{"id":19148,"date":"2025-08-14T13:35:24","date_gmt":"2025-08-14T05:35:24","guid":{"rendered":"https:\/\/92it.top\/?p=19148"},"modified":"2025-08-14T13:35:24","modified_gmt":"2025-08-14T05:35:24","slug":"%e6%b7%b1%e5%85%a5%e7%90%86%e8%a7%a3ai%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%9a%e5%8f%82%e6%95%b0%e3%80%81token%e3%80%81%e4%b8%8a%e4%b8%8b%e6%96%87%e7%aa%97%e5%8f%a3%e3%80%81%e4%b8%8a%e4%b8%8b%e6%96%87","status":"publish","type":"post","link":"https:\/\/92it.top\/?p=19148","title":{"rendered":"\u6df1\u5165\u7406\u89e3AI\u5927\u6a21\u578b\uff1a\u53c2\u6570\u3001Token\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001\u4e0a\u4e0b\u6587\u957f\u5ea6\u548c\u6e29\u5ea6"},"content":{"rendered":"\n<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u4e0d\u65ad\u53d1\u5c55\uff0cAI\u5927\u6a21\u578b\u5728\u5404\u4e2a\u9886\u57df\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u80fd\u529b\uff0c\u4e5f\u5f15\u8d77\u4e86\u5e7f\u6cdb\u5173\u6ce8\u3002<br>\u5728\u4e86\u89e3\u8fd9\u4e9b\u6a21\u578b\u65f6\uff0c\u6211\u4eec\u7ecf\u5e38\u4f1a\u770b\u5230\u8bf8\u5982\u300c\u53c2\u6570\u300d\u3001\u300cToken\u300d\u3001\u300c\u4e0a\u4e0b\u6587\u7a97\u53e3\u300d\u3001\u300c\u4e0a\u4e0b\u6587\u957f\u5ea6\u300d\u548c\u300c\u6e29\u5ea6\u300d\u7b49\u672f\u8bed\u3002\u8fd9\u4e9b\u672f\u8bed\u4ee3\u8868\u7740\u4ec0\u4e48\u610f\u601d\uff1f\u5b83\u4eec\u5bf9AI\u5927\u6a21\u578b\u6709\u4f55\u5f71\u54cd\uff1f<br>\u672c\u6587\u5c06\u6df1\u5165\u6d45\u51fa\u5730\u4e3a\u4f60\u89e3\u6790\u8fd9\u4e9b\u6982\u5ff5\uff0c\u5e76\u7ed3\u5408\u5b9e\u9645\u6848\u4f8b\u548c\u6570\u636e\uff0c\u5e2e\u52a9\u4f60\u7406\u89e3 AI \u5927\u6a21\u578b\u7684\u8fd0\u4f5c\u673a\u5236\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>Parameter \u53c2\u6570\uff1a\u6a21\u578b\u7684\u590d\u6742\u5ea6\u548c\u6027\u80fd\u6307\u6807<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u53c2\u6570\u662f AI \u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5b66\u4e60\u548c\u8c03\u6574\u7684\u53d8\u91cf\u3002\u5b83\u4eec\u7684\u6570\u91cf\u51b3\u5b9a\u4e86\u6a21\u578b\u7684\u590d\u6742\u5ea6\u548c\u6027\u80fd\u3002\u53c2\u6570\u8d8a\u591a\uff0c\u6a21\u578b\u80fd\u591f\u8868\u793a\u66f4\u590d\u6742\u7684\u5173\u7cfb\uff0c\u4ece\u800c\u5728\u4efb\u52a1\u4e0a\u53d6\u5f97\u66f4\u597d\u7684\u6548\u679c\uff0c\u4f46\u4e5f\u9700\u8981\u66f4\u591a\u7684\u8bad\u7ec3\u6570\u636e\u548c\u8ba1\u7b97\u8d44\u6e90\u3002<br>\u4f8b\u5982\uff0cGPT-3 \u62e5\u6709 1750\u4ebf\u4e2a\u53c2\u6570\uff0c\u800cWuDao 2.0\u7684\u53c2\u6570\u6570\u91cf\u5219\u9ad8\u8fbe1.75\u4e07\u4ebf\u3002\u8fd9\u4e5f\u5c31\u610f\u5473\u7740WuDao 2.0\u80fd\u591f\u5b66\u4e60\u66f4\u52a0\u590d\u6742\u7684\u6570\u636e\u6a21\u5f0f\uff0c\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u673a\u5668\u7ffb\u8bd1\u7b49\u4efb\u52a1\u4e0a\u5c55\u73b0\u51fa\u66f4\u5f3a\u7684\u80fd\u529b\u3002<br>\u7136\u800c\uff0c\u53c2\u6570\u6570\u91cf\u5e76\u4e0d\u662f\u8861\u91cfAI\u5927\u6a21\u578b\u6027\u80fd\u7684\u552f\u4e00\u6307\u6807\u3002\u8bad\u7ec3\u6570\u636e\u7684\u8d28\u91cf\u3001\u6a21\u578b\u67b6\u6784\u7b49\u56e0\u7d20\u4e5f\u81f3\u5173\u91cd\u8981\u3002<br>\u7528\u4e00\u4e2a\u4f8b\u5b50\u89e3\u91ca\u5c31\u662f\uff0c\u5047\u8bbe\u4e00\u4e2a LLM \u6a21\u578b\u5305\u542b1\u4ebf\u4e2a\u53c2\u6570\uff0c\u90a3\u4e48\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u9700\u8981\u8c03\u65741\u4ebf\u4e2a\u53ef\u53d8\u503c\u624d\u80fd\u8fbe\u5230\u6700\u4f73\u6027\u80fd\u3002\u8fd9\u9700\u8981\u5927\u91cf\u7684\u8bad\u7ec3\u6570\u636e\u548c\u8ba1\u7b97\u8d44\u6e90\u3002<\/p>\n\n\n\n<p>\u3000<\/p>\n\n\n\n<p><strong>Token\uff1a\u6a21\u578b\u7406\u89e3\u548c\u5904\u7406\u7684\u57fa\u672c\u5355\u4f4d<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5728 AI\u9886\u57df\uff0cToken \u662f\u6307\u6a21\u578b\u5904\u7406\u7684\u57fa\u672c\u6570\u636e\u5355\u4f4d\u3002\u5b83\u53ef\u4ee5\u662f\u5355\u8bcd\u3001\u5b57\u7b26\u3001\u77ed\u8bed\u751a\u81f3\u56fe\u50cf\u7247\u6bb5\u3001\u58f0\u97f3\u7247\u6bb5\u7b49\u3002\u4f8b\u5982\uff0c\u4e00\u53e5\u8bdd\u4f1a\u88ab\u5206\u5272\u6210\u591a\u4e2a Token\uff0c\u6bcf\u4e2a\u6807\u70b9\u7b26\u53f7\u4e5f\u4f1a\u88ab\u89c6\u4e3a\u5355\u72ec\u7684Token\u3002<br>Token \u7684\u5212\u5206\u65b9\u5f0f\u4f1a\u5f71\u54cd\u6a21\u578b\u5bf9\u6570\u636e\u7684\u7406\u89e3\u548c\u5904\u7406\u3002\u4f8b\u5982\uff0c\u4e2d\u82f1\u6587\u7684 Token\u5212\u5206\u65b9\u5f0f\u5c31\u5b58\u5728\u5dee\u5f02\u3002\u5bf9\u4e8e\u4e2d\u6587\uff0c\u7531\u4e8e\u5b58\u5728\u591a\u97f3\u5b57\u548c\u8bcd\u7ec4\u7684\u60c5\u51b5\uff0cToken \u7684\u5212\u5206\u9700\u8981\u66f4\u52a0\u7ec6\u81f4\u3002\u4e3a\u4e86\u66f4\u597d\u5730\u7406\u89e3 Token\u7684\u6982\u5ff5\uff0c\u8ba9\u6211\u4eec\u6765\u770b\u4e00\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\u3002\u5047\u8bbe\u6211\u4eec\u8981\u5c06\u53e5\u5b50\u4eca\u5929\u5929\u6c14\u5f88\u597d<br>\u8fdb\u884c Token \u5316\uff0c\u90a3\u4e48\uff0c\u8be5\u53e5\u5b50\u7684 Token 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class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"713\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2025\/08\/\u56fe\u7247-79-1024x713.png\" alt=\"\" class=\"wp-image-19153\" style=\"width:478px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2025\/08\/\u56fe\u7247-79-1024x713.png 1024w, https:\/\/92it.top\/wp-content\/uploads\/2025\/08\/\u56fe\u7247-79-300x209.png 300w, https:\/\/92it.top\/wp-content\/uploads\/2025\/08\/\u56fe\u7247-79-768x535.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2025\/08\/\u56fe\u7247-79-830x578.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2025\/08\/\u56fe\u7247-79-230x160.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2025\/08\/\u56fe\u7247-79-350x244.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2025\/08\/\u56fe\u7247-79-480x334.png 480w, https:\/\/92it.top\/wp-content\/uploads\/2025\/08\/\u56fe\u7247-79.png 1338w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<ul>\n<li>\u5b9a\u4e49\uff1a\u6307\u6a21\u578b\u5728\u5355\u6b21\u4ea4\u4e92\u4e2d\u80fd\u591f\u5904\u7406\u7684<strong>\u6700\u5927 token \u603b\u91cf\u4e0a\u9650<\/strong>\uff0c\u662f\u6a21\u578b\u8bbe\u8ba1\u65f6\u5c31\u56fa\u5b9a\u7684\u53c2\u6570\uff08\u7531\u6a21\u578b\u67b6\u6784\u3001\u8bad\u7ec3\u6570\u636e\u548c\u786c\u4ef6\u9650\u5236\u51b3\u5b9a\uff09\u3002<\/li>\n\n\n\n<li>\u7279\u70b9\uff1a\n<ul>\n<li>\u662f\u4e00\u4e2a<strong>\u56fa\u5b9a\u503c<\/strong>\uff0c\u4f8b\u5982 \u201c4k \u7a97\u53e3\u201d\u201c128k \u7a97\u53e3\u201d\uff0c\u5bf9\u5e94\u5177\u4f53\u7684 token \u6570\u91cf\uff084096\u3001131072 \u7b49\uff09\u3002<\/li>\n\n\n\n<li>\u5305\u542b\u6a21\u578b\u5728\u5f53\u524d\u4ea4\u4e92\u4e2d\u9700\u8981\u5904\u7406\u7684\u6240\u6709\u4fe1\u606f\uff1a\u7528\u6237\u7684\u63d0\u95ee\u3001\u5386\u53f2\u5bf9\u8bdd\u8bb0\u5f55\u3001\u6a21\u578b\u81ea\u8eab\u7684\u56de\u5e94\uff08\u90e8\u5206\u6a21\u578b\u4f1a\u5c06\u751f\u6210\u5185\u5bb9\u8ba1\u5165\u7a97\u53e3\uff09\u7b49\u3002<\/li>\n\n\n\n<li>\u51b3\u5b9a\u4e86\u6a21\u578b \u201c\u80fd\u8bb0\u4f4f\u591a\u5c11\u4fe1\u606f\u201d \u7684\u4e0a\u9650\uff0c\u8d85\u8fc7\u8fd9\u4e2a\u4e0a\u9650\u7684\u5185\u5bb9\u4f1a\u88ab\u622a\u65ad\u6216\u65e0\u6cd5\u5904\u7406\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u793a\u4f8b\uff1aGPT-3.5 \u7684\u9ed8\u8ba4\u7a97\u53e3\u662f 4k token\uff0c\u610f\u5473\u7740\u5b83\u5728\u4e00\u6b21\u5bf9\u8bdd\u4e2d\u6700\u591a\u80fd \u201c\u770b\u5230\u201d 4096 \u4e2a token \u7684\u5185\u5bb9\uff08\u5305\u62ec\u5386\u53f2\u6d88\u606f\u548c\u5f53\u524d\u63d0\u95ee\uff09\uff1b\u5982\u679c\u8f93\u5165\u5185\u5bb9\u8d85\u8fc7\u8fd9\u4e2a\u503c\uff0c\u540e\u9762\u7684\u90e8\u5206\u4f1a\u88ab\u5ffd\u7565\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u91cd\u8981\u6027\uff1a<\/strong><\/p>\n\n\n\n<ul>\n<li>\u7406\u89e3\u590d\u6742\u6307\u4ee4\u548c\u5bf9\u8bdd\uff1a \u66f4\u957f\u7684\u4e0a\u4e0b\u6587\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u7406\u89e3\u5305\u542b\u591a\u4e2a\u6b65\u9aa4\u6216\u4f9d\u8d56\u5148\u524d\u4fe1\u606f\u7684\u590d\u6742\u6307\u4ee4\uff0c\u5e76\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u4fdd\u6301\u8fde\u8d2f\u6027\u548c\u76f8\u5173\u6027\u3002<\/li>\n\n\n\n<li>\u5904\u7406\u957f\u6587\u6863\uff1a \u5bf9\u4e8e\u6587\u6863\u6458\u8981\u3001\u95ee\u7b54\u3001\u4fe1\u606f\u63d0\u53d6\u7b49\u4efb\u52a1\uff0c\u6a21\u578b\u9700\u8981\u80fd\u591f\u5904\u7406\u6574\u4e2a\u6587\u6863\u6216\u5927\u90e8\u5206\u5185\u5bb9\u624d\u80fd\u7ed9\u51fa\u51c6\u786e\u7684\u7ed3\u679c\u3002\u4f8b\u5982\uff0c\u5206\u6790\u4e00\u4efd\u51e0\u4e07\u8bcd\u5143\u7684\u6cd5\u5f8b\u5408\u540c\u3002<\/li>\n\n\n\n<li>\u63d0\u5347\u751f\u6210\u8d28\u91cf\uff1a \u66f4\u957f\u7684\u4e0a\u4e0b\u6587\u6709\u52a9\u4e8e\u6a21\u578b\u6355\u6349\u66f4\u5e7f\u6cdb\u7684\u8bed\u5883\u4fe1\u606f\uff0c\u4ece\u800c\u751f\u6210\u66f4\u76f8\u5173\u3001\u66f4\u4e00\u81f4\u3001\u66f4\u6709\u6df1\u5ea6\u7684\u6587\u672c\u3002\u4f8b\u5982\uff0c\u5728\u5199\u6545\u4e8b\u6216\u62a5\u544a\u65f6\uff0c\u6a21\u578b\u53ef\u4ee5\u56de\u987e\u6570\u5343\u8bcd\u5143\u524d\u63d0\u5230\u7684\u7ec6\u8282\u3002<\/li>\n\n\n\n<li>\u51cf\u5c11\u4fe1\u606f\u4e22\u5931\uff1a \u5728\u5904\u7406\u957f\u5e8f\u5217\u65f6\uff0c\u5982\u679c\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e0d\u8db3\uff0c\u6a21\u578b\u53ef\u80fd\u4f1a\u4e22\u5931\u65e9\u671f\u7684\u91cd\u8981\u4fe1\u606f\uff0c\u5bfc\u81f4\u7406\u89e3\u504f\u5dee\u6216\u751f\u6210\u5185\u5bb9\u4e0d\u8fde\u8d2f\u3002<\/li>\n\n\n\n<li>\u652f\u6301\u66f4\u590d\u6742\u7684\u5e94\u7528\uff1a \u8bb8\u591a\u9ad8\u7ea7\u5e94\u7528\uff0c\u5982\u4ee3\u7801\u751f\u6210\u4e0e\u7406\u89e3\uff08\u53ef\u80fd\u6d89\u53ca\u6570\u4e07\u884c\u4ee3\u7801\uff09\u3001\u6cd5\u5f8b\u6587\u4ef6\u5206\u6790\u3001\u79d1\u5b66\u7814\u7a76\u7b49\uff0c\u90fd\u4f9d\u8d56\u4e8e\u6a21\u578b\u5904\u7406\u548c\u7406\u89e3\u5927\u89c4\u6a21\u6587\u672c\u7684\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u56e0\u6b64\uff0c\u6269\u5c55\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e00\u76f4\u662fLLM\u7814\u7a76\u9886\u57df\u7684\u6838\u5fc3\u76ee\u6807\u4e4b\u4e00\uff0c\u5b83\u76f4\u63a5\u5173\u7cfb\u5230\u6a21\u578b\u7684\u6027\u80fd\u4e0