7684\u201c\u4ee3\u5e01\u5316\u201d\u6709\u52a9\u4e8e\u66f4\u597d\u5730\u5206\u914d GPU \u8d44\u6e90\uff0c\u51cf\u5c11\u6d6a\u8d39\u5e76\u4f18\u5316\u6027\u80fd\u3002<\/p>\n<\/li>\n<li>\n<p>\u5927\u578b AI \u6a21\u578b\u9700\u8981\u5927\u91cf GPU \u7b97\u529b\uff0c\u9ad8\u7ea7\u8ba1\u7b97\u57fa\u7840\u8bbe\u65bd\u5bf9\u8bad\u7ec3\u548c\u63a8\u7406\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<\/li>\n<li>\n<p>\u57fa\u4e8e token \u7684\u8ba1\u91cf\u7cfb\u7edf\u652f\u6301\u7075\u6d3b\u83b7\u53d6 GPU \u8d44\u6e90\uff0c\u8ba9\u7528\u6237\u53ea\u4e3a\u5b9e\u9645\u7528\u91cf\u4ed8\u8d39\u3002<\/p>\n<\/li>\n<li>\n<p>\u76d1\u63a7\u8bf8\u5982\u201c\u6bcf\u74e6 tokens \u6570\uff08tokens per watt\uff09\u201d\u7b49\u6307\u6807\uff0c\u6709\u52a9\u4e8e\u63d0\u5347\u6548\u7387\u5e76\u964d\u4f4e AI \u9879\u76ee\u7684\u8fd0\u8425\u6210\u672c\u3002<\/p>\n<\/li>\n<\/ul>\n<h2>\u4ec0\u4e48\u662f AI \u4e2d\u7684 Tokens<\/h2>\n<h3>\u4f5c\u4e3a\u6570\u636e\u5355\u5143\u7684 Tokens<\/h3>\n<p>\u5f53\u4f60\u4e0e AI \u4ea4\u4e92\u65f6\uff0c\u5168\u7a0b\u90fd\u5728\u4f7f\u7528 tokens\u3002Tokens \u662f AI \u6a21\u578b\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u4e2d\u5904\u7406\u7684\u6570\u636e\u6700\u5c0f\u5355\u5143\u3002\u4f60\u53ef\u4ee5\u628a tokens \u770b\u4f5c\u201c\u79ef\u6728\u5757\u201d\u3002\u6bcf\u4e2a token \u4ee3\u8868\u4e00\u6bb5\u4fe1\u606f\uff0c\u5982\u4e00\u4e2a\u8bcd\u3001\u8bcd\u7684\u4e00\u90e8\u5206\uff0c\u751a\u81f3\u662f\u4e00\u4e2a\u5b57\u7b26\u3002Tokenization\uff08\u5206\u8bcd\/\u5206\u7247\uff09\u5c31\u662f\u628a\u66f4\u5927\u5757\u7684\u6570\u636e\u62c6\u5206\u6210\u8fd9\u4e9b\u5c0f\u5355\u5143\u7684\u8fc7\u7a0b\uff0c\u8fd9\u4e00\u6b65\u6709\u52a9\u4e8e AI \u6a21\u578b\u7406\u89e3\u5e76\u5b66\u4e60\u4f60\u7684\u8f93\u5165\u3002<\/p>\n<ul>\n<li>\n<p>Tokens \u8ba9 AI \u80fd\u591f\u8fdb\u884c\u9884\u6d4b\u3001\u751f\u6210\u548c\u63a8\u7406\u3002<\/p>\n<\/li>\n<li>\n<p>Tokenization \u5c06\u53e5\u5b50\u6216\u6bb5\u843d\u62c6\u5206\u4e3a\u53ef\u7ba1\u7406\u7684\u5c0f\u7247\u6bb5\u3002<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u901a\u8fc7\u5b66\u4e60 tokens \u4e4b\u95f4\u7684\u5173\u7cfb\u6765\u63d0\u5347\u80fd\u529b\u3002<\/p>\n<\/li>\n<li>\n<p>\u5904\u7406 tokens \u7684\u6548\u7387\u4f1a\u5f71\u54cd AI \u7684\u54cd\u5e94\u901f\u5ea6\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u6a21\u578b\u4f1a\u770b\u5230\u6570\u5341\u4ebf\u751a\u81f3\u6570\u4e07\u4ebf\u4e2a tokens\uff0c\u4ece\u800c\u4ece\u5e9e\u5927\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u5b66\u4e60\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5f53\u4f60\u5411 AI \u53d1\u9001\u4e00\u4e2a\u63d0\u793a\uff08prompt\uff09\u65f6\uff0c\u7cfb\u7edf\u4f1a\u5148\u901a\u8fc7 tokenization \u628a\u4f60\u7684\u8f93\u5165\u8f6c\u6362\u6210 tokens\u3002\u6a21\u578b\u968f\u540e\u5904\u7406\u8fd9\u4e9b tokens\uff0c\u5e76\u4ee5 tokens \u7684\u5f62\u5f0f\u751f\u6210\u54cd\u5e94\u3002\u9ad8\u8d28\u91cf\u7684 tokens \u80fd\u5e2e\u52a9 AI \u6a21\u578b\u53d1\u6325\u66f4\u597d\u6027\u80fd\uff0c\u8ba9\u4f60\u7684\u4f53\u9a8c\u66f4\u987a\u7545\u3001\u66f4\u51c6\u786e\u3002<\/p>\n<h3>Tokens \u4e0e\u8d44\u6e90\u5206\u914d<\/h3>\n<p>Tokens \u4e0d\u53ea\u662f\u6570\u636e\u8f7d\u4f53\uff0c\u5b83\u4eec\u5728\u4f60\u5982\u4f55\u83b7\u53d6 AI \u8d44\u6e90\u65b9\u9762\u4e5f\u626e\u6f14\u5173\u952e\u89d2\u8272\u3002\u5f53\u4f60\u4f7f\u7528 AI \u670d\u52a1\u65f6\uff0c\u4f60\u5904\u7406\u7684 token \u6570\u91cf\u5f80\u5f80\u51b3\u5b9a\u4e86\u9700\u8981\u591a\u5c11 GPU \u7b97\u529b\u3002Tokenization \u8ba9\u8fd9\u4e00\u8fc7\u7a0b\u66f4\u6613\u4e8e\u5ea6\u91cf\u548c\u5206\u914d\u3002<\/p>\n<p>\u73b0\u4ee3 AI \u7cfb\u7edf\u4f7f\u7528\u5148\u8fdb\u673a\u5236\uff0c\u6839\u636e token \u4f7f\u7528\u60c5\u51b5\u5206\u914d GPU \u8d44\u6e90\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a TokenPool \u63a7\u5236\u5668\u4f1a\u8ffd\u8e2a\u9700\u6c42\u5e76\u7ba1\u7406\u540e\u7aef\u5bb9\u91cf\u3002\u5f53\u4f60\u53d1\u51fa\u8bf7\u6c42\u65f6\uff0cAI \u7f51\u5173\u4f1a\u68c0\u67e5\u4f60\u7684\u63a8\u7406 