{"id":8067,"date":"2025-11-16T13:00:00","date_gmt":"2025-11-16T05:00:00","guid":{"rendered":"https:\/\/meta-quantum.today\/?p=8067"},"modified":"2025-11-16T12:32:47","modified_gmt":"2025-11-16T04:32:47","slug":"%e5%8a%a8%e7%94%bb%e6%8b%86%e8%a7%a3-ai-%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%a0%b8%e5%bf%83-10-%e5%88%86%e9%92%9f%e6%90%9e%e6%87%82-transformer%ef%bc%81%e7%94%a8%e6%af%92%e6%af%92%e6%af%92%e8%9b%87","status":"publish","type":"post","link":"https:\/\/meta-quantum.today\/?p=8067","title":{"rendered":"\u52a8\u753b\u62c6\u89e3 AI \u5927\u6a21\u578b\u6838\u5fc3 &#8211; 10 \u5206\u949f\u641e\u61c2 Transformer\uff01\u7528\u6bd2\u6bd2\u6bd2\u86c7,\u6bd2\u86c7\u4f1a\u4e0d\u4f1a\u88ab\u6bd2\u6bd2\u6b7b\uff1f"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u5f15\u8a00<\/h2>\n\n\n\n<p>Transformer \u662f\u5f53\u4eca\u4eba\u5de5\u667a\u80fd\u9886\u57df\u6700\u91cd\u8981\u7684\u67b6\u6784\u4e4b\u4e00\uff0c\u5b83\u662f ChatGPT\u3001Claude \u7b49\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u6838\u5fc3\u6280\u672f\u3002<a href=\"#video\" title=\"\">\u672c\u89c6\u9891\u901a\u8fc7\u52a8\u753b\u6f14\u793a\u7684\u65b9\u5f0f<\/a>\uff0c\u4ee5\u6d45\u663e\u6613\u61c2\u7684\u8bed\u8a00\u4e3a\u521d\u5b66\u8005\u8bb2\u89e3 Transformer \u7684\u5de5\u4f5c\u539f\u7406\uff0c\u8ba9\u5373\u4f7f\u4e0d\u719f\u6089\u590d\u6742\u6570\u5b66\u516c\u5f0f\u7684\u5b66\u4e60\u8005\u4e5f\u80fd\u7406\u89e3\u8fd9\u4e00\u9769\u547d\u6027\u7684 AI \u67b6\u6784\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI Transformer \u5168\u9762\u89e3\u6790:\u5de5\u4f5c\u539f\u7406\u4e0e\u8bed\u8a00\u7ffb\u8bd1\u9769\u547d<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u3001\u4ec0\u4e48\u662f Transformer?<\/h3>\n\n\n\n<p>Transformer \u662f 2017 \u5e74\u7531 Vaswani \u7b49\u4eba\u5728\u8bba\u6587\u300aAttention Is All You Need\u300b\u4e2d\u63d0\u51fa\u7684\u9769\u547d\u6027\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u3002\u4e0e\u4f20\u7edf\u5e8f\u5217\u6a21\u578b\u4e0d\u540c,Transformer \u4f9d\u8d56\u4e8e\u81ea\u6ce8\u610f\u529b\u673a\u5236,\u80fd\u591f\u66f4\u6709\u6548\u5730\u6355\u6349\u53e5\u5b50\u4e2d\u5355\u8bcd\u4e4b\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\u3002\u8fd9\u4e00\u8303\u5f0f\u8f6c\u53d8\u6781\u5927\u5730\u63d0\u5347\u4e86\u81ea\u7136\u8bed\u8a00\u5904\u7406(NLP)\u4efb\u52a1\u7684\u6027\u80fd,\u7279\u522b\u662f\u5728\u673a\u5668\u7ffb\u8bd1\u3001\u6587\u672c\u6458\u8981\u548c\u60c5\u611f\u5206\u6790\u7b49\u9886\u57df\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e8c\u3001Transformer \u7684\u5de5\u4f5c\u539f\u7406<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">1. <strong>\u6838\u5fc3\u67b6\u6784<\/strong><\/h4>\n\n\n\n<p>Transformer \u7684\u6838\u5fc3\u5305\u542b\u4e00\u7ec4\u7f16\u7801\u5668(Encoder)\u5c42\u548c\u89e3\u7801\u5668(Decoder)\u5c42\u3002\u7f16\u7801\u5668\u5806\u6808\u548c\u89e3\u7801\u5668\u5806\u6808\u5404\u81ea\u90fd\u6709\u5bf9\u5e94\u7684\u5d4c\u5165\u5c42(Embedding layers),\u6700\u540e\u8fd8\u6709\u4e00\u4e2a\u8f93\u51fa\u5c42\u6765\u751f\u6210\u6700\u7ec8\u8f93\u51fa\u3002<\/p>\n\n\n\n<p><strong>\u7f16\u7801\u5668(Encoder)\u7684\u7ec4\u6210:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u81ea\u6ce8\u610f\u529b\u5c42(Self-attention layer):\u8ba1\u7b97\u5e8f\u5217\u4e2d\u4e0d\u540c\u5355\u8bcd\u4e4b\u95f4\u7684\u5173\u7cfb<\/li>\n\n\n\n<li>\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u5c42(Feed-forward layer)<\/li>\n\n\n\n<li>\u6b8b\u5dee\u8fde\u63a5(Residual connections)\u548c\u5c42\u5f52\u4e00\u5316(Layer Normalization)<\/li>\n<\/ul>\n\n\n\n<p><strong>\u89e3\u7801\u5668(Decoder)\u7684\u7ec4\u6210:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u81ea\u6ce8\u610f\u529b\u5c42<\/li>\n\n\n\n<li>\u7f16\u7801\u5668-\u89e3\u7801\u5668\u6ce8\u610f\u529b\u5c42(Encoder-Decoder attention layer)<\/li>\n\n\n\n<li>\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u5c42<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">2. <strong>\u6ce8\u610f\u529b\u673a\u5236(Attention Mechanism)<\/strong><\/h4>\n\n\n\n<p>\u6ce8\u610f\u529b\u673a\u5236\u4f7f\u6a21\u578b\u80fd\u591f&#8221;\u67e5\u770b&#8221;\u539f\u59cb\u53e5\u5b50\u4e2d\u7684\u6bcf\u4e2a\u5355\u8bcd,\u4ee5\u786e\u5b9a\u5982\u4f55\u7ffb\u8bd1\u8f93\u51fa\u53e5\u5b50\u3002\u8fd9\u79cd\u6355\u6349\u6bcf\u4e2a\u5355\u8bcd\u4e0a\u4e0b\u6587\u7684\u80fd\u529b\u5927\u5927\u589e\u5f3a\u4e86\u6a21\u578b\u5728\u5404\u79cd\u8bed\u8a00\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p><strong>\u5de5\u4f5c\u6d41\u7a0b:<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5c06\u8f93\u5165\u6587\u672c\u8f6c\u6362\u4e3a\u8bcd\u5d4c\u5165(Embeddings)\u5e76\u6dfb\u52a0\u4f4d\u7f6e\u7f16\u7801(Position