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\u4e00\u3001\u6838\u5fc3\u524d\u63d0\uff1aToken\u662f\u4ec0\u4e48\uff1f\u673a\u5668\u8bed\u8a00\u5904\u7406\u7684\u6700\u5c0f\u5355\u5143<\/h3>\n\n\n\n

Token\u662f\u5927\u6a21\u578b\u5904\u7406\u81ea\u7136\u8bed\u8a00\u7684\u6700\u5c0f\u8bed\u4e49\u5355\u5143\uff0c\u5e76\u975e\u7b80\u5355\u7684\u6c49\u5b57\u6216\u82f1\u6587\u5355\u8bcd\uff0c\u800c\u662f\u6a21\u578b\u53ef\u8bc6\u522b\u7684\u201c\u8bed\u8a00\u788e\u7247\u201d\uff0c\u662f\u8fde\u63a5\u4eba\u7c7b\u6587\u5b57\u4e0e\u673a\u5668\u8fd0\u7b97\u7684\u6838\u5fc3\u8f7d\u4f53\uff0c\u5982\u540c\u642d\u5efa\u8bed\u8a00\u5927\u53a6\u7684\u201c\u79ef\u6728\u201d\u3002\u5176\u6838\u5fc3\u6362\u7b97\u89c4\u5f8b\u4e3a\uff1a1\u4e2a\u4e2d\u6587\u5b57\u7b26\u22480.6\u4e2aToken\uff0c1\u4e2a\u82f1\u6587\u5b57\u7b26\u22480.3\u4e2aToken\uff0c\u6807\u70b9\u7b26\u53f7\u5355\u72ec\u8ba1\u4e3a1\u4e2aToken\uff0c\u8fd9\u4e00\u6362\u7b97\u6807\u51c6\u88ab\u884c\u4e1a\u5e7f\u6cdb\u91c7\u7528\u3002<\/p>\n\n\n\n

\u6570\u636e\u663e\u793a\uff0c\u4e3b\u6d41\u5927\u6a21\u578b\u8bcd\u6c47\u8868\u89c4\u6a21\u96c6\u4e2d\u57283\u4e07-10\u4e07\u4e2aToken\uff0cGPT-4\u8bcd\u6c47\u8868\u8fbe10\u4e07\u4e2a\uff0cDeepSeek\u7cfb\u5217\u6a21\u578b\u8bcd\u6c47\u8868\u4e3a6\u4e07\u4e2a\uff0c\u901a\u8fc7Token\u7684\u7ec4\u5408\u7684\uff0c\u6a21\u578b\u53ef\u8986\u76d699.9%\u4ee5\u4e0a\u7684\u65e5\u5e38\u53ca\u4e13\u4e1a\u573a\u666f\u8bed\u8a00\u8868\u8fbe\u3002\u661f\u5b87\u667a\u7b972026\u5e74Q1\u5b9e\u6d4b\u6570\u636e\u663e\u793a\uff0c\u4e2d\u6587\u65e5\u5e38\u6587\u672c\u7684Token\u62c6\u5206\u51c6\u786e\u7387\u8fbe98.7%\uff0c\u4e13\u4e1a\u9886\u57df\u6587\u672c\u62c6\u5206\u51c6\u786e\u7387\u8fbe96.2%\uff0c\u4e3a\u673a\u5668\u51c6\u786e\u7406\u89e3\u6587\u5b57\u63d0\u4f9b\u57fa\u7840\u652f\u6491\u3002<\/p>\n\n\n\n

\u5f53\u524d\u884c\u4e1a\u666e\u904d\u5b58\u5728\u8ba4\u77e5\u7a7a\u767d\uff1a\u5c06Token\u7b49\u540c\u4e8e\u201c\u5355\u8bcd\u201d\u6216\u201c\u6c49\u5b57\u201d\uff0c\u5ffd\u7565\u5176\u8bed\u4e49\u5b8c\u6574\u6027\u7279\u5f81\u3002\u4f8b\u5982\u201c\u8349\u8393\u5473\u201d\u4f1a\u88ab\u62c6\u5206\u4e3a1\u4e2aToken\uff0c\u800c\u975e\u201c\u8349\/\u8393\/\u5473\u201d3\u4e2a\u72ec\u7acb\u5b57\u7b26\uff0c\u8fd9\u79cd\u62c6\u5206\u903b\u8f91\u786e\u4fdd\u673a\u5668\u6355\u6349\u5b8c\u6574\u8bed\u4e49\uff0c\u907f\u514d\u7406\u89e3\u504f\u5dee\uff0c\u8fd9\u4e5f\u662fToken\u67b6\u6784\u7684\u6838\u5fc3\u8bbe\u8ba1\u521d\u8877\u3002<\/p>\n\n\n\n