key\uff0c\u5e76\u5206\u914d\u5408\u9002\u7684\u8d44\u6e90\u3002\u7cfb\u7edf\u4f1a\u901a\u8fc7\u8c03\u5ea6\u5668\uff08planner\uff09\u6765\u6269\u7f29 GPU worker\uff0c\u4ee5\u6ee1\u8db3\u670d\u52a1\u76ee\u6807\u3002\u5982\u679c\u9700\u6c42\u7a81\u7136\u98d9\u5347\uff0c\u503a\u52a1\u673a\u5236\u548c\u201c\u7a81\u53d1\u5f3a\u5ea6\u201d\u8ddf\u8e2a\u5668\u4f1a\u4fdd\u8bc1\u516c\u5e73\u5206\u914d\uff0c\u9632\u6b62\u67d0\u4e2a\u7528\u6237\u72ec\u5360\u8d44\u6e90\u3002<\/p>\n<p>\u5728\u5f88\u591a AI \u5e73\u53f0\u4e2d\uff0c\u865a\u62df\u8282\u70b9\u4ee3\u8868 token \u6c60\u5bb9\u91cf\u3002\u5f53\u4f60\u8bf7\u6c42 tokens \u65f6\uff0c\u8c03\u5ea6\u5668\u4f1a\u68c0\u67e5\u662f\u5426\u6709\u8db3\u591f\u7684\u5bb9\u91cf\u3002\u8fd9\u79cd\u65b9\u5f0f\u907f\u514d\u5355\u4e2a\u7528\u6237\u5784\u65ad\u8d44\u6e90\uff0c\u5e76\u8ba9\u7cfb\u7edf\u5bf9\u6240\u6709\u4eba\u4fdd\u6301\u516c\u5e73\u3002\u901a\u8fc7 tokenization\uff0c\u53ef\u4ee5\u9ad8\u6548\u5171\u4eab GPU \u7b97\u529b\uff0c\u8ba9\u4f60\u5728\u4e0d\u6d6a\u8d39\u8d44\u6e90\u7684\u524d\u63d0\u4e0b\u83b7\u5f97\u6240\u9700\u7b97\u529b\u3002<\/p>\n<h2>\u5927\u6a21\u578b\u4e0e GPU \u7b97\u529b<\/h2>\n<h3>\u4e3a\u4ec0\u4e48\u5927\u6a21\u578b\u9700\u8981 GPU<\/h3>\n<p>\u5f53\u4f60\u4f7f\u7528\u5927\u6a21\u578b\u65f6\uff0c\u5c31\u80fd\u771f\u6b63\u611f\u53d7\u5230 GPU \u8ba1\u7b97\u7684\u5a01\u529b\u3002\u8fd9\u7c7b\u6a21\u578b\u5f80\u5f80\u62e5\u6709\u6570\u767e\u4ebf\u53c2\u6570\uff0c\u5e76\u4f7f\u7528 TB \u7ea7\u7684\u6570\u636e\u96c6\u3002\u4f60\u9700\u8981 GPU \u96c6\u7fa4\u6765\u652f\u6491\u8fd9\u79cd\u89c4\u6a21\u3002GPU \u62e5\u6709\u6210\u5343\u4e0a\u4e07\u4e2a\u6838\u5fc3\uff0c\u53ef\u4ee5\u9ad8\u901f\u6267\u884c\u77e9\u9635\u548c\u5411\u91cf\u8fd0\u7b97\uff0c\u8fd9\u79cd\u5e76\u884c\u5904\u7406\u80fd\u529b\u5bf9\u795e\u7ecf\u7f51\u7edc\u7684\u8bad\u7ec3\u548c\u63a8\u7406\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<p>\u8bad\u7ec3\u5927\u6a21\u578b\u65f6\uff0c\u4f60\u8981\u5904\u7406\u6d77\u91cf\u6570\u636e\u3002\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u89c4\u6a21\u8fdc\u5927\u4e8e\u63a8\u7406\u65f6\u7684\u63d0\u793a\uff08prompt\uff09\u3002\u8bad\u7ec3\u6240\u9700\u65f6\u95f4\u53ef\u80fd\u6bd4\u5355\u6b21\u63a8\u7406\u957f\u4e0a\u5341\u4ebf\u500d\u3002\u5982\u679c\u53ea\u7528\u4e00\u5757 GPU\uff0c\u8bad\u7ec3\u53ef\u80fd\u8981\u82b1\u4e0a\u51e0\u5341\u5e74\u3002\u4f60\u5fc5\u987b\u4f9d\u8d56\u9ad8\u6027\u80fd\u8ba1\u7b97\u96c6\u7fa4\uff0c\u624d\u80fd\u5728\u5408\u7406\u65f6\u95f4\u5185\u5b8c\u6210\u8bad\u7ec3\u3002GPU \u8fd8\u5177\u5907\u9ad8\u5e26\u5bbd\u663e\u5b58\u548c\u5927\u5bb9\u91cf\u7f13\u5b58\uff0c\u8fd9\u4e9b\u7279\u6027\u6709\u52a9\u4e8e\u5728\u8bad\u7ec3\u671f\u95f4\u5e94\u5bf9\u5de8\u5927\u7684\u6570\u636e\u9700\u6c42\u3002<\/p>\n<p>\u4f60\u8fd8\u5fc5\u987b\u8003\u8651\u5bb9\u9519\u548c\u68c0\u67e5\u70b9\uff08checkpointing\uff09\u95ee\u9898\u3002\u4e2d\u65ad\u53ef\u80fd\u5bfc\u81f4\u6570\u636e\u4e22\u5931\uff0c\u9ad8\u6548\u7684\u7b56\u7565\u53ef\u4ee5\u5e2e\u52a9\u4f60\u6062\u590d\u5e76\u7ee7\u7eed\u8bad\u7ec3\u3002\u524d\u6cbf\u6a21\u578b\u7684\u8bad\u7ec3\u529f\u8017\u8fd1\u5e74\u6765\u5feb\u901f\u4e0a\u5347\uff0c\u6709\u4e9b\u6a21\u578b\u9700\u8981\u8d85\u8fc7 100 \u5146\u74e6\u7684\u7535\u529b\u5bb9\u91cf\u3002\u4f60\u9700\u8981\u5148\u8fdb\u7684\u57fa\u7840\u8bbe\u65bd\u6765\u652f\u6491\u8fd9\u4e9b\u9700\u6c42\u3002<\/p>\n<ul>\n<li>\n<p>\u5927\u6a21\u578b\u8fd0\u884c\u5728\u6781\u5927\u89c4\u6a21\u4e4b\u4e0a\u3002<\/p>\n<\/li>\n<li>\n<p>GPU \u9488\u5bf9\u795e\u7ecf\u7f51\u7edc\u7684\u5e76\u884c\u5904\u7406\u8fdb\u884c\u4e86\u4f18\u5316\u3002<\/p>\n<\/li>\n<li>\n<p>\u9ad8\u5e26\u5bbd\u663e\u5b58\u53ef\u4ee5\u652f\u6491\u5e9e\u5927\u7684\u6570\u636e\u9700\u6c42\u3002<\/p>\n<\/li>\n<li>\n<p>\u8bad\u7ec3\u6240\u9700\u65f6\u95f4\u8fdc\u957f\u4e8e\u63a8\u7406\u3002<\/p>\n<\/li>\n<li>\n<p>\u968f\u7740\u6a21\u578b\u89c4\u6a21\u589e\u5927\uff0c\u6240\u9700\u7535\u529b\u5bb9\u91cf\u4e5f\u968f\u4e4b\u589e\u52a0\u3002<\/p>\n<\/li>\n<\/ul>\n<p>GPU \u6280\u672f\u7684\u8fdb\u6b65\u8ba9\u4f60\u53ef\u4ee5\u5904\u7406\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528\u6fc0\u6d3b\u91cd\u8ba1\u7b97\uff08activation recomputation\uff09\u548c\u4e0a\u4e0b\u6587\u5e76\u884c\uff08context parallelism\uff09\u7b49\u6280\u672f\u6765\u4f18\u5316\u663e\u5b58\u7ba1\u7406\u5e76\u51cf\u5c11\u8ba1\u7b97\u5f00\u9500\u3002\u5982\u4eca\uff0c\u4f60\u5df2\u7ecf\u53ef\u4ee5\u9ad8\u6548\u5904\u7406\u4e0a\u767e\u4e07 tokens\u3002\u8fd9\u79cd\u53ef\u6269\u5c55\u6027\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u6765\u8bf4\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<h3>Token \u8d1f\u8f7d\u4e0e GPU \u9700\u6c42<\/h3>\n<p>\u4f60\u4f1a\u53d1\u73b0\uff0c\u6a21\u578b\u5904\u7406\u7684 token \u6570\u91cf\u4f1a\u76f4\u63a5\u5f71\u54cd GPU \u9700\u6c42\u3002\u5f53 token \u8d1f\u8f7d\u589e\u52a0\u65f6\uff0cGPU \u5229\u7528\u7387\u4e5f\u4f1a\u63d0\u9ad8\u3002\u6bcf\u4e2a token \u5728\u8bad\u7ec3\u548c\u63a8\u7406\u4e2d\u90fd\u9700\u8981\u8ba1\u7b97\u8d44\u6e90\uff0c\u66f4\u5927\u7684\u6a21\u578b\u9700\u8981\u5728\u66f4\u77ed\u65f6\u95f4\u5185\u5904\u7406\u66f4\u591a tokens\uff0c\u4ece\u800c\u63a8\u9ad8 GPU \u7b97\u529b\u9700\u6c42\u3002<\/p>\n<p>\u968f\u7740 token \u8d1f\u8f7d\u589e\u52a0\uff0c\u663e\u5b58\u548c\u5e26\u5bbd\u9700\u6c42\u4e5f\u4f1a\u540c\u6b65\u4e0a\u5347\u3002\u4f60\u5fc5\u987b\u5206\u914d\u66f4\u591a\u7b97\u529b\u6765\u5e94\u5bf9\u8fd9\u4e9b\u9700\u6c42\u3002\u9ad8\u6548\u7684 tokenization \u7b56\u7565\uff08\u4f8b\u5982 fastokens\uff09\u53ef\u4ee5\u663e\u8457\u52a0\u901f\u5904\u7406\u3002Fastokens \u76f8\u6bd4\u6807\u51c6 tokenizer \u80fd\u5b9e\u73b0\u8d85\u8fc7 9 \u500d\u7684\u63d0\u901f\uff1b\u5bf9\u4e8e\u8d85\u8fc7 50K tokens \u7684\u957f\u63d0\u793a\uff0c\u63d0\u901f\u751a\u81f3\u80fd\u8fbe\u5230 17 \u500d\u3002\u8fd9\u4f1a\u7f29\u77ed\u201c\u9996 token \u65f6\u95f4\u201d\uff08time to first token\uff09\uff0c\u5e76\u6539\u5584\u771f\u5b9e\u63a8\u7406\u8d1f\u8f7d\u3002<\/p>\n<p>\u5728\u8fd0\u884c\u5927\u6a21\u578b\u65f6\uff0c\u4f60\u4f1a\u9762\u4e34 VRAM\uff08\u663e\u5b58\uff09\u9650\u5236\u3002\u4e0b\u8868\u5c55\u793a\u4e86\u4e00\u4e2a 300 \u4ebf\u53c2\u6570\u6a21\u578b\u5728\u5178\u578b\u914d\u7f6e\u4e0b\u7684\u663e\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>\u7ec4\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>\u8bf4\u660e<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6a21\u578b\u6743\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 \u7ebf\u7a0b\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>\u7ea6 ~106MB\/1K tokens \u00d7 16 = ~1.7GB\uff08\u6bcf\u7ebf\u7a0b\uff09\uff0c\u6309\u7ebf\u7a0b\u6570\u6269\u5927\uff1b\u5b9e\u9645\u603b\u8ba1\u7ea6 3.2GB<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6846\u67b6 &amp; CUDA \u5f00\u9500<\/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\u62ec PyTorch\/CUDA\u3001\u8c03\u5ea6\u5668\u53ca\u788e\u7247\u5316\u7b49\u5f00\u9500<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6240\u9700\u663e\u5b58\u603b\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>\u5355\u7528\u6237\u3001\u65e0\u6279\u5904\u7406\u3001\u5c3d\u91cf\u51cf\u5c11\u4e0a\u4e0b\u6587\u4e22\u5931\u7684\u914d\u7f6e<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>\u4f60\u901a\u5e38\u9700\u8981\u628a\u8d1f\u8f7d\u5206\u5e03\u5230\u591a\u5757 GPU \u4e0a\u3002\u8d1f\u8f7d\u5747\u8861\u67b6\u6784\u5e2e\u52a9\u4f60\u7ba1\u7406 GPU \u5de5\u4f5c\u8d1f\u8f7d\u3002\u4f60\u53ef\u4ee5\u91c7\u7528\u96c6\u4e2d\u5f0f\u3001\u5206\u5e03\u5f0f\u3001\u5206\u5c42\u5f0f\u4ee5\u53ca\u65e0\u670d\u52a1\u5668\u7b49\u591a\u79cd\u65b9\u5f0f\u3002\u52a8\u6001\u6279\u5904\u7406\u4f1a\u5c06\u591a\u4e2a\u8bf7\u6c42\u5408\u5e76\u4e3a\u4e00\u6b21\u64cd\u4f5c\uff0c\u4ece\u800c\u63d0\u5347\u541e\u5410\u548c\u6548\u7387\u3002\u5065\u5eb7\u68c0\u67e5\u548c\u6027\u80fd\u6307\u6807\u7b49\u76d1\u63a7\u6280\u672f\u53ef\u4ee5\u4fdd\u969c GPU \u6301\u7eed\u7a33\u5b9a\u8fd0\u884c\u3002\u4f1a\u8bdd\u4eb2\u548c\u6027\uff08session