{"id":36591,"date":"2026-10-13T16:41:55","date_gmt":"2026-10-13T08:41:55","guid":{"rendered":"https:\/\/www.varidata.com\/uncategorized-zh-cn\/token-generation-efficiency-constraints-and-technologies\/"},"modified":"2026-10-13T16:48:27","modified_gmt":"2026-10-13T08:48:27","slug":"token-generation-efficiency-constraints-and-technologies","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-cn\/blog\/token-generation-efficiency-constraints-and-technologies\/","title":{"rendered":"Token \u751f\u6210\u6548\u7387\uff1a\u5173\u952e\u7ea6\u675f\u4e0e\u6838\u5fc3\u6280\u672f"},"content":{"rendered":"<style>\n    table, th, td {\n        border: 1px solid black;\n        border-collapse: collapse;\n    }\n<\/style>\n<p>Token \u751f\u6210\u6548\u7387\u53d6\u51b3\u4e8e\u4e00\u7cfb\u5217\u786c\u6027\u4e0a\u9650\u3002\u4f60\u7684\u786c\u4ef6\u3001\u529f\u8017\u9884\u7b97\u3001<a target=\"_blank\" href=\"https:\/\/www.varidata.com\/zh-cn\/server\/hk\/cn2\/\">\u9999\u6e2f\u670d\u52a1\u5668<\/a>\u57fa\u7840\u8bbe\u65bd\u4ee5\u53ca\u6a21\u578b\u67b6\u6784\u5171\u540c\u51b3\u5b9a\u4e86\u4e0a\u9650\u3002\u7ecf\u6d4e\u538b\u529b\u5f71\u54cd\u7740\u4f60\u5728\u5927\u89c4\u6a21\u90e8\u7f72\u6a21\u578b\u65f6\u505a\u51fa\u7684\u6bcf\u4e00\u4e2a\u51b3\u7b56\u3002\u8fd9\u4e9b\u7ea6\u675f\u662f\u771f\u5b9e\u5b58\u5728\u7684\uff0c\u4e5f\u660e\u786e\u5730\u9650\u5236\u4e86\u4f60\u6700\u7ec8\u80fd\u505a\u5230\u4ec0\u4e48\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u901a\u8fc7\u5ba1\u614e\u7684\u7cfb\u7edf\u8bbe\u8ba1\u3001\u66f4\u806a\u660e\u7684\u4efb\u52a1\u4f18\u5316\u4ee5\u53ca\u4e13\u95e8\u5316\u8bad\u7ec3\u6765\u7a81\u7834\u8fd9\u4e9b\u9650\u5236\u3002\u672c\u6587\u4f1a\u70b9\u51fa\u90a3\u4e9b\u62d6\u6162\u4f60\u7cfb\u7edf\u7684\u5177\u4f53\u74f6\u9888\uff0c\u4e5f\u4f1a\u6807\u51fa\u7f13\u89e3\u5b83\u4eec\u7684\u6280\u672f\u8def\u5f84\u3002\u4f60\u5c06\u7406\u89e3\u6469\u64e6\u4ece\u4f55\u800c\u6765\uff0c\u4ee5\u53ca\u54ea\u4e9b\u5de5\u5177\u53ef\u4ee5\u6d88\u9664\u5b83\u3002\u76ee\u6807\u5f88\u7b80\u5355\uff1a\u5728\u76f8\u540c\u7b97\u529b\u4e0b\u4ea7\u51fa\u66f4\u591a\u6709\u7528\u7ed3\u679c\u3002\u6b63\u662f\u8fd9\u79cd\u805a\u7126\uff0c\u8ba9\u6574\u7bc7\u8ba8\u8bba\u4fdd\u6301\u52a1\u5b9e\u53ef\u884c\u3002<\/p>\n<h2>\u6838\u5fc3\u8981\u70b9<\/h2>\n<ul>\n<li>\n<p>\u786c\u4ef6\u4e0e\u529f\u8017\u4e0a\u9650\u51b3\u5b9a\u4e86 token \u751f\u6210\u6548\u7387\u7684\u7406\u8bba\u6700\u5927\u503c\u3002<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u8def\u7531\u4e0e\u51fd\u6570\u8c03\u7528\u53ef\u4ee5\u5927\u5e45\u51cf\u5c11 token \u6d6a\u8d39\u4e0e\u6210\u672c\u3002<\/p>\n<\/li>\n<li>\n<p>\u7f13\u5b58\u4e0e\u538b\u7f29\u6280\u672f\u80fd\u964d\u4f4e\u5185\u5b58\u5360\u7528\u5e76\u52a0\u901f\u751f\u6210\u3002<\/p>\n<\/li>\n<li>\n<p>\u4ece\u7f13\u5b58\u548c\u6279\u5904\u7406\u5f00\u59cb\uff0c\u5728\u4f4e\u98ce\u9669\u524d\u63d0\u4e0b\u9a6c\u4e0a\u83b7\u5f97\u6210\u672c\u6536\u76ca\u3002<\/p>\n<\/li>\n<li>\n<p>\u901a\u8fc7\u201c\u6bcf\u74e6 token \u6570\u201d\u548c\u7f13\u5b58\u547d\u4e2d\u7387\u6765\u8ddf\u8e2a\u4f60\u7684\u6548\u7387\u63d0\u5347\u3002<\/p>\n<\/li>\n<\/ul>\n<h2>\u662f\u4ec0\u4e48\u9650\u5236\u4e86 token \u751f\u6210\u6548\u7387<\/h2>\n<h3>\u786c\u4ef6\u4e0e\u529f\u8017\u9650\u5236<\/h3>\n<p>\u201c\u6bcf\u74e6 token \u6570\u201d\uff08tokens per watt\uff09\u662f\u4efb\u4f55\u5728\u7ebf\u63a8\u7406\u90e8\u7f72\u7684\u6838\u5fc3\u6548\u7387\u6307\u6807\u3002\u8fd9\u4e2a\u6bd4\u503c\u8d8a\u9ad8\uff0c\u610f\u5473\u7740\u5728\u56fa\u5b9a\u529f\u8017\u4e0b\u5b8c\u6210\u7684\u53ef\u8ba1\u8d39 AI \u5de5\u4f5c\u8d8a\u591a\uff0c\u4ece\u800c\u76f4\u63a5\u964d\u4f4e\u5355 token \u6210\u672c\uff0c\u62ac\u9ad8\u5229\u6da6\u7a7a\u95f4\u3002\u6709\u591a\u79cd\u786c\u4ef6\u56e0\u7d20\u4f1a\u5f71\u54cd\u8fd9\u4e00\u6bd4\u503c\uff0c\u5b83\u4eec\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\u53c8\u5e38\u5e38\u88ab\u4eba\u5ffd\u7565\u3002<\/p>\n<p>\u6279\u5927\u5c0f\u662f\u65f6\u95f4\u2013\u80fd\u8017\u6743\u8861\u4e0a\u7684\u9996\u8981\u8c03\u8282\u65cb\u94ae\u3002\u589e\u5927\u6279\u5927\u5c0f\u4e00\u5f00\u59cb\u4f1a\u964d\u4f4e\u5355 token \u80fd\u8017\uff0c\u56e0\u4e3a\u56fa\u5b9a\u7684\u51c6\u5907\u548c\u5185\u6838\u542f\u52a8\u5f00\u9500\u88ab\u644a\u8584\u5230\u4e86\u66f4\u591a