{"id":915,"date":"2026-07-03T16:49:39","date_gmt":"2026-07-03T16:49:39","guid":{"rendered":"https:\/\/hyc.eshachem.com\/program\/?page_id=915"},"modified":"2026-07-04T05:52:15","modified_gmt":"2026-07-04T05:52:15","slug":"3-transformer-%e9%9d%a9%e5%91%bd%e6%80%a7%e7%9a%84%e8%ae%8a%e5%8c%96","status":"publish","type":"page","link":"https:\/\/hyc.eshachem.com\/program\/llm-agent\/3-transformer-%e9%9d%a9%e5%91%bd%e6%80%a7%e7%9a%84%e8%ae%8a%e5%8c%96\/","title":{"rendered":"3. Transformer: \u9769\u547d\u6027\u7684\u8b8a\u5316"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">*\u8a3b \u4ee5\u4e0b\u5167\u6587\u5716\u7247\u7686\u51fa\u81ea\u65bc<strong>Recurrent Neural Networks (RNNs): A gentle Introduction and Overview<\/strong>\u9019\u7bc7\u8ad6\u6587<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Attention \u7684\u51fa\u73fe\uff0c\u8b93 Decoder \u7372\u5f97\u4e86\u300e\u52d5\u614b\u56de\u982d\u770b\u300f\u7684\u8d85\u80fd\u529b\u3002\u4f46\u9019\u6642\u5019\u7684 Attention \u4f9d\u7136\u53ea\u662f RNN \u7684\u8f14\u52a9\u5916\u639b\u2014\u2014Encoder \u548c Decoder \u7684\u5e95\u5c64\u9084\u662f\u5f97\u9760 LSTM \u4e00\u500b\u5b57\u4e00\u500b\u5b57\u6392\u968a\u541e\u5410\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u76f4\u5230 2017 \u5e74\uff0cGoogle \u7684\u5718\u968a\u4e00\u4e0d\u505a\u4e8c\u4e0d\u4f11\uff0c\u63d0\u51fa\u4e86\u4e00\u500b\u53f2\u7121\u524d\u4f8b\u5927\u81bd\u7684\u60f3\u6cd5\uff1a<strong>\u300e\u65e2\u7136 Attention \u9019\u9ebc\u5f37\uff0c\u6211\u5011\u5e79\u561b\u9084\u8981\u5927\u8cbb\u5468\u7ae0\u5730\u7528 RNN \u50b3\u8a71\uff1f\u76f4\u63a5\u628a RNN \u5fb9\u5e95\u62d4\u6389\uff0c\u5168\u8eab\u4e0a\u4e0b 100% \u53ea\u7528 Attention \u4f86\u84cb\u6a21\u578b\u4e0d\u5c31\u5f97\u4e86\uff1f\u300f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u7bc7\u53f2\u8a69\u7d1a\u8ad6\u6587\u7684\u6a19\u984c\u5c31\u53eb \u300aAttention Is All You Need\u300b\uff0c\u800c\u5b83\u50ac\u751f\u51fa\u7684\u7d42\u6975\u602a\u7269\uff0c\u5c31\u662f\u7d71\u6cbb\u4e86\u7576\u4eca\u5927\u6a21\u578b\u6642\u4ee3\u7684\u9738\u4e3b\u2014\u2014<strong>Transformer<\/strong>\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h1 class=\"wp-block-heading\" id=\"transformer\">Transformer<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">\u8aaa\u771f\u7684\u6211\u5beb\u5230\u9019\u6211\u771f\u7684\u8d8a\u4f86\u8d8a\u8208\u596e(?)\uff0c\u6709\u7a2e\u89aa\u773c\u898b\u8b49\u6b77\u53f2\u7684\u611f\u89ba\uff0c\u4e0d\u5f97\u4e0d\u4f69\u670dgoogle\u7684\u7814\u7a76\u4eba\u54e1\u771f\u7684\u53b2\u5bb3\u554a !