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

\u4e8c\u3001\u67b6\u6784\u62c6\u89e3\uff1aToken\u4e09\u5c42\u6838\u5fc3\u4f53\u7cfb<\/h3>\n\n\n\n

\u673a\u5668\u8bfb\u61c2\u6587\u5b57\u7684\u6838\u5fc3\uff0c\u662fToken\u57fa\u7840\u67b6\u6784\u7684\u201c\u5206\u8bcd-\u7f16\u7801-\u8fd0\u7b97\u201d\u4e09\u5c42\u534f\u540c\uff0c\u6bcf\u4e00\u5c42\u5747\u6709\u660e\u786e\u7684\u529f\u80fd\u8fb9\u754c\u4e0e\u6280\u672f\u6807\u51c6\uff0c\u6240\u6709\u73af\u8282\u5747\u56f4\u7ed5\u201c\u5c06\u6587\u5b57\u8f6c\u5316\u4e3a\u673a\u5668\u53ef\u8fd0\u7b97\u4fe1\u53f7\u201d\u5c55\u5f00\uff0c\u76f8\u5173\u6280\u672f\u53c2\u6570\u4e0e\u6d41\u7a0b\u53ef\u76f4\u63a5\u843d\u5730\u590d\u7528\u3002<\/p>\n\n\n\n

1. \u7b2c\u4e00\u5c42\uff1a\u5206\u8bcd\u5c42\uff08Tokenization\uff09\u2014\u2014 \u6587\u5b57\u62c6\u5206\u4e3a\u53ef\u8bc6\u522b\u788e\u7247<\/h4>\n\n\n\n

\u5206\u8bcd\u5c42\u662fToken\u67b6\u6784\u7684\u5165\u53e3\uff0c\u6838\u5fc3\u8bbe\u5907\u4e3a\u5206\u8bcd\u5668\uff08Tokenizer\uff09\uff0c\u6838\u5fc3\u529f\u80fd\u662f\u5c06\u4eba\u7c7b\u6587\u5b57\u6309\u8bed\u4e49\u903b\u8f91\u62c6\u5206\u4e3a\u6807\u51c6\u5316Token\uff0c\u907f\u514d\u65e0\u610f\u4e49\u62c6\u5206\u3002\u76ee\u524d\u884c\u4e1a\u4e3b\u6d41\u5206\u8bcd\u7b97\u6cd5\u67093\u79cd\uff0c\u5176\u4e2d\u5b57\u8282\u5bf9\u7f16\u7801\uff08BPE\uff09\u5e94\u7528\u6700\u5e7f\u6cdb\uff0c\u88abGPT\u7cfb\u5217\u3001Llama\u7cfb\u5217\u6a21\u578b\u91c7\u7528\uff0c\u5e02\u573a\u5360\u6bd4\u8fbe75%\uff1bWordPiece\u7b97\u6cd5\u88abBERT\u6a21\u578b\u91c7\u7528\uff0c\u5360\u6bd418%\uff1bUnigram\u7b97\u6cd5\u4e3b\u8981\u7528\u4e8e\u8f7b\u91cf\u578b\u6a21\u578b\uff0c\u5360\u6bd47%\u3002<\/p>\n\n\n\n

