{"id":34978,"date":"2024-12-16T07:58:46","date_gmt":"2024-12-15T23:58:46","guid":{"rendered":"https:\/\/17aitech.com\/?p=34978"},"modified":"2024-12-16T07:58:46","modified_gmt":"2024-12-15T23:58:46","slug":"%e5%85%ab%e9%97%ae%e5%85%ab%e7%ad%94%e6%90%9e%e6%87%82transformer%e5%86%85%e9%83%a8%e8%bf%90%e4%bd%9c%e5%8e%9f%e7%90%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34978","title":{"rendered":"\u516b\u95ee\u516b\u7b54\u641e\u61c2Transformer\u5185\u90e8\u8fd0\u4f5c\u539f\u7406"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-08-07-3\" target=\"_blank\">\u516b\u95ee\u516b\u7b54\u641e\u61c2Transformer\u5185\u90e8\u8fd0\u4f5c\u539f\u7406<\/a><\/p>\n<p>\u4e03\u5e74\u524d\uff0c\u8bba\u6587\u300aAttention is all you need\u300b\u63d0\u51fa\u4e86 transformer \u67b6\u6784\uff0c\u98a0\u8986\u4e86\u6574\u4e2a<mark data-type=\"tech_methods\" data-id=\"01946acc-d031-4c0e-909c-f062643b7273\">\u6df1\u5ea6\u5b66\u4e60<\/mark>\u9886\u57df\u3002<\/p>\n<p>\u5982\u4eca\uff0c\u5404\u5bb6\u5927\u6a21\u578b\u90fd\u4ee5 transformer \u67b6\u6784\u4e3a\u57fa\u7840\uff0c\u4f46 transformer \u5185\u90e8\u8fd0\u4f5c\u539f\u7406\uff0c\u4ecd\u662f\u4e00\u4e2a\u672a\u89e3\u4e4b\u8c1c\u3002<\/p>\n<p>\u53bb\u5e74\uff0ctransformer \u8bba\u6587\u4f5c\u8005\u4e4b\u4e00 Llion Jones \u5ba3\u5e03\u521b\u7acb<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u516c\u53f8 Sakana AI\u3002\u8fd1\u671f\uff0cSakana AI \u53d1\u8868\u4e86\u4e00\u7bc7\u9898\u4e3a\u300aTransformer Layers as Painters\u300b\u7684\u8bba\u6587\uff0c\u63a2\u7a76\u4e86\u9884\u8bad\u7ec3 transformer \u4e2d\u7684\u4fe1\u606f\u6d41\uff0c\u5e76\u9488\u5bf9\u4ec5\u89e3\u7801\u5668\u548c\u4ec5\u7f16\u7801\u5668\u51bb\u7ed3 transformer \u6a21\u578b\u8fdb\u884c\u4e86\u4e00\u7cfb\u5217\u5b9e\u9a8c\u3002\u8bf7\u6ce8\u610f\uff0c\u8be5\u7814\u7a76\u6ca1\u6709\u5bf9\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u4efb\u4f55\u7c7b\u578b\u7684\u5fae\u8c03\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-cbe0c4dfa9ccb360cfd8c99dcb8668ef.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-cbe0c4dfa9ccb360cfd8c99dcb8668ef.png\"><\/a><\/p>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2407.09298v1<\/p>\n<p>\u8be5\u7814\u7a76\u8ba4\u4e3a transformer \u7684\u5185\u90e8\u673a\u5236\uff08\u7279\u522b\u662f\u4e2d\u95f4\u5c42\uff09\u53ef\u4ee5\u7c7b\u6bd4\u753b\u5bb6\u4f5c\u753b\u6d41\u6c34\u7ebf\u6765\u7406\u89e3\u3002<\/p>\n<p>\u4f5c\u753b\u6d41\u6c34\u7ebf\u901a\u5e38\u662f\u5c06\u753b\u5e03\uff08\u8f93\u5165\uff09\u4f20\u9012\u7ed9\u4e00\u7cfb\u5217\u753b\u5bb6\u3002\u6709\u4e9b\u753b\u5bb6\u64c5\u957f\u753b\u9e1f\u7c7b\uff0c\u800c\u53e6\u4e00\u4e9b\u753b\u5bb6\u5219\u64c5\u957f\u753b\u8f6e\u5b50\u3002\u6bcf\u4e2a\u753b\u5bb6\u4ece\u5176\u4e0b\u4e00\u7ea7\u753b\u5bb6\u90a3\u91cc\u6536\u5230\u753b\u5e03\uff0c\u7136\u540e\u5176\u51b3\u5b9a\u662f\u5426\u7ed9\u753b\u4f5c\u6dfb\u52a0\u4e00\u4e9b\u7b14\u753b\uff0c\u6216\u8005\u53ea\u662f\u5c06\u5176\u4f20\u9012\u7ed9\u5176\u4e0a\u4e00\u7ea7\u753b\u5bb6\uff08\u4f7f\u7528\u5269\u4f59\u8fde\u63a5\uff09\u3002<\/p>\n<p>\u8fd9\u4e2a\u7c7b\u6bd4\u5e76\u4e0d\u662f\u4e00\u4e2a\u4e25\u683c\u7684\u7406\u8bba\uff0c\u800c\u662f\u4e00\u4e2a\u601d\u8003 transformer \u5c42\u7684\u5de5\u5177\u3002\u53d7\u8fd9\u4e2a\u7c7b\u6bd4\u7684\u542f\u53d1\uff0c\u8be5\u7814\u7a76\u6d4b\u8bd5\u9a8c\u8bc1\u4e86\u4e00\u4e9b\u5047\u8bbe\uff1a<\/p>\n<ul>\n<li>\n<p>\u5404\u5c42\u662f\u5426\u90fd\u5728\u4f7f\u7528\u76f8\u540c\u7684\u8868\u5f81\u7a7a\u95f4\uff1f\u00a0<\/p>\n<\/li>\n<li>\n<p>\u6240\u6709\u5c42\u90fd\u662f\u5fc5\u8981\u7684\u5417\uff1f<\/p>\n<\/li>\n<li>\n<p>\u4e2d\u95f4\u5c42\u90fd\u6267\u884c\u76f8\u540c\u7684\u529f\u80fd\u5417\uff1f\u00a0<\/p>\n<\/li>\n<li>\n<p>\u5c42\u7684\u987a\u5e8f\u91cd\u8981\u5417\uff1f<\/p>\n<\/li>\n<li>\n<p>\u8fd9\u4e9b\u5c42\u53ef\u4ee5\u5e76\u884c\u8fd0\u884c\u5417\uff1f<\/p>\n<\/li>\n<li>\n<p>\u5bf9\u4e8e\u67d0\u4e9b\u4efb\u52a1\u6765\u8bf4\uff0c\u987a\u5e8f\u662f\u5426\u6bd4\u5176\u4ed6\u56e0\u7d20\u66f4\u91cd\u8981\uff1f<\/p>\n<\/li>\n<li>\n<p>\u5faa\u73af\u6709\u52a9\u4e8e\u5c42\u5e76\u884c\u5417\uff1f<\/p>\n<\/li>\n<li>\n<p>\u54ea\u4e9b\u53d8\u4f53\u5bf9\u6a21\u578b\u6027\u80fd\u5f71\u54cd\u6700\u5c0f\uff1f<\/p>\n<\/li>\n<\/ul>\n<p>\u8be5\u7814\u7a76\u5bf9\u9884\u8bad\u7ec3 LLM \u8fdb\u884c\u4e86\u4e00\u7cfb\u5217\u5b9e\u9a8c\uff0c\u5176\u4e2d\u5305\u62ec\u8bd5\u9a8c\u6807\u51c6 transformer \u6267\u884c\u7b56\u7565\u7684\u53d8\u5316\uff0c\u5e76\u5728\u4ec5\u89e3\u7801\u5668 (Llama) \u548c\u4ec5\u7f16\u7801\u5668 (BERT) \u6a21\u578b\u7684\u5404\u79cd<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u4e0a\u6d4b\u91cf\u8fd9\u4e9b\u53d8\u5316\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\u3002<\/p>\n<p><strong>\u5404\u5c42\u662f\u5426\u90fd\u5728\u4f7f\u7528\u76f8\u540c\u7684\u8868\u5f81\u7a7a\u95f4\uff1f<\/strong><\/p>\n<p>\u4e3a\u4e86\u56de\u7b54\u4e0d\u540c\u5c42\u662f\u5426\u4f7f\u7528\u76f8\u540c\u7684\u8868\u5f81\u7a7a\u95f4\uff0c\u4f5c\u8005\u6d4b\u8bd5\u4e86 Transformer \u5728\u8df3\u8fc7\u7279\u5b9a\u5c42\u6216\u5207\u6362\u76f8\u90bb\u5c42\u7684\u987a\u5e8f\u65f6\u662f\u5426\u5177\u6709\u7a33\u5065\u6027\u3002\u4f8b\u5982\uff0c\u5728 Llama2-7B \u4e2d\uff0c\u7b2c 