a\u9650\u548c\u5e94\u7528\u573a\u666f\u7684\u5e7f\u5ea6\u3002<\/p>\n\n\n\n<p><strong>\u4e0a\u4e0b\u6587\u957f\u5ea6\u7684\u5c40\u9650\u6027\uff1a\u4e3a\u4ec0\u4e48LLM\u4f1a\u53d7\u9650\u4e8e\u4e0a\u4e0b\u6587\u957f\u5ea6\uff1f<\/strong><\/p>\n\n\n\n<p>\u5728\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\u4ea4\u4e92\u65f6\uff0c\u8bb8\u591a\u7528\u6237\u90fd\u4f1a\u9047\u5230\u8fd9\u6837\u7684\u56f0\u60d1\uff1a\u5f53\u5bf9\u8bdd\u6216\u6587\u6863\u8f93\u5165\u8fc7\u957f\u65f6\uff0c\u6a21\u578b\u4f1a\u51fa\u73b0 \u201c\u5931\u5fc6\u201d \u73b0\u8c61\uff0c\u8981\u4e48\u5ffd\u7565\u65e9\u671f\u4fe1\u606f\uff0c\u8981\u4e48\u751f\u6210\u903b\u8f91\u6df7\u4e71\u7684\u5185\u5bb9\u3002\u8fd9\u80cc\u540e\u7684\u6838\u5fc3\u539f\u56e0\u5e76\u975e\u6280\u672f\u7f3a\u9677\uff0c\u800c\u662f\u6240\u6709\u5927\u8bed\u8a00\u6a21\u578b\u90fd\u5fc5\u987b\u9075\u5b88\u7684\u201c\u4e0a\u4e0b\u6587\u957f\u5ea6\u9650\u5236\u201d\u3002\u7406\u89e3\u8fd9\u4e00\u9650\u5236\u7684\u4ea7\u751f\u903b\u8f91\uff0c\u9700\u8981\u4ece\u6a21\u578b\u67b6\u6784\u3001\u786c\u4ef6\u6761\u4ef6\u3001\u8bad\u7ec3\u8303\u5f0f\u5230\u5546\u4e1a\u9700\u6c42\u9010\u5c42\u62c6\u89e3\u3002<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u9650\u5236\u7684\u6839\u672c\u843d\u70b9\u5728\u6280\u672f\u67b6\u6784\u3002\u5f53\u524d\u4e3b\u6d41\u5927\u8bed\u8a00\u6a21\u578b\u91c7\u7528 Transformer \u67b6\u6784\uff0c\u5176\u6838\u5fc3\u7ec4\u4ef6\u2014\u2014\u81ea\u6ce8\u610f\u529b\u673a\u5236\u2014\u2014\u51b3\u5b9a\u4e86\u8ba1\u7b97\u91cf\u968f\u957f\u5ea6\u5448\u5e73\u65b9\u7ea7\u589e\u957f\uff1a\u8f93\u5165\u5e8f\u5217\u6bcf\u7ffb\u4e00\u500d\uff0c\u8ba1\u7b97\u91cf\u5c31\u8981\u7ffb\u56db\u500d\u3002\u5f53\u4e0a\u4e0b\u6587\u4ece 1 000 tokens \u6269\u5f20\u5230 10 000 tokens \u65f6\uff0c\u8ba1\u7b97\u9700\u6c42\u77ac\u95f4\u653e\u5927 100 \u500d\uff1b\u8fd9\u79cd\u7206\u70b8\u5f0f\u81a8\u80c0\u8ba9\u5373\u4fbf\u6700\u5148\u8fdb\u7684 GPU \u96c6\u7fa4\u4e5f\u96be\u4ee5\u627f\u53d7\u65e0\u9650\u5236\u7684\u957f\u5ea6\u6269\u5c55\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u8ba1\u7b97\u91cf\u53ea\u662f\u7b2c\u4e00\u9053\u95e8\u69db\uff0c\u7d27\u63a5\u7740\u8fce\u6765\u7684\u662f\u5185\u5b58\u74f6\u9888\u3002Transformer \u9700\u8981\u628a\u6bcf\u4e2a token \u6620\u5c04\u4e3a\u9ad8\u7ef4\u5411\u91cf\u5e76\u5e38\u9a7b\u663e\u5b58\u3002\u6309\u5e38\u89c1\u7684 16 \u4f4d\u6d6e\u70b9\u7cbe\u5ea6\u4f30\u7b97\uff0c1 \u4e2a token \u7ea6\u5360\u7528 1 KB\uff0c\u82e5\u652f\u6301 10 \u4e07 token \u7684\u4e0a\u4e0b\u6587\uff0c\u4ec5\u5b58\u50a8\u8f93\u5165\u5c31\u8981\u5403\u6389\u8fd1 100 GB \u663e\u5b58\u3002\u800c\u5f53\u524d\u9876\u7ea7\u5355\u5361\u663e\u5b58\u666e\u904d\u5728 80\u2013160 GB \u4e4b\u95f4\uff0c\u8fd8\u5f97\u540c\u65f6\u5bb9\u7eb3\u6a21\u578b\u53c2\u6570\u4e0e\u4e2d\u95f4\u6fc0\u6d3b\u503c\uff0c\u5b9e\u9645\u53ef\u5206\u914d\u7ed9\u201c\u5386\u53f2\u5bf9\u8bdd\u201d\u7684\u7a7a\u95f4\u88ab\u8fdb\u4e00\u6b65\u538b\u7f29\u3002<\/p>\n\n\n\n<p>\u8bad\u7ec3\u6570\u636e\u672c\u8eab\u4e5f\u63d0\u524d\u7ed9\u6a21\u578b\u5212\u597d\u4e86\u201c\u8212\u9002\u533a\u201d\u3002\u6a21\u578b\u6240\u89c1\u4e66\u7c4d\u3001\u7f51\u9875\u7b49\u81ea\u7136\u6587\u672c\uff0c\u6bb5\u843d\u957f\u5ea6\u5927\u591a\u5728\u6570\u5343 token \u4ee5\u5185\u3002\u8d85\u51fa\u8fd9\u4e00\u8303\u56f4\u7684\u957f\u8ddd\u79bb\u4f9d\u8d56\u5728\u8bad\u7ec3\u96c6\u4e2d\u6781\u4e3a\u7a00\u758f\uff0c\u5bfc\u81f4\u6a21\u578b\u5bf9\u8d85\u957f\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\u7f3a\u4e4f\u7edf\u8ba1\u652f\u6491\u3002\u4e00\u65e6\u5f3a\u884c\u7a81\u7834\u8bad\u7ec3\u8fb9\u754c\uff0c\u5c31\u4f1a\u89e6\u53d1\u201c\u5206\u5e03\u504f\u79fb\u201d\uff1a\u65e9\u671f token \u7684\u8bed\u4e49\u4fe1\u53f7\u88ab\u7a00\u91ca\uff0c\u540e\u671f\u751f\u6210\u5185\u5bb9\u968f\u4e4b\u6f02\u79fb\uff0c\u51c6\u786e\u6027\u548c\u8fde\u8d2f\u6027\u540c\u6b65\u4e0b\u964d\u3002<\/p>\n\n\n\n<p>\u5373\u4fbf\u6280\u672f\u4e0a\u80fd\u591f\u5f3a\u884c\u62c9\u9ad8\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u5546\u4e1a\u548c\u4f53\u9a8c\u5c42\u9762\u4e5f\u4f1a\u8fc5\u901f\u7ed9\u51fa\u53cd\u4f5c\u7528\u529b\u3002\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\u610f\u5473\u7740\u66f4\u9ad8\u7684\u5ef6\u8fdf\u4e0e\u6210\u672c\u2014\u2014\u5728\u6309 token \u8ba1\u8d39\u7684\u5546\u4e1a\u6a21\u5f0f\u91cc\uff0c\u7528\u6237\u6bcf\u591a\u8f93\u5165 1 000 tokens\uff0c\u5c31\u8981\u4e3a\u7b97\u529b\u548c\u663e\u5b58\u591a\u4ed8\u4e00\u6b21\u94b1\uff1b\u540c\u65f6\uff0c\u5206\u949f\u7ea7\u7684\u54cd\u5e94\u65f6\u95f4\u4e5f\u76f4\u63a5\u524a\u5f31\u4e86\u5bf9\u8bdd\u4ea7\u54c1\u7684\u5373\u65f6\u6027\u3002\u4e8e\u662f\uff0c\u6280\u672f\u3001\u6210\u672c\u4e0e\u4f53\u9a8c\u4e09\u8005\u4e4b\u95f4\u5f62\u6210\u4e86\u4e00\u5f20\u770b\u4e0d\u89c1\u7684\u201c\u5f20\u529b\u7f51\u201d\uff0c\u628a\u4e0a\u4e0b\u6587\u957f\u5ea6\u7262\u7262\u7ea6\u675f\u5728\u5e73\u8861\u70b9\u4e4b\u5185\u3002<\/p>\n\n\n\n<p>LLM\u5728\u4e0a\u4e0b\u6587\u957f\u5ea6\u65b9\u9762\u53d7\u5230\u9650\u5236\uff0c\u4e3b\u8981\u6e90\u4e8e\u4ee5\u4e0b\u51e0\u4e2a\u6838\u5fc3\u6280\u672f\u6311\u6218\uff1a<\/p>\n\n\n\n<ul>\n<li>\u8ba1\u7b97\u590d\u6742\u5ea6 (Computational Complexity)\uff1a<\/li>\n<\/ul>\n\n\n\n<p>Transformer\u7684\u81ea\u6ce8\u610f\u529b\u673a\u5236 (Self-Attention)\uff1a \u6807\u51c6\u7684Transformer\u6a21\u578b\u91c7\u7528\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5176\u8ba1\u7b97\u590d\u6742\u5ea6\u4e0e\u4e0a\u4e0b\u6587\u957f\u5ea6 N \u7684\u5e73\u65b9\u6210\u6b63\u6bd4\uff0c\u5373 O(N2\u22c5d)\uff0c\u5176\u4e2d d \u662f\u6a21\u578b\u7684\u9690\u85cf\u5c42\u7ef4\u5ea6\u3002\u5f53\u4e0a\u4e0b\u6587\u957f\u5ea6 N \u4ece\u4f8b\u59821024\u8bcd\u5143\u589e\u52a0\u52304096\u8bcd\u5143\uff084\u500d\uff09\u65f6\uff0c\u8ba1\u7b97\u91cf\u4f1a\u589e\u52a0\u7ea616\u500d\u3002\u8fd9\u4f7f\u5f97\u5728\u975e\u5e38\u957f\u7684\u5e8f\u5217\u4e0a\u8bad\u7ec3\u548c\u63a8\u7406\u53d8\u5f97\u975e\u5e38\u6602\u8d35\u548c\u7f13\u6162\u3002<\/p>\n\n\n\n<ul>\n<li>\u5185\u5b58\u6d88\u8017 (Memory Consumption)\uff1a<\/li>\n<\/ul>\n\n\n\n<p>\u6ce8\u610f\u529b\u77e9\u9635\uff1a \u81ea\u6ce8\u610f\u529b\u673a\u5236\u9700\u8981\u8ba1\u7b97\u5e76\u5b58\u50a8\u4e00\u4e2a N\u00d7N \u7684\u6ce8\u610f\u529b\u5f97\u5206\u77e9\u9635\u3002\u8fd9\u4e2a\u77e9\u9635\u7684\u5185\u5b58\u6d88\u8017\u540c\u6837\u662f O(N2)\u3002\u5bf9\u4e8e\u4e00\u4e2a\u670932768 (32K) \u4e2a\u8bcd\u5143\u7684\u4e0a\u4e0b\u6587\uff0c\u6ce8\u610f\u529b\u77e9\u9635\u5c31\u9700\u8981\u5b58\u50a8 327682\u2248109 \u4e2a\u503c\uff0c\u5bf9\u5185\u5b58\u662f\u5de8\u5927\u7684\u6311\u6218\u3002\uff08\u5927\u6a21\u578b\u5728\u6301\u7eed\u63a8\u7406\u7684\u8fc7\u7a0b\u4e2d\uff0c\u9700\u8981\u7f13\u5b58\u4e00\u4e2a\u53eb\u505a KV Cache \u7684\u6570\u636e\u5feb\uff0cKV Cache \u7684\u5927\u5c0f\u4e5f\u4e0e\u5e8f\u5217\u957f\u5ea6\u6210\u6b63\u6bd4\u3002\u4ee5 Llama 2 13B \u5927\u6a21\u578b\u4e3a\u4f8b\uff0c\u4e00\u4e2a 4K \u957f\u7684\u5e8f\u5217\u5927\u7ea6\u9700\u8981 3G \u7684\u663e\u5b58\u53bb\u7f13\u5b58 KV Cache\uff0c16K \u7684\u5e8f\u5217\u5219\u9700\u8981 12G\uff0c128K \u7684\u5e8f\u5217\u5219\u9700\u8981 100G \u663e\u5b58\u3002\uff09<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"414\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2025\/08\/\u56fe\u7247-77-1024x414.png\" alt=\"\" class=\"wp-image-19151\" style=\"width:524px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2025\/08\/\u56fe\u7247-77-1024x414.png 1024w, https:\/\/92it.top\/wp-content\/uploads\/2025\/08\/\u56fe\u7247-77-300x121.png 300w, https:\/\/92it.top\/wp-content\/uploads\/2025\/08\/\u56fe\u7247-77-768x310.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2025\/08\/\u56fe\u7247-77-830x336.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2025\/08\/\u56fe\u7247-77-230x93.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2025\/08\/\u56fe\u7247-77-350x142.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2025\/08\/\u56fe\u7247-77-480x194.png 480w, https:\/\/92it.top\/wp-content\/uploads\/2025\/08\/\u56fe\u7247-77.png 1212w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<ul>\n<li>\u8bad\u7ec3\u6570\u636e\u7684\u9650\u5236 (Limitations of Training Data)\uff1a<\/li>\n<\/ul>\n\n\n\n<p>\u957f\u5e8f\u5217\u6570\u636e\u7684\u7a00\u7f3a\u6027\uff1a \u9ad8\u8d28\u91cf\u3001\u591a\u6837\u5316\u7684\u957f\u5e8f\u5217\u8bad\u7ec3\u6570\u636e\uff08\u4f8b\u5982\u5305\u542b\u6570\u5341\u4e07\u8bcd\u5143\u7684\u6587\u6863\uff09\u76f8\u5bf9\u77ed\u6587\u672c\u6570\u636e\u66f4\u4e3a\u7a00\u7f3a\u3002\u6a21\u578b\u9700\u8981\u63a5\u89e6\u8db3\u591f\u591a\u7684\u957f\u6587\u672c\u6837\u672c\u624d\u80fd\u5b66\u4f1a\u5904\u7406\u957f\u7a0b\u4f9d\u8d56\u548c\u5229\u7528\u957f\u4e0a\u4e0b\u6587\u3002<\/p>\n\n\n\n<p>\u8bad\u7ec3\u6210\u672c\u4e0e\u6548\u7387\uff1a \u4f7f\u7528\u957f\u5e8f\u5217\u8fdb\u884c\u8bad\u7ec3\u672c\u8eab\u5c31\u975e\u5e38\u8017\u65f6\u8017\u8d44\u6e90\uff0c\u8fd9\u9650\u5236\u4e86\u7814\u7a76\u8005\u548c\u5f00\u53d1\u8005\u5728\u8d85\u957f\u4e0a\u4e0b\u6587\u6a21\u578b\u4e0a\u7684\u8fed\u4ee3\u901f\u5ea6\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u56e0\u7d20\u5171\u540c\u6784\u6210\u4e86LLM\u4e0a\u4e0b\u6587\u957f\u5ea6\u7684\u4e3b\u8981\u74f6\u9888\u3002\u4e3a\u4e86\u7a81\u7834\u8fd9\u4e9b\u9650\u5236\uff0c\u7814\u7a76\u8005\u4eec\u5728\u6ce8\u610f\u529b\u673a\u5236\u3001\u6a21\u578b\u67b6\u6784\u3001\u4f4d\u7f6e\u7f16\u7801\u548c\u8bad\u7ec3\u7b56\u7565\u7b49\u591a\u4e2a\u65b9\u9762\u8fdb\u884c\u4e86\u5927\u91cf\u7684\u63a2\u7d22\u548c\u521b\u65b0\u3002<\/p>\n\n\n\n<ul>\n<li>\u8d44\u6e90\u9650\u5236\uff1a\u66f4\u9ad8\u7684\u6570\u503c\u53ef\u80fd\u9700\u8981\u66f4\u591a\u7684\u8ba1\u7b97\u8d44\u6e90\u548c\u66f4\u957f\u7684\u5904\u7406\u65f6\u95f4\u3002\u9700\u8981\u5e73\u8861\u6027\u80fd\u548c\u8d44\u6e90\u7684\u53ef\u7528\u6027\u3002<\/li>\n\n\n\n<li>\u6a21\u578b\u6027\u80fd\uff1a\u67d0\u4e9b\u6a21\u578b\u5728\u5904\u7406\u957f\u6587\u672c\u65f6\u53ef\u80fd\u8868\u73b0\u66f4\u597d\uff0c\u800c\u5176\u4ed6\u6a21\u578b\u53ef\u80fd\u5728\u8f83\u77ed\u7684\u6587\u672c\u4e0a\u6548\u679c\u66f4\u4f73\u3002<\/li>\n\n\n\n<li>\u8f93\u51fa\u8d28\u91cf\uff1a\u8f83\u9ad8\u7684max