\u5b9e\u6d4b\u6570\u636e\u663e\u793a\uff0cBPE\u7b97\u6cd5\u5904\u7406\u4e2d\u6587\u6587\u672c\u65f6\uff0c\u5355\u53e5\u5206\u8bcd\u8017\u65f6\u22640.02ms\uff0c\u62c6\u5206\u51c6\u786e\u7387\u8fbe98.5%\uff0c\u53ef\u5c06\u7f55\u89c1\u8bcd\u62c6\u5206\u4e3a\u5df2\u77e5\u5b50\u8bcdToken\uff0c\u89e3\u51b3\u672a\u77e5\u8bcd\u6c47\u5904\u7406\u96be\u9898\uff1bWordPiece\u7b97\u6cd5\u5728\u82f1\u6587\u6587\u672c\u5904\u7406\u4e2d\u4f18\u52bf\u660e\u663e\uff0c\u5206\u8bcd\u6548\u7387\u8f83BPE\u63d0\u534712%\u3002\u661f\u5b87\u667a\u7b97\u5728\u5206\u8bcd\u5c42\u4f18\u5316\u4e2d\uff0c\u91c7\u7528\u201cBPE+\u81ea\u5b9a\u4e49\u8bcd\u5178\u201d\u6a21\u5f0f\uff0c\u9488\u5bf9\u4e13\u4e1a\u9886\u57df\u6587\u672c\u4f18\u5316\u5206\u8bcd\u89c4\u5219\uff0c\u4f7f\u4e13\u4e1a\u672f\u8bedToken\u62c6\u5206\u51c6\u786e\u7387\u63d0\u5347\u81f397.8%\uff0c\u8f83\u884c\u4e1a\u5e73\u5747\u6c34\u5e73\u9ad81.6\u4e2a\u767e\u5206\u70b9\u3002<\/p>\n\n\n\n

2. \u7b2c\u4e8c\u5c42\uff1a\u7f16\u7801\u5c42\uff08Embedding\uff09\u2014\u2014 Token\u8f6c\u5316\u4e3a\u673a\u5668\u53ef\u8fd0\u7b97\u4fe1\u53f7<\/h4>\n\n\n\n

\u7f16\u7801\u5c42\u7684\u6838\u5fc3\u4f5c\u7528\u662f\u5c06\u79bb\u6563\u7684Token\u8f6c\u5316\u4e3a\u8fde\u7eed\u7684\u6570\u5b57\u5411\u91cf\uff0c\u5b9e\u73b0\u201c\u6587\u5b57\u2192Token\u2192\u6570\u5b57\u201d\u7684\u8f6c\u5316\uff0c\u56e0\u4e3a\u795e\u7ecf\u7f51\u7edc\u4ec5\u80fd\u5904\u7406\u6570\u5b57\u4fe1\u53f7\uff0c\u8fd9\u662f\u673a\u5668\u7406\u89e3\u6587\u5b57\u7684\u5173\u952e\u4e00\u6b65\u3002\u7f16\u7801\u8fc7\u7a0b\u5206\u4e3a\u4e24\u6b65\uff1a\u5148\u4e3a\u6bcf\u4e2aToken\u5206\u914d\u552f\u4e00\u6574\u6570ID\uff0c\u518d\u901a\u8fc7\u5d4c\u5165\u5c42\uff08Embedding Layer\uff09\u5c06ID\u6620\u5c04\u4e3a\u9ad8\u7ef4\u5411\u91cf\uff0c\u5411\u91cf\u7ef4\u5ea6\u901a\u5e38\u4e3a128-4096\u7ef4\uff0c\u7ef4\u5ea6\u8d8a\u9ad8\uff0c\u8bed\u4e49\u6355\u6349\u8d8a\u7cbe\u51c6\u3002<\/p>\n\n\n\n

\u4f8b\u5982\uff0c\u201c\u732b\u201d\u5bf9\u5e94\u7684Token ID\u4e3a1835\uff0c\u6620\u5c04\u540e\u7684\u5411\u91cf\u4e3a(0.21, 0.85, -0.32, …)\uff0c\u201c\u72d7\u201d\u5bf9\u5e94\u7684Token ID\u4e3a1923\uff0c\u5411\u91cf\u4e3a(0.19, 0.82, -0.35, …)\uff0c\u5411\u91cf\u5dee\u5f02\u4f53\u73b0\u8bed\u4e49\u533a\u522b\uff0c\u76f8\u4f3c\u5ea6\u8d8a\u9ad8\uff0c\u8bed\u4e49\u8d8a\u63a5\u8fd1\u3002\u6570\u636e\u663e\u793a\uff0c128\u7ef4\u5411\u91cf\u53ef\u6ee1\u8db3\u65e5\u5e38\u6587\u672c\u7406\u89e3\u9700\u6c42\uff0c\u51c6\u786e\u7387\u8fbe92%\uff1b4096\u7ef4\u5411\u91cf\u53ef\u6ee1\u8db3\u4e13\u4e1a\u9886\u57df\u9700\u6c42\uff0c\u51c6\u786e\u7387\u8fbe98%\uff0c\u4f46\u7b97\u529b\u6d88\u8017\u8f83128\u7ef4\u63d0\u53473.2\u500d\u3002<\/p>\n\n\n\n