6 \u5c42\u901a\u5e38\u671f\u671b\u63a5\u6536\u7b2c 5 \u5c42\u7684\u8f93\u51fa\u3002\u5982\u679c\u7ed9\u7b2c 6 \u5c42\u4ee5\u7b2c 4 \u5c42\u7684\u8f93\u51fa\uff0c\u5b83\u662f\u5426\u4f1a\u51fa\u73b0\u300c\u707e\u96be\u6027\u300d\u7684\u884c\u4e3a\uff1f<\/p>\n<p>\u5728\u56fe 2 \u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u9664\u4e86\u7b2c\u4e00\u5c42\u548c\u6700\u540e\u51e0\u5c42\u4e4b\u5916\uff0cLlama2-7B \u7684\u5404\u5c42\u5bf9\u8df3\u5c42\u6216\u5207\u6362\u5c42\u90fd\u76f8\u5f53\u7a33\u5065\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a93a842177d1d7e8d39e3191f8133901.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a93a842177d1d7e8d39e3191f8133901.png\"><\/a><\/p>\n<p>\u8be5\u5b9e\u9a8c\u8868\u660e\uff0c\u4e2d\u95f4\u5c42\u5171\u4eab\u4e00\u4e2a\u8868\u5f81\u7a7a\u95f4\uff0c\u4e14\u4e0e\u300c\u5916\u56f4\u5c42\u300d\uff08\u7b2c\u4e00\u5c42\u548c\u6700\u540e\u51e0\u5c42\uff09\u62e5\u6709\u4e0d\u540c\u7684\u8868\u5f81\u7a7a\u95f4\u3002\u4e3a\u4e86\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u8fd9\u4e00\u5047\u8bbe\uff0c\u4f5c\u8005\u6548\u4eff\u4e4b\u524d\u7684\u7814\u7a76\uff0c\u6d4b\u91cf\u4e86<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u4e2d\u6a21\u578b\uff08Llama2-7B\u3001Llama2-13B \u548c BERT-Large\uff09\u4e0d\u540c\u5c42\u7684\u9690\u85cf\u72b6\u6001\u6fc0\u6d3b\u4e4b\u95f4\u7684\u5e73\u5747\u4f59\u5f26\u76f8\u4f3c\u5ea6\u3002\u56fe 3 \u663e\u793a\u4e86\u6240\u6709\u4e2d\u95f4\u5c42\u4e4b\u95f4\u7684\u4e00\u81f4\u6027\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-faba3cf7d7aee786c51d215237d09214.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-faba3cf7d7aee786c51d215237d09214.png\"><\/a><\/p>\n<p>\u8fd9\u8868\u660e\u8be5\u6a21\u578b\u53ef\u80fd\u5177\u6709\u300c\u5f00\u59cb\u300d\u3001\u300c\u4e2d\u95f4\u300d\u548c\u300c\u7ed3\u675f\u300d\u5c42\u7684\u4e09\u4e2a\u4e0d\u540c\u7684\u8868\u5f81\u7a7a\u95f4\u3002\u56de\u7b54\u95ee\u9898 1\uff1a\u662f\u7684\uff0c\u4e2d\u95f4\u5c42\u4f3c\u4e4e\u5171\u4eab\u4e00\u4e2a\u5171\u540c\u7684\u8868\u5f81\u7a7a\u95f4\u3002<\/p>\n<p><strong>\u6240\u6709\u5c42\u90fd\u662f\u5fc5\u8981\u7684\u5417\uff1f<\/strong><\/p>\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u6d4b\u8bd5\u4e2d\u95f4\u5c42\u7684\u91cd\u5b9a\u5411\u7a7a\u95f4\u662f\u5426\u771f\u6b63\u5171\u4eab\uff08\u9664\u4e86\u5177\u6709\u63a5\u8fd1\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6\u4e4b\u5916\uff09\uff0c\u8be5\u7814\u7a76\u5c1d\u8bd5\u4e86\u300c\u8df3\u8fc7\u5c42\u300d\uff0c\u5373\u5c06\u7b2c N \u5c42\u7684\u8f93\u51fa\u76f4\u63a5\u53d1\u9001\u5230\u7b2c