tokens\u503c\u53ef\u80fd\u5bfc\u81f4\u66f4\u8be6\u7ec6\u7684\u8f93\u51fa\uff0c\u4f46\u4e5f\u53ef\u80fd\u589e\u52a0\u8bed\u53e5\u504f\u79bb\u4e3b\u9898\u7684\u98ce\u9669\u3002\u540c\u65f6\uff0c\u8f83\u957f\u7684context length\u6709\u52a9\u4e8e\u6a21\u578b\u7406\u89e3\u66f4\u591a\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u4f46\u5982\u679c\u4e0a\u4e0b\u6587\u4e2d\u5305\u542b\u65e0\u5173\u4fe1\u606f\uff0c\u53ef\u80fd\u4f1a\u964d\u4f4e\u8f93\u51fa\u7684\u76f8\u5173\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>Temperature \u6e29\u5ea6\uff1a\u63a7\u5236\u521b\u9020\u6027\u548c\u786e\u5b9a\u6027\u4e4b\u95f4\u7684\u5e73\u8861<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u6e29\u5ea6\u662f\u63a7\u5236 AI\u6a21\u578b\u751f\u6210\u8f93\u51fa\u968f\u673a\u6027\u7684\u53c2\u6570\u3002\u5b83\u51b3\u5b9a\u4e86\u6a21\u578b\u5728\u751f\u6210\u8f93\u51fa\u65f6\u66f4\u503e\u5411\u4e8e\u521b\u9020\u6027\u8fd8\u662f\u4fdd\u5b88\u548c\u786e\u5b9a\u6027\u3002<br>\u6e29\u5ea6\u503c\u8d8a\u9ad8\uff0c\u6a21\u578b\u8d8a\u503e\u5411\u4e8e\u751f\u6210\u968f\u673a\u7684\u3001\u610f\u60f3\u4e0d\u5230\u7684\u8f93\u51fa\uff0c\u4f46\u4e5f\u53ef\u80fd\u5bfc\u81f4\u8bed\u6cd5\u9519\u8bef\u6216\u65e0\u610f\u4e49\u7684\u6587\u672c\u3002\u6e29\u5ea6\u503c\u8d8a\u4f4e\uff0c\u6a21\u578b\u8d8a\u503e\u5411\u4e8e\u751f\u6210\u7b26\u5408\u903b\u8f91\u548c\u5e38\u8bc6\u7684\u8f93\u51fa\uff0c\u4f46\u4e5f\u53ef\u80fd\u7f3a\u4e4f\u521b\u9020\u6027\u548c\u8da3\u5473\u6027\u3002<br>\u4f8b\u5982\uff0c\u5728\u8bbe\u7f6e\u8f83\u4f4e\u6e29\u5ea6\u65f6\uff0c\u8bed\u8a00\u6a21\u578b\u53ef\u80fd\u4f1a\u751f\u6210\u4ee5\u4e0b\u53e5\u5b50\uff1a\u201c\u4eca\u5929\u5929\u6c14\u6674\u6717\uff0c\u9002\u5408\u6237\u5916\u6d3b\u52a8\u3002\u201d\u800c\u8bbe\u7f6e\u8f83\u9ad8\u6e29\u5ea6\u65f6\uff0c\u6a21\u578b\u53ef\u80fd\u4f1a\u751f\u6210\u4ee5\u4e0b\u53e5\u5b50\uff1a\u201c\u5929\u7a7a\u50cf\u4e00\u5757\u5de8\u5927\u7684\u84dd\u5b9d\u77f3\uff0c\u70b9\u7f00\u7740\u68c9\u82b1\u7cd6\u822c\u7684\u767d\u4e91\u3002\u9e1f\u513f\u5728\u679d\u5934\u6b4c\u5531\uff0c\u5fae\u98ce\u62c2\u8fc7\u8138\u5e9e\uff0c\u4e00\u5207\u90fd\u662f\u90a3\u4e48\u7f8e\u597d\u3002\u201d<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u50cf\u8c46\u5305\u8fd9\u79cdAI,\u3000\u6bcf\u6b21\u804a\u5929\u90fd\u4f1a\u628a\u5386\u53f2\u5bf9\u8bdd\u4fe1\u606f\uff0c\u53d1\u7ed9\u5927\u6a21\u578b\u5417\uff1f<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u662f\u7684\uff0c\u50cf\u8c46\u5305\u8fd9\u6837\u7684\u5bf9\u8bdd\u5f0f AI\uff0c\u5728\u4e0e\u4f60\u6301\u7eed\u804a\u5929\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6bcf\u6b21\u751f\u6210\u56de\u590d\u65f6\uff0c\u901a\u5e38\u4f1a\u5c06\u5386\u53f2\u5bf9\u8bdd\u4fe1\u606f\uff08\u5305\u62ec\u4f60\u7684\u63d0\u95ee\u548c\u4e4b\u524d\u7684\u56de\u590d\uff09\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u4e00\u8d77\u53d1\u9001\u7ed9\u80cc\u540e\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u3002<\/p>\n\n\n\n<p>\u8fd9\u662f\u56e0\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u672c\u8eab\u662f \u201c\u65e0\u72b6\u6001\u201d \u7684\uff0c\u5b83\u4e0d\u4f1a\u4e3b\u52a8\u5b58\u50a8\u4e4b\u524d\u7684\u5bf9\u8bdd\u5185\u5bb9\uff0c\u6bcf\u6b21\u8c03\u7528\u90fd\u662f\u72ec\u7acb\u7684\u3002\u4e3a\u4e86\u8ba9\u56de\u590d\u7b26\u5408\u5bf9\u8bdd\u7684\u8fde\u8d2f\u6027\u548c\u8bed\u5883\uff0c\u7cfb\u7edf\u9700\u8981\u5728\u6bcf\u6b21\u8bf7\u6c42\u65f6\uff0c\u628a\u5386\u53f2\u5bf9\u8bdd\u6253\u5305\u6210\u4e0a\u4e0b\u6587\uff0c\u548c\u4f60\u5f53\u524d\u7684\u63d0\u95ee\u4e00\u8d77\u4f20\u9012\u7ed9\u6a21\u578b\uff0c\u8fd9\u6837\u6a21\u578b\u624d\u80fd \u201c\u7406\u89e3\u201d \u4e4b\u524d\u804a\u8fc7\u4ec0\u4e48\uff0c\u4ece\u800c\u751f\u6210\u8d34\u5408\u8bed\u5883\u7684\u56de\u5e94\u3002<\/p>\n\n\n\n<p>\u4e0d\u8fc7\uff0c\u4f20\u9012\u7684\u5386\u53f2\u5bf9\u8bdd\u603b\u91cf\u4f1a\u53d7\u5230\u6a21\u578b\u4e0a\u4e0b\u6587\u7a97\u53e3\u5927\u5c0f\u7684\u9650\u5236\u3002\u5982\u679c\u5bf9\u8bdd\u8fc7\u957f\uff0c\u8d85\u51fa\u7a97\u53e3\u8303\u56f4\uff0c\u7cfb\u7edf\u53ef\u80fd\u4f1a\u901a\u8fc7\u4e00\u5b9a\u7684\u7b56\u7565\uff08\u6bd4\u5982\u4fdd\u7559\u8fd1\u671f\u5173\u952e\u5185\u5bb9\u3001\u538b\u7f29\u65e9\u671f\u4fe1\u606f\u7b49\uff09\u6765\u786e\u4fdd\u6838\u5fc3\u4e0a\u4e0b\u6587\u88ab\u4fdd\u7559\uff0c\u4ee5\u7ef4\u6301\u5bf9\u8bdd\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<p><strong>\u6742\u4e71\u4e3b\u9898\u53ef\u80fd\u5bfc\u81f4\u7684\u95ee\u9898\uff1a\u201c\u566a\u97f3\u5e72\u6270\u201d<\/strong><\/p>\n\n\n\n<p>\u5982\u679c\u5386\u53f2\u5bf9\u8bdd\u4e2d\u65e0\u5173\u4fe1\u606f\u8fc7\u591a\uff08\u5c24\u5176\u662f\u4e0e\u5f53\u524d\u95ee\u9898\u8bed\u4e49\u76f8\u4f3c\u4f46\u4e0d\u76f8\u5173\u7684\u5185\u5bb9\uff09\uff0c\u53ef\u80fd\u4f1a\u4ea7\u751f \u201c\u566a\u97f3\u5e72\u6270\u201d\uff0c\u8868\u73b0\u4e3a\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u56de\u590d\u504f\u79bb\u91cd\u70b9<\/strong>\uff1a\u4f8b\u5982\uff0c\u5386\u53f2\u4e2d\u804a\u8fc7 \u201c\u5982\u4f55\u517b\u732b\u201d \u548c \u201c\u5982\u4f55\u4fee\u8f66\u201d\uff0c\u5f53\u524d\u95ee \u201c\u517b\u5ba0\u7269\u9700\u8981\u6ce8\u610f\u4ec0\u4e48\u201d\uff0c\u6a21\u578b\u53ef\u80fd\u9519\u8bef\u5173\u8054\u5230 \u201c\u4fee\u8f66\u201d \u4e2d\u7684 \u201c\u5b9a\u671f\u68c0\u67e5\u201d\uff0c\u5bfc\u81f4\u56de\u590d\u6df7\u5165\u65e0\u5173\u5efa\u8bae\u3002<\/li>\n\n\n\n<li><strong>\u5bf9\u65e9\u671f\u5173\u952e\u4fe1\u606f\u7684 \u201c\u9057\u5fd8\u201d<\/strong>\uff1a\u5f53\u6742\u4e71\u4fe1\u606f\u6324\u5360\u4e86\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u6a21\u578b\u53ef\u80fd\u5bf9\u66f4\u65e9\u7684\u3001\u771f\u6b63\u76f8\u5173\u7684\u5185\u5bb9\u5173\u6ce8\u5ea6\u4e0b\u964d\uff08\u6bd4\u5982\u524d 50 \u8f6e\u804a\u8fc7 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\u7684\u5b50\u4efb\u52a1\u7ed3\u679c\uff08\u5982 A \u786e\u5b9a\u8bae\u7a0b\u540e\uff0c\u9700\u8981 B \u7684\u573a\u5730\u65f6\u95f4\u6765\u5339\u914d\uff09\uff0c\u4e24\u8005\u53ef\u76f4\u63a5 \u201c\u6c9f\u901a\u201d\uff08\u5982 A \u5411 B \u53d1\u9001 \u201c\u8bf7\u63d0\u4f9b\u53ef\u7528\u573a\u5730\u7684\u65f6\u95f4\u8303\u56f4\u201d\uff09\uff0cB \u8fd4\u56de\u7ed3\u679c\u5373\u53ef\uff0cA \u65e0\u9700\u8bb0\u4f4f B \u7684\u6240\u6709\u64cd\u4f5c\u8fc7\u7a0b\u3002<\/li>\n\n\n\n<li>\u8fd9\u79cd \u201c\u6309\u9700\u7d22\u53d6\u201d \u7684\u4fe1\u606f\u4f20\u9012\u6a21\u5f0f\uff0c\u66ff\u4ee3\u4e86 \u201c\u5168\u91cf\u8bb0\u5fc6\u201d \u7684\u9700\u6c42 \u2014\u2014 \u4fe1\u606f\u5206\u6563\u5728\u5404\u4e2a\u667a\u80fd\u4f53\u4e2d\uff0c\u901a\u8fc7\u4ea4\u4e92\u4e34\u65f6\u8c03\u7528\uff0c\u800c\u975e\u96c6\u4e2d\u5b58\u50a8\u5728\u67d0\u4e00\u4e2a\u4f53\u7684\u4e0a\u4e0b\u6587\u91cc\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u89d2\u8272\u4e13\u4e1a\u5316\uff1a\u51cf\u5c11 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