{"id":6152,"date":"2026-05-14T09:16:52","date_gmt":"2026-05-14T01:16:52","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/?p=6152"},"modified":"2026-05-14T09:16:53","modified_gmt":"2026-05-14T01:16:53","slug":"ai%e5%a4%a7%e6%a8%a1%e5%9e%8btoken%e6%b7%b1%e5%ba%a6%e7%a7%91%e6%99%ae%ef%bc%8c%e7%9c%8b%e6%87%82%e6%96%87%e6%9c%ac%e5%a4%84%e7%90%86%e5%ba%95%e5%b1%82%e9%80%bb%e8%be%91","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/6152","title":{"rendered":"AI\u5927\u6a21\u578bToken\u6df1\u5ea6\u79d1\u666e\uff0c\u770b\u61c2\u6587\u672c\u5904\u7406\u5e95\u5c42\u903b\u8f91"},"content":{"rendered":"\n

\u4e3a\u4ec0\u4e48Token\u662f\u770b\u61c2\u5927\u6a21\u578b\u7684\u201c\u7b2c\u4e00\u628a\u94a5\u5319\u201d<\/h2>\n\n\n\n

2026\u5e743\u6708\uff0c\u56fd\u5bb6\u6570\u636e\u5c40\u6b63\u5f0f\u660e\u786eToken\u7684\u4e2d\u6587\u6807\u51c6\u8bd1\u540d\u4e3a\u201c\u8bcd\u5143\u201d\uff0c\u6807\u5fd7\u7740\u8fd9\u4e00\u539f\u672c\u7684\u6280\u672f\u9ed1\u8bdd\uff0c\u6b63\u5f0f\u8fdb\u5165\u56fd\u5bb6\u7ea7\u6807\u51c6\u4f53\u7cfb\uff0c\u6210\u4e3a\u8fde\u63a5AI\u6280\u672f\u4e0e\u5546\u4e1a\u843d\u5730\u7684\u6838\u5fc3\u8f7d\u4f53\u3002\u636e\u56fd\u5bb6\u6570\u636e\u5c40\u7edf\u8ba1\uff0c2024\u5e74\u521d\u6211\u56fd\u65e5\u5747\u8bcd\u5143\u8c03\u7528\u91cf\u4ec51000\u4ebf\uff0c\u81f32025\u5e74\u5e95\u8dc3\u5347\u81f3100\u4e07\u4ebf\uff0c2026\u5e743\u6708\u7a81\u7834140\u4e07\u4ebf\uff0c\u4e24\u5e74\u589e\u957f\u8d85\u5343\u500d\uff0c\u6298\u5c04\u51faAI\u4ea7\u4e1a\u4ece\u201c\u53c2\u6570\u7ade\u4e89\u201d\u5411\u201c\u6548\u7387\u7ade\u4e89\u201d\u7684\u8f6c\u578b\u3002<\/p>\n\n\n\n

\u591a\u6570\u4eba\u4f7f\u7528\u5927\u6a21\u578b\u65f6\uff0c\u5e38\u9677\u5165\u201cToken=\u5b57\u6570\u201d\u7684\u8bef\u533a\uff0c\u5374\u4e0d\u77e5\u5176\u662f\u5927\u6a21\u578b\u5904\u7406\u4fe1\u606f\u7684\u6700\u5c0f\u5355\u5143\uff0c\u76f4\u63a5\u51b3\u5b9a\u6587\u672c\u5904\u7406\u7684\u6548\u7387\u3001\u7b97\u529b\u6d88\u8017\u4e0e\u6210\u672c\u6838\u7b97\u3002\u672c\u6587\u5c06\u7528\u6570\u636e\u4e0e\u5b9e\u4f8b\uff0c\u62c6\u89e3Token\u7684\u6838\u5fc3\u903b\u8f91\u3001\u6280\u672f\u6d41\u7a0b\u4e0e\u4ea7\u4e1a\u4ef7\u503c\uff0c\u586b\u8865\u201c\u53ea\u77e5\u5176\u540d\u3001\u4e0d\u77e5\u5176\u7406\u201d\u7684\u8ba4\u77e5\u7a7a\u767d\uff0c\u540c\u65f6\u7ed3\u5408\u661f\u5b87\u667a\u7b97\u7684\u7b97\u529b\u5b9e\u8df5\uff0c\u5c55\u73b0Token\u5728\u5b9e\u9645\u573a\u666f\u4e2d\u7684\u5e94\u7528\u903b\u8f91\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u4e00\u3001\u6838\u5fc3\u5b9a\u4e49\uff1aToken\uff08\u8bcd\u5143\uff09\u662f\u4ec0\u4e48\uff1f\u4e0d\u662f\u5b57\uff0c\u4e0d\u662f\u8bcd<\/h2>\n\n\n\n