<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u70ba\u4ec0\u9ebc\u4e00\u6b65\u6b65\u8b1b\u5230 Transformer \u6703\u8d8a\u4f86\u8d8a\u8208\u596e\u5462\uff0c\u4f60\u5fc5\u9808\u660e\u767d\u5b83\u5fb9\u5e95\u985b\u8986\u4e86\u5169\u4ef6\u4e8b\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"1-%e9%99%8d%e7%b6%ad%e6%89%93%e6%93%8a%ef%bc%9a%e5%be%9e%e3%80%8c%e6%8e%92%e9%9a%8a%e5%8a%a0%e5%b7%a5%e3%80%8d%e5%88%b0%e3%80%8c%e5%85%a8%e5%9f%9f%e5%b9%b3%e8%a1%8c%e9%81%8b%e7%ae%97%ef%bc%88parallel\">1. \u964d\u7dad\u6253\u64ca\uff1a\u5f9e\u300c\u6392\u968a\u52a0\u5de5\u300d\u5230\u300c\u5168\u57df\u5e73\u884c\u904b\u7b97\uff08Parallelism\uff09\u300d<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u662f\u4f7f\u7528RNN\uff0c\u7576\u4f60\u60f3\u8b93 AI \u8b80\u5b8c\u4e00\u6574\u672c\u4e09\u570b\u6f14\u7fa9(<s>\u6216\u4f60\u7684\u7ba1\u7406\u5b78\u7b46\u8a18<\/s>)\uff0cRNN \u5fc5\u9808\u8b80\u5b8c\u7b2c 1 \u500b\u5b57\uff0c\u624d\u80fd\u7b97\u7b2c 2 \u500b\u5b57\uff1b\u7b97\u5b8c\u7b2c 2 \u500b\u5b57\uff0c\u624d\u80fd\u7b97\u7b2c 3 \u500b\u5b57\u3002\u4f60\u7684\u9802\u7d1a GPU \u986f\u793a\u5361\u53ea\u80fd\u4e7e\u77aa\u773c\uff0c\u56e0\u70ba\u5b83\u4e00\u6b21\u53ea\u80fd\u5e6b\u4f60\u7b97\u4e00\u500b\u5b57\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800cTransformer\u5229\u7528 <strong>Self-Attention\uff08\u81ea\u6ce8\u610f\u529b\u6a5f\u5236\uff09<\/strong>\uff0c\u76f4\u63a5\u628a\u4e00\u6574\u7bc7\u6587\u7ae0\uff08\u6210\u5343\u4e0a\u842c\u500b\u5b57\uff09<strong>\u4e00\u6b21\u6027\u5168\u90e8\u5e73\u884c\u5012\u9032\u986f\u793a\u5361\u88e1<\/strong>\uff01\u5c31\u50cf\u4e00\u9593\u9910\u5ef3\u76f4\u63a5\u50f1\u7528\u4e86<strong>\u4e00\u842c\u500b\u6208\u767b\u540c\u6642\u9032\u5834<\/strong>\uff0c\u6bcf\u500b\u4eba\u8ca0\u8cac\u770b\u4e00\u500b\u5b57\uff0c\u4e26\u4e14\u80fd\u5728\u5fae\u79d2\u5167\u8ddf\u5176\u4ed6\u6240\u6709\u4eba\u4ea4\u63db\u773c\u795e\uff08\u77e9\u9663\u76f8\u4e58\uff09\u3002\u8a13\u7df4\u901f\u5ea6\u76f4\u63a5\u98c6\u5347\u4e86\u5e7e\u767e\u500d\uff01<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"2-%e7%a9%ba%e9%96%93%e5%82%b3%e9%80%81%e9%96%80%ef%bc%9a%e5%be%9e%e3%80%8c%e9%95%b7%e9%80%94%e5%82%b3%e8%a9%b1%e3%80%8d%e5%88%b0%e3%80%8c%e5%a4%a9%e6%b6%af%e8%8b%a5%e6%af%94%e9%84%b0%e3%80%8d\">2. \u7a7a\u9593\u50b3\u9001\u9580\uff1a\u5f9e\u300c\u9577\u9014\u50b3\u8a71\u300d\u5230\u300c\u5929\u6daf\u82e5\u6bd4\u9130\u300d<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 RNN \u88e1\uff0c\u7b2c 