token \u4e0a\u3002\u5728\u6279\u5927\u5c0f\u4ece 32 \u63d0\u5347\u5230 256 \u7684\u533a\u95f4\u5185\uff0c\u4e0b\u964d\u6700\u4e3a\u9661\u5ced\uff0c\u6b64\u65f6 GPU \u5229\u7528\u7387\u4f1a\u4ece\u4e0d\u8db3 50% \u63d0\u9ad8\u5230\u63a5\u8fd1\u6ee1\u8f7d\u3002\u6279\u5927\u5c0f\u7ee7\u7eed\u589e\u5927\u540e\uff0c\u66f2\u7ebf\u4f1a\u9010\u6e10\u53d8\u5e73\u3002\u5728\u6574\u4e2a\u8303\u56f4\u5185\uff0c\u5c0f\u6279\u4e0e\u5927\u6279\u4e4b\u95f4\u7684\u80fd\u8017\u5dee\u8ddd\u53ef\u4ee5\u8fbe\u5230 2\u20133 \u500d\u3002\u4e0a\u4e0b\u6587\u957f\u5ea6\u5219\u671d\u76f8\u53cd\u65b9\u5411\u65bd\u538b\u3002\u968f\u7740\u63d0\u793a\u53d8\u957f\uff0c\u80fd\u8017\u4f1a\u7a33\u6b65\u4e0a\u5347\uff0c\u56e0\u4e3a\u9884\u586b\u9636\u6bb5\u5fc5\u987b\u5904\u7406\u6bcf\u4e00\u4e2a\u8f93\u5165 token\u3002\u4ee5 Llama3 70B \u4e3a\u4f8b\uff0c\u5c06\u4e0a\u4e0b\u6587\u4ece 2K \u63d0\u5347\u5230 10K token\uff0c\u5355 token \u80fd\u8017\u5927\u7ea6\u4f1a\u589e\u52a0 3 \u500d\u3002<\/p>\n<p>GPU \u663e\u5b58\u5bb9\u91cf\u4f1a\u5c01\u9876\u4f60\u53ef\u7528\u7684\u6279\u5927\u5c0f\u3002\u4e00\u65e6\u663e\u5b58\u88ab\u5360\u6ee1\uff0c\u7ee7\u7eed\u589e\u5927\u6279\u5927\u5c0f\u5c31\u65e0\u6cd5\u518d\u5e26\u6765\u5355 token \u80fd\u8017\u7684\u4e0b\u964d\u3002KV \u7f13\u5b58\u538b\u529b\u4f1a\u653e\u5927\u8fd9\u4e00\u95ee\u9898\u3002\u8f93\u51fa\u5e8f\u5217\u8d8a\u957f\uff08\u6bd4\u5982\u63a8\u7406\u7c7b\u4efb\u52a1\uff09\uff0c\u6bcf\u6b21\u54cd\u5e94\u6240\u5360\u7528\u7684 KV \u7f13\u5b58\u5c31\u8d8a\u591a\u3002\u8fd9\u4f1a\u6291\u5236\u6279\u5927\u5c0f\u4e0a\u9650\uff0c\u5e76\u62ac\u5347\u5355 token \u80fd\u8017\u3002CPU \u7aef\u7684\u74f6\u9888\u540c\u6837\u91cd\u8981\u3002\u591a\u6a21\u6001\u9884\u5904\u7406\uff08\u4f8b\u5982\u89c6\u89c9\u7f16\u7801\uff09\u4f1a\u6210\u4e3a\u4e25\u91cd\u74f6\u9888\uff0c\u9650\u5236\u53ef\u884c\u6279\u5927\u5c0f\uff0c\u5373\u4fbf GPU \u7aef\u8fd8\u6709\u5bcc\u4f59\u663e\u5b58\uff0c\u4e5f\u4f1a\u8ba9 GPU \u96be\u4ee5\u5145\u5206\u5229\u7528\u3002\u5e76\u884c\u7b56\u7565\u4e5f\u5f88\u5173\u952e\u3002\u7eaf\u5f20\u91cf\u5e76\u884c\u5f80\u5f80\u80fd\u63d0\u4f9b\u6700\u4f73\u80fd\u6548\uff0c\u800c\u8fc7\u957f\u7684\u6d41\u6c34\u7ebf\u4f1a\u8ba9 GPU \u95f2\u7f6e\u3002\u6700\u4f18\u4e0e\u6700\u5dee\u5207\u5206\u65b9\u6848\u4e4b\u95f4\u7684\u5dee\u8ddd\uff0c\u4f1a\u4ece\u6807\u51c6\u8d1f\u8f7d\u4e0b\u6bcf\u4e2a token \u7ea6 40 \u7126\u8033\uff0c\u6269\u5927\u5230\u9ad8\u541e\u5410\u573a\u666f\u4e0b\u6bcf\u4e2a token \u8d85\u8fc7 60 \u7126\u8033\u3002<\/p>\n<h3>\u6a21\u578b\u590d\u6742\u5ea6\u4e0e\u6210\u672c<\/h3>\n<p>\u5185\u5b58\u5e26\u5bbd\u4ee5\u4e00\u79cd\u7b97\u529b\u5347\u7ea7\u65e0\u6cd5\u5f25\u8865\u7684\u65b9\u5f0f\u9650\u5236\u4e86\u541e\u5410\u3002\u81ea\u56de\u5f52\u89e3\u7801\u4f4d\u4e8e Roofline \u66f2\u7ebf\u810a\u70b9\u7684\u8fdc\u5de6\u4fa7\uff1a\u6bcf\u4e2a\u6743\u91cd\u5b57\u8282\u4ece HBM \u4e2d\u8bfb\u51fa\u540e\uff0c\u53ea\u53c2\u4e0e\u5c11\u91cf\u4e58\u6cd5\u8fd0\u7b97\u4fbf\u88ab\u6dd8\u6c70\u3002\u7b97\u672f\u5f3a\u5ea6\u957f\u671f\u504f\u4f4e\uff0c\u5e26\u5bbd\u659c\u7387\u4e3b\u5bfc\u4e86\u6027\u80fd\u4e0a\u9650\u3002\u5373\u4fbf\u5728\u5927\u6279\u91cf\u573a\u666f\u4e0b\uff0c\u7b97\u672f\u5f3a\u5ea6\u4f9d\u7136\u4e0d\u9ad8\uff1a\u5bf9 Llama3-405B \u662f 41.56\uff0c\u5bf9 DeepseekV3 \u662f 89.83\u2014\u2014\u8fd9\u76f4\u63a5\u91cf\u5316\u4e86\u201c\u5927\u6a21\u578b\u63a8\u7406\u53d7\u9650\u4e8e\u663e\u5b58\u5e26\u5bbd\u201d\u3002<\/p>\n<p>\u8f93\u51fa token \u65f6\u95f4\uff08TPOT\uff0cTime Per Output Token\uff09\u76f4\u63a5\u53d7\u8fd9\u4e00\u4e0a\u9650\u7684\u652f\u914d\u3002\u4e00\u4e2a 70B FP16 \u6a21\u578b\u5728\u6bcf\u4e00\u6b65\u89e3\u7801\u65f6\uff0c\u5927\u7ea6\u9700\u8981\u8bfb\u53d6 140 GB \u7684\u6743\u91cd\u3002\u5728\u4e00\u5757 H100 SXM5\uff083.35 TB\/s HBM \u5e26\u5bbd\uff09\u4e0a\uff0c\u7531\u6b64\u63a8\u5f97 TPOT \u7684\u7406\u8bba\u4e0b\u754c\u7ea6\u4e3a 42 \u6beb\u79d2\/token\u3002\u7ffb\u500d FLOPS \u5e76\u4e0d\u4f1a\u6539\u53d8\u8fd9\u4e2a\u4e0b\u9650\uff0c\u53ea\u6709\u66f4\u9ad8\u5e26\u5bbd\u624d\u4f1a\u6309\u6bd4\u4f8b\u964d\u4f4e TPOT\u3002\u66f4\u4f4e\u7684 TPOT \u610f\u5473\u7740\u66f4\u5feb\u7684\u751f\u6210\u901f\u5ea6\u548c\u66f4\u597d\u7684\u7528\u6237\u54cd\u5e94\u4f53\u9a8c\u3002<\/p>\n<p>KV \u7f13\u5b58\u589e\u957f\u53c8\u589e\u52a0\u4e86\u4e00\u5c42\u6210\u672c\u3002\u6bcf\u751f\u6210\u4e00\u4e2a\u65b0 token\uff0c\u90fd\u4f1a\u5728\u6bcf\u4e00\u5c42 Transformer \u4e2d\u65b0\u589e\u4e00\u4e2a\u4f4d\u7f6e\u7684 KV \u72b6\u6001\u3002\u6bcf\u4e2a token \u5e26\u6765\u7684\u5185\u5b58\u589e\u91cf\uff0c\u4f1a\u88ab\u5c42\u6570\u6210\u500d\u653e\u5927\u3002\u4ee5 Qwen3-Next \u7684\u6ce8\u610f\u529b\u5f62\u72b6\u4e3a\u4f8b\uff0c\u5728 128K \u4e0a\u4e0b\u6587\u4e0b\uff0c12 \u5c42\u5168\u6ce8\u610f\u529b\u9700\u8981\u7ea6 3 GB \u7684 BF16 KV \u7f13\u5b58\uff1b\u800c 48 \u5c42\u914d\u7f6e\u5219\u9700\u8981 12 GB\uff0c\u76f8\u5f53\u4e8e\u5c42\u6570\u589e\u52a0 4 \u500d\uff0cKV \u5360\u7528\u4e5f\u6269\u5927 4 \u500d\u3002\u6a21\u578b\u590d\u6742\u5ea6\u4e5f\u901a\u8fc7\u53c2\u6570\u89c4\u6a21\u6765\u91cd\u5851\u6210\u672c\u7ed3\u6784\u3002token \u5230 token \u7684\u5ef6\u8fdf\u5927\u81f4\u6309\u53c2\u6570\u6570\u91cf\u7684\u5e73\u65b9\u6839\u6269\u5c55\u3002PaLM \u7cfb\u5217\u5b9e\u6d4b\u6570\u636e\u8868\u660e\uff1a8B\u300162B \u548c 540B \u53c2\u6570\u6a21\u578b\u7684\u5355 token \u5ef6\u8fdf\u5206\u522b\u7ea6\u4e3a 4 ms\u300113 ms \u548c 32 ms\u3002\u6a21\u578b\u8d8a\u5927\uff0c\u5355 token \u6210\u672c\u8d8a\u9ad8\uff0c\u800c\u8bf8\u5982\u9ad8\u6548\u6ce8\u610f\u529b\u6216\u7a00\u758f\u611f\u77e5\u5c42\u4e4b\u7c7b\u7684\u67b6\u6784\u9009\u62e9\uff0c\u5219\u53ef\u4ee5\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u4e0a\u8c03\u6216\u4e0b\u8c03\u8fd9\u79cd\u6210\u672c\u3002<\/p>\n<h2>\u63d0\u5347\u6548\u7387\u7684\u6838\u5fc3\u6280\u672f<\/h2>\n<h3>\u8def\u7531\u4e0e\u4efb\u52a1\u4f18\u5316<\/h3>\n<p>\u6a21\u578b\u8def\u7531\u4f1a\u628a\u6bcf\u4e2a\u8bf7\u6c42\u53d1\u9001\u7ed9\u201c\u521a\u597d\u8db3\u591f\u597d\u201d\u7684\u6700\u4fbf\u5b9c\u6a21\u578b\u3002\u4f60\u6839\u636e\u8bf7\u6c42\u96be\u5ea6\u5339\u914d\u6a21\u578b\u5927\u5c0f\uff0c\u800c\u4e0d\u662f\u8ba9\u6240\u6709\u6d41\u91cf\u90fd\u8d70\u6700\u5927\u6a21\u578b\u3002token \u7ea7\u8def\u7531\u5219\u66f4\u8fdb\u4e00\u6b65\uff1a\u5b83\u5141\u8bb8\u540c\u4e00\u6bb5\u54cd\u5e94\u4e2d\u7684\u4e0d\u540c token \u7531\u4e0d\u540c\u6a21\u578b\u751f\u6210\u3002\u8fd9\u91cc\u7684\u6210\u672c\u5ea6\u91cf\u662f\u201c\u5e73\u5747\u8f93\u51fa token \u6570 \u00d7 \u5e73\u5747\u53c2\u6570\u89c4\u6a21\u201d\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4e0e\u5177\u4f53\u786c\u4ef6\u65e0\u5173\u7684\u5ef6\u8fdf\u6307\u6807\u3002\u5b9e\u8df5\u8868\u660e\uff0c\u5728\u6570\u5b66\u3001\u4ee3\u7801\u4e0e\u5199\u4f5c\u7b49\u57fa\u51c6\u4e0a\uff0ctoken \u7ea7\u8def\u7531\u7684\u8868\u73b0\u5f80\u5f80\u4f18\u4e8e\u8bf7\u6c42\u7ea7\u8def\u7531\u548c\u84b8\u998f\u6a21\u578b\u3002<\/p>\n<p>\u901a\u8fc7\u51fd\u6570\u8c03\u7528\u5b9e\u73b0\u7684\u7ed3\u6784\u5316\u8f93\u51fa\u53ef\u4ee5\u663e\u8457\u51cf\u5c11 token \u6d6a\u8d39\u3002\u81ea\u7531\u683c\u5f0f JSON \u751f\u6210\u4f1a\u4ea7\u751f\u5927\u91cf\u7a7a\u767d\u3001\u63a7\u5236\u5b57\u7b26\u548c\u62ec\u53f7\u7ec4\u5408\uff0c\u8fd9\u4e9b\u51e0\u4e4e\u6ca1\u6709\u673a\u5668\u53ef\u8bfb\u4ef7\u503c\u3002\u51fd\u6570\u8c03\u7528\u4f7f\u7528\u57fa\u4e8e\u6587\u6cd5\u7684\u7ea6\u675f\u89e3\u7801\uff1a\u5b83\u5c06 JSON Schema \u8f6c\u6362\u4e3a\u4e0a\u4e0b\u6587\u65e0\u5173\u6587\u6cd5\uff0c\u5e76\u5728\u6bcf\u4e00\u6b65\u89e3\u7801\u65f6\u52a8\u6001\u6536\u7d27\u5141\u8bb8\u8f93\u51fa\u7684 token \u96c6\u5408\u3002\u76f4\u63a5\u5bf9\u6bd4\u53d1\u73b0\uff0c\u5728\u540c\u7b49\u4efb\u52a1\u4e0b\uff0c\u51fd\u6570\u8c03\u7528\u6240\u6d88\u8017\u7684\u5b8c\u6210 token \u8fdc\u5c11\u4e8e\u81ea\u7531\u683c\u5f0f JSON\uff0c\u800c YAML \u7684\u8868\u73b0\u4ecb\u4e8e\u4e24\u8005\u4e4b\u95f4\u3002\u7ea6\u675f\u89e3\u7801\u8fd8\u80fd\u52a0\u901f\u751f\u6210\uff0c\u56e0\u4e3a\u5b83\u8df3\u8fc7\u4e86\u8bb8\u591a\u4e0d\u5fc5\u8981\u7684\u8def\u5f84\u63a2\u7d22\u3002\u5982\u679c\u7cfb\u7edf\u9700\u8981\u591a\u6b21\u91cd\u8bd5\u624d\u80fd\u5f97\u5230\u53ef\u89e3\u6790\u8f93\u51fa\uff0cAPI \u6210\u672c\u4e0e\u54cd\u5e94\u65f6\u95f4\u90fd\u4f1a\u6210\u500d\u589e\u52a0\uff1b\u800c\u5728\u4e25\u683c\u6a21\u5f0f\u4e0b\u7684\u51fd\u6570\u8c03\u7528\u53ef\u4ee5\u5f7b\u5e95\u6d88\u9664\u8fd9\u4e9b\u91cd\u8bd5\u3002<\/p>\n<h3>\u4e0a\u4e0b\u6587\u538b\u7f29\u4e0e\u7f13\u5b58<\/h3>\n<p>KV \u72b6\u6001\u7f13\u5b58\u4f1a\u5b58\u50a8\u5df2\u7ecf\u8ba1\u7b97\u597d\u7684 Key \u548c Value \u6ce8\u610f\u529b\u72b6\u6001\u3002\u6bcf\u4e2a\u65b0 token \u53ea\u9700\u8981\u6267\u884c\u4e00\u6b21\u8f7b\u91cf\u7684\u6ce8\u610f\u529b\u6b65\u9aa4\uff0c\u800c\u4e0d\u5fc5\u91cd\u65b0\u8ba1\u7b97\u6574\u4e2a\u4e0a\u4e0b\u6587\u3002\u4e00\u4e9b\u7f13\u5b58\u53d8\u4f53\u4f1a\u5728\u6240\u6709\u5c42\u4e0a\u7edf\u4e00\u7f13\u5b58 Key \u4e0e Value \u5f20\u91cf\uff0c\u4ece\u800c\u5728\u51cf\u5c0f KV \u7f13\u5b58\u5c3a\u5bf8\u7684\u540c\u65f6\u907f\u514d\u91cd\u590d\u8ba1\u7b97\u3002\u9009\u62e9\u6027\u6dd8\u6c70\u7b56\u7565\u4f1a\u57fa\u4e8e\u6ce8\u610f\u529b\u6a21\u5f0f\u79fb\u9664\u4e0d\u90a3\u4e48\u91cd\u8981\u7684 KV \u5bf9\u3002\u7f13\u5b58\u538b\u7f29\u5219\u901a\u8fc7\u51cf\u5c11 KV \u8868\u793a\u7684\u6bd4\u7279\u6570\u6765\u7f29\u5c0f\u7f13\u5b58\uff0c\u4f7f\u66f4\u591a token \u80fd\u5e38\u9a7b\u5185\u5b58\u3002\u6df7\u5408\u5185\u5b58\u65b9\u6848\u4f1a\u5728 HBM\u3001DRAM \u548c SSD \u4e4b\u95f4\u5206\u5c42\u5b58\u50a8\uff1b\u5bf9\u67d0\u4e9b\u5de5\u4f5c\u8d1f\u8f7d\u800c\u8a00\uff0c\u4ee5 SSD \u4e3a\u9996\u5c42\u7684\u65b9\u6848\u4ecd\u80fd\u83b7\u5f97\u8f83\u9ad8\u547d\u4e2d\u7387\u3002\u65b0\u578b\u6ce8\u610f\u529b\u673a\u5236\u80fd\u591f\u663e\u8457\u51cf\u5c11\u6bcf\u6b21\u8bf7\u6c42\u7684 KV \u5360\u7528\u3002\u5bf9\u4e8e\u667a\u80fd\u4f53\u5de5\u4f5c\u8d1f\u8f7d\u800c\u8a00\uff0c\u7f13\u5b58\u8bfb token \u5f80\u5f80\u5360\u636e\u4e86 token \u603b\u91cf\u7684\u5927\u5934\uff0c\u6b64\u65f6\u7f13\u5b58\u547d\u4e2d\u7387\u5c31\u6210\u4e86\u63a8\u7406\u7ecf\u6d4e\u6027\u7684\u7b2c\u4e00\u9a71\u52a8\u56e0\u7d20\u3002<\/p>\n<h3>\u9ad8\u6548\u63a8\u7406\u5f15\u64ce\u4e0e\u4e13\u95e8\u5316\u8bad\u7ec3<\/h3>\n<p>\u9ad8\u6548\u63a8\u7406\u5f15\u64ce\u8d1f\u8d23\u628a\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\u7684\u6539\u8fdb\u771f\u5b9e\u8f6c\u5316\u4e3a\u541e\u5410\u91cf\u3002\u5b83\u4eec\u63d0\u5347\u6574\u4f53\u541e\u5410\uff0c\u964d\u4f4e\u6210\u672c\uff0c\u5e76\u8ba9\u590d\u6742\u7684\u63a8\u7406\u6a21\u578b\u5728 GPU \u96c6\u7fa4\u4e0a\u5e73\u7a33\u6269\u5c55\u3002\u5229\u7528\u66f4\u7a84\u6570\u503c\u683c\u5f0f\u8fdb\u884c\u7684\u4e13\u95e8\u5316\u8bad\u7ec3\uff0c\u53ef\u4ee5\u5728\u4fdd\u6301\u7b49\u6548\u7cbe\u5ea6\u7684\u524d\u63d0\u4e0b\uff0c\u663e\u8457\u63d0\u9ad8\u201c\u6bcf\u79d2\u6bcf\u74e6\u751f\u6210 token \u6570\u201d\u3002\u6781\u81f4\u534f\u540c\u8bbe\u8ba1\u5219\u628a\u6240\u6709\u5c42\u9762\u62e7\u6210\u4e00\u4e2a\u6574\u4f53\uff1a\u4f60\u4f1a\u628a\u529f\u8017\u3001\u6563\u70ed\u3001\u7f51\u7edc\u3001\u7b97\u529b\u548c\u8f6f\u4ef6\u7edf\u4e00\u89c6\u4f5c\u4e00\u4e2a\u7cfb\u7edf\u6765\u4f18\u5316\u3002\u7535\u529b\u6210\u672c\u53ef\u4ee5\u5360\u5230 AI \u5de5\u5382\u8fd0\u8425\u8d39\u7528\u7684\u5f88\u5927\u4e00\u90e8\u5206\uff1b\u5728\u76ee\u6807\u4ea4\u4e92\u5ef6\u8fdf\u4e0b\uff0c\u7ecf\u8fc7\u7cbe\u7ec6\u534f\u540c\u8bbe\u8ba1\u7684 AI \u5de5\u5382\uff0c\u53ef\u4ee5\u5728\u6bcf\u5146\u74e6\u4ea7\u51fa\u7684 token \u6570\u4e0a\uff0c\u660e\u663e\u9886\u5148\u4e8e\u672a\u7ecf\u4f18\u5316\u7684\u90e8\u7f72\u3002\u8fd9\u79cd\u5168\u6808\u65b9\u6cd5\u80fd\u76f4\u63a5\u538b\u4f4e\u6bcf\u4e2a token \u7684\u6210\u672c\uff0c\u5e76\u6700\u5927\u5316\u4f60\u7684 AI \u6295\u8d44\u56de\u62a5\u3002<\/p>\n<h2>\u8861\u91cf token \u751f\u6210\u6548\u7387<\/h2>\n<h3>Token \u751f\u6210\u6548\u7387\u6307\u6807<\/h3>\n<p>\u4f60\u9700\u8981\u80fd\u628a token \u6d88\u8017\u4e0e\u201c\u5b8c\u6210\u7684\u771f\u5b9e\u5de5\u4f5c\u201d\u6302\u94a9\u7684\u6307\u6807\u3002\u8bf8\u5982\u201c\u6d88\u8d39 token \u6570\u201d\u6216\u201c\u53d1\u9001\u63d0\u793a\u6b21\u6570\u201d\u8fd9\u6837\u7684\u6d3b\u52a8\u6307\u6807\u53ea\u80fd\u8bc1\u660e\u201c\u53d1\u751f\u4e86\u52a8\u4f5c\u201d\uff0c\u5374\u4e0d\u80fd\u8bc1\u660e\u201c\u521b\u9020\u4e86\u4ef7\u503c\u201d\u3002\u50cf\u5408\u5e76 PR \u6570\u3001\u89e3\u51b3\u5de5\u5355\u6570\u6216\u5ba2\u6237\u8f6c\u5316\u6570\u8fd9\u6837\u7684\u7ed3\u679c\u6307\u6807\uff0c\u624d\u80fd\u628a token \u4f7f\u7528\u4e0e\u7ecf\u9a8c\u8bc1\u7684\u4e1a\u52a1\u6210\u679c\u8054\u7cfb\u8d77\u6765\u3002\u201c\u6bcf\u7f8e\u5143 token \u6570\u201d\u628a\u6d88\u8017\u4e0e\u8d22\u52a1\u6210\u672c\u5bf9\u5e94\u8d77\u6765\uff0c\u800c\u201c\u6bcf\u74e6 token \u6570\u201d\u5219\u628a\u6d88\u8017\u4e0e\u80fd\u6e90\u4f7f\u7528\u7ed1\u5b9a\u3002token \u6548\u7387\u6bd4\uff08token efficiency ratio\uff09\u5219\u662f\u201c\u6709\u7528\u8f93\u51fa \u00f7 \u603b\u6d88\u8017 token \u6570\u201d\u3002\u5728\u8d28\u91cf\u76f8\u540c\u7684\u524d\u63d0\u4e0b\uff0c\u4e24\u4efd\u8f93\u51fa\u5728\u6210\u672c\u4e0a\u5374\u53ef\u80fd\u6709\u5de8\u5927\u5dee\u5f02\u3002\u8f93\u5165\u6548\u7387\u8861\u91cf\u4f60\u7684\u63d0\u793a\u662f\u5426\u8db3\u591f\u7cbe\u7b80\uff0c\u8f93\u51fa\u6548\u7387\u8861\u91cf\u4f60\u5b9e\u9645\u4f7f\u7528\u4e86\u591a\u5c11\u751f\u6210\u5185\u5bb9\u3002\u5728\u8bf7\u6c42\u5c42\u9762\uff0c\u9700\u8981\u5173\u6ce8\u6bcf\u6b21\u8bf7\u6c42 token \u6570\u3001\u6bcf\u6b21\u8bf7\u6c42\u6210\u672c\u3001\u6bcf\u6b65\u5ef6\u8fdf\u4ee5\u53ca\u6bcf\u79d2 token \u6570\u3002\u5bf9\u4e8e\u667a\u80fd\u4f53\u5de5\u4f5c\u8d1f\u8f7d\u6765\u8bf4\uff0c\u7f13\u5b58\u547d\u4e2d\u7387\u5c24\u4e3a\u5173\u952e\uff0c\u56e0\u4e3a\u5728\u957f\u4f1a\u8bdd\u91cc\uff0c\u7f13\u5b58\u8bfb\u53ef\u80fd\u5360\u636e\u8d26\u5355\u7684\u5927\u90e8\u5206\u3002<\/p>\n<h3>\u5c06\u7b56\u7565\u4e0e\u5de5\u4f5c\u8d1f\u8f7d\u5339\u914d<\/h3>\n<p>\u4e0d\u540c\u5de5\u4f5c\u8d1f\u8f7d\u4f1a\u504f\u597d\u4e0d\u540c\u7b56\u7565\u3002\u9ad8\u9891\u77ed\u6587\u672c\u751f\u6210\u6700\u9002\u5408\u91c7\u7528\u7ecf\u6d4e\u578b\u6a21\u578b\u3001\u8f93\u51fa\u7ea6\u675f\u4e0e\u63d0\u793a\u7f13\u5b58\u2014\u2014\u5176\u4e2d\uff0c\u7f13\u5b58\u63d0\u793a\u7684\u8f93\u5165\u6210\u672c\u8fdc\u4f4e\u4e8e\u5e38\u89c4\u8f93\u5165\u3002\u957f\u6587\u6863\u6458\u8981\u5de5\u4f5c\u5219\u66f4\u53d7\u76ca\u4e8e\u4e0a\u4e0b\u6587\u7a97\u53e3\u7ba1\u7406\u3001RAG \u5206\u5757\u4f18\u5316\u548c\u6279\u5904\u7406\u3002\u4e0b\u8868\u6bd4\u8f83\u4e86\u51e0\u7c7b\u4e3b\u8981\u7b56\u7565\u3002<\/p>\n<div fullwidth=\"\" class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 100px;\">\n<colgroup>\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\">\n<col style=\"min-width: 25px;\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u7b56\u7565<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6548\u679c<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6210\u672c\u8282\u7ea6<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6700\u4f73\u4f7f\u7528\u573a\u666f<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8def\u7531<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5c06\u8bf7\u6c42\u96be\u5ea6\u4e0e\u6a21\u578b\u89c4\u6a21\u7cbe\u51c6\u5339\u914d<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5728\u9ad8\u6d41\u91cf\u4e14\u6709\u5171\u4eab\u524d\u7f00\u7684\u573a\u666f\u4e2d\u663e\u8457\u8282\u7701\u7b97\u529b<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u96be\u5ea6\u6df7\u5408\u6d41\u91cf\u3001\u591a\u6a21\u578b\u5171\u5b58\u90e8\u7f72<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u538b\u7f29<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u91cf\u5316\u4e0e\u7a00\u758f\u5316\uff0c\u5728\u5fae\u5c0f\u8d28\u91cf\u635f\u5931\u4e0b\u6362\u53d6\u6536\u76ca<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u76f8\u8f83 FP16 \u63d0\u5347\u541e\u5410\uff1b70B \u6a21\u578b\u7ea6 140GB \u7684\u6743\u91cd\u5360\u7528\u53ef\u663e\u8457\u7f29\u5c0f<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u53d7\u663e\u5b58\u9650\u5236\u7684\u90e8\u7f72\u3001\u66f4\u5c0f\u89c4\u683c\u786c\u4ef6<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7f13\u5b58<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6d88\u9664\u91cd\u590d\u8ba1\u7b97<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5927\u5e45\u51cf\u5c11 KV \u7f13\u5b58\u6d6a\u8d39\uff0c\u652f\u6491\u66f4\u591a\u5e76\u53d1\u8bf7\u6c42<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u667a\u80fd\u4f53\u3001\u591a\u6b21\u91cd\u590d\u7cfb\u7edf\u63d0\u793a\u3001\u957f\u4e0a\u4e0b\u6587\u573a\u666f<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63a8\u7406\u5f15\u64ce<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8fde\u7eed\u6279\u5904\u7406\u8ba9 GPU \u65f6\u523b\u4fdd\u6301\u7e41\u5fd9<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u76f8\u6bd4\u9759\u6001\u6279\u5904\u7406\uff0c\u663e\u8457\u63d0\u5347 GPU \u5229\u7528\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5927\u89c4\u6a21\u751f\u4ea7\u7ea7\u5728\u7ebf\u63a8\u7406<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4e13\u95e8\u5316\u8bad\u7ec3<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7ecf\u5fae\u8c03\u7684\u5c0f\u6a21\u578b\u66ff\u4ee3\u5927\u6a21\u578b<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63a8\u7406\u6210\u672c\u4ec5\u4e3a\u5927\u6a21\u578b\u7684\u4e00\u5c0f\u90e8\u5206<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7a84\u9886\u57df\u3001\u9ad8\u9891\u5206\u7c7b\u4efb\u52a1<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u8981\u5c06\u5f15\u64ce\u4e0e\u786c\u4ef6\u5339\u914d\uff0c\u68c0\u67e5\u6a21\u578b\u517c\u5bb9\u6027\uff0c\u5e76\u5728\u5ef6\u8fdf\u4e0e\u541e\u5410\u4e4b\u95f4\u505a\u6743\u8861\u3002\u9762\u5411\u7ec8\u7aef\u5ba2\u6237\u7684\u5bf9\u8bdd\u4fa7\u91cd p95 \u5ef6\u8fdf\u4e0e\u81ea\u52a8\u6269\u7f29\uff1b\u6279\u91cf\u63a8\u7406\u5219\u66f4\u770b\u91cd\u5355\u4efb\u52a1\u6210\u672c\u4e0e\u6574\u4f53\u541e\u5410\u3002<\/p>\n<h2>\u6743\u8861\u4e0e\u843d\u5730\u5b9e\u8df5<\/h2>\n<h3>\u7cbe\u5ea6\u3001\u5ef6\u8fdf\u4e0e\u590d\u6742\u5ea6\u6210\u672c<\/h3>\n<p>\u6bcf\u4e00\u79cd\u6548\u7387\u7b56\u7565\u90fd\u4f34\u968f\u7740\u4ee3\u4ef7\u3002\u6210\u672c\u2013\u8d28\u91cf\u5206\u6790\u4f1a\u628a\u6210\u672c\u4e0e\u8d28\u91cf\u753b\u5728\u540c\u4e00\u5f20\u56fe\u4e0a\uff0c\u5e2e\u52a9\u4f60\u627e\u5230\u201c\u6548\u7387\u524d\u6cbf\u201d\u3002\u5927\u6a21\u578b\u5f80\u5f80\u5b58\u5728\u62a5\u916c\u9012\u51cf\uff1a\u7cbe\u5ea6\u53ea\u7565\u6709\u63d0\u5347\uff0c\u4f46\u5355 token \u6210\u672c\u5374\u5927\u5e45\u4e0a\u6da8\u3002\u4e0a\u4e0b\u6587\u538b\u7f29\u867d\u7136\u53ef\u4ee5\u8ba9\u4f60\u4f7f\u7528\u7a97\u53e3\u66f4\u5c0f\u3001\u6210\u672c\u66f4\u4f4e\u7684\u6a21\u578b\uff0c\u5374\u4e5f\u53ef\u80fd\u4e22\u5931\u5173\u952e\u4fe1\u606f\uff0c\u8fdb\u800c\u538b\u4f4e\u56de\u7b54\u7cbe\u5ea6\u3002\u52a8\u6001\u8def\u7531\u628a\u7b80\u5355\u8bf7\u6c42\u9001\u5f80\u66f4\u9ad8\u6548\u7684\u6a21\u578b\uff0c\u4f46\u8fd9\u4e9b\u6a21\u578b\u4e5f\u53ef\u80fd\u5931\u8d25\u6216\u7ed9\u51fa\u4f4e\u7f6e\u4fe1\u5ea6\u7ed3\u679c\uff0c\u8feb\u4f7f\u7cfb\u7edf\u56de\u9000\u5230\u66f4\u6602\u8d35\u7684\u6a21\u578b\u3002<\/p>\n<p>\u538b\u7f29\u6570\u636e\u4f1a\u975e\u5e38\u76f4\u89c2\u5730\u63ed\u793a\u8fd9\u79cd\u6743\u8861\u3002\u5728\u4e2d\u7b49\u538b\u7f29\u5f3a\u5ea6\u4e0b\uff0c\u5ef6\u8fdf\u548c\u5cf0\u503c\u663e\u5b58\u5360\u7528\u90fd\u4f1a\u4e0b\u964d\uff0c\u541e\u5410\u4e0a\u5347\uff0c\u800c\u7cbe\u5ea6\u4fdd\u6301\u826f\u597d\u3002\u6781\u7aef\u526a\u679d\u5728\u9884\u7b97\u56fa\u5b9a\u7684\u60c5\u51b5\u4e0b\u662f\u5371\u9669\u7684\uff1a\u4ec5\u5728\u4e2d\u5ea6\u538b\u7f29\u4e0b\uff0c\u9ad8\u6548\u7387\u4e0e\u4f4e\u663e\u5b58\u5360\u7528\u624d\u4f1a\u540c\u65f6\u5b58\u5728\uff1b\u6fc0\u8fdb\u526a\u679d\u5219\u9700\u8981\u5f15\u5165\u6309\u5c42\u81ea\u9002\u5e94\u7b49\u66f4\u7cbe\u7ec6\u7684\u65b9\u6848\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;\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>token \u6548\u7387\u7b56\u7565<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u4e0e\u6a21\u578b\u7cbe\u5ea6\u7684\u6743\u8861<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6210\u672c\u2013\u8d28\u91cf\u5206\u6790<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u66f4\u5927\u6a21\u578b\u53ef\u80fd\u4ee5\u66f4\u9ad8 token \u6210\u672c\u6362\u53d6\u6709\u9650\u7cbe\u5ea6\u63d0\u5347<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4e0a\u4e0b\u6587\u957f\u5ea6\u4f18\u5316<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u538b\u7f29\u6216\u68c0\u7d22\u8fc7\u7a0b\u53ef\u80fd\u9057\u6f0f\u4fe1\u606f\uff0c\u5bfc\u81f4\u7cbe\u5ea6\u4e0b\u964d<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4efb\u52a1\u7279\u5b9a\u4f18\u5316<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5bf9\u4e00\u79cd\u4efb\u52a1\u6700\u4f18\u7684\u6a21\u578b\uff0c\u53ef\u80fd\u5728\u53e6\u4e00\u79cd\u4efb\u52a1\u4e0a\u8868\u73b0\u6b20\u4f73<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u52a8\u6001\u6a21\u578b\u9009\u62e9<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8\u6548\u6a21\u578b\u53ef\u80fd\u5931\u8d25\uff0c\u4ece\u800c\u89e6\u53d1\u66f4\u6602\u8d35\u6a21\u578b\u7684\u56de\u9000<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6a21\u578b\u7248\u672c\u7ba1\u7406<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u65b0\u7248\u672c\u53ef\u80fd\u66f4\u6602\u8d35\uff0c\u6216\u8c03\u6574\u4e86 