{"id":36592,"date":"2026-10-13T16:41:55","date_gmt":"2026-10-13T08:41:55","guid":{"rendered":"https:\/\/www.varidata.com\/uncategorized-zh-tw\/token-generation-efficiency-constraints-and-technologies\/"},"modified":"2026-10-13T16:46:40","modified_gmt":"2026-10-13T08:46:40","slug":"token-generation-efficiency-constraints-and-technologies","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/token-generation-efficiency-constraints-and-technologies\/","title":{"rendered":"Token \u751f\u6210\u6548\u7387\uff1a\u95dc\u9375\u7d04\u675f\u8207\u6838\u5fc3\u6280\u8853"},"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\u6c7a\u65bc\u4e00\u7cfb\u5217\u786c\u6027\u4e0a\u9650\u3002\u4f60\u7684\u786c\u9ad4\u3001\u529f\u8017\u9810\u7b97\u3001<a target=\"_blank\" href=\"https:\/\/www.varidata.com\/zh-tw\/server\/hk\/cn2\/\">\u9999\u6e2f\u4f3a\u670d\u5668<\/a>\u57fa\u790e\u8a2d\u65bd\uff0c\u4ee5\u53ca\u6a21\u578b\u67b6\u69cb\u5171\u540c\u6c7a\u5b9a\u4e86\u9019\u500b\u4e0a\u9650\u3002\u7d93\u6fdf\u58d3\u529b\u5f71\u97ff\u4f60\u5728\u5927\u898f\u6a21\u90e8\u7f72\u6a21\u578b\u6642\u505a\u51fa\u7684\u6bcf\u4e00\u500b\u6c7a\u7b56\u3002\u9019\u4e9b\u7d04\u675f\u662f\u771f\u5be6\u5b58\u5728\u7684\uff0c\u4e5f\u660e\u78ba\u9650\u5236\u4e86\u4f60\u6700\u7d42\u80fd\u505a\u5230\u4ec0\u9ebc\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u900f\u904e\u5be9\u614e\u7684\u7cfb\u7d71\u8a2d\u8a08\u3001\u66f4\u8070\u660e\u7684\u4efb\u52d9\u6700\u4f73\u5316\uff0c\u4ee5\u53ca\u5c08\u9580\u5316\u8a13\u7df4\u4f86\u7a81\u7834\u9019\u4e9b\u9650\u5236\u3002\u672c\u6587\u6703\u6307\u51fa\u90a3\u4e9b\u62d6\u6162\u7cfb\u7d71\u7684\u5177\u9ad4\u74f6\u9838\uff0c\u4e5f\u6703\u6a19\u51fa\u7de9\u89e3\u5b83\u5011\u7684\u6280\u8853\u8def\u5f91\u3002\u4f60\u5c07\u7406\u89e3\u6469\u64e6\u5f9e\u4f55\u800c\u4f86\uff0c\u4ee5\u53ca\u54ea\u4e9b\u5de5\u5177\u53ef\u4ee5\u6d88\u9664\u5b83\u3002\u76ee\u6a19\u5f88\u55ae\u7d14\uff1a\u5728\u76f8\u540c\u7b97\u529b\u4e0b\u7522\u51fa\u66f4\u591a\u6709\u7528\u7d50\u679c\u3002\u6b63\u662f\u9019\u7a2e\u805a\u7126\uff0c\u8b93\u6574\u7bc7\u8a0e\u8ad6\u4fdd\u6301\u52d9\u5be6\u53ef\u884c\u3002<\/p>\n<h2>\u6838\u5fc3\u91cd\u9ede<\/h2>\n<ul>\n<li>\n<p>\u786c\u9ad4\u8207\u529f\u8017\u4e0a\u9650\u6c7a\u5b9a\u4e86 token \u751f\u6210\u6548\u7387\u7684\u7406\u8ad6\u6700\u5927\u503c\u3002<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u8def\u7531\u8207\u51fd\u5f0f\u547c\u53eb\u53ef\u4ee5\u5927\u5e45\u6e1b\u5c11 token \u6d6a\u8cbb\u8207\u6210\u672c\u3002<\/p>\n<\/li>\n<li>\n<p>\u5feb\u53d6\u8207\u58d3\u7e2e\u6280\u8853\u80fd\u964d\u4f4e\u8a18\u61b6\u9ad4\u5360\u7528\u4e26\u52a0\u901f\u751f\u6210\u3002<\/p>\n<\/li>\n<li>\n<p>\u5f9e\u5feb\u53d6\u8207\u6279\u6b21\u8655\u7406\u8457\u624b\uff0c\u5728\u4f4e\u98a8\u96aa\u524d\u63d0\u4e0b\u7acb\u5373\u7372\u5f97\u6210\u672c\u6536\u76ca\u3002<\/p>\n<\/li>\n<li>\n<p>\u900f\u904e\u300c\u6bcf\u74e6 token \u6578\u300d\u8207\u5feb\u53d6\u547d\u4e2d\u7387\u4f86\u8ffd\u8e64\u4f60\u7684\u6548\u7387\u63d0\u5347\u3002<\/p>\n<\/li>\n<\/ul>\n<h2>\u662f\u4ec0\u9ebc\u9650\u5236\u4e86 token \u751f\u6210\u6548\u7387<\/h2>\n<h3>\u786c\u9ad4\u8207\u529f\u8017\u9650\u5236<\/h3>\n<p>\u300c\u6bcf\u74e6 token \u6578\u300d\uff08tokens per watt\uff09\u662f\u4efb\u4f55\u7dda\u4e0a\u63a8\u7406\u90e8\u7f72\u7684\u6838\u5fc3\u6548\u7387\u6307\u6a19\u3002\u9019\u500b\u6bd4\u503c\u8d8a\u9ad8\uff0c\u4ee3\u8868\u5728\u56fa\u5b9a\u529f\u8017\u4e0b\u5b8c\u6210\u7684\u53ef\u8a08\u8cbb AI \u5de5\u4f5c\u8d8a\u591a\uff0c\u5f9e\u800c\u76f4\u63a5\u964d\u4f4e\u55ae token \u6210\u672c\u4e26\u62c9\u9ad8\u5229\u6f64\u7a7a\u9593\u3002\u6709\u591a\u7a2e\u786c\u9ad4\u56e0\u7d20\u6703\u5f71\u97ff\u9019\u500b\u6bd4\u503c\uff0c\u5b83\u5011\u4e4b\u9593\u7684\u4ea4\u4e92\u537b\u7d93\u5e38\u88ab\u5ffd\u7565\u3002<\/p>\n<p>\u6279\u6b21\u5927\u5c0f\u662f\u6642\u9593\u8207\u80fd\u8017\u6b0a\u8861\u4e0a\u7684\u9996\u8981\u8abf\u7bc0\u65cb\u9215\u3002\u653e\u5927\u6279\u6b21\u4e00\u958b\u59cb\u6703\u964d\u4f4e\u55ae token \u80fd\u8017\uff0c\u56e0\u70ba\u56fa\u5b9a\u7684\u6e96\u5099\u8207\u6838\u5fc3\u555f\u52d5\u958b\u92b7\u88ab\u6524\u63d0\u5230\u66f4\u591a token \u4e0a\u3002\u5728\u6279\u6b21\u5f9e 32 \u63d0\u5347\u5230 256 \u7684\u5340\u9593\u5167\uff0c\u4e0b\u964d\u6700\u70ba\u9661\u5ced\uff0c\u6b64\u6642 GPU \u4f7f\u7528\u7387\u6703\u5f9e\u4e0d\u8db3 50% \u5347\u81f3\u63a5\u8fd1\u6eff\u8f09\u3002\u6279\u6b21\u5927\u5c0f\u518d\u7e7c\u7e8c\u589e\u5927\uff0c\u66f2\u7dda\u5247\u6703\u8da8\u65bc\u5e73\u7de9\u3002\u5728\u6574\u500b\u7bc4\u570d\u4e2d\uff0c\u5c0f\u6279\u8207\u5927\u6279\u4e4b\u9593\u7684\u80fd\u8017\u5dee\u8ddd\u53ef\u9054 2\u20133 \u500d\u3002\u4e0a\u4e0b\u6587\u9577\u5ea6\u5247\u5f80\u76f8\u53cd\u65b9\u5411\u65bd\u58d3\u3002\u96a8\u8457\u63d0\u793a\u8b8a\u9577\uff0c\u80fd\u8017\u6703\u7a69\u6b65\u4e0a\u5347\uff0c\u56e0\u70ba\u9810\u586b\u968e\u6bb5\u5fc5\u9808\u8655\u7406\u6bcf\u4e00\u500b\u8f38\u5165 token\u3002\u4ee5 Llama3 70B \u70ba\u4f8b\uff0c\u5c07\u4e0a\u4e0b\u6587\u5f9e 2K \u63d0\u5347\u5230 10K token\uff0c\u55ae token \u80fd\u8017\u5927\u7d04\u6703\u589e\u52a0 3 \u500d\u3002<\/p>\n<p>GPU \u986f\u793a\u8a18\u61b6\u9ad4\u5bb9\u91cf\u6703\u5c01\u9802\u4f60\u53ef\u7528\u7684\u6279\u6b21\u5927\u5c0f\u3002\u4e00\u65e6\u986f\u793a\u8a18\u61b6\u9ad4\u88ab\u5360\u6eff\uff0c\u7e7c\u7e8c\u653e\u5927\u6279\u6b21\u5c31\u7121\u6cd5\u518d\u5e36\u4f86\u55ae token \u80fd\u8017\u7684\u4e0b\u964d\u3002KV \u5feb\u53d6\u58d3\u529b\u6703\u653e\u5927\u9019\u500b\u554f\u984c\u3002\u8f38\u51fa\u5e8f\u5217\u8d8a\u9577\uff08\u4f8b\u5982\u63a8\u7406\u578b\u4efb\u52d9\uff09\uff0c\u6bcf\u6b21\u56de\u61c9\u4f54\u7528\u7684 KV \u5feb\u53d6\u5c31\u8d8a\u591a\uff0c\u9019\u6703\u58d3\u7e2e\u53ef\u884c\u6279\u6b21\u4e0a\u9650\uff0c\u4e26\u63a8\u9ad8\u55ae token \u80fd\u8017\u3002CPU \u7aef\u74f6\u9838\u540c\u6a23\u91cd\u8981\u3002\u591a\u6a21\u614b\u524d\u8655\u7406\uff08\u4f8b\u5982\u5f71\u50cf\u7de8\u78bc\uff09\u53ef\u80fd\u6210\u70ba\u56b4\u91cd\u74f6\u9838\uff0c\u9650\u5236\u53ef\u884c\u6279\u6b21\u5927\u5c0f\uff0c\u5373\u4fbf GPU \u7aef\u4ecd\u6709\u5bcc\u9918\u986f\u793a\u8a18\u61b6\u9ad4\uff0c\u4e5f\u6703\u4f7f GPU \u96e3\u4ee5\u5145\u5206\u5229\u7528\u3002\u5e73\u884c\u5316\u7b56\u7565\u4e5f\u5f88\u95dc\u9375\u3002\u7d14\u5f35\u91cf\u5e73\u884c\u5f80\u5f80\u80fd\u63d0\u4f9b\u6700\u4f73\u80fd\u6548\uff0c\u800c\u904e\u9577\u7684\u7ba1\u7dda\u5316\u5247\u6703\u8b93 GPU \u9592\u7f6e\u3002\u6700\u4f73\u8207\u6700\u5dee\u5207\u5206\u65b9\u6848\u4e4b\u9593\u7684\u5dee\u8ddd\uff0c\u6703\u5f9e\u6a19\u6e96\u8ca0\u8f09\u4e0b\u6bcf\u500b token \u7d04 40 \u7126\u8033\uff0c\u64f4\u5927\u5230\u9ad8\u541e\u5410\u60c5\u5883\u4e0b\u6bcf\u500b token \u8d85\u904e 60 \u7126\u8033\u3002<\/p>\n<h3>\u6a21\u578b\u8907\u96dc\u5ea6\u8207\u6210\u672c<\/h3>\n<p>\u8a18\u61b6\u9ad4\u983b\u5bec\u4ee5\u4e00\u7a2e\u7b97\u529b\u5347\u7d1a\u7121\u6cd5\u5f4c\u88dc\u7684\u65b9\u5f0f\u9650\u5236\u4e86\u541e\u5410\u3002\u81ea\u56de\u6b78\u89e3\u78bc\u4f4d\u65bc Roofline \u66f2\u7dda\u7a1c\u7dda\u7684\u6975\u5de6\u5074\uff1a\u6bcf\u500b\u6b0a\u91cd\u4f4d\u5143\u7d44\u5f9e HBM \u4e2d\u88ab\u8b80\u51fa\u5f8c\uff0c\u53ea\u53c3\u8207\u5c11\u91cf\u4e58\u6cd5\u904b\u7b97\u4fbf\u88ab\u6dd8\u6c70\u3002\u7b97\u8853\u5f37\u5ea6\u9577\u671f\u504f\u4f4e\uff0c\u983b\u5bec\u659c\u7387\u4e3b\u5c0e\u4e86\u6548\u80fd\u4e0a\u9650\u3002\u5373\u4fbf\u5728\u5927\u6279\u6b21\u60c5\u5883\u4e0b\uff0c\u7b97\u8853\u5f37\u5ea6\u4f9d\u7136\u4e0d\u9ad8\uff1a\u5c0d Llama3-405B \u70ba 41.56\uff0c\u5c0d DeepseekV3 \u70ba 89.83\u2014\u2014\u9019\u76f4\u63a5\u91cf\u5316\u4e86\u300c\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u63a8\u7406\u53d7\u9650\u65bc\u986f\u793a\u8a18\u61b6\u9ad4\u983b\u5bec\u300d\u3002<\/p>\n<p>\u8f38\u51fa token \u6642\u9593\uff08TPOT\uff0cTime Per Output Token\uff09\u76f4\u63a5\u53d7\u9019\u500b\u4e0a\u9650\u7684\u5236\u7d04\u3002\u4e00\u500b 70B FP16 \u6a21\u578b\u5728\u6bcf\u4e00\u6b65\u89e3\u78bc\u6642\uff0c\u5927\u7d04\u9700\u8981\u8b80\u53d6 140 GB \u6b0a\u91cd\u3002\u5728\u4e00\u9846 H100 SXM5\uff083.35 TB\/s HBM \u983b\u5bec\uff09\u4e0a\uff0c\u7531\u6b64\u63a8\u5f97 TPOT \u7684\u7406\u8ad6\u4e0b\u754c\u7d04\u70ba 42 \u6beb\u79d2\/token\u3002\u5c07 FLOPS \u52a0\u500d\u4e26\u4e0d\u6703\u6539\u8b8a\u9019\u500b\u4e0b\u9650\uff0c\u53ea\u6709\u66f4\u9ad8\u983b\u5bec\u624d\u6703\u6309\u6bd4\u4f8b\u62c9\u4f4e TPOT\u3002\u66f4\u4f4e\u7684 TPOT \u610f\u5473\u8457\u66f4\u5feb\u7684\u751f\u6210\u901f\u5ea6\u8207\u66f4\u4f73\u7684\u4f7f\u7528\u8005\u97ff\u61c9\u9ad4\u9a57\u3002<\/p>\n<p>KV \u5feb\u53d6\u6210\u9577\u53c8\u758a\u52a0\u4e86\u4e00\u5c64\u6210\u672c\u3002\u6bcf\u751f\u6210\u4e00\u500b\u65b0 token\uff0c\u90fd\u6703\u5728\u6bcf\u4e00\u5c64 Transformer \u4e2d\u65b0\u589e\u4e00\u500b\u4f4d\u7f6e\u7684 KV \u72c0\u614b\u3002\u6bcf\u500b token \u5e36\u4f86\u7684\u8a18\u61b6\u9ad4\u589e\u91cf\uff0c\u6703\u88ab\u5c64\u6578\u6210\u500d\u653e\u5927\u3002\u4ee5 Qwen3-Next \u7684\u6ce8\u610f\u529b\u5f62\u72c0\u70ba\u4f8b\uff0c\u5728 128K \u4e0a\u4e0b\u6587\u4e0b\uff0c12 \u5c64\u5b8c\u6574\u6ce8\u610f\u529b\u5927\u7d04\u9700\u8981 3 GB BF16 KV \u5feb\u53d6\uff1b\u800c 48 \u5c64\u914d\u7f6e\u5247\u9700\u8981 12 GB\uff0c\u76f8\u7576\u65bc\u5c64\u6578\u653e\u5927 4 \u500d\uff0cKV \u5360\u7528\u4e5f\u96a8\u4e4b\u589e\u52a0 4 \u500d\u3002\u6a21\u578b\u8907\u96dc\u5ea6\u4e5f\u900f\u904e\u53c3\u6578\u898f\u6a21\u91cd\u5851\u6210\u672c\u7d50\u69cb\u3002token \u5230 token \u7684\u5ef6\u9072\u5927\u81f4\u6309\u53c3\u6578\u6578\u91cf\u7684\u5e73\u65b9\u6839\u64f4\u5f35\u3002PaLM \u7cfb\u5217\u5be6\u6e2c\u6578\u64da\u986f\u793a\uff1a8B\u300162B \u8207 540B \u53c3\u6578\u6a21\u578b\u7684\u55ae token \u5ef6\u9072\u5206\u5225\u7d04\u70ba 4 ms\u300113 ms \u8207 32 ms\u3002\u6a21\u578b\u8d8a\u5927\uff0c\u55ae token \u6210\u672c\u8d8a\u9ad8\uff0c\u800c\u8af8\u5982\u9ad8\u6548\u6ce8\u610f\u529b\u6216\u7a00\u758f\u611f\u77e5\u5c64\u9019\u985e\u67b6\u69cb\u8a2d\u8a08\uff0c\u5247\u53ef\u4ee5\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u4e0a\u8abf\u6216\u4e0b\u8abf\u9019\u9805\u6210\u672c\u3002<\/p>\n<h2>\u63d0\u5347\u6548\u7387\u7684\u6838\u5fc3\u6280\u8853<\/h2>\n<h3>\u8def\u7531\u8207\u4efb\u52d9\u6700\u4f73\u5316<\/h3>\n<p>\u6a21\u578b\u8def\u7531\u6703\u628a\u6bcf\u500b\u8acb\u6c42\u4ea4\u7d66\u300c\u525b\u597d\u8db3\u5920\u597d\u300d\u7684\u6700\u4f4e\u6210\u672c\u6a21\u578b\u3002\u4f60\u4f9d\u64da\u8acb\u6c42\u96e3\u5ea6\u5339\u914d\u6a21\u578b\u5927\u5c0f\uff0c\u800c\u4e0d\u662f\u8b93\u6240\u6709\u6d41\u91cf\u90fd\u8d70\u6700\u5927\u6a21\u578b\u3002token \u7d1a\u8def\u7531\u5247\u66f4\u9032\u4e00\u6b65\uff1a\u5b83\u5141\u8a31\u540c\u4e00\u6bb5\u56de\u61c9\u4e2d\u7684\u4e0d\u540c token \u7531\u4e0d\u540c\u6a21\u578b\u751f\u6210\u3002\u9019\u88e1\u7684\u6210\u672c\u5ea6\u91cf\u662f\u300c\u5e73\u5747\u8f38\u51fa token \u6578 \u00d7 \u5e73\u5747\u53c3\u6578\u898f\u6a21\u300d\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u500b\u8207\u5177\u9ad4\u786c\u9ad4\u7121\u95dc\u7684\u5ef6\u9072\u6307\u6a19\u3002\u5be6\u52d9\u4e0a\uff0c\u5728\u6578\u5b78\u3001\u7a0b\u5f0f\u78bc\u8207\u5beb\u4f5c\u7b49\u57fa\u6e96\u4e0a\uff0ctoken \u7d1a\u8def\u7531\u5f80\u5f80\u512a\u65bc\u8acb\u6c42\u7d1a\u8def\u7531\u548c\u84b8\u993e\u6a21\u578b\u3002<\/p>\n<p>\u900f\u904e\u51fd\u5f0f\u547c\u53eb\u5be6\u73fe\u7684\u7d50\u69cb\u5316\u8f38\u51fa\uff0c\u53ef\u4ee5\u5927\u5e45\u964d\u4f4e token \u6d6a\u8cbb\u3002\u81ea\u7531\u683c\u5f0f JSON \u751f\u6210\u6703\u7522\u751f\u5927\u91cf\u7a7a\u767d\u3001\u63a7\u5236\u5b57\u5143\u8207\u62ec\u865f\u7d44\u5408\uff0c\u9019\u4e9b\u5e7e\u4e4e\u6c92\u6709\u6a5f\u5668\u53ef\u8b80\u50f9\u503c\u3002\u51fd\u5f0f\u547c\u53eb\u4f7f\u7528\u57fa\u65bc\u6587\u6cd5\u7684\u53d7\u9650\u89e3\u78bc\uff1a\u5b83\u5c07 JSON Schema \u8f49\u63db\u70ba\u4e0a\u4e0b\u6587\u7121\u95dc\u6587\u6cd5\uff0c\u4e26\u5728\u6bcf\u4e00\u6b65\u89e3\u78bc\u6642\u52d5\u614b\u6536\u7dca\u5141\u8a31\u8f38\u51fa\u7684 token \u96c6\u5408\u3002\u76f4\u63a5\u5c0d\u6bd4\u767c\u73fe\uff0c\u5728\u540c\u7b49\u4efb\u52d9\u4e0b\uff0c\u51fd\u5f0f\u547c\u53eb\u6d88\u8017\u7684\u5b8c\u6210 token \u9060\u5c11\u65bc\u81ea\u7531\u683c\u5f0f JSON\uff0c\u800c YAML \u7684\u8868\u73fe\u4ecb\u65bc\u5169\u8005\u4e4b\u9593\u3002\u53d7\u9650\u89e3\u78bc\u4e5f\u80fd\u52a0\u901f\u751f\u6210\uff0c\u56e0\u70ba\u5b83\u8df3\u904e\u4e86\u8a31\u591a\u4e0d\u5fc5\u8981\u7684\u8def\u5f91\u63a2\u7d22\u3002\u5982\u679c\u7cfb\u7d71\u9700\u8981\u591a\u6b21\u91cd\u8a66\u624d\u80fd\u5f97\u5230\u53ef\u89e3\u6790\u8f38\u51fa\uff0cAPI \u6210\u672c\u8207\u56de\u61c9\u6642\u9593\u90fd\u6703\u6210\u500d\u589e\u52a0\uff1b\u800c\u5728\u56b4\u683c\u6a21\u5f0f\u4e0b\u7684\u51fd\u5f0f\u547c\u53eb\u53ef\u4ee5\u5fb9\u5e95\u6d88\u9664\u9019\u985e\u91cd\u8a66\u3002<\/p>\n<h3>\u4e0a\u4e0b\u6587\u58d3\u7e2e\u8207\u5feb\u53d6<\/h3>\n<p>KV \u72c0\u614b\u5feb\u53d6\u6703\u5132\u5b58\u5df2\u8a08\u7b97\u597d\u7684 Key \u8207 Value \u6ce8\u610f\u529b\u72c0\u614b\u3002\u6bcf\u500b\u65b0 token \u50c5\u9700\u57f7\u884c\u4e00\u6b21\u8f15\u91cf\u7d1a\u6ce8\u610f\u529b\u6b65\u9a5f\uff0c\u800c\u4e0d\u5fc5\u91cd\u65b0\u8a08\u7b97\u6574\u500b\u4e0a\u4e0b\u6587\u3002\u6709\u4e9b\u5feb\u53d6\u8b8a\u9ad4\u6703\u5728\u6240\u6709\u5c64\u7d71\u4e00\u5feb\u53d6 Key \u8207 Value \u5f35\u91cf\uff0c\u85c9\u6b64\u5728\u7e2e\u5c0f KV \u5feb\u53d6\u9ad4\u7a4d\u7684\u540c\u6642\u907f\u514d\u91cd\u8907\u8a08\u7b97\u3002\u9078\u64c7\u6027\u6dd8\u6c70\u7b56\u7565\u6703\u6839\u64da\u6ce8\u610f\u529b\u6a21\u5f0f\u79fb\u9664\u8f03\u4e0d\u91cd\u8981\u7684 KV \u914d\u5c0d\u3002\u5feb\u53d6\u58d3\u7e2e\u5247\u900f\u904e\u964d\u4f4e KV \u8868\u793a\u7684\u4f4d\u5143\u6578\u4f86\u7e2e\u5c0f\u5feb\u53d6\uff0c\u8b93\u66f4\u591a token \u80fd\u5e38\u99d0\u65bc\u8a18\u61b6\u9ad4\u4e2d\u3002\u6df7\u5408\u8a18\u61b6\u9ad4\u65b9\u6848\u6703\u5728 HBM\u3001DRAM \u8207 SSD \u4e4b\u9593\u9032\u884c\u5206\u5c64\u5132\u5b58\uff1b\u5c0d\u67d0\u4e9b\u5de5\u4f5c\u8ca0\u8f09\u800c\u8a00\uff0c\u4ee5 SSD \u70ba\u9996\u5c64\u7684\u4f5c\u6cd5\u4ecd\u80fd\u53d6\u5f97\u76f8\u7576\u9ad8\u7684\u547d\u4e2d\u7387\u3002\u65b0\u578b\u6ce8\u610f\u529b\u6a5f\u5236\u53ef\u4ee5\u986f\u8457\u964d\u4f4e\u6bcf\u6b21\u8acb\u6c42\u7684 KV \u5360\u7528\u3002\u5c0d\u65bc\u667a\u80fd\u9ad4\u5de5\u4f5c\u8ca0\u8f09\u800c\u8a00\uff0c\u5feb\u53d6\u8b80\u53d6 token \u5e38\u5e38\u4f54\u64da token \u7e3d\u91cf\u7684\u5927\u5b97\uff0c\u6b64\u6642\u5feb\u53d6\u547d\u4e2d\u7387\u5c31\u6210\u70ba\u63a8\u7406\u7d93\u6fdf\u6027\u7684\u9996\u8981\u9a45\u52d5\u56e0\u7d20\u3002<\/p>\n<h3>\u9ad8\u6548\u63a8\u7406\u5f15\u64ce\u8207\u5c08\u9580\u5316\u8a13\u7df4<\/h3>\n<p>\u9ad8\u6548\u63a8\u7406\u5f15\u64ce\u8ca0\u8cac\u628a\u5e95\u5c64\u57fa\u790e\u8a2d\u65bd\u7684\u6539\u5584\uff0c\u771f\u5be6\u8f49\u5316\u70ba\u541e\u5410\u91cf\u3002\u5b83\u5011\u63d0\u5347\u6574\u9ad4\u541e\u5410\u3001\u964d\u4f4e\u6210\u672c\uff0c\u4e26\u8b93\u8907\u96dc\u63a8\u7406\u6a21\u578b\u80fd\u5728 GPU \u53e2\u96c6\u4e0a\u9806\u5229\u64f4\u5c55\u3002\u63a1\u7528\u66f4\u7a84\u6578\u503c\u683c\u5f0f\u9032\u884c\u7684\u5c08\u9580\u5316\u8a13\u7df4\uff0c\u53ef\u4ee5\u5728\u7dad\u6301\u7b49\u6548\u7cbe\u5ea6\u7684\u524d\u63d0\u4e0b\uff0c\u986f\u8457\u63d0\u5347\u300c\u6bcf\u79d2\u6bcf\u74e6\u751f\u6210 token \u6578\u300d\u3002\u6975\u81f4\u5354\u540c\u8a2d\u8a08\u5247\u628a\u6240\u6709\u5c64\u9762\u62f4\u6210\u4e00\u500b\u6574\u9ad4\uff1a\u4f60\u6703\u628a\u529f\u8017\u3001\u6563\u71b1\u3001\u7db2\u8def\u3001\u7b97\u529b\u8207\u8edf\u9ad4\u8996\u70ba\u4e00\u500b\u7cfb\u7d71\u4f86\u512a\u5316\u3002\u96fb\u529b\u6210\u672c\u53ef\u80fd\u4f54 AI \u5de5\u5ee0\u71df\u904b\u652f\u51fa\u7684\u5f88\u5927\u4e00\u90e8\u5206\uff1b\u5728\u76ee\u6a19\u4e92\u52d5\u5ef6\u9072\u4e0b\uff0c\u7d93\u904e\u7cbe\u7d30\u5354\u540c\u8a2d\u8a08\u7684 AI \u5de5\u5ee0\uff0c\u5728\u6bcf\u5146\u74e6\u7522\u51fa\u7684 token \u6578\u4e0a\uff0c\u80fd\u660e\u986f\u9818\u5148\u672a\u7d93\u512a\u5316\u7684\u90e8\u7f72\u3002\u9019\u7a2e\u5168\u68e7\u65b9\u6cd5\u53ef\u4ee5\u76f4\u63a5\u58d3\u4f4e\u6bcf\u500b token \u6210\u672c\uff0c\u4e26\u6700\u5927\u5316\u4f60\u7684 AI \u6295\u8cc7\u5831\u916c\u3002<\/p>\n<h2>\u8861\u91cf token \u751f\u6210\u6548\u7387<\/h2>\n<h3>Token \u751f\u6210\u6548\u7387\u6307\u6a19<\/h3>\n<p>\u4f60\u9700\u8981\u80fd\u628a token \u6d88\u8017\u8207\u300c\u5b8c\u6210\u7684\u5be6\u969b\u5de5\u4f5c\u300d\u639b\u9264\u7684\u6307\u6a19\u3002\u50cf\u300c\u6d88\u8017 token \u6578\u300d\u6216\u300c\u9001\u51fa\u63d0\u793a\u6b21\u6578\u300d\u9019\u985e\u6d3b\u52d5\u6307\u6a19\uff0c\u53ea\u80fd\u8b49\u660e\u300c\u6709\u5728\u52d5\u300d\uff0c\u537b\u7121\u6cd5\u8b49\u660e\u300c\u6709\u7522\u751f\u50f9\u503c\u300d\u3002\u50cf\u5408\u4f75 PR \u6578\u3001\u5df2\u89e3\u6c7a\u5de5\u55ae\u6578\u6216\u5ba2\u6236\u8f49\u63db\u6578\u9019\u985e\u7d50\u679c\u6307\u6a19\uff0c\u624d\u80fd\u628a token \u4f7f\u7528\u8207\u7d93\u9a57\u8b49\u7684\u5546\u696d\u6210\u679c\u9023\u7d50\u8d77\u4f86\u3002\u300c\u6bcf\u7f8e\u5143 token \u6578\u300d\u5c07\u6d88\u8017\u5c0d\u61c9\u5230\u8ca1\u52d9\u6210\u672c\uff0c\u800c\u300c\u6bcf\u74e6 token \u6578\u300d\u5247\u628a\u6d88\u8017\u7d81\u5b9a\u5230\u80fd\u6e90\u4f7f\u7528\u3002token \u6548\u7387\u6bd4\uff08token efficiency ratio\uff09\u5247\u662f\u300c\u6709\u7528\u8f38\u51fa \u00f7 \u7e3d\u6d88\u8017 token \u6578\u300d\u3002\u5728\u54c1\u8cea\u76f8\u540c\u7684\u524d\u63d0\u4e0b\uff0c\u5169\u4efd\u8f38\u51fa\u7684\u6210\u672c\u53ef\u80fd\u76f8\u5dee\u751a\u5927\u3002\u8f38\u5165\u6548\u7387\u8861\u91cf\u4f60\u7684\u63d0\u793a\u662f\u5426\u8db3\u5920\u7cbe\u7c21\uff0c\u8f38\u51fa\u6548\u7387\u8861\u91cf\u4f60\u5be6\u969b\u4f7f\u7528\u4e86\u591a\u5c11\u751f\u6210\u5167\u5bb9\u3002\u5728\u8acb\u6c42\u5c64\u7d1a\uff0c\u9700\u8981\u95dc\u6ce8\u6bcf\u6b21\u8acb\u6c42 token \u6578\u3001\u6bcf\u6b21\u8acb\u6c42\u6210\u672c\u3001\u6bcf\u6b65\u5ef6\u9072\uff0c\u4ee5\u53ca\u6bcf\u79d2 token \u6578\u3002\u5c0d\u65bc\u667a\u80fd\u9ad4\u5de5\u4f5c\u8ca0\u8f09\u4f86\u8aaa\uff0c\u5feb\u53d6\u547d\u4e2d\u7387\u5c24\u70ba\u95dc\u9375\uff0c\u56e0\u70ba\u5728\u9577\u6703\u8a71\u60c5\u5883\u4e0b\uff0c\u5feb\u53d6\u8b80\u53d6\u5e38\u5e38\u4f54\u64da\u5e33\u55ae\u7684\u4e3b\u8981\u90e8\u5206\u3002<\/p>\n<h3>\u5c07\u7b56\u7565\u8207\u5de5\u4f5c\u8ca0\u8f09\u5c0d\u61c9<\/h3>\n<p>\u4e0d\u540c\u5de5\u4f5c\u8ca0\u8f09\u6703\u504f\u597d\u4e0d\u540c\u7b56\u7565\u3002\u9ad8\u983b\u77ed\u6587\u672c\u751f\u6210\u6700\u9069\u5408\u63a1\u7528\u7d93\u6fdf\u578b\u6a21\u578b\u3001\u8f38\u51fa\u7d04\u675f\u8207\u63d0\u793a\u5feb\u53d6\u2014\u2014\u5176\u4e2d\uff0c\u5feb\u53d6\u63d0\u793a\u7684\u8f38\u5165\u6210\u672c\u9060\u4f4e\u65bc\u4e00\u822c\u8f38\u5165\u3002\u9577\u6587\u4ef6\u6458\u8981\u5de5\u4f5c\u5247\u66f4\u53d7\u76ca\u65bc\u4e0a\u4e0b\u6587\u8996\u7a97\u7ba1\u7406\u3001RAG \u5206\u584a\u6700\u4f73\u5316\u8207\u6279\u6b21\u8655\u7406\u3002\u4e0b\u8868\u6bd4\u8f03\u5e7e\u985e\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\u7bc0\u7701<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6700\u4f73\u4f7f\u7528\u60c5\u5883<\/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>\u5c07\u8acb\u6c42\u96e3\u5ea6\u8207\u6a21\u578b\u898f\u6a21\u7cbe\u6e96\u5339\u914d<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5728\u9ad8\u6d41\u91cf\u4e14\u5177\u6709\u5171\u4eab\u524d\u7db4\u7684\u60c5\u5883\u4e0b\uff0c\u5927\u5e45\u7bc0\u7701\u904b\u7b97\u8cc7\u6e90<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u96e3\u5ea6\u6df7\u5408\u6d41\u91cf\u3001\u591a\u6a21\u578b\u5171\u7528\u90e8\u7f72<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u58d3\u7e2e<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u91cf\u5316\u8207\u7a00\u758f\u5316\uff0c\u5728\u5fae\u5c0f\u54c1\u8cea\u640d\u5931\u4e0b\u63db\u53d6\u6548\u76ca<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u76f8\u8f03 FP16 \u63d0\u5347\u541e\u5410\uff1b70B \u6a21\u578b\u7d04 140GB \u6b0a\u91cd\u5360\u7528\u53ef\u5927\u5e45\u7e2e\u5c0f<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u53d7\u8a18\u61b6\u9ad4\u9650\u5236\u7684\u90e8\u7f72\u3001\u8f03\u5c0f\u898f\u683c\u786c\u9ad4<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5feb\u53d6<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6d88\u9664\u91cd\u8907\u8a08\u7b97<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5927\u5e45\u6e1b\u5c11 KV \u5feb\u53d6\u6d6a\u8cbb\uff0c\u652f\u63f4\u66f4\u591a\u4f75\u767c\u8acb\u6c42<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u667a\u80fd\u9ad4\u3001\u91cd\u8907\u7cfb\u7d71\u63d0\u793a\u3001\u9577\u4e0a\u4e0b\u6587\u60c5\u5883<\/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>\u9023\u7e8c\u6279\u6b21\u8655\u7406\u8b93 GPU \u6301\u7e8c\u8655\u65bc\u5fd9\u788c\u72c0\u614b<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u76f8\u8f03\u975c\u614b\u6279\u6b21\u8655\u7406\uff0c\u53ef\u986f\u8457\u63d0\u5347 GPU \u4f7f\u7528\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5927\u898f\u6a21\u751f\u7522\u7d1a\u7dda\u4e0a\u63a8\u7406<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5c08\u9580\u5316\u8a13\u7df4<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7d93\u5fae\u8abf\u7684\u5c0f\u6a21\u578b\u53d6\u4ee3\u5927\u578b\u6a21\u578b<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63a8\u7406\u6210\u672c\u50c5\u70ba\u5927\u578b\u6a21\u578b\u7684\u4e00\u5c0f\u90e8\u5206<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u7a84\u9818\u57df\u3001\u9ad8\u983b\u5206\u985e\u4efb\u52d9<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u8981\u5c07\u5f15\u64ce\u8207\u786c\u9ad4\u5339\u914d\uff0c\u9700\u8981\u6aa2\u67e5\u6a21\u578b\u76f8\u5bb9\u6027\uff0c\u4e26\u5728\u5ef6\u9072\u8207\u541e\u5410\u4e4b\u9593\u53d6\u5f97\u5e73\u8861\u3002\u9762\u5411\u6700\u7d42\u4f7f\u7528\u8005\u7684\u5c0d\u8a71\u670d\u52d9\u512a\u5148\u8003\u91cf