1 \u500b\u5b57\u60f3\u8981\u8ddf\u7b2c 100 \u500b\u5b57\u7522\u751f\u95dc\u806f\uff0c\u8aa4\u5dee\u8a0a\u865f\u5fc5\u9808\u7121\u76e1\u5730\u8d70\u904e 100 \u500b\u6642\u9593\u6b65\uff08\u6240\u4ee5\u624d\u6709\u68af\u5ea6\u6d88\u5931\u554f\u984c\uff09\u3002\u4f46\u5728 Transformer \u88e1\uff0c\u5229\u7528 <em>Q, K, V<\/em> \u7684\u77e9\u9663\u904b\u7b97\uff0c<strong>\u7b2c 1 \u500b\u5b57\u548c\u7b2c 1000 \u500b\u5b57\u4e4b\u9593\u7684\u8ddd\u96e2\u6c38\u9060\u662f O(1)\uff08\u53ea\u8981\u4e00\u5c0f\u6b65\u5c31\u80fd\u76f8\u9023\uff09<\/strong>\u3002\u5b83\u6253\u7834\u4e86\u6642\u9593\u548c\u7a7a\u9593\u7684\u7269\u7406\u9650\u5236\uff0c\u9577\u8ddd\u96e2\u5931\u61b6\u75c7\u88ab\u5fb9\u5e95\u6839\u6cbb\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\" id=\"transformer-%e4%b8%89%e5%a4%a7%e6%a0%b8%e5%bf%83%e6%8a%80%e8%a1%93\">Transformer \u4e09\u5927\u6838\u5fc3\u6280\u8853<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u70ba\u4e86\u5728\u6c92\u6709 RNN \u7684\u60c5\u6cc1\u4e0b\u9084\u80fd\u8a8d\u5f97\u6587\u5b57\u7684\u56e0\u679c\u95dc\u4fc2\uff0cTransformer \u88dd\u5099\u4e86\u4e09\u500b\u53f2\u8a69\u7d1a\u7684\u67b6\u69cb\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"1-%e4%bd%8d%e7%bd%ae%e7%b7%a8%e7%a2%bc%ef%bc%88positional-encoding%ef%bc%89\">1. \u4f4d\u7f6e\u7de8\u78bc\uff08Positional Encoding\uff09<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u65e2\u7136\u5b57\u662f\u4e00\u6b21\u6027\u5168\u90e8\u5012\u9032\u53bb\uff0cAI \u8981\u600e\u9ebc\u77e5\u9053\u8ab0\u5728\u524d\u9762\u3001\u8ab0\u5728\u5f8c\u9762\uff1f\uff08\u4f8b\u5982\uff1a<code>\u300c\u72d7\u54ac\u4eba\u300d<\/code> \u548c <code>\u300c\u4eba\u54ac\u72d7\u300d<\/code> \u5012\u9032\u53bb\u77e9\u9663\u9577\u5f97\u4e00\u6a21\u4e00\u6a23\uff09\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9ed1\u79d1\u6280\u89e3\u6cd5\uff1a<\/strong> \u79d1\u5b78\u5bb6\u4e0d\u9760\u5faa\u74b0\u7db2\u8def\uff0c\u800c\u662f\u5229\u7528\u6578\u5b78\u4e0a\u7684<strong>\u6b63\u5f26\u8207\u9918\u5f26\u6ce2\uff08Sine and Cosine waves\uff09<\/strong>\uff0c\u5e6b\u6bcf\u500b\u5b57\u5370\u4e0a\u4e00\u500b\u300c\u7d55\u5c0d\u6642\u7a7a\u5750\u6a19\u8ef8\uff08\u6642\u9418\u6a19\u8a18\uff09\u300d\uff0c\u7136\u5f8c\u76f4\u63a5\u52a0\u9032\u5b57\u7684 Embedding \u88e1\u3002AI \u4e00\u770b\u5750\u6a19\uff0c\u77ac\u9593\u79d2\u61c2\u8ab0\u5148\u8ab0\u5f8c\uff01<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"698\" height=\"342\" src=\"https:\/\/hyc.eshachem.com\/program\/wp-content\/uploads\/2026\/07\/288D24EA-C95D-4D3E-95F3-F9323F17B9FF.png\" alt=\"\" class=\"wp-image-921\" srcset=\"https:\/\/hyc.eshachem.com\/program\/wp-content\/uploads\/2026\/07\/288D24EA-C95D-4D3E-95F3-F9323F17B9FF.png 