token \u8ba1\u8d39\u65b9\u5f0f<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>\u90e8\u7f72\u4e0e\u8fd0\u7ef4\u9677\u9631<\/h3>\n<p>\u541e\u5410\u63d0\u5347\u5e76\u975e\u81ea\u7136\u800c\u7136\u53d1\u751f\u3002\u5728\u57fa\u4e8e FlashAttention \u6216 PagedAttention \u7684\u73af\u5883\u91cc\uff0c\u5929\u771f\u7684 KV \u7f13\u5b58\u538b\u7f29\u7b56\u7565\u672a\u5fc5\u80fd\u63d0\u5347\u541e\u5410\uff0c\u751a\u81f3\u6709\u53ef\u80fd\u56e0\u8f93\u51fa\u53d8\u957f\u800c\u62d6\u57ae\u6027\u80fd\u3002\u6ce8\u610f\u529b\u5185\u6838\u4e0d\u5339\u914d\u548c\u9875\u9762\u788e\u7247\u5316\u4e5f\u4f1a\u62b5\u6d88\u7406\u8bba\u4e0a\u7684\u6536\u76ca\uff0c\u56e0\u6b64\u5fc5\u987b\u5728\u751f\u4ea7\u63a8\u7406\u6808\u5185\u9a8c\u8bc1\u538b\u7f29\u6548\u679c\u3002\u8def\u7531\u4e0e\u56de\u9000\u51b3\u7b56\u9700\u8981\u4f9d\u8d56\u9884\u6d4b\u6027\u9632\u62a4\uff08\u4f8b\u5982\u81ea\u52a8\u8d1f\u6837\u672c\u8bc4\u4f30\u5668\u4e0e\u541e\u5410\u9884\u6d4b\u5668\uff09\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u9759\u6001\u89c4\u5219\u3002<\/p>\n<p>token \u751f\u6210\u6548\u7387\u540c\u6837\u5f71\u54cd\u201c\u4e70\u65b9\u8c03\u7814\u201d\u7684\u7ed3\u679c\u53ef\u9760\u6027\u3002\u4e3a\u6bcf\u6761\u8c03\u7528\u8def\u5f84\u8bbe\u5b9a\u4e0a\u4e0b\u6587\u9884\u7b97\uff0c\u5e76\u5728\u8d8a\u754c\u65f6\u544a\u8b66\uff0c\u907f\u514d\u4e0a\u4e0b\u6587\u65e0\u58f0\u81a8\u80c0\u3002\u68c0\u7d22\u65f6\u201c\u5b81\u5c11\u52ff\u6ee5\u201d\uff1a\u8fd4\u56de\u66f4\u5c11\u4f46\u6392\u5e8f\u66f4\u597d\u7684\u7247\u6bb5\uff0c\u5f80\u5f80\u6210\u672c\u66f4\u4f4e\u3001\u7b54\u6848\u66f4\u4f18\u3002\u7ec4\u7ec7\u63d0\u793a\u8bcd\u65f6\uff0c\u5148\u653e\u7a33\u5b9a\u5185\u5bb9\uff0c\u518d\u653e\u6613\u53d8\u5185\u5bb9\uff0c\u56e0\u4e3a\u5982\u679c\u63d0\u793a\u8bcd\u7684\u5f00\u5934\u5728\u6bcf\u6b21\u8c03\u7528\u65f6\u90fd\u5728\u53d8\u5316\uff0c\u5c31\u65e0\u6cd5\u4ece\u524d\u7f00\u7f13\u5b58\u4e2d\u83b7\u76ca\u3002\u4e0a\u4e0b\u6587\u4e0d\u7cbe\u786e\u4f1a\u5bfc\u81f4\u5e7b\u89c9\u548c\u201c\u4e0a\u4e0b\u6587\u8150\u70c2\u201d\uff1a\u65e0\u5173\u5185\u5bb9\u4f1a\u8017\u5c3d\u6a21\u578b\u7684\u6ce8\u610f\u529b\u9884\u7b97\u3002\u66f4\u5927\u4e0a\u4e0b\u6587\u7a97\u53e3\u5e76\u4e0d\u80fd\u6cbb\u6108\u8fd9\u4e00\u70b9\uff0c\u5b83\u53ea\u662f\u628a\u5931\u8d25\u70b9\u63a8\u8fdf\u4e86\u4e00\u4e9b\u3002<\/p>\n<p>IDC \u7684\u8c03\u7814\u91cf\u5316\u4e86\u4fe1\u4efb\u7f3a\u53e3\uff1a\u53ea\u6709\u6781\u5c11\u6570\u4f01\u4e1a\u8868\u793a\uff0c\u4ed6\u4eec\u603b\u662f\u5bf9\u4e3b\u8981\u4fe1\u606f\u53d1\u73b0\u5de5\u5177\u7ed9\u51fa\u7684\u7b54\u6848\u5728\u4e8b\u5b9e\u5c42\u9762\u5145\u6ee1\u4fe1\u5fc3\u3002\u8bb8\u591a\u4f01\u4e1a\u4ecd\u505c\u7559\u5728\u8bd5\u70b9\u9636\u6bb5\uff0c\u5f88\u96be\u8fc8\u5411\u5168\u9762\u751f\u4ea7\uff0c\u4e3b\u8981\u539f\u56e0\u6b63\u662f\u4ed6\u4eec\u4e0d\u4fe1\u4efb\u667a\u80fd\u4f53\u7684\u8f93\u51fa\u3002<\/p>\n<p>\u4ece\u7f13\u5b58\u5f00\u59cb\uff0c\u5b83\u5bf9\u7cbe\u5ea6\u6ca1\u6709\u4efb\u4f55\u98ce\u9669\uff0c\u5374\u80fd\u5e26\u6765\u6700\u9ad8\u7684\u5355 token \u8282\u7701\u7387\u3002\u63a5\u7740\u5f15\u5165\u6279\u5904\u7406\uff0c\u8fd9\u901a\u5e38\u53ea\u9700\u8981\u4e00\u6b21\u7b80\u5355\u7684 API \u6539\u9020\uff0c\u5374\u51e0\u4e4e\u5fc5\u7136\u5e26\u6765\u6210\u672c\u6298\u6263\u3002\u6700\u540e\u518d\u8bc4\u4f30\u8def\u7531\u7b56\u7565\uff0c\u56e0\u4e3a\u90a3\u9700\u8981\u9488\u5bf9\u4f60\u7684\u5177\u4f53\u63d0\u793a\u5206\u5e03\u8fdb\u884c\u57fa\u51c6\u6d4b\u8bd5\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>\n<\/div>\n<p>Token \u751f\u6210\u6548\u7387\u53d7\u5230\u7269\u7406\u4e0e\u7ecf\u6d4e\u53cc\u91cd\u7ea6\u675f\uff0c\u800c\u89e3\u51b3\u65b9\u6848\u5219\u4e3b\u8981\u662f\u67b6\u6784\u6027\u4e0e\u6d41\u7a0b\u6027\u7684\u3002\u4ece\u7f13\u5b58\u4e0e\u8def\u7531\u8d77\u6b65\uff0c\u8fd9\u4e9b\u6539\u52a8\u98ce\u9669\u4f4e\uff0c\u5374\u80fd\u7acb\u523b\u5e26\u6765\u8282\u7ea6\u3002\u6709\u4e00\u5bb6\u4f01\u4e1a\u7684\u6708\u5ea6 API 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\u8282\u7701\u7387\u3002\u63d0\u793a\u7f13\u5b58\u80fd\u663e\u8457\u538b\u7f29\u7f13\u5b58\u5185\u5bb9\u5bf9\u5e94\u7684\u8f93\u5165\u6210\u672c\u3002\u6709\u4f01\u4e1a\u5728\u5b9e\u8df5\u4e2d\u8ba9\u6708\u5ea6 