affinity\uff09\u6709\u52a9\u4e8e\u5728\u591a\u6b21\u8bf7\u6c42\u4e4b\u95f4\u4fdd\u6301\u4e0a\u4e0b\u6587\uff0c\u4e00\u4e9b\u67b6\u6784\u4e5f\u4f1a\u8003\u8651\u5230\u5730\u7406\u5206\u5e03\u5bf9\u5ef6\u8fdf\u548c\u5e26\u5bbd\u6210\u672c\u7684\u5f71\u54cd\u3002<\/p>\n<p>\u4f60\u53ef\u80fd\u4f1a\u5bf9\u4e0d\u540c GPU \u67b6\u6784\u8fdb\u884c\u6027\u80fd\u5bf9\u6bd4\uff0c\u4f8b\u5982 NVIDIA H100\u3001H200\u3001B200\uff0c\u4ee5\u53ca AMD MI300X\u3002\u4f60\u4f1a\u5173\u6ce8\u7cfb\u7edf\u603b\u4f53\u8f93\u51fa\u541e\u5410\u91cf\u3001\u5355\u6b21\u8bf7\u6c42\u8f93\u51fa\u901f\u5ea6\u548c\u7aef\u5230\u7aef\u5ef6\u8fdf\u3002\u6210\u672c\u6548\u7387\u540c\u6837\u91cd\u8981\uff0c\u4f60\u4f1a\u8861\u91cf\u201c\u6bcf\u82b1\u4e00\u7f8e\u5143 GPU \u79df\u7528\u8d39\u7528\u80fd\u6bcf\u79d2\u751f\u6210\u591a\u5c11 tokens\u201d\u3002\u8fd9\u4e9b\u57fa\u51c6\u6d4b\u8bd5\u80fd\u5e2e\u52a9\u4f60\u4e3a AI \u8d1f\u8f7d\u9009\u62e9\u6700\u5408\u9002\u7684 GPU\u3002<\/p>\n<p>\u5f53\u524d\u9884\u6d4b\u8d8b\u52bf\u663e\u793a\uff0cGPU \u9700\u6c42\u8fd8\u4f1a\u6301\u7eed\u4e0a\u5347\u3002\u9884\u8ba1 2026 \u5e74 XPU \u652f\u51fa\u5c06\u589e\u957f\u8d85\u8fc7 22%\u3002\u5230 2030 \u5e74\uff0cAI \u6570\u636e\u4e2d\u5fc3\u5bb9\u91cf\u9700\u6c42\u5c06\u8fbe\u5230 156GW\uff0c\u7528\u4e8e AI \u57fa\u7840\u8bbe\u65bd\u7684\u8d44\u672c\u5f00\u652f\u9884\u8ba1\u7ea6\u4e3a 5.2 \u4e07\u4ebf\u7f8e\u5143\u3002\u5230 2030 \u5e74\uff0c\u5168\u7403 70% \u7684\u6570\u636e\u4e2d\u5fc3\u9700\u6c42\u5c06\u6765\u81ea AI \u5de5\u4f5c\u8d1f\u8f7d\uff0c\u6574\u4f53\u7528\u7535\u9700\u6c42\u5c06\u5728\u672c\u5341\u5e74\u672b\u589e\u957f\u7ea6 165%\u3002<\/p>\n<blockquote>\n<p>\u63d0\u793a\uff1a\u4f60\u53ef\u4ee5\u901a\u8fc7\u4f18\u5316 tokenization \u548c\u5de5\u4f5c\u8d1f\u8f7d\u5206\u5e03\u6765\u6700\u5927\u5316 GPU \u7b97\u529b\u5229\u7528\u7387\uff0c\u5e76\u964d\u4f4e\u8ba1\u7b97\u5f00\u9500\u3002<\/p>\n<\/blockquote>\n<p>\u4f60\u53ef\u4ee5\u770b\u5230\uff0c\u7ba1\u7406 tokens\u3001\u5927\u6a21\u578b\u548c GPU \u7b97\u529b\u662f\u5b9e\u73b0\u9ad8\u6027\u80fd AI \u8ba1\u7b97\u7684\u5173\u952e\u3002\u4f60\u5fc5\u987b\u5728\u7b97\u529b\u8d44\u6e90\u3001\u7f51\u7edc\u6548\u7387\u548c\u6570\u636e\u9700\u6c42\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\uff0c\u624d\u80fd\u83b7\u5f97\u6700\u4f73\u6548\u679c\u3002<\/p>\n<h2>Tokens \u5982\u4f55\u5f71\u54cd GPU \u6548\u7387<\/h2>\n<h3>\u6bcf\u4e2a Token \u7684\u80fd\u8017<\/h3>\n<p>\u4f60\u53ef\u4ee5\u901a\u8fc7\u201c\u5904\u7406\u6bcf\u4e2a token \u6240\u6d88\u8017\u7684\u80fd\u91cf\u201d\u6765\u8861\u91cf GPU \u8ba1\u7b97\u7684\u6548\u7387\u3002\u6bcf\u6b21\u8fd0\u884c AI \u6a21\u578b\u65f6\uff0c\u4f60\u90fd\u4f1a\u4f9d\u8d56 tokenization \u5c06\u6570\u636e\u62c6\u5206\u4e3a\u5c0f\u5757\uff0c\u8fd9\u6709\u52a9\u4e8e\u7ba1\u7406 GPU \u8d1f\u8f7d\u5e76\u63a7\u5236\u80fd\u8017\u3002\u91c7\u7528\u66f4\u5148\u8fdb\u7684 tokenization \u65b9\u6cd5\uff0c\u53ef\u4ee5\u7f29\u77ed\u9996 token \u65f6\u95f4\u5e76\u6574\u4f53\u52a0\u901f\u5904\u7406\u3002<\/p>\n<p>\u73b0\u4ee3 GPU \u67b6\u6784\u5728\u5904\u7406 tokens \u65b9\u9762\u53d6\u5f97\u4e86\u5de8\u5927\u8fdb\u6b65\uff0c\u4e0e\u8f83\u65e9\u7684\u7cfb\u7edf\u76f8\u6bd4\uff0c\u5ef6\u8fdf\u6700\u591a\u53ef\u964d\u4f4e 40 \u500d\u3002\u8fd9\u610f\u5473\u7740\u4f60\u80fd\u4ee5\u66f4\u4f4e\u80fd\u8017\u83b7\u5f97\u66f4\u5feb\u7684\u54cd\u5e94\u3002\u4f60\u8fd8\u53ef\u4ee5\u501f\u52a9\u4e0e\u6301\u4e45\u5316\u5b58\u50a8\u7684\u96c6\u6210\uff0c\u5728\u4e0d\u62d6\u6162 tokenization \u7684\u60c5\u51b5\u4e0b\u4fdd\u5b58\u6d77\u91cf\u6570\u636e\u3002\u7f13\u5b58\u65b9\u6848\u53ef\u4ee5\u628a\u5e38\u7528\u4e0a\u4e0b\u6587\u4fdd\u7559\u5728 GPU \u9644\u8fd1\uff0c\u907f\u514d\u91cd\u590d\u8bfb\u53d6\u540c\u4e00\u6570\u636e\u800c\u6d6a\u8d39\u7535\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\u8fdb\u7c7b\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8bf4\u660e<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5ef6\u8fdf\u964d\u4f4e<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>GPU \u4f18\u5316\u67b6\u6784\u5728 token \u5904\u7406\u65f6\u95f4\u4e0a\u53ef\u5b9e\u73b0\u6700\u9ad8 40 \u500d\u7684\u5ef6\u8fdf\u964d\u4f4e\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5355\u4f4d\u529f\u8017\u6027\u80fd<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5728\u516d\u4ee3\u67b6\u6784\u6f14\u8fdb\u4e2d\uff0c\u5b9e\u73b0\u4e86\u6bcf\u5146\u74e6\u63a8\u7406\u541e\u5410\u91cf\u63d0\u5347 1,000,000 \u500d\u7684\u98de\u8dc3\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 tokenization \u80fd\u5e26\u6765\u66f4\u9ad8\u541e\u5410\u548c\u66f4\u5c11\u7684\u80fd\u91cf\u6d6a\u8d39\uff0c\u8fd9\u5bf9\u5c0f\u578b\u548c\u5927\u578b AI \u5e94\u7528\u90fd\u975e\u5e38\u91cd\u8981\u3002<\/p>\n<h3>Tokens per Watt \u6307\u6807<\/h3>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528 tokens per watt \u6307\u6807\u6765\u8861\u91cf GPU \u5c06\u80fd\u91cf\u8f6c\u5316\u4e3a\u6709\u6548\u5de5\u4f5c\u7684\u80fd\u529b\u3002\u8fd9\u4e2a\u6307\u6807\u544a\u8bc9\u4f60\uff1a\u6bcf\u6d88\u8017 1 \u74e6\u7535\u80fd\u53ef\u4ee5\u751f\u6210\u591a\u5c11 tokens\u3002\u4f60\u9700\u8981\u8fd9\u4e00\u4fe1\u606f\u6765\u6bd4\u8f83\u4e0d\u540c GPU \u7cfb\u7edf\uff0c\u5e76\u4e3a\u81ea\u5df1\u7684 AI \u8d1f\u8f7d\u9009\u62e9\u6700\u5408\u9002\u7684\u65b9\u6848\u3002\u968f\u7740\u80fd\u6e90\u6210\u672c\u4e0a\u5347\uff0c\u4f60\u5fc5\u987b\u5173\u6ce8\u63d0\u5347 tokens per watt\uff0c\u4ee5\u4fdd\u6301\u8fd0\u884c\u9ad8\u6548\u3002<\/p>\n<p>\u9ad8\u6548\u7684 GPU \u7b97\u529b tokenization \u80fd\u63d0\u9ad8\u541e\u5410\u91cf\u5e76\u964d\u4f4e\u80fd\u8017\u8d26\u5355\u3002\u4f60\u53ef\u4ee5\u5728\u66f4\u77ed\u65f6\u95f4\u5185\u5904\u7406\u66f4\u591a tokens\uff0c\u4e5f\u5c31\u610f\u5473\u7740\u66f4\u5feb\u7684\u7ed3\u679c\u548c\u66f4\u4f4e\u7684\u6210\u672c\u3002\u91c7\u7528\u5148\u8fdb\u7684 tokenization \u65b9\u6cd5\u8fd8\u80fd\u7f29\u77ed\u9996 token \u65f6\u95f4\uff0c\u4ece\u800c\u4e3a\u7528\u6237\u63d0\u4f9b\u66f4\u4f18\u7684 AI \u670d\u52a1\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\u54cd\u9886\u57df<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8bf4\u660e<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5ef6\u8fdf\u964d\u4f4e<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>GPU \u67b6\u6784\u7684\u8fdb\u6b65\u4f7f token \u5904\u7406\u65f6\u95f4\u6700\u591a\u51cf\u5c11 40 \u500d\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5355\u4f4d\u529f\u8017\u6027\u80fd<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6700\u5927\u5316\u5355\u4f4d\u529f\u8017\u6027\u80fd\u662f AI \u573a\u666f\u4e2d\u83b7\u53d6\u6536\u5165\u7684\u5173\u952e\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\u6784\u8fed\u4ee3\u4e2d\uff0c\u5b9e\u73b0\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>\u63d0\u793a\uff1a\u4f60\u5e94\u5b9a\u671f\u76d1\u63a7 tokens per watt \u6307\u6807\uff0c\u8fd9\u6709\u52a9\u4e8e\u53d1\u73b0\u4f4e\u6548\u73af\u8282\u5e76\u4f18\u5316 GPU \u7b97\u529b tokenization \u7b56\u7565\u3002<\/p>\n<\/blockquote>\n<p>\u4f60\u53ef\u4ee5\u770b\u5230\uff0ctokenization\u3001tokens \u4e0e GPU \u6548\u7387\u4e4b\u95f4\u7d27\u5bc6\u76f8\u8fde\u3002\u5173\u6ce8\u8fd9\u4e9b\u9886\u57df\uff0c\u53ef\u4ee5\u8ba9\u4f60\u7684 AI \u6a21\u578b\u66f4\u5feb\u3001\u66f4\u4fbf\u5b9c\uff0c\u4e5f\u66f4\u53ef\u6301\u7eed\u3002<\/p>\n<h2>GPU \u8d44\u6e90\u7684\u5b9e\u9645\u83b7\u53d6\u65b9\u5f0f<\/h2>\n<h3>\u57fa\u4e8e Token \u7684\u5206\u914d<\/h3>\n<p>\u901a\u8fc7\u4f7f\u7528 tokens\uff0c\u4f60\u53ef\u4ee5\u66f4\u9ad8\u6548\u5730\u83b7\u53d6 GPU \u8d44\u6e90\u3002Tokenization \u8ba9\u4f60\u53ea\u4e3a AI \u9879\u76ee\u6240\u9700\u7684\u7b97\u529b\u4ed8\u8d39\uff0c\u65e0\u9700\u63d0\u524d\u8fdb\u884c\u5927\u89c4\u6a21\u786c\u4ef6\u6295\u5165\u3002\u4f60\u53ef\u4ee5\u52a0\u5165\u4e00\u4e2a\u53bb\u4e2d\u5fc3\u5316 AI \u7f51\u7edc\uff0c\u4e0e\u4ed6\u4eba\u5171\u4eab\u8d44\u6e90\u3002\u667a\u80fd\u5408\u7ea6\u5e2e\u52a9\u4f60\u7ba1\u7406\u8fd9\u4e9b\u4ea4\u6613\uff0c\u5b83\u4eec\u4f1a\u81ea\u52a8\u6267\u884c\u6d41\u7a0b\uff0c\u5e76\u786e\u4fdd\u4f60\u83b7\u5f97\u4e0e\u4f60\u652f\u4ed8\u76f8\u5339\u914d\u7684\u7b97\u529b\u3002\u7531\u4e8e\u89c4\u5219\u900f\u660e\uff0c\u4f60\u4e0d\u5fc5\u5b8c\u5168\u4fe1\u4efb\u5355\u4e00\u670d\u52a1\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\u4e8e