698w, https:\/\/hyc.eshachem.com\/program\/wp-content\/uploads\/2026\/07\/288D24EA-C95D-4D3E-95F3-F9323F17B9FF-300x147.png 300w\" sizes=\"auto, (max-width: 698px) 100vw, 698px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"2-%e8%87%aa%e6%b3%a8%e6%84%8f%e5%8a%9b%e6%a9%9f%e5%88%b6%ef%bc%88self-attention%ef%bc%89%e8%88%87%e5%a4%9a%e9%a0%ad%e6%b3%a8%e6%84%8f%e5%8a%9b%ef%bc%88multi-head-attention%ef%bc%89\">2. \u81ea\u6ce8\u610f\u529b\u6a5f\u5236\uff08Self-Attention\uff09\u8207\u591a\u982d\u6ce8\u610f\u529b\uff08Multi-Head Attention\uff09<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u5c31\u662f\u4e0a\u4e00\u7bc7\u5b78\u5230\u7684 <strong><em>Q, K, V<\/em><\/strong> \u5347\u7d1a\u7248\u3002\u4ee5\u524d\u662f Decoder \u53bb\u770b Encoder\uff1b\u73fe\u5728\u662f<strong>\u6587\u7ae0\u88e1\u7684\u6bcf\u4e00\u500b\u5b57\uff0c\u81ea\u5df1\u56de\u982d\u53bb\u8ddf\u9019\u7bc7\u6587\u7ae0\u88e1\u7684\u5176\u4ed6\u6240\u6709\u5b57\u770b\u5c0d\u773c\uff01<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6587\u5b57\u6f14\u793a\uff1a<\/strong> \u8b80\u5230\u53e5\u5b50 <code>\u300c\u9019\u96bb\u8c93\u592a\u80d6\u4e86\uff0c\u56e0\u70ba\u7260\u5403\u4e86\u592a\u591a\u9b5a\u3002\u300d<\/code><\/li>\n\n\n\n<li>\u7576 AI \u5728\u8655\u7406 <code>\u300c\u7260\u300d<\/code> \u9019\u500b\u5b57\u6642\uff0c<code>\u300c\u7260\u300d<\/code> \u4f5c\u70ba <strong>Query <\/strong>\u51fa\u52d5\uff0c\u53bb\u8ddf\u6574\u53e5\u8a71\u6240\u6709\u7684\u5b57 <strong>Key<\/strong> \u7b97\u95dc\u806f\u5ea6\u3002\u7d50\u679c\u767c\u73fe <code>\u300c\u8c93\u300d<\/code> \u7684\u5206\u6578\u6700\u9ad8\u3002\u65bc\u662f\uff0c<code>\u300c\u7260\u300d<\/code> \u7684 <strong>Value<\/strong> \u5c31\u88ab\u6df1\u6df1\u6ce8\u5165\u4e86 <code>\u300c\u8c93\u300d<\/code> \u7684\u9748\u9b42\u3002<\/li>\n\n\n\n<li><strong>\u591a\u982d\uff08Multi-Head\uff09\uff1a<\/strong> \u66f4\u626f\u7684\u662f\uff0c\u5b83\u4e0d\u53ea\u770b\u4e00\u6b21\uff01\u5b83\u628a\u5927\u8166\u62c6\u6210 8 \u500b\u6216 16 \u500b\u300c\u6ce8\u610f\u529b\u982d\uff08Heads\uff09\u300d\uff0c\u4e00\u982d\u8ca0\u8cac\u6293\u4e3b\u8b02\u8cd3\u3001\u4e00\u982d\u8ca0\u8cac\u6293\u5f62\u5bb9\u8a5e\u3001\u4e00\u982d\u8ca0\u8cac\u6293\u60c5\u611f\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"3-%e6%ae%98%e5%b7%ae%e9%80%a3%e6%8e%a5%e8%88%87%e5%b1%a4%e6%ad%b8%e4%b8%80%e5%8c%96%ef%bc%88residual-connection-layernorm%ef%bc%89\">3. \u6b98\u5dee\u9023\u63a5\u8207\u5c64\u6b78\u4e00\u5316\uff08Residual