API \u6210\u672c\u5267\u70c8\u4e0b\u964d\uff0c\u540c\u65f6\u4e5f\u53d6\u5f97\u4e86\u826f\u597d\u7684\u7f13\u5b58\u547d\u4e2d\u7387\u3002<\/p>\n<h3>\u4e3a\u4ec0\u4e48\u51fd\u6570\u8c03\u7528\u4f18\u4e8e\u81ea\u7531\u683c\u5f0f JSON \u751f\u6210\uff1f<\/h3>\n<p>\u81ea\u7531\u683c\u5f0f JSON \u901a\u5e38\u4f1a\u4ea7\u751f\u8bb8\u591a\u7a7a\u767d\u3001\u63a7\u5236\u5b57\u7b26\u548c\u62ec\u53f7\u7ec4\u5408\uff0c\u8fd9\u4e9b\u5bf9\u673a\u5668\u89e3\u6790\u51e0\u4e4e\u6beb\u65e0\u4ef7\u503c\u3002\u51fd\u6570\u8c03\u7528\u91c7\u7528\u57fa\u4e8e\u6587\u6cd5\u7684\u7ea6\u675f\u89e3\u7801\u673a\u5236\u3002\u5728\u76f4\u63a5\u5bf9\u6bd4\u4e2d\uff0c\u51fd\u6570\u8c03\u7528\u6d88\u8017\u7684\u5b8c\u6210 token \u663e\u8457\u5c11\u4e8e\u81ea\u7531\u683c\u5f0f JSON\u3002<\/p>\n<h3>\u6211\u53ef\u4ee5\u901a\u8fc7\u589e\u52a0\u7b97\u529b\u6765\u964d\u4f4e\u5355 token \u65f6\u95f4\u5417\uff1f<\/h3>\n<p>\u4e0d\u80fd\u3002\u81ea\u56de\u5f52\u89e3\u7801\u53d7\u9650\u4e8e\u5185\u5b58\u5e26\u5bbd\uff0c\u800c\u4e0d\u662f\u7b97\u529b\u3002\u4e00\u4e2a 70B FP16 \u6a21\u578b\u5728\u6bcf\u4e00\u6b65\u89e3\u7801\u65f6\uff0c\u9700\u8981\u8bfb\u53d6\u7ea6 140 GB \u7684\u6743\u91cd\uff0c\u8fd9\u5728 H100 SXM5 \u4e0a\u5c06 TPOT \u7684\u7406\u8bba\u4e0b\u754c\u56fa\u5b9a\u5728\u5927\u7ea6 42 ms\/token\u3002\u53ea\u6709\u66f4\u9ad8\u5e26\u5bbd\u624d\u80fd\u8fdb\u4e00\u6b65\u538b\u4f4e\u8fd9\u4e00\u4e0b\u9650\u3002<\/p>\n<h3>\u6781\u81f4\u534f\u540c\u8bbe\u8ba1\u7a76\u7adf\u80fd\u5e26\u6765\u4ec0\u4e48\uff1f<\/h3>\n<p>\u6781\u81f4\u534f\u540c\u8bbe\u8ba1\u4f1a\u628a\u529f\u8017\u3001\u6563\u70ed\u3001\u7f51\u7edc\u3001\u7b97\u529b\u4e0e\u8f6f\u4ef6\u89c6\u4f5c\u4e00\u4e2a\u7edf\u4e00\u7cfb\u7edf\u6765\u4f18\u5316\u3002\u7535\u529b\u6210\u672c\u5f80\u5f80\u5360 AI \u5de5\u5382\u8fd0\u8425\u5f00\u652f\u7684\u5f88\u5927\u6bd4\u4f8b\u3002\u5728\u76ee\u6807\u4ea4\u4e92\u5ef6\u8fdf\u4e0d\u53d8\u7684\u524d\u63d0\u4e0b\uff0c\u7ecf\u8fc7\u4f18\u5316\u7684 AI \u5de5\u5382\u53ef\u4ee5\u5728\u201c\u6bcf\u5146\u74e6 token \u4ea7\u51fa\u201d\u4e0a\uff0c\u663e\u8457\u9886\u5148\u672a\u7ecf\u4f18\u5316\u7684\u90e8\u7f72\u3002<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Token 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\u6a21\u578b\u8def\u7531\u4e0e\u51fd\u6570\u8c03\u7528\u53ef\u4ee5\u5927\u5e45\u51cf\u5c11 token \u6d6a\u8d39\u4e0e\u6210\u672c\u3002 \u7f13\u5b58\u4e0e\u538b\u7f29\u6280\u672f\u80fd\u964d\u4f4e\u5185\u5b58\u5360\u7528\u5e76\u52a0\u901f\u751f\u6210\u3002 \u4ece\u7f13\u5b58\u548c\u6279\u5904\u7406\u5f00\u59cb\uff0c\u5728\u4f4e\u98ce\u9669\u524d\u63d0\u4e0b\u9a6c\u4e0a\u83b7\u5f97\u6210\u672c\u6536\u76ca\u3002 \u901a\u8fc7\u201c\u6bcf\u74e6 token \u6570\u201d\u548c\u7f13\u5b58\u547d\u4e2d\u7387\u6765\u8ddf\u8e2a\u4f60\u7684\u6548\u7387\u63d0\u5347\u3002 \u662f\u4ec0\u4e48\u9650\u5236\u4e86 token \u751f\u6210\u6548\u7387 \u786c\u4ef6\u4e0e\u529f\u8017\u9650\u5236 \u201c\u6bcf\u74e6 token \u6570\u201d\uff08tokens per watt\uff09\u662f\u4efb\u4f55\u5728\u7ebf\u63a8\u7406\u90e8\u7f72\u7684\u6838\u5fc3\u6548\u7387\u6307\u6807\u3002\u8fd9\u4e2a\u6bd4\u503c\u8d8a\u9ad8\uff0c\u610f\u5473\u7740\u5728\u56fa\u5b9a\u529f\u8017\u4e0b\u5b8c\u6210\u7684\u53ef\u8ba1\u8d39 AI \u5de5\u4f5c\u8d8a\u591a\uff0c\u4ece\u800c\u76f4\u63a5\u964d\u4f4e\u5355 token \u6210\u672c\uff0c\u62ac\u9ad8\u5229\u6da6\u7a7a\u95f4\u3002\u6709\u591a\u79cd\u786c\u4ef6\u56e0\u7d20\u4f1a\u5f71\u54cd\u8fd9\u4e00\u6bd4\u503c\uff0c\u5b83\u4eec\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\u53c8\u5e38\u5e38\u88ab\u4eba\u5ffd\u7565\u3002 \u6279\u5927\u5c0f\u662f\u65f6\u95f4\u2013\u80fd\u8017\u6743\u8861\u4e0a\u7684\u9996\u8981\u8c03\u8282\u65cb\u94ae\u3002\u589e\u5927\u6279\u5927\u5c0f\u4e00\u5f00\u59cb\u4f1a\u964d\u4f4e\u5355 token \u80fd\u8017\uff0c\u56e0\u4e3a\u56fa\u5b9a\u7684\u51c6\u5907\u548c\u5185\u6838\u542f\u52a8\u5f00\u9500\u88ab\u644a\u8584\u5230\u4e86\u66f4\u591a token \u4e0a\u3002\u5728\u6279\u5927\u5c0f\u4ece 32 \u63d0\u5347\u5230 256 \u7684\u533a\u95f4\u5185\uff0c\u4e0b\u964d\u6700\u4e3a\u9661\u5ced\uff0c\u6b64\u65f6 GPU \u5229\u7528\u7387\u4f1a\u4ece\u4e0d\u8db3 50% 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