p95 \u5ef6\u9072\u8207\u81ea\u52d5\u64f4\u7e2e\uff1b\u6279\u6b21\u63a8\u7406\u5247\u66f4\u770b\u91cd\u55ae\u4efb\u52d9\u6210\u672c\u8207\u6574\u9ad4\u541e\u5410\u91cf\u3002<\/p>\n<h2>\u6b0a\u8861\u8207\u843d\u5730\u8003\u91cf<\/h2>\n<h3>\u6e96\u78ba\u5ea6\u3001\u5ef6\u9072\u8207\u8907\u96dc\u5ea6\u6210\u672c<\/h3>\n<p>\u6bcf\u4e00\u7a2e\u6548\u7387\u7b56\u7565\u90fd\u4f34\u96a8\u6210\u672c\u3002\u6210\u672c\u2013\u54c1\u8cea\u5206\u6790\u6703\u5c07\u6210\u672c\u8207\u54c1\u8cea\u7e6a\u5728\u540c\u4e00\u5f35\u5716\u4e0a\uff0c\u5354\u52a9\u4f60\u627e\u5230\u300c\u6548\u7387\u524d\u7de3\u300d\u3002\u5927\u578b\u6a21\u578b\u5f80\u5f80\u5b58\u5728\u5831\u916c\u905e\u6e1b\uff1a\u6e96\u78ba\u5ea6\u50c5\u7565\u6709\u63d0\u5347\uff0c\u4f46\u55ae token \u6210\u672c\u537b\u5927\u5e45\u4e0a\u5347\u3002\u4e0a\u4e0b\u6587\u58d3\u7e2e\u96d6\u7136\u80fd\u8b93\u4f60\u63a1\u7528\u8996\u7a97\u66f4\u5c0f\u3001\u6210\u672c\u66f4\u4f4e\u7684\u6a21\u578b\uff0c\u537b\u4e5f\u53ef\u80fd\u907a\u6f0f\u95dc\u9375\u8cc7\u8a0a\uff0c\u9032\u800c\u62c9\u4f4e\u7b54\u6848\u6e96\u78ba\u5ea6\u3002\u52d5\u614b\u8def\u7531\u5c07\u7c21\u55ae\u8acb\u6c42\u9001\u5f80\u66f4\u9ad8\u6548\u6a21\u578b\uff0c\u4f46\u9019\u4e9b\u6a21\u578b\u53ef\u80fd\u5931\u6557\u6216\u56de\u50b3\u4f4e\u4fe1\u5fc3\u7d50\u679c\uff0c\u8feb\u4f7f\u7cfb\u7d71\u56de\u9000\u5230\u66f4\u6602\u8cb4\u7684\u6a21\u578b\u3002<\/p>\n<p>\u58d3\u7e2e\u6578\u64da\u975e\u5e38\u76f4\u89c0\u5730\u63ed\u793a\u4e86\u9019\u7a2e\u6b0a\u8861\uff1a\u5728\u4e2d\u7b49\u58d3\u7e2e\u5f37\u5ea6\u4e0b\uff0c\u5ef6\u9072\u8207\u5c16\u5cf0\u8a18\u61b6\u9ad4\u5360\u7528\u90fd\u6703\u4e0b\u964d\uff0c\u541e\u5410\u63d0\u5347\uff0c\u800c\u6e96\u78ba\u5ea6\u7dad\u6301\u826f\u597d\u3002\u6975\u7aef\u526a\u679d\u5728\u9810\u7b97\u56fa\u5b9a\u60c5\u5883\u4e0b\u662f\u5371\u96aa\u7684\uff1a\u53ea\u6709\u5728\u4e2d\u5ea6\u58d3\u7e2e\u4e0b\uff0c\u9ad8\u6548\u7387\u8207\u4f4e\u8a18\u61b6\u9ad4\u5360\u7528\u624d\u6703\u540c\u6642\u5b58\u5728\uff1b\u6fc0\u9032\u526a\u679d\u5247\u9700\u8981\u5c0e\u5165\u6309\u5c64\u81ea\u9069\u61c9\u7b49\u66f4\u7cbe\u7d30\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>\u8207\u6a21\u578b\u6e96\u78ba\u5ea6\u7684\u6b0a\u8861<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6210\u672c\u2013\u54c1\u8cea\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\u63db\u53d6\u6709\u9650\u6e96\u78ba\u5ea6\u63d0\u5347<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4e0a\u4e0b\u6587\u9577\u5ea6\u6700\u4f73\u5316<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u58d3\u7e2e\u6216\u6aa2\u7d22\u904e\u7a0b\u53ef\u80fd\u907a\u6f0f\u8cc7\u8a0a\uff0c\u5c0e\u81f4\u6e96\u78ba\u5ea6\u4e0b\u964d<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4efb\u52d9\u7279\u5b9a\u6700\u4f73\u5316<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5c0d\u67d0\u4e00\u4efb\u52d9\u6700\u512a\u7684\u6a21\u578b\uff0c\u53ef\u80fd\u5728\u53e6\u4e00\u4efb\u52d9\u8868\u73fe\u4e0d\u4f73<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u52d5\u614b\u6a21\u578b\u9078\u64c7<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u9ad8\u6548\u6a21\u578b\u53ef\u80fd\u5931\u6557\uff0c\u9032\u800c\u89f8\u767c\u66f4\u6602\u8cb4\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\u6210\u672c\u66f4\u9ad8\uff0c\u6216\u4fee\u6539 token \u8a08\u8cbb\u65b9\u5f0f<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<h3>\u90e8\u7f72\u8207\u71df\u904b\u9677\u9631<\/h3>\n<p>\u541e\u5410\u63d0\u5347\u4e26\u975e\u81ea\u7136\u800c\u7136\u767c\u751f\u3002\u5728\u63a1\u7528 FlashAttention \u6216 PagedAttention \u7684\u74b0\u5883\u4e2d\uff0c\u5929\u771f\u7684 