Connection &amp; LayerNorm\uff09<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u5c31\u662f\u5f8c\u4f86\u5927\u6a21\u578b\uff08LLM\uff09\u80fd\u758a\u5230 100 \u591a\u5c64\uff08DRNN \u671b\u5875\u83ab\u53ca\u7684\u6df1\u5ea6\uff09\u7684\u79d8\u5bc6\u901a\u9053\u3002\u5b83\u5728\u6bcf\u4e00\u5c64\u6ce8\u610f\u529b\u4e4b\u9593\u84cb\u4e86\u300c\u5b89\u5168\u9003\u751f\u68af\uff08\u6b98\u5dee\u76f4\u901a\u8eca\uff09\u300d\uff0c\u8b93\u68af\u5ea6\u5728\u53cd\u5411\u50b3\u64ad\u6642\uff0c\u53ef\u4ee5\u6beb\u7121\u640d\u8017\u5730\u76f4\u9054\u5730\u5fc3\uff0c\u78ba\u4fdd\u6a21\u578b\u518d\u5927\u3001\u518d\u6df1\u90fd\u4e0d\u6703\u7df4\u721b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"454\" height=\"639\" src=\"https:\/\/hyc.eshachem.com\/program\/wp-content\/uploads\/2026\/07\/1FBCBA8B-B416-432A-8374-A99120B00478-1.png\" alt=\"\" class=\"wp-image-920\" srcset=\"https:\/\/hyc.eshachem.com\/program\/wp-content\/uploads\/2026\/07\/1FBCBA8B-B416-432A-8374-A99120B00478-1.png 454w, https:\/\/hyc.eshachem.com\/program\/wp-content\/uploads\/2026\/07\/1FBCBA8B-B416-432A-8374-A99120B00478-1-213x300.png 213w\" sizes=\"auto, (max-width: 454px) 100vw, 454px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h1 class=\"wp-block-heading\" id=\"%e7%b5%90\">\u7d50<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">Transformer \u7684\u8a95\u751f\uff0c\u5fb9\u5e95\u89e3\u653e\u4e86\u7b97\u529b\u7684\u67b7\u9396\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u70ba\u5b83\u652f\u63f4<strong>\u5b8c\u7f8e\u7684\u5e73\u884c\u904b\u7b97<\/strong>\uff0c\u79d1\u5b78\u5bb6\u5011\u7d42\u65bc\u53ef\u4ee5\u628a\u6574\u500b\u7db2\u969b\u7db2\u8def\u7684\u8cc7\u6599\uff08\u7dad\u57fa\u767e\u79d1\u3001GitHub \u7a0b\u5f0f\u78bc\u3001\u5168\u4eba\u985e\u7684\u96fb\u5b50\u66f8\uff09\u4e00\u80a1\u8166\u5730\u5168\u90e8\u585e\u9032\u53bb\u9935\u7d66\u5b83\u3002\u53cd\u6b63\u986f\u793a\u5361\u585e\u5f97\u8d8a\u591a\uff0c\u5b83\u5c31\u8dd1\u5f97\u8d8a\u5feb\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u5c0a\u7531 Attention \u9444\u9020\u800c\u6210\u7684\u5de8\u7378\uff0c\u96a8\u5f8c\u5206\u5316\u51fa\u4e86\u4e09\u5927\u9663\u71df\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u5c08\u7cbe\u7406\u89e3\u7684\u5de6\u624b\uff1a<strong>BERT<\/strong>\uff08\u7d14 Encoder \u67b6\u69cb\uff09<\/li>\n\n\n\n<li>\u5c08\u7cbe\u751f\u6210\u7684\u53f3\u624b\uff1a<strong>GPT<\/strong>\uff08\u7d14 