Token\uff08\u8bcd\u5143\uff09\u662f\u5927\u6a21\u578b\u5904\u7406\u4fe1\u606f\u7684\u6700\u5c0f\u4fe1\u606f\u5355\u5143\uff0c\u5177\u6709\u53ef\u8ba1\u91cf\u3001\u53ef\u5b9a\u4ef7\u3001\u53ef\u4ea4\u6613\u7684\u7279\u5f81\uff0c\u662f\u5927\u6a21\u578b\u201c\u8bfb\u61c2\u201d\u4eba\u7c7b\u8bed\u8a00\u7684\u57fa\u7840\uff0c\u4e0e\u5b57\u6570\u3001\u5355\u8bcd\u6570\u5b58\u5728\u672c\u8d28\u533a\u522b\u3002<\/p>\n\n\n\n

\u6838\u5fc3\u6570\u636e\u652f\u6491\uff1a\u4e2d\u56fd\u4fe1\u901a\u9662\u6570\u636e\u663e\u793a\uff0c\u4e2d\u6587\u8bed\u5883\u4e0b\uff0c1\u4e2aToken\u7ea6\u5bf9\u5e941.5-2\u4e2a\u6c49\u5b57\uff0c\u4f8b\u5982\u201c\u661f\u5b87\u667a\u7b97\u4e13\u6ce8\u7b97\u529b\u670d\u52a1\u201d\u8fd9\u53e5\u8bdd\uff0c\u7ecfTokenizer\u5904\u7406\u540e\u62c6\u89e3\u4e3a5\u4e2aToken\uff08\u661f\u5b87\/\u667a\u7b97\/\u4e13\u6ce8\/\u7b97\u529b\/\u670d\u52a1\uff09\uff0c\u5bf9\u5e9410\u4e2a\u6c49\u5b57\uff0c\u6362\u7b97\u6bd4\u4f8b\u4e3a1:2\u3002<\/p>\n\n\n\n

\u5173\u952e\u6f84\u6e05\uff1aToken\u5e76\u975e\u56fa\u5b9a\u5bf9\u5e94\u5355\u4e2a\u5b57\u6216\u8bcd\uff0c\u5176\u62c6\u89e3\u903b\u8f91\u7531Tokenizer\uff08\u8bcd\u5143\u5904\u7406\u5668\uff09\u51b3\u5b9a\uff0c\u6838\u5fc3\u4f5c\u7528\u662f\u5c06\u4eba\u7c7b\u6587\u672c\u8f6c\u5316\u4e3a\u5927\u6a21\u578b\u53ef\u8bc6\u522b\u7684\u6570\u5b57\u4fe1\u53f7\uff0c\u5b8c\u6210\u201c\u6587\u672c\u2192Token\u2192Token ID\u2192\u6a21\u578b\u8fd0\u7b97\u2192Token\u2192\u6587\u672c\u201d\u7684\u5b8c\u6574\u6d41\u7a0b\uff0c\u8fd9\u4e5f\u662f\u5927\u6a21\u578b\u65e0\u6cd5\u76f4\u63a5\u201c\u8bfb\u61c2\u201d\u6587\u5b57\uff0c\u53ea\u80fd\u8fdb\u884c\u6570\u5b57\u8fd0\u7b97\u7684\u6838\u5fc3\u539f\u56e0\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u5e95\u5c42\u6d41\u7a0b\uff1aToken\u5982\u4f55\u652f\u6491\u5927\u6a21\u578b\u6587\u672c\u5904\u7406\uff1f\u4e09\u6b65\u95ed\u73af<\/h2>\n\n\n\n

\u5927\u6a21\u578b\u5904\u7406\u6587\u672c\u7684\u6838\u5fc3\uff0c\u672c\u8d28\u662fToken\u7684\u201c\u5207\u5206-\u6620\u5c04-\u8fd0\u7b97-\u89e3\u7801\u201d\u95ed\u73af\uff0c\u6574\u4e2a\u8fc7\u7a0b\u7531Tokenizer\u4e3b\u5bfc\uff0c\u65e0\u9700\u4eba\u5de5\u5e72\u9884\uff0c\u5177\u4f53\u5206\u4e3a\u4e09\u4e2a\u6b65\u9aa4\uff0c\u6bcf\u4e00\u6b65\u5747\u6709\u660e\u786e\u6570\u636e\u652f\u6491\uff1a<\/p>\n\n\n\n