N + M \u5c42\uff08\u5176\u4e2d M &gt; 1\uff09\u7684\u8f93\u5165\u4e2d\uff0c\u4ece\u800c\u300c\u8df3\u8fc7\u300dM \u2212 1 \u5c42\uff0c\u5982\u56fe 1a \u6240\u793a\u3002\u8be5\u5b9e\u9a8c\u662f\u4e3a\u4e86\u770b\u770b\u7b2c N + M \u5c42\u662f\u5426\u53ef\u4ee5\u7406\u89e3\u7b2c N \u5c42\u7684\u6fc0\u6d3b\uff0c\u5c3d\u7ba1\u5b83\u4ec5\u6839\u636e\u4ece\u7b2c N + M \u2212 1 \u5c42\u53d1\u6765\u7684\u8f93\u5165\u8fdb\u884c\u8bad\u7ec3\u3002\u56fe 4 \u663e\u793a\uff0cLlama2-7B \u548c BERT-Large \u5728\u8bb8\u591a<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u4e0a\u6027\u80fd\u5747\u51fa\u73b0\u9002\u5ea6\u4e0b\u964d\u3002\u56de\u7b54\u95ee\u9898 2\uff0c\u662f\u5426\u6240\u6709\u5c42\u90fd\u662f\u5fc5\u8981\u7684\uff1a<\/p>\n<p>\u4e0d\uff0c\u81f3\u5c11\u53ef\u4ee5\u5220\u9664\u4e00\u4e9b\u4e2d\u95f4\u5c42\u800c\u4e0d\u4f1a\u53d1\u751f\u707e\u96be\u6027\u6545\u969c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9f6f9704db540d19b943b9feaf9262f3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-9f6f9704db540d19b943b9feaf9262f3.png\"><\/a><\/p>\n<p><strong>\u4e2d\u95f4\u5c42\u90fd\u6267\u884c\u76f8\u540c\u7684\u529f\u80fd\u5417\uff1f<\/strong><\/p>\n<p>\u5982\u679c\u4e2d\u95f4\u5c42\u90fd\u5171\u4eab\u4e00\u4e2a\u5171\u540c\u7684\u8868\u5f81\u7a7a\u95f4\uff0c\u8fd9\u662f\u5426\u610f\u5473\u7740\u9664\u6b64\u4e4b\u5916\u7684\u4e2d\u95f4\u5c42\u662f\u591a\u4f59\u7684\u5462\uff1f\u4e3a\u4e86\u6d4b\u8bd5\u8fd9\u4e00\u70b9\uff0c\u7814\u7a76\u8005\u4eec\u91cd\u65b0\u8fd0\u884c\u4e86\u524d\u4e00\u5b50\u8282\u4e2d\u7684\u300c\u8df3\u8fc7\u300d\u5b9e\u9a8c\uff0c\u4ed6\u4eec\u5c06\u4e2d\u95f4\u5c42\u7684<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u66ff\u6362\u4e3a\u4e2d\u5fc3\u5c42\u7684<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\uff0c\u6709\u6548\u5730\u5728\u88ab\u66ff\u6362\u7684\u6bcf\u4e00\u5c42\u4e0a\u5faa\u73af T &#8211; 2N + 1 \u6b21\uff0c\u5176\u4e2d T \u662f\u603b\u5c42\u6570\uff08Llama2-7B \u4e3a 32 \u5c42\uff0cBERT-Large \u4e3a 24 \u5c42\uff09\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f9b11d2eaf5a8994c468b92e6872763a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f9b11d2eaf5a8994c468b92e6872763a.png\"><\/a><\/p>\n<p>\u5982\u56fe 5 \u6240\u793a\uff0c\u53ef\u4ee5\u89c2\u5bdf\u5230\uff0c\u968f\u7740\u88ab\u66ff\u6362\u5c42\u6570\u7684\u589e\u52a0\uff0c\u6a21\u578b\u5728<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u7684\u5f97\u5206\u8fc5\u901f\u4e0b\u964d\u3002\u4ece\u540e\u6587\u7684\u56fe 11 \u770b\u6765\uff0c\u8fd9\u79cd\u66ff\u6362\u5c42\u7684\u505a\u6cd5\u6bd4\u7814\u7a76\u8005\u4eec\u5c1d\u8bd5\u7684\u5176\u4ed6\u65b9\u6cd5\u90fd\u66f4\u7cdf\u7cd5\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u8005\u5f97\u51fa\u7ed3\u8bba\uff1a\u4e2d\u95f4\u5c42\u6267\u884c\u7684\u662f\u4e0d\u540c\u7684\u529f\u80fd\uff0c\u8ba9\u4e2d\u95f4\u5c42\u4e4b\u95f4\u5171\u4eab<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u5e76\u4e0d\u53ef\u884c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f3585d3cdd68f92f83b529dafc7aa0f0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-f3585d3cdd68f92f83b529dafc7aa0f0.png\"><\/a><\/p>\n<p><strong>\u5c42\u7684\u987a\u5e8f\u91cd\u8981\u5417\uff1f<\/strong><\/p>\n<p>\u4e4b\u524d\u7684\u5b9e\u9a8c\u8868\u660e\uff0c\u4e2d\u95f4\u5c42\u5171\u4eab\u4e00\u4e2a\u8868\u793a\u7a7a\u95f4\uff0c\u4f46\u5728\u8be5\u7a7a\u95f4\u4e2d\u8d1f\u8d23\u4e0d\u540c\u7684\u529f\u80fd\u3002\u4e0b\u4e00\u4e2a\u9700\u8981\u89e3\u51b3\u7684\u95ee\u9898\u662f\uff0c\u8fd9\u4e9b\u529f\u80fd\u7684\u987a\u5e8f\u6709\u4f55\u610f\u4e49\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u8005\u4eec\u8bbe\u8ba1\u4e86\u4e24\u7ec4\u5b9e\u9a8c\u3002\u9996\u5148\uff0c\u4ee5\u4e0e\u8bad\u7ec3\u65f6\u76f8\u53cd\u7684\u987a\u5e8f\u6765\u8fd0\u884c\u4e2d\u95f4\u5c42\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u53d6\u7b2c T &#8211; N \u5c42\u7684\u8f93\u51fa\uff0c\u5c06\u5176\u8f93\u5165\u5230\u7b2c T &#8211; N &#8211; 1 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href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a6630bea8f564746c37a71140a5cf332.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-a6630bea8f564746c37a71140a5cf332.png\"><\/a><\/p>\n<p><strong>\u5bf9\u4e8e\u67d0\u4e9b\u4efb\u52a1\u6765\u8bf4\uff0c\u987a\u5e8f\u662f\u5426\u6bd4\u5176\u4ed6\u56e0\u7d20\u66f4\u91cd\u8981\uff1f\u00a0<\/strong><\/p>\n<p>\u5bf9\u4e8e\u5927\u591a\u6570\u7ecf\u8fc7\u300c\u6539\u9020\u300d\u7684\u6a21\u578b\uff0c\u5728\u9762\u5bf9\u62bd\u8c61\u63a8\u7406\uff08ARC\uff09\u6216\u6570\u5b66\u63a8\u7406\uff08GSM8K\uff09<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u65f6\uff0c\u5b83\u4eec\u5f80\u5f80\u663e\u793a\u51fa\u6700\u9661\u5ced\u7684\u4e0b\u964d\u8d8b\u52bf\u3002\u8fd9\u4e00\u73b0\u8c61\u53ef\u80fd\u6e90\u4e8e\u9010\u6b65\u63a8\u7406\u4efb\u52a1\u5bf9\u4e8e\u6a21\u578b\u5c42\u7ea7\u987a\u5e8f\u7684\u654f\u611f\u5ea6\u8fdc\u9ad8\u4e8e\u90a3\u4e9b\u4e3b\u8981\u4f9d\u8d56\u8bed\u4e49\u7406\u89e3\u7684\u5e38\u8bc6\u6027\u4efb\u52a1\u3002\u4e0e\u90a3\u4e9b\u4ec5\u901a\u8fc7\u7406\u89e3\u8bed\u4e49\u4fbf\u80fd\u5b8c\u6210\u7684\u4efb\u52a1\u4e0d\u540c\uff0c\u63a8\u7406\u4efb\u52a1\u8981\u6c42\u6a21\u578b