Decoder \u67b6\u69cb\uff09<\/li>\n\n\n\n<li>\u5b8c\u7f8e\u7ffb\u8b6f\u7684\u96d9\u624b\uff1a<strong>T5<\/strong>\uff08\u5b8c\u6574\u7684 Encoder-Decoder\uff09<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eba\u985e\u6b77\u53f2\u4e0a\u6700\u5f37\u5927\u7684 LLM \u5927\u822a\u6d77\u6642\u4ee3\uff0c\u81f3\u6b64\u62c9\u958b\u5e8f\u5e55\u3002\u4e0b\u4e00\u6b21\uff0c\u6211\u5011\u5c31\u5c07\u6b63\u5f0f\u804a\u804a\u90a3\u500b\u4ee5\u4e00\u5df1\u4e4b\u529b\u6539\u8b8a\u4e16\u754c\u7684\u602a\u7269\u2014\u2014<strong>GPT\uff08Generative Pre-trained Transformer\uff09<\/strong> 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\u5fb9\u5e95\u62d4\u6389\uff0c\u5168\u8eab\u4e0a\u4e0b 100% \u53ea\u7528 Attention \u4f86\u84cb\u6a21\u578b\u4e0d\u5c31\u5f97\u4e86\uff1f\u300f \u9019\u7bc7\u53f2\u8a69\u7d1a\u8ad6\u6587\u7684\u6a19\u984c\u5c31\u53eb \u300aAttention Is All You Need\u300b\uff0c\u800c\u5b83\u50ac\u751f\u51fa\u7684\u7d42\u6975\u602a\u7269\uff0c\u5c31\u662f\u7d71\u6cbb\u4e86\u7576\u4eca\u5927\u6a21\u578b\u6642\u4ee3\u7684\u9738\u4e3b\u2014\u2014Transformer\u3002 Transformer \u8aaa\u771f\u7684\u6211\u5beb\u5230\u9019\u6211\u771f\u7684\u8d8a\u4f86\u8d8a\u8208\u596e(?)\uff0c\u6709\u7a2e\u89aa\u773c\u898b\u8b49\u6b77\u53f2\u7684\u611f\u89ba\uff0c\u4e0d\u5f97\u4e0d\u4f69\u670dgoogle\u7684\u7814\u7a76\u4eba\u54e1\u771f\u7684\u53b2\u5bb3\u554a ! \u70ba\u4ec0\u9ebc\u4e00\u6b65\u6b65\u8b1b\u5230 Transformer \u6703\u8d8a\u4f86\u8d8a\u8208\u596e\u5462\uff0c\u4f60\u5fc5\u9808\u660e\u767d\u5b83\u5fb9\u5e95\u985b\u8986\u4e86\u5169\u4ef6\u4e8b\uff1a 1. \u964d\u7dad\u6253\u64ca\uff1a\u5f9e\u300c\u6392\u968a\u52a0\u5de5\u300d\u5230\u300c\u5168\u57df\u5e73\u884c\u904b\u7b97\uff08Parallelism\uff09\u300d \u5982\u679c\u662f\u4f7f\u7528RNN\uff0c\u7576\u4f60\u60f3\u8b93 AI \u8b80\u5b8c\u4e00\u6574\u672c\u4e09\u570b\u6f14\u7fa9(\u6216\u4f60\u7684\u7ba1\u7406\u5b78\u7b46\u8a18)\uff0cRNN \u5fc5\u9808\u8b80\u5b8c\u7b2c [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":520,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"footnotes":""},"class_list":["post-915","page","type-page","status-publish","hentry"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.10 - aioseo.com -->\n\t<meta name=\"description\" content=\"*\u8a3b \u4ee5\u4e0b\u5167\u6587\u5716\u7247\u7686\u51fa\u81ea\u65bcRecurrent Neural Networks (RNNs): A gentle Introduction and Overview\u9019\u7bc7\u8ad6\u6587 Attention 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