1. \u5207\u5206\uff1a\u5c06\u6587\u672c\u62c6\u89e3\u4e3aToken<\/h3>\n\n\n\n

Tokenizer\u901a\u8fc7Unigram\u3001BPE\uff08\u5b57\u8282\u5bf9\u7f16\u7801\uff09\u4e24\u79cd\u4e3b\u6d41\u7b97\u6cd5\uff0c\u5bf9\u6587\u672c\u8fdb\u884c\u62c6\u5206\uff0c\u6838\u5fc3\u903b\u8f91\u662f\u201c\u5408\u5e76\u9ad8\u9891\u5b57\u7b26\u201d\u3002\u4f8b\u5982OpenAI\u3001Anthropic\u5747\u91c7\u7528BPE\u7b97\u6cd5\uff0c\u4f1a\u5c06\u7ecf\u5e38\u5171\u73b0\u7684\u5b57\u7b26\u5408\u5e76\u4e3a\u4e00\u4e2aToken\uff0c\u51cf\u5c11Token\u603b\u91cf\uff0c\u63d0\u5347\u5904\u7406\u6548\u7387\u3002\u661f\u5b87\u667a\u7b97\u5b9e\u6d4b\u6570\u636e\u663e\u793a\uff0c\u91c7\u7528BPE\u7b97\u6cd5\u7684Tokenizer\uff0c\u53ef\u5c06\u957f\u6587\u672cToken\u603b\u91cf\u964d\u4f4e15%-20%\uff0c\u63d0\u5347GPU\u7b97\u529b\u5229\u7528\u7387\u7ea68%\u3002<\/p>\n\n\n\n

2. \u6620\u5c04\uff1aToken\u8f6c\u5316\u4e3a\u6570\u5b57\u4fe1\u53f7<\/h3>\n\n\n\n

\u6bcf\u4e00\u4e2aToken\u90fd\u4f1a\u5bf9\u5e94\u4e00\u4e2a\u552f\u4e00\u7684Token ID\uff08\u6570\u5b57\u7f16\u53f7\uff09\uff0c\u65e0\u4efb\u4f55\u8bed\u4e49\uff0c\u4ec5\u4f5c\u4e3a\u5927\u6a21\u578b\u8fd0\u7b97\u7684\u201c\u8f93\u5165\u7d20\u6750\u201d\u3002\u4f8b\u5982\u201c\u7b97\u529b\u201d\u5bf9\u5e94Token ID 128\uff0c\u201cAI\u201d\u5bf9\u5e94Token ID 369\uff0c\u6620\u5c04\u5173\u7cfb\u5b58\u50a8\u5728\u5927\u6a21\u578b\u7684\u8bcd\u8868\uff08Vocabulary\uff09\u4e2d\uff0c\u4e3b\u6d41\u5927\u6a21\u578b\u8bcd\u8868\u89c4\u6a21\u5747\u572810\u4e07-100\u4e07\u4e4b\u95f4\uff0c\u5176\u4e2dGPT-4\u8bcd\u8868\u89c4\u6a21\u7ea612\u4e07\uff0c\u56fd\u4ea7\u6a21\u578b\u5e73\u5747\u8bcd\u8868\u89c4\u6a21\u7ea68\u4e07\u3002<\/p>\n\n\n\n

3. \u89e3\u7801\uff1a\u5c06\u8fd0\u7b97\u7ed3\u679c\u8f6c\u5316\u4e3a\u6587\u672c<\/h3>\n\n\n\n

\u5927\u6a21\u578b\u5b8c\u6210\u77e9\u9635\u8fd0\u7b97\u540e\uff0c\u8f93\u51fa\u7684\u662fToken ID\u5e8f\u5217\uff0cTokenizer\u518d\u5c06\u5176\u53cd\u5411\u6620\u5c04\u4e3aToken\uff0c\u6700\u7ec8\u7ec4\u5408\u6210\u4eba\u7c7b\u53ef\u7406\u89e3\u7684\u6587\u672c\u3002\u5b9e\u6d4b\u6570\u636e\u663e\u793a\uff0c\u5927\u6a21\u578b\u5355\u6b21\u4ec5\u8f93\u51fa1\u4e2aToken\uff0c\u6bcf\u79d2\u8f93\u51faToken\u6570\uff08TPM\uff09\u662f\u8861\u91cf\u6a21\u578b\u54cd\u5e94\u901f\u5ea6\u7684\u6838\u5fc3\u6307\u6807\uff0c\u4e3b\u6d41\u63a8\u7406\u573a\u666f\u4e0b\uff0cTPM\u9700\u8fbe\u52301000\u4ee5\u4e0a\u624d\u80fd\u6ee1\u8db3\u6d41\u7545\u4f7f\u7528\u9700\u6c42\uff0c\u661f\u5b87\u667a\u7b97\u8f7b\u91cf\u5316GPU\u670d\u52a1\u5668\u53ef\u5c06TPM\u7a33\u5b9a\u57281200-1500\u4e4b\u95f4\u3002<\/p>\n\n\n\n

\u4e09\u3001\u4ea7\u4e1a\u5173\u8054\uff1aToken\u5f71\u54cd\u7b97\u529b\u3001\u6210\u672c\u4e0e\u5546\u4e1a\u903b\u8f91<\/h2>\n\n\n\n