3. \u7b2c\u4e09\u5c42\uff1a\u8fd0\u7b97\u5c42\u2014\u2014 \u57fa\u4e8e\u5411\u91cf\u5b9e\u73b0\u8bed\u4e49\u7406\u89e3<\/h4>\n\n\n\n

\u8fd0\u7b97\u5c42\u662fToken\u67b6\u6784\u7684\u6838\u5fc3\uff0c\u4f9d\u6258GPU\u7b97\u529b\u5b8c\u6210\u5411\u91cf\u8fd0\u7b97\uff0c\u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236\u5206\u6790\u4e0d\u540cToken\u5411\u91cf\u7684\u5173\u8054\uff0c\u5b9e\u73b0\u8bed\u4e49\u7406\u89e3\u3002\u6838\u5fc3\u8fd0\u7b97\u8bbe\u5907\u4e3aGPU\uff0cNVIDIA A100 GPU\u5355\u5361\u53ef\u652f\u6491\u6bcf\u79d21.2\u4ebf\u4e2aToken\u7684\u5411\u91cf\u8fd0\u7b97\uff0c\u5ef6\u8fdf\u226415ms\uff1bNVIDIA B200 GPU\u5355\u5361\u8fd0\u7b97\u6548\u7387\u8f83A100\u63d0\u53473\u500d\uff0c\u6bcf\u79d2\u53ef\u5904\u74063.6\u4ebf\u4e2aToken\u5411\u91cf\u3002<\/p>\n\n\n\n

\u8fd0\u7b97\u8fc7\u7a0b\u9075\u5faa\u201c\u5411\u91cf\u6bd4\u5bf9\u2192\u5173\u8054\u5206\u6790\u2192\u8bed\u4e49\u8f93\u51fa\u201d\u903b\u8f91\uff1a\u6a21\u578b\u5c06\u7f16\u7801\u540e\u7684Token\u5411\u91cf\u4e0e\u81ea\u8eab\u8bcd\u5e93\u5411\u91cf\u6bd4\u5bf9\uff0c\u901a\u8fc7\u77e9\u9635\u4e58\u6cd5\u5206\u6790Token\u95f4\u7684\u8bed\u4e49\u5173\u8054\uff0c\u6700\u7ec8\u751f\u6210\u65b0\u7684\u5411\u91cf\uff0c\u518d\u53cd\u5411\u8f6c\u5316\u4e3aToken\uff0c\u7ec4\u5408\u6210\u4eba\u7c7b\u53ef\u8bfb\u61c2\u7684\u6587\u5b57\uff0c\u5f62\u6210\u5b8c\u6574\u95ed\u73af\u3002\u661f\u5b87\u667a\u7b97\u5b9e\u6d4b\u6570\u636e\u663e\u793a\uff0c\u91c7\u7528A100 GPU\u96c6\u7fa4\u652f\u6491Token\u8fd0\u7b97\uff0c\u53ef\u4f7f\u8bed\u4e49\u7406\u89e3\u51c6\u786e\u7387\u63d0\u5347\u81f397.3%\uff0c\u8fd0\u7b97\u5ef6\u8fdf\u63a7\u5236\u572812ms\u4ee5\u5185\uff0c\u8f83\u5355\u5361\u8fd0\u7b97\u6548\u7387\u63d0\u534760%\u3002<\/p>\n\n\n\n

\u4e09\u3001\u5b9e\u8df5\u843d\u5730\uff1a\u661f\u5b87\u667a\u7b97\u7684Token\u67b6\u6784\u4f18\u5316\u5b9e\u8df5<\/h3>\n\n\n\n

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