Token \u7684 GPU \u5206\u914d<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u4f20\u7edf\u8d44\u6e90\u5206\u914d<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8d44\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\u4e13\u7528\u8d44\u6e90\uff09<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5229\u7528\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u901a\u8fc7\u52a8\u6001\u6269\u7f29\u5bb9\u63d0\u9ad8\u5229\u7528\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5e38\u5e38\u88ab\u4f4e\u6548\u4f7f\u7528<\/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>\u6709\u6f5c\u529b\u5927\u5e45\u964d\u4f4e\u6210\u672c<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8fd0\u8425\u6210\u672c\u9ad8<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4efb\u52a1\u4f18\u5148\u7ea7<\/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\u8d56\u4e34\u65f6\u51b3\u7b56<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8d44\u6e90\u914d\u989d<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9650\u5236\u5355\u7528\u6237\u6d88\u8017<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u53ef\u63a7\u6027\u8f83\u5f31<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8bbf\u95ee\u63a7\u5236<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5177\u5907\u6cbb\u7406\u4e0e\u7ba1\u63a7\u673a\u5236<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6cbb\u7406\u8f83\u5c11<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>Tokenization \u8fd8\u63d0\u5347\u4e86\u53ef\u8bbf\u95ee\u6027\u548c\u6d41\u52a8\u6027\u3002\u4f60\u53ef\u4ee5\u4ea4\u6613\u4ee3\u8868\u4f01\u4e1a\u7ea7 GPU \u8d44\u6e90\u201c\u4efd\u989d\u201d\u7684\u4ee3\u5e01\u3002\u8fd9\u79cd\u673a\u5236\u6709\u52a9\u4e8e\u4f60\u6700\u5927\u5316\u6536\u76ca\uff0c\u5e76\u786e\u4fdd GPU \u7b97\u529b\u53ef\u4ee5\u5728\u771f\u6b63\u9700\u8981\u7684\u5730\u65b9\u5f97\u5230\u5229\u7528\u3002\u5728\u53bb\u4e2d\u5fc3\u5316 GPU \u7f51\u7edc\u4e2d\uff0c\u667a\u80fd\u5408\u7ea6\u8d1f\u8d23\u534f\u8c03\u4f17\u591a\u72ec\u7acb\u63d0\u4f9b\u5546\u7684\u8d44\u6e90\u3002\u4f60\u53ef\u4ee5\u628a\u8fd9\u770b\u4f5c\u4e00\u79cd\u201c\u6316\u77ff\u201d\uff0c\u53ea\u4e0d\u8fc7\u4f60\u7684\u8ba1\u7b97\u4efb\u52a1\u662f\u6709\u7528\u7684 AI \u5de5\u4f5c\u8d1f\u8f7d\uff0c\u800c\u4e0d\u662f\u89e3\u8c1c\u3002<\/p>\n<h3>\u53bb\u4e2d\u5fc3\u5316\u5e02\u573a<\/h3>\n<p>\u4f60\u53ef\u4ee5\u52a0\u5165\u53bb\u4e2d\u5fc3\u5316 AI \u7f51\u7edc\uff0c\u4ece\u4e16\u754c\u5404\u5730\u83b7\u53d6 GPU \u8d44\u6e90\u3002\u8fd9\u4e9b\u5e02\u573a\u901a\u8fc7 tokens \u6765\u5339\u914d\u4f9b\u9700\uff0c\u4f60\u53ef\u4ee5\u6309\u9700\u8d2d\u4e70\u3001\u51fa\u552e\u6216\u79df\u7528 GPU \u7b97\u529b\u3002\u8fd9\u79cd\u7075\u6d3b\u6027\u540c\u65f6\u9002\u7528\u4e8e\u5c0f\u56e2\u961f\u548c\u5927\u578b\u7ec4\u7ec7\u3002\u53bb\u4e2d\u5fc3\u5316 GPU \u7f51\u7edc\u901a\u8fc7\u667a\u80fd\u5408\u7ea6\u81ea\u52a8\u5316\u5904\u7406\u652f\u4ed8\u548c\u8d44\u6e90\u5206\u914d\uff0c\u8ba9\u4f60\u5728\u65e0\u9700\u4f9d\u8d56\u4e2d\u5fc3\u5316\u673a\u6784\u7684\u524d\u63d0\u4e0b\u83b7\u5f97\u900f\u660e\u4e0e\u5b89\u5168\u3002<\/p>\n<ul>\n<li>\n<p>Tokenization \u8ba9\u4f60\u53ef\u4ee5\u8f7b\u677e\u4ea4\u6613 GPU \u8d44\u6e90\u3002<\/p>\n<\/li>\n<li>\n<p>\u53bb\u4e2d\u5fc3\u5316 AI \u7f51\u7edc\u4f1a\u5728\u591a\u7528\u6237\u4e4b\u95f4\u4f18\u5316\u8d44\u6e90\u5206\u914d\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f60\u53ef\u4ee5\u5728\u65e0\u9700\u81ea\u5efa\u6602\u8d35\u786c\u4ef6\u7684\u60c5\u51b5\u4e0b\u83b7\u5f97\u52a0\u901f\u8ba1\u7b97\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<\/li>\n<li>\n<p>\u8d44\u6e90\u63d0\u4f9b\u8005\u4f1a\u56e0\u5171\u4eab GPU \u7b97\u529b\u800c\u83b7\u5f97\u6fc0\u52b1\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f60\u53ef\u4ee5\u7528 tokens \u652f\u4ed8 AI \u5de5\u4f5c\u8d1f\u8f7d\u8d39\u7528\uff0c\u8ba9\u6574\u4e2a\u6d41\u7a0b\u66f4\u7b80\u5355\u3001\u66f4\u516c\u5e73\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5f53\u7136\uff0c\u8fd9\u4e9b\u5e02\u573a\u4e5f\u4f1a\u5e26\u6765\u4e00\u4e9b\u6311\u6218\u3002\u5b9a\u4ef7\u6743\u5f80\u5f80\u4ecd\u7136\u638c\u63e1\u5728\u5927\u578b\u670d\u52a1\u5546\u624b\u4e2d\uff1b\u5bb9\u91cf\u5206\u914d\u53ef\u80fd\u4f1a\u5411\u5927\u5ba2\u6237\u503e\u659c\uff1b\u5bf9 GPU \u8d44\u6e90\u7684\u5730\u7406\u8bbf\u95ee\u5e76\u4e0d\u603b\u662f\u5747\u8861\u3002\u5c0f\u56e2\u961f\u6709\u65f6\u4f1a\u9762\u4e34\u66f4\u9ad8\u4ef7\u683c\u6216\u6709\u9650\u7684\u53ef\u7528\u6027\u3002\u53ef\u9760\u6027\u548c\u6570\u636e\u5b89\u5168\u4e5f\u53ef\u80fd\u662f\u987e\u8651\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u53bb\u4e2d\u5fc3\u5316 AI \u7f51\u7edc\u4ecd\u5728\u4e0d\u65ad\u53d1\u5c55\uff0c\u4f60\u53ef\u4ee5\u671f\u5f85\u968f\u7740 tokenization \u548c\u667a\u80fd\u5408\u7ea6\u7684\u6f14\u8fdb\uff0c\u4f1a\u51fa\u73b0\u66f4\u591a\u521b\u65b0\u6a21\u5f0f\u3002<\/p>\n<h2>\u7ecf\u6d4e\u4e0e\u7528\u6237\u5c42\u9762\u7684\u5f71\u54cd<\/h2>\n<h3>\u7075\u6d3b\u6027\u4e0e\u900f\u660e\u5ea6<\/h3>\n<p>\u901a\u8fc7\u57fa\u4e8e token \u7684 GPU \u8bbf\u95ee\u65b9\u5f0f\uff0c\u4f60\u53ef\u4ee5\u5bf9\u9879\u76ee\u83b7\u5f97\u66f4\u5927\u638c\u63a7\u529b\u3002\u8fd9\u79cd\u65b9\u5f0f\u5141\u8bb8\u4f60\u5b9e\u65f6\u8c03\u6574\u8d44\u6e90\u5206\u914d\uff0c\u5c06 GPU \u4f7f\u7528\u4e0e\u6bcf\u4e2a\u9879\u76ee\u7684\u5b9e\u9645\u9700\u6c42\u76f8\u5339\u914d\uff0c\u4ece\u800c\u51cf\u5c11\u6d6a\u8d39\u5e76\u8282\u7701\u8d39\u7528\u3002\u4f60\u8fd8\u53ef\u4ee5\u4ea4\u6613\u66f4\u5c0f\u7c92\u5ea6\u7684 GPU \u7b97\u529b\u201c\u4efd\u989d\u201d\uff0c\u4e0d\u5fc5\u4e00\u6b21\u6027\u8d2d\u4e70\u6216\u79df\u7528\u6574\u5757 GPU\uff0c\u8fd9\u65e2\u9002\u7528\u4e8e\u5927\u578b\u56e2\u961f\uff0c\u4e5f\u9002\u5408\u5c0f\u56e2\u961f\u8fdb\u884c AI \u5f00\u53d1\u3002<\/p>\n<ul>\n<li>\n<p>Tokenization \u8ba9\u4f60\u53ef\u4ee5\u62e5\u6709\u5e76\u4ea4\u6613 GPU \u7b97\u529b\u7684\u5206\u989d\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f60\u53ef\u4ee5\u9488\u5bf9\u6bcf\u4e2a\u9879\u76ee\u7075\u6d3b\u5b9a\u5236\u7b97\u529b\u914d\u7f6e\u3002<\/p>\n<\/li>\n<li>\n<p>\u5b9e\u65f6\u8c03\u6574 GPU \u4f7f\u7528\uff0c\u6709\u52a9\u4e8e\u4f60\u5728\u9700\u6c42\u53d8\u5316\u65f6\u5feb\u901f\u54cd\u5e94\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4f60\u8fd8\u4f1a\u4ece\u66f4\u9ad8\u7684\u900f\u660e\u5ea6\u4e2d\u53d7\u76ca\u3002\u667a\u80fd\u5408\u7ea6\u548c\u6e05\u6670\u7684\u89c4\u5219\u8ba9\u8d44\u6e90\u5982\u4f55\u5171\u4eab\u4e00\u76ee\u4e86\u7136\uff0c\u4f60\u6e05\u695a\u81ea\u5df1\u4e3a\u54ea\u4e9b\u7b97\u529b\u4ed8\u8d39\u4ee5\u53ca\u5b9e\u9645\u83b7\u5f97\u4e86\u4ec0\u4e48\u3002\u8fd9\u79cd\u673a\u5236\u589e\u5f3a\u4e86\u4fe1\u4efb\uff0c\u5e76\u9f13\u52b1\u66f4\u516c\u5e73\u5730\u4f7f\u7528 GPU \u8d44\u6e90\u3002<\/p>\n<h3>\u5bf9\u5f00\u53d1\u8005\u7684\u597d\u5904<\/h3>\n<p>\u5728\u57fa\u4e8e token \u7684 GPU \u8bbf\u95ee\u6a21\u5f0f\u4e0b\uff0c\u4f60\u80fd\u663e\u8457\u6539\u5584\u7528\u6237\u4f53\u9a8c\u3002Fastokens \u6280\u672f\u53ef\u4ee5\u5c06\u9996 token \u65f6\u95f4\u7f29\u77ed\u6700\u591a 40%\uff0c\u8fd9\u5bf9\u63d0\u793a\u957f\u5ea6\u53ef\u8d85\u8fc7 50,000 tokens \u7684\u5e94\u7528\u5c24\u5176\u91cd\u8981\u3002\u4f60\u80fd\u83b7\u5f97\u66f4\u5feb\u7684\u54cd\u5e94\u548c\u66f4\u9ad8\u7684\u541e\u5410\u91cf\uff0c\u7279\u522b\u662f\u5728\u5bf9\u5ef6\u8fdf\u654f\u611f\u7684\u6a21\u578b\u4e2d\uff0c\u4ece\u800c\u4e3a\u7528\u6237\u63d0\u4f9b\u66f4\u4f18\u8d28\u7684 AI \u670d\u52a1\u3002<\/p>\n<p>AI \u5f00\u53d1\u9879\u76ee\u7684\u6210\u672c\u7ed3\u6784\u4e5f\u5728\u53d1\u751f\u53d8\u5316\u3002AI \u63a8\u7406\u7684\u201c\u6bcf token \u6210\u672c\u201d\u5927\u7ea6\u6bcf\u5e74\u4f1a\u4e0b\u964d\u4e00\u4e2a\u6570\u91cf\u7ea7\u3002\u4f46\u66f4\u5148\u8fdb\u7684\u6a21\u578b\u4f1a\u4f7f\u7528\u66f4\u591a tokens\uff0c\u56e0\u6b64\u6574\u4f53 GPU \u9700\u6c42\u4ecd\u4f1a\u968f\u4e4b\u589e\u957f\u3002\u4f60\u5fc5\u987b\u5728\u5355\u4ef7\u4e0b\u964d\u4e0e\u4f7f\u7528\u91cf\u4e0a\u5347\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u624d\u80fd\u8ba9\u9879\u76ee\u4fdd\u6301\u9ad8\u6548\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\u70b9<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5bf9 AI \u5f00\u53d1\u7684\u5f71\u54cd<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u66f4\u5feb\u7684 Token \u5904\u7406<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63d0\u5347\u7528\u6237\u4f53\u9a8c<\/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>\u8ba9\u9879\u76ee\u66f4\u6613\u8d1f\u62c5<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u81ea\u5b9a\u4e49\u8d44\u6e90\u4f7f\u7528<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63d0\u9ad8\u7b97\u529b\u5229\u7528\u7387<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u900f\u660e\u7684\u5206\u914d\u673a\u5236<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u589e\u5f3a\u5bf9 AI \u6280\u672f\u5f00\u53d1\u7684\u4fe1\u4efb<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>\u73b0\u5728\uff0c\u4f60\u53ef\u4ee5\u628a\u7cbe\u529b\u66f4\u591a\u653e\u5728\u6784\u5efa\u66f4\u597d\u7684\u6a21\u578b\u548c\u6269\u5c55 AI \u9879\u76ee\u89c4\u6a21\u4e0a\u3002\u57fa\u4e8e token \u7684 GPU \u8bbf\u95ee\u65b9\u5f0f\uff0c\u4e3a\u4f60\u5728\u8fd9\u4e2a\u5feb\u901f\u53d8\u5316\u7684\u9886\u57df\u4e2d\u6301\u7eed\u521b\u65b0\u548c\u6210\u957f\u63d0\u4f9b\u4e86\u91cd\u8981\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\u5730\u770b\u5230 tokens\u3001\u5927\u6a21\u578b\u4e0e GPU \u7b97\u529b\u4e4b\u95f4\u5b58\u5728\u76f4\u63a5\u8054\u7cfb\u3002\u8fd9\u79cd\u5173\u7cfb\u5851\u9020\u4e86\u4f60\u6784\u5efa\u548c\u4f7f\u7528 AI \u7cfb\u7edf\u7684\u65b9\u5f0f\u3002\u7406\u89e3\u8fd9\u4e9b\u5173\u8054\uff0c\u53ef\u4ee5\u4e3a\u4f60\u5e26\u6765\u5b9e\u8df5\u548c\u7ecf\u6d4e\u4e0a\u7684\u4f18\u52bf\uff0c\u5e2e\u52a9\u4f60\u4f18\u5316\u9879\u76ee\u5e76\u51cf\u5c11\u6d6a\u8d39\u3002<\/p>\n<ul>\n<li>\n<p>\u6269\u5c55\u5b9a\u5f8b\uff08scaling laws\uff09\u8868\u660e\uff0c\u5728\u53ef\u9884\u6d4b\u7684\u8303\u56f4\u5185\u589e\u52a0\u8d44\u6e90\u53ef\u4ee5\u63d0\u5347\u6a21\u578b\u8868\u73b0\u3002<\/p>\n<\/li>\n<li>\n<p>\u7814\u7a76\u663e\u793a\uff0c\u5728\u7ed9\u5b9a\u9884\u7b97\u4e0b\u5e73\u8861\u6a21\u578b\u89c4\u6a21\u548c\u6570\u636e\u96c6\u89c4\u6a21\uff0c\u53ef\u4ee5\u6709\u6548\u964d\u4f4e\u8bad\u7ec3\u635f\u5931\u3002<\/p>\n<\/li>\n<li>\n<p>\u8fd9\u4e9b\u89c4\u5f8b\u4e3a\u4f60\u5728\u4e0d\u540c\u90e8\u7f72\u73af\u5883\u4e2d\u5bfb\u627e\u6548\u7387\u8fb9\u754c\u63d0\u4f9b\u4e86\u6307\u5bfc\u3002<br \/>\u5f53\u4f60\u4e86\u89e3\u8fd9\u4e9b\u56e0\u7d20\u4e4b\u95f4\u5982\u4f55\u76f8\u4e92\u4f5c\u7528\u65f6\uff0c\u5c31\u80fd\u505a\u51fa\u66f4\u660e\u667a\u7684\u51b3\u7b56\uff0c\u5b9e\u73b0\u66f4\u9ad8\u6548\u7684 AI \u5f00\u53d1\u3002<\/p>\n<\/li>\n<\/ul>\n<h2>\u5e38\u89c1\u95ee\u9898\uff08FAQ\uff09<\/h2>\n<h3>\u4ec0\u4e48\u662f AI \u4e2d\u7684 Token\uff1f<\/h3>\n<p>Token \u662f\u4e00\u5c0f\u6bb5\u6570\u636e\uff0c\u4f8b\u5982\u4e00\u4e2a\u8bcd\u6216\u4e00\u4e2a\u8bcd\u7684\u4e00\u90e8\u5206\uff0c\u662f AI \u6a21\u578b\u7528\u6765\u5904\u7406\u4fe1\u606f\u7684\u57fa\u672c\u5355\u5143\u3002\u6bcf\u5f53\u4f60\u4e0e AI \u4ea4\u4e92\u65f6\uff0c\u90fd\u5728\u4f7f\u7528 tokens\u3002<\/p>\n<h3>\u4e3a\u4ec0\u4e48\u5927\u89c4\u6a21 AI \u6a21\u578b\u9700\u8981\u5982\u6b64\u591a\u7684 GPU \u7b97\u529b\uff1f<\/h3>\n<p>\u5927\u6a21\u578b\u62e5\u6709\u6570\u5341\u4ebf\u53c2\u6570\uff0c\u4f60\u9700\u8981\u5f3a\u5927\u7684 GPU \u6765\u5feb\u901f\u5904\u7406\u6d77\u91cf\u6570\u636e\u3002GPU \u80fd\u5e2e\u52a9\u4f60\u9ad8\u6548\u5730\u8bad\u7ec3\u548c\u8fd0\u884c\u8fd9\u4e9b\u6a21\u578b\u3002<\/p>\n<h3>Token \u4f7f\u7528\u91cf\u5982\u4f55\u5f71\u54cd\u6211\u7684 AI \u6210\u672c\uff1f<\/h3>\n<p>\u4f60\u901a\u5e38\u4f1a\u6309\u4f7f\u7528\u7684 token \u6570\u91cf\u4e3a AI \u670d\u52a1\u4ed8\u8d39\u3002\u66f4\u591a tokens \u610f\u5473\u7740\u66f4\u9ad8\u7684 GPU 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