KV \u5feb\u53d6\u58d3\u7e2e\u7b56\u7565\u4e0d\u4e00\u5b9a\u80fd\u63d0\u5347\u541e\u5410\uff0c\u751a\u81f3\u53ef\u80fd\u56e0\u8f38\u51fa\u8b8a\u9577\u800c\u62d6\u7d2f\u6548\u80fd\u3002\u6ce8\u610f\u529b\u6838\u5fc3\u4e0d\u5339\u914d\u8207\u9801\u9762\u788e\u7247\u5316\u4e5f\u6703\u62b5\u92b7\u7406\u8ad6\u6536\u76ca\uff0c\u56e0\u6b64\u5fc5\u9808\u5728\u5be6\u969b\u751f\u7522\u63a8\u7406\u5806\u758a\u4e2d\u9a57\u8b49\u58d3\u7e2e\u6548\u679c\u3002\u8def\u7531\u8207\u56de\u9000\u6c7a\u7b56\u9700\u8981\u501a\u9760\u9810\u6e2c\u578b\u9632\u8b77\uff08\u4f8b\u5982\u81ea\u52d5\u8ca0\u6a23\u672c\u8a55\u4f30\u5668\u8207\u541e\u5410\u9810\u6e2c\u5668\uff09\uff0c\u800c\u4e0d\u53ea\u662f\u975c\u614b\u898f\u5247\u3002<\/p>\n<p>token \u751f\u6210\u6548\u7387\u540c\u6a23\u5f71\u97ff\u300c\u8cb7\u65b9\u7814\u7a76\u300d\u7684\u7d50\u679c\u53ef\u4fe1\u5ea6\u3002\u70ba\u6bcf\u689d\u547c\u53eb\u8def\u5f91\u8a2d\u5b9a\u4e0a\u4e0b\u6587\u9810\u7b97\uff0c\u4e26\u5728\u8d85\u51fa\u6642\u89f8\u767c\u8b66\u793a\uff0c\u907f\u514d\u4e0a\u4e0b\u6587\u9ed8\u9ed8\u81a8\u8139\u3002\u6aa2\u7d22\u6642\u300c\u5be7\u5c11\u52ff\u591a\u300d\uff1a\u8fd4\u56de\u8f03\u5c11\u4f46\u6392\u5e8f\u66f4\u4f73\u7684\u7247\u6bb5\uff0c\u5f80\u5f80\u6210\u672c\u66f4\u4f4e\u3001\u7b54\u6848\u66f4\u597d\u3002\u7d44\u7e54\u63d0\u793a\u6642\uff0c\u8acb\u5148\u653e\u7a69\u5b9a\u5167\u5bb9\uff0c\u518d\u653e\u8b8a\u52d5\u5167\u5bb9\uff0c\u56e0\u70ba\u82e5\u63d0\u793a\u958b\u982d\u5728\u6bcf\u6b21\u547c\u53eb\u6642\u90fd\u5728\u8b8a\u5316\uff0c\u5c31\u7121\u6cd5\u5f9e\u524d\u7db4\u5feb\u53d6\u4e2d\u7372\u76ca\u3002\u4e0a\u4e0b\u6587\u4e0d\u7cbe\u78ba\u6703\u5c0e\u81f4\u5e7b\u89ba\u8207\u300c\u4e0a\u4e0b\u6587\u8150\u721b\u300d\uff1a\u7121\u95dc\u8cc7\u8a0a\u6703\u8017\u76e1\u6a21\u578b\u7684\u6ce8\u610f\u529b\u9810\u7b97\u3002\u66f4\u5927\u7684\u4e0a\u4e0b\u6587\u8996\u7a97\u4e26\u4e0d\u80fd\u6cbb\u7652\u9019\u500b\u554f\u984c\uff0c\u53ea\u662f\u5c07\u5931\u6557\u9ede\u5f80\u5f8c\u63a8\u79fb\u3002<\/p>\n<p>IDC \u7684\u7814\u7a76\u91cf\u5316\u4e86\u4fe1\u4efb\u7f3a\u53e3\uff1a\u53ea\u6709\u6975\u5c11\u6578\u4f01\u696d\u8868\u793a\uff0c\u4ed6\u5011\u7e3d\u662f\u5c0d\u4e3b\u8981\u8cc7\u8a0a\u63a2\u7d22\u5de5\u5177\u5728\u4e8b\u5be6\u5c64\u9762\u7684\u7b54\u6848\u5145\u6eff\u4fe1\u5fc3\u3002\u8a31\u591a\u4f01\u696d\u4f9d\u820a\u505c\u7559\u5728\u8a66\u884c\u968e\u6bb5\uff0c\u96e3\u4ee5\u9081\u5411\u5168\u9762\u4e0a\u7dda\uff0c\u4e3b\u56e0\u6b63\u662f\u4ed6\u5011\u4e0d\u4fe1\u4efb\u667a\u80fd\u9ad4\u7684\u8f38\u51fa\u3002<\/p>\n<p>\u5148\u5f9e\u5feb\u53d6\u958b\u59cb\uff0c\u5b83\u5c0d\u6e96\u78ba\u5ea6\u6c92\u6709\u4efb\u4f55\u98a8\u96aa\uff0c\u537b\u80fd\u5e36\u4f86\u6700\u9ad8\u7684\u55ae token \u7bc0\u7701\u7387\u3002\u63a5\u8457\u5c0e\u5165\u6279\u6b21\u8655\u7406\uff0c\u9019\u901a\u5e38\u53ea\u9700\u8981\u4e00\u6b21\u7c21\u55ae\u7684 API \u8abf\u6574\uff0c\u537b\u5e7e\u4e4e\u5fc5\u5b9a\u5e36\u4f86\u6210\u672c\u6298\u6263\u3002\u6700\u5f8c\u518d\u8a55\u4f30\u8def\u7531\u7b56\u7565\uff0c\u56e0\u70ba\u90a3\u9700\u8981\u91dd\u5c0d\u4f60\u7684\u7279\u5b9a\u63d0\u793a\u5206\u4f48\u9032\u884c\u57fa\u6e96\u6e2c\u8a66\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\u540c\u6642\u53d7\u5230\u7269\u7406\u8207\u7d93\u6fdf\u7d04\u675f\uff0c\u800c\u89e3\u6cd5\u4e3b\u8981\u662f\u67b6\u69cb\u8207\u6d41\u7a0b\u5c64\u9762\u7684\u8abf\u6574\u3002\u5f9e\u5feb\u53d6\u8207\u8def\u7531\u8457\u624b\uff0c\u9019\u4e9b\u8b8a\u66f4\u98a8\u96aa\u4f4e\uff0c\u537b\u80fd\u7acb\u5373\u5e36\u4f86\u7bc0\u7701\u3002\u6709\u4f01\u696d\u7684\u6bcf\u6708 API 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