Token\u4e0d\u4ec5\u662f\u6280\u672f\u5355\u5143\uff0c\u66f4\u662fAI\u4ea7\u4e1a\u5546\u4e1a\u5316\u7684\u201c\u7ed3\u7b97\u5355\u4f4d\u201d\uff0c\u5176\u6d88\u8017\u91cf\u76f4\u63a5\u5173\u8054\u7b97\u529b\u9700\u6c42\u3001\u8fd0\u8425\u6210\u672c\u4e0e\u5546\u4e1a\u6a21\u5f0f\uff0c\u6838\u5fc3\u6570\u636e\u4e0e\u5173\u8054\u903b\u8f91\u5982\u4e0b\uff1a<\/p>\n\n\n\n

1. \u4e0e\u7b97\u529b\u7684\u5173\u8054\uff1aToken\u6d88\u8017\u91cf\u4e0eGPU\u5229\u7528\u7387\u6b63\u76f8\u5173\u3002\u661f\u5b87\u667a\u7b97\u5b9e\u6d4b\u663e\u793a\uff0c\u5f53Token\u5904\u7406\u901f\u5ea6\u4e0eGPU\u7b97\u529b\u5339\u914d\u65f6\uff0cGPU\u5229\u7528\u7387\u53ef\u7a33\u5b9a\u572870%-85%\uff1b\u82e5Token\u5904\u7406\u901f\u5ea6\u6ede\u540e\uff0cGPU\u4f1a\u5904\u4e8e\u7b49\u5f85\u72b6\u6001\uff0c\u5229\u7528\u7387\u964d\u81f340%\u4ee5\u4e0b\uff0c\u9020\u6210\u7b97\u529b\u6d6a\u8d39\u30022026\u5e74\u56fd\u5185GPU\u670d\u52a1\u5668\u4fdd\u6709\u91cf\u7a81\u7834120\u4e07\u53f0\uff0c\u5e73\u5747\u5229\u7528\u7387\u4ec555%\uff0c\u5176\u4e2dToken\u5904\u7406\u74f6\u9888\u662f\u4e3b\u8981\u539f\u56e0\u4e4b\u4e00\u3002<\/p>\n\n\n\n

2. \u4e0e\u6210\u672c\u7684\u5173\u8054\uff1aToken\u662f\u5927\u6a21\u578b\u8ba1\u8d39\u6838\u5fc3\u3002\u76ee\u524d\u4e3b\u6d41MaaS\u5e73\u53f0\u5747\u6309Token\u91cf\u8ba1\u8d39\uff0c\u767e\u4e07Token\u63a8\u7406\u8d39\u7528\u7ea60.8-1.2\u5143\uff0c\u4f01\u4e1a\u7ea7\u7528\u6237\u65e5\u5747Token\u6d88\u8017\u91cf\u8fbe10\u4ebf\u4ee5\u4e0a\uff0c\u5e74\u8ba1\u8d39\u6210\u672c\u8d8530\u4e07\u5143\u3002\u661f\u5b87\u667a\u7b97\u901a\u8fc7\u4f18\u5316CPU\u4e0eGPU\u914d\u6bd4\uff0c\u53ef\u5c06Token\u5904\u7406\u7684\u5355\u4f4d\u7b97\u529b\u6210\u672c\u964d\u4f4e25%\uff0c\u5e2e\u52a9\u4e2d\u5c0f\u4f01\u4e1a\u51cf\u5c11\u7528\u7b97\u652f\u51fa\u3002<\/p>\n\n\n\n

3. \u4e0e\u5546\u4e1a\u7684\u5173\u8054\uff1aToken\u8c03\u7528\u91cf\u53cd\u6620\u4ea7\u4e1a\u6d3b\u529b\u3002\u636e\u300a\u5168\u56fd\u6570\u636e\u8d44\u6e90\u8c03\u67e5\u62a5\u544a\uff082025\u5e74\uff09\u300b\uff0c2025\u5e74\u6211\u56fdAI\u63a8\u7406\u6570\u636e\u91cf\u8fbe101.34EB\uff0c\u9996\u6b21\u8d85\u8fc7\u8bad\u7ec3\u6570\u636e\u91cf\uff0c\u610f\u5473\u7740Token\u6d88\u8017\u91cd\u5fc3\u4ece\u201c\u8bad\u7ec3\u4fa7\u201d\u8f6c\u5411\u201c\u5e94\u7528\u4fa7\u201d\uff0c\u4e5f\u63a8\u52a8\u963f\u91cc\u3001\u4e2d\u56fd\u7535\u4fe1\u7b49\u4f01\u4e1a\u5e03\u5c40Token\u5168\u4ea7\u4e1a\u94fe\u3002<\/p>\n\n\n\n

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