\u540c\u65f6\u628a\u63e1\u7ed3\u6784\u4e0e\u542b\u4e49\u3002\u8fd9\u79cd\u89c2\u5bdf\u4e0e\u6a21\u578b\u5728\u5355\u6b21\u5904\u7406\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u8fdb\u884c\u4e00\u5b9a\u7a0b\u5ea6\u7684\u987a\u5e8f\u4f9d\u8d56\u6027\u63a8\u7406\u7684\u5047\u8bbe\u76f8\u543b\u5408\u3002<\/p>\n<p>\u7814\u7a76\u8005\u4f7f\u7528\u4e86\u4e00\u4e2a\u6bd4\u55bb\u6765\u8bf4\u660e\uff1a\u5982\u679c\u753b\u4e00\u5e45\u7531\u8bb8\u591a\u4e0d\u540c\u5143\u7d20\u7ec4\u6210\u7684\u62fc\u8d34\u753b\uff0c\u90a3\u4e48\u753b\u7684\u987a\u5e8f\u53ef\u80fd\u4e0d\u90a3\u4e48\u91cd\u8981\uff1b\u4f46\u5982\u679c\u662f\u8981\u753b\u4e00\u5e45\u7cbe\u786e\u7684\u5efa\u7b51\u573a\u666f\uff0c\u90a3\u4e48\u6bcf\u4e00\u7b14\u7684\u987a\u5e8f\u5c31\u53d8\u5f97\u975e\u5e38\u91cd\u8981\u4e86\u3002\u636e\u6b64\uff0c\u7814\u7a76\u8005\u5f97\u51fa\u4e86\u7ed3\u8bba\uff1a\u6570\u5b66\u548c\u63a8\u7406\u4efb\u52a1\u5bf9\u6a21\u578b\u5c42\u7684\u987a\u5e8f\u5177\u6709\u66f4\u9ad8\u7684\u4f9d\u8d56\u6027\uff0c\u800c\u5bf9\u4e8e\u90a3\u4e9b\u4e3b\u8981\u4f9d\u8d56\u8bed\u4e49\u7406\u89e3\u7684\u4efb\u52a1\uff0c\u987a\u5e8f\u7684\u5f71\u54cd\u5219\u76f8\u5bf9\u8f83\u5c0f\u3002<\/p>\n<p><strong>\u5faa\u73af\u6709\u52a9\u4e8e\u5c42\u4e4b\u95f4\u5e76\u884c\u5417\uff1f<\/strong><\/p>\n<p>\u6cbf\u7528\u4e0a\u4e00\u8282\u4e2d\u753b\u753b\u7684\u7684\u6bd4\u55bb\uff0c\u5f53\u753b\u5bb6\u5728\u753b\u4e00\u5e45\u753b\u65f6\uff0c\u4e0d\u662f\u4e00\u5f00\u59cb\u5c31\u753b\u6240\u6709\u4e1c\u897f\uff0c\u800c\u662f\u5148\u753b\u4e00\u90e8\u5206\uff0c\u6bd4\u5982\u8f66\u8eab\uff0c\u7136\u540e\u518d\u6839\u636e\u8fd9\u90e8\u5206\u6765\u6dfb\u52a0\u5176\u4ed6\u7684\u4e1c\u897f\uff0c\u6bd4\u5982\u8f66\u8f6e\u3002\u5728 AI \u6a21\u578b\u4e2d\uff0c\u5c42\u5c31\u662f\u6240\u8c13\u7684\u753b\u5bb6\uff0c\u5904\u7406\u4fe1\u606f\u5c31\u662f\u5728\u753b\u753b\uff0c\u5982\u679c\u5148\u5f97\u5230\u4e86\u6b63\u786e\u7684\u4fe1\u606f\uff0c\u4e5f\u5c31\u5148\u753b\u51fa\u4e86\u6240\u8c13\u7684\u8f66\u8eab\uff0c\u90a3\u4e48\u5b83\u4eec\u5c31\u80fd\u66f4\u597d\u5730\u5b8c\u6210\u81ea\u5df1\u7684\u5de5\u4f5c\uff0c\u4e3a\u753b\u4f5c\u6dfb\u52a0\u8f66\u8f6e\u3002<\/p>\n<p>\u5bf9\u4e8e transformer 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data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-dd0b9371cb8d4e9f4ed7079afe657bd1.png\"><\/a><\/p>\n<p>\u4e2d\u95f4\u91cd\u590d \u2014\u2014 \u7528\u76f8\u540c\u6570\u91cf\u7684\u4e2d\u95f4\u5c42\u526f\u672c\u66ff\u6362\u4e2d\u95f4\u5c42 \u2014\u2014 \u8868\u73b0\u6700\u5dee\uff0c 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