Encoding)<\/li>\n\n\n\n<li>\u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236\u8ba1\u7b97\u6bcf\u4e2a\u8bcd\u4e0e\u5176\u4ed6\u8bcd\u7684\u5173\u8054\u5ea6<\/li>\n\n\n\n<li>\u751f\u6210\u52a0\u6743\u8868\u793a,\u7a81\u51fa\u6700\u76f8\u5173\u7684\u4fe1\u606f<\/li>\n\n\n\n<li>\u901a\u8fc7\u591a\u5c42\u7f16\u7801\u5668\u5904\u7406,\u4ea7\u751f\u4e30\u5bcc\u7684\u8bed\u4e49\u8868\u793a<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">3. <strong>\u591a\u5934\u6ce8\u610f\u529b(Multi-Head Attention)<\/strong><\/h4>\n\n\n\n<p>\u4e3a\u4e86\u5904\u7406\u53e5\u5b50\u610f\u56fe\u548c\u8bed\u4e49\u7684\u66f4\u591a\u7ec6\u5fae\u5dee\u522b,Transformer \u4e3a\u6bcf\u4e2a\u5355\u8bcd\u5305\u542b\u591a\u4e2a\u6ce8\u610f\u529b\u5206\u6570\u3002\u8fd9\u4f7f\u6a21\u578b\u80fd\u591f\u4ece\u4e0d\u540c\u89d2\u5ea6\u7406\u89e3\u6587\u672c,\u6355\u6349\u591a\u79cd\u8bed\u4e49\u5173\u7cfb\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">4. <strong>\u5904\u7406\u6d41\u7a0b<\/strong><\/h4>\n\n\n\n<p>Transformer \u7684\u6570\u636e\u5904\u7406\u6d41\u7a0b\u5982\u4e0b:\u8f93\u5165\u5e8f\u5217\u88ab\u8f6c\u6362\u4e3a\u5d4c\u5165(\u5e26\u4f4d\u7f6e\u7f16\u7801)\u5e76\u8f93\u5165\u7f16\u7801\u5668\u3002\u7f16\u7801\u5668\u5806\u6808\u5904\u7406\u8fd9\u4e9b\u6570\u636e\u5e76\u751f\u6210\u8f93\u5165\u5e8f\u5217\u7684\u7f16\u7801\u8868\u793a\u3002\u76ee\u6807\u5e8f\u5217\u524d\u9762\u52a0\u4e0a\u53e5\u5b50\u5f00\u59cb\u6807\u8bb0,\u8f6c\u6362\u4e3a\u5d4c\u5165(\u5e26\u4f4d\u7f6e\u7f16\u7801),\u5e76\u8f93\u5165\u89e3\u7801\u5668\u3002\u89e3\u7801\u5668\u5806\u6808\u4e0e\u7f16\u7801\u5668\u7684\u7f16\u7801\u8868\u793a\u4e00\u8d77\u5904\u7406,\u751f\u6210\u76ee\u6807\u5e8f\u5217\u7684\u7f16\u7801\u8868\u793a\u3002\u8f93\u51fa\u5c42\u5c06\u5176\u8f6c\u6362\u4e3a\u5355\u8bcd\u6982\u7387\u548c\u6700\u7ec8\u8f93\u51fa\u5e8f\u5217\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e09\u3001Transformer \u5bf9\u8bed\u8a00\u7ffb\u8bd1\u7684\u9769\u547d\u6027\u5f71\u54cd<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">1. <strong>\u6027\u80fd\u7684\u8d28\u53d8\u63d0\u5347<\/strong><\/h4>\n\n\n\n<p>Transformer \u7684\u8fd9\u4e00\u8303\u5f0f\u8f6c\u53d8\u6781\u5927\u5730\u6539\u5584\u4e86 NLP \u4efb\u52a1\u7684\u6027\u80fd,\u5305\u62ec\u673a\u5668\u7ffb\u8bd1\u3002\u76f8\u6bd4\u4f20\u7edf\u7684\u5faa\u73af\u795e\u7ecf\u7f51\u7edc(RNN)\u548c\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc(LSTM),Transformer \u5728\u4ee5\u4e0b\u65b9\u9762\u5b9e\u73b0\u4e86\u7a81\u7834:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u957f\u8ddd\u79bb\u4f9d\u8d56\u5904\u7406<\/strong>: RNN \u548c LSTM \u6a21\u578b\u5728\u7ef4\u62a4\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\u65b9\u9762\u5b58\u5728\u56f0\u96be,\u56e0\u4e3a\u5b83\u4eec\u4ece\u53e5\u5b50\u5f00\u5934\u8bb0\u4f4f\u4fe1\u606f\u7684\u80fd\u529b\u6709\u9650\u3002\u8fd9\u53ef\u80fd\u5bfc\u81f4\u751f\u6210\u7684\u8fde\u8d2f\u53e5\u5b50\u65e0\u6cd5\u5efa\u7acb\u5728\u5148\u524d\u4e0a\u4e0b\u6587\u57fa\u7840\u4e0a\u7684\u95ee\u9898<\/li>\n\n\n\n<li><strong>\u5e76\u884c\u8ba1\u7b97\u80fd\u529b<\/strong>: \u7531\u4e8e\u5176\u53ef\u5e76\u884c\u5316\u7684\u7279\u6027,Transformer \u76f8\u6bd4 RNN \u63d0\u4f9b\u4e86\u66f4\u597d\u7684\u6027\u80fd\u548c\u66f4\u5feb\u7684\u8ba1\u7b97\u901f\u5ea6<\/li>\n\n\n\n<li><strong>\u4e0a\u4e0b\u6587\u7406\u89e3<\/strong>: \u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236,\u6a21\u578b\u80fd\u591f\u540c\u65f6\u5173\u6ce8\u6574\u4e2a\u53e5\u5b50,\u800c\u4e0d\u662f\u9010\u4e2a\u5904\u7406\u5355\u8bcd<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">2. <strong>\u7ffb\u8bd1\u8d28\u91cf\u7684\u663e\u8457\u6539\u5584<\/strong><\/h4>\n\n\n\n<p>\u73b0\u4ee3\u673a\u5668\u7ffb\u8bd1\u7cfb\u7edf\u5982 DeepL \u548c Google Translate \u90fd\u5efa\u7acb\u5728 Transformer \u67b6\u6784\u4e4b\u4e0a\u3002\u7814\u7a76\u4eba\u5458\u7684\u53d1\u73b0\u5f3a\u8c03,DeepL Translator \u5728\u51c6\u786e\u6355\u6349\u8bed\u8a00\u7684\u7ec6\u5fae\u5dee\u522b\u548c\u590d\u6742\u6027\u65b9\u9762\u8d85\u8d8a\u4e86 Google Translate,\u786e\u4fdd\u5728\u8fd9\u4e9b\u7279\u5b9a\u60c5\u5883\u4e0b\u63d0\u4f9b\u66f4\u51c6\u786e\u7684\u7ffb\u8bd1\u3002<\/p>\n\n\n\n<p><strong>\u5177\u4f53\u4f18\u52bf\u5305\u62ec:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>DeepL \u5728\u7ffb\u8bd1\u4e60\u8bed\u3001\u662f\u975e\u95ee\u53e5\u548c\u5e26\u5426\u5b9a\u7684\u53e5\u5b50\u65b9\u9762\u8868\u73b0\u5c24\u4e3a\u51fa\u8272<\/li>\n\n\n\n<li>\u80fd\u591f\u66f4\u597d\u5730\u5904\u7406\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u7ffb\u8bd1<\/li>\n\n\n\n<li>\u5bf9\u8bed\u8a00\u7ec6\u5fae\u5dee\u522b\u7684\u7406\u89e3\u66f4\u52a0\u6df1\u5165<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3. <strong>\u652f\u6301\u591a\u8bed\u8a00\u7ffb\u8bd1<\/strong><\/h4>\n\n\n\n<p>\u8bed\u8a00\u6a21\u578b\u53ef\u7528\u4e8e\u5404\u79cd\u4efb\u52a1,\u5982\u6587\u672c\u751f\u6210\u3001\u7ffb\u8bd1\u3001\u6458\u8981,\u751a\u81f3\u589e\u5f3a\u8bed\u97f3\u8bc6\u522b\u6216\u4ece\u56fe\u50cf\u8bc6\u522b\u6587\u672c\u7b49\u4efb\u52a1\u3002Transformer \u67b6\u6784\u4f7f\u5f97:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u540c\u65f6\u652f\u6301\u591a\u79cd\u8bed\u8a00\u5bf9\u4e4b\u95f4\u7684\u7ffb\u8bd1<\/li>\n\n\n\n<li>\u96f6\u6837\u672c\u7ffb\u8bd1(zero-shot translation)\u6210\u4e3a\u53ef\u80fd<\/li>\n\n\n\n<li>\u53cc\u8bed\u548c\u591a\u8bed\u8a00\u6a21\u578b\u7684\u5f00\u53d1\u66f4\u52a0\u9ad8\u6548<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">4. <strong>\u5b9e\u65f6\u7ffb\u8bd1\u5e94\u7528<\/strong><\/h4>\n\n\n\n<p>\u57fa\u4e8e Transformer \u7684\u6a21\u578b\u5df2\u7ecf\u5e7f\u6cdb\u5e94\u7528\u4e8e:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b9e\u65f6\u4f1a\u8bae\u7ffb\u8bd1<\/li>\n\n\n\n<li>\u8de8\u5883\u7535\u5546\u7684\u81ea\u52a8\u7ffb\u8bd1<\/li>\n\n\n\n<li>\u793e\u4ea4\u5a92\u4f53\u7684\u591a\u8bed\u8a00\u5185\u5bb9\u5904\u7406<\/li>\n\n\n\n<li>\u4e13\u4e1a\u6587\u6863\u7ffb\u8bd1\u8f85\u52a9\u5de5\u5177<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u56db\u3001Transformer \u5728\u7ffb\u8bd1\u9886\u57df\u7684\u5b9e\u9645\u5e94\u7528<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">1. <strong>\u4e3b\u6d41\u7ffb\u8bd1\u5f15\u64ce<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Google Translate<\/strong>: \u4f7f\u7528 Transformer \u67b6\u6784\u5927\u5e45\u63d0\u5347\u7ffb\u8bd1\u8d28\u91cf<\/li>\n\n\n\n<li><strong>DeepL<\/strong>: \u4e13\u6ce8\u4e8e\u6b27\u6d32\u8bed\u8a00\u7684\u9ad8\u8d28\u91cf\u7ffb\u8bd1<\/li>\n\n\n\n<li><strong>Microsoft Translator<\/strong>: \u96c6\u6210\u4e8e\u591a\u79cd\u5fae\u8f6f\u4ea7\u54c1<\/li>\n\n\n\n<li><strong>\u767e\u5ea6\u7ffb\u8bd1\u3001\u6709\u9053\u7ffb\u8bd1<\/strong>: \u4e2d\u6587\u5e02\u573a\u7684\u4e3b\u8981\u7ffb\u8bd1\u5de5\u5177<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">2. <strong>\u9886\u57df\u7279\u5b9a\u7ffb\u8bd1<\/strong><\/h4>\n\n\n\n<p>Transformer \u4f7f\u5f97\u9488\u5bf9\u7279\u5b9a\u9886\u57df(\u5982\u533b\u5b66\u3001\u6cd5\u5f8b\u3001\u6280\u672f\u6587\u6863)\u7684\u4e13\u4e1a\u7ffb\u8bd1\u6210\u4e3a\u53ef\u80fd,\u901a\u8fc7\u5fae\u8c03(fine-tuning)\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u4e13\u4e1a\u672f\u8bed\u7684\u7ffb\u8bd1\u51c6\u786e\u5ea6\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3. <strong>\u7ffb\u8bd1\u8d28\u91cf\u4fdd\u8bc1<\/strong><\/h4>\n\n\n\n<p>\u867d\u7136 transformer \u67b6\u6784\u5982 GPT-3 \u5c55\u793a\u4e86\u5353\u8d8a\u7684\u8bed\u8a00\u751f\u6210\u80fd\u529b,\u4f46\u89e3\u91ca\u6027\u7684\u7f3a\u4e4f\u4ecd\u7136\u662f\u4e00\u4e2a\u9650\u5236\u3002\u6b64\u5916,transformer \u67b6\u6784\u5728\u5904\u7406\u6709\u9650\u8f93\u5165\u5927\u5c0f\u65b9\u9762\u9047\u5230\u6311\u6218\u3002\u8fd9\u63d0\u9192\u6211\u4eec\u5728\u9ad8\u98ce\u9669\u7ffb\u8bd1\u573a\u666f\u4e2d\u4ecd\u9700\u4eba\u5de5\u5ba1\u6838\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e94\u3001\u672a\u6765\u53d1\u5c55\u8d8b\u52bf<\/h3>\n\n\n\n<p>\u968f\u7740\u6280\u672f\u7684\u4e0d\u65ad\u8fdb\u6b65,Transformer \u7684\u6f5c\u529b\u4f3c\u4e4e\u662f\u65e0\u9650\u7684\u3002\u7814\u7a76\u4eba\u5458\u6b63\u5728\u79ef\u6781\u63a2\u7d22\u63d0\u9ad8 Transformer \u6548\u7387\u548c\u53ef\u6269\u5c55\u6027\u7684\u65b9\u6cd5,\u4f7f\u5176\u80fd\u591f\u5904\u7406\u66f4\u5927\u7684\u6570\u636e\u96c6\u548c\u66f4\u590d\u6742\u7684\u4efb\u52a1\u3002\u6b64\u5916,\u8fd8\u5728\u52aa\u529b\u5c06 Transformer \u4e0e\u5176\u4ed6\u673a\u5668\u5b66\u4e60\u6a21\u578b(\u5982\u56fe\u795e\u7ecf\u7f51\u7edc)\u7ed3\u5408\u8d77\u6765,\u4ee5\u5e94\u5bf9\u6d89\u53ca\u7ed3\u6784\u5316\u6570\u636e\u7684\u6311\u6218\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5173\u952e\u53d1\u5c55\u65b9\u5411:<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u538b\u7f29<\/strong>: \u5f00\u53d1\u66f4\u5c0f\u3001\u66f4\u9ad8\u6548\u7684 Transformer \u6a21\u578b<\/li>\n\n\n\n<li><strong>\u591a\u6a21\u6001\u7ffb\u8bd1<\/strong>: \u7ed3\u5408\u56fe\u50cf\u3001\u8bed\u97f3\u7684\u7efc\u5408\u7ffb\u8bd1\u7cfb\u7edf<\/li>\n\n\n\n<li><strong>\u5c11\u6837\u672c\u5b66\u4e60<\/strong>: \u5728\u6570\u636e\u7a00\u7f3a\u8bed\u8a00\u4e0a\u7684\u7ffb\u8bd1\u6539\u8fdb<\/li>\n\n\n\n<li><strong>\u53ef\u89e3\u91ca\u6027\u589e\u5f3a<\/strong>: \u63d0\u9ad8\u7ffb\u8bd1\u8fc7\u7a0b\u7684\u900f\u660e\u5ea6<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u516d\u3001Transformer \u603b\u7ed3<\/h3>\n\n\n\n<p>Transformer \u901a\u8fc7\u521b\u65b0\u7684\u6ce8\u610f\u529b\u673a\u5236\u5f7b\u5e95\u6539\u53d8\u4e86\u673a\u5668\u7ffb\u8bd1\u9886\u57df\u3002\u5b83\u4e0d\u4ec5\u89e3\u51b3\u4e86\u4f20\u7edf\u6a21\u578b\u5728\u5904\u7406\u957f\u8ddd\u79bb\u4f9d\u8d56\u548c\u5e76\u884c\u8ba1\u7b97\u65b9\u9762\u7684\u5c40\u9650,\u8fd8\u4e3a\u6784\u5efa\u66f4\u667a\u80fd\u3001\u66f4\u51c6\u786e\u7684\u7ffb\u8bd1\u7cfb\u7edf\u5960\u5b9a\u4e86\u57fa\u7840\u3002\u4ece Google Translate \u5230 DeepL,\u51e0\u4e4e\u6240\u6709\u73b0\u4ee3\u9ad8\u8d28\u91cf\u7ffb\u8bd1\u670d\u52a1\u90fd\u4f9d\u8d56\u4e8e Transformer \u67b6\u6784,\u4f7f\u5176\u6210\u4e3a\u8de8\u8bed\u8a00\u6c9f\u901a\u9886\u57df\u6700\u91cd\u8981\u7684\u6280\u672f\u7a81\u7834\u4e4b\u4e00\u3002<\/p>\n\n\n\n<p>Transformer <strong>\u5173\u952e\u8981\u70b9:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Transformer \u4f7f\u7528\u81ea\u6ce8\u610f\u529b\u673a\u5236\u66ff\u4ee3\u4e86\u4f20\u7edf\u7684\u5faa\u73af\u7ed3\u6784<\/li>\n\n\n\n<li>\u5e76\u884c\u5904\u7406\u80fd\u529b\u5927\u5e45\u63d0\u5347\u7ffb\u8bd1\u901f\u5ea6\u548c\u8d28\u91cf<\/li>\n\n\n\n<li>\u5728\u6355\u6349\u8bed\u8a00\u7ec6\u5fae\u5dee\u522b\u548c\u4e0a\u4e0b\u6587\u65b9\u9762\u8868\u73b0\u5353\u8d8a<\/li>\n\n\n\n<li>\u5df2\u6210\u4e3a\u6240\u6709\u4e3b\u6d41\u7ffb\u8bd1\u670d\u52a1\u7684\u6838\u5fc3\u6280\u672f<\/li>\n\n\n\n<li>\u6301\u7eed\u6f14\u8fdb,\u672a\u6765\u5c06\u652f\u6301\u66f4\u591a\u8bed\u8a00\u548c\u5e94\u7528\u573a\u666f<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"video\">\u4ec0\u4e48\u662fTransformer\u89c6\u9891:<\/h2>\n\n\n\n<figure class=\"wp-block-video\"><video height=\"718\" style=\"aspect-ratio: 1280 \/ 718;\" width=\"1280\" controls src=\"https:\/\/meta-quantum.today\/wp-content\/uploads\/2025\/11\/\u52a8\u753b\u62c6\u89e3-AI-\u5927\u6a21\u578b\u6838\u5fc3.mp4\"><\/video><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u89c6\u9891\u6838\u5fc3\u5185\u5bb9\u677f\u5757<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. <strong>Transformer \u7684\u8bde\u751f\u80cc\u666f<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Transformer \u4e8e 2017 \u5e74\u7531 Google \u7814\u7a76\u56e2\u961f\u5728\u8bba\u6587\u300aAttention Is All You Need\u300b\u4e2d\u63d0\u51fa<\/li>\n\n\n\n<li>\u89e3\u51b3\u4e86\u4f20\u7edf\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u548c\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09\u5728\u5904\u7406\u957f\u5e8f\u5217\u65f6\u7684\u5c40\u9650\u6027<\/li>\n\n\n\n<li>\u5f15\u5165\u4e86\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff08Self-Attention\uff09\uff0c\u5b9e\u73b0\u4e86\u5e76\u884c\u8ba1\u7b97\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u8bad\u7ec3\u6548\u7387<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. <strong>\u6ce8\u610f\u529b\u673a\u5236\uff08Attention Mechanism\uff09<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6838\u5fc3\u6982\u5ff5<\/strong>\uff1a\u8ba9\u6a21\u578b\u80fd\u591f\u5173\u6ce8\u8f93\u5165\u5e8f\u5217\u4e2d\u6700\u76f8\u5173\u7684\u90e8\u5206<\/li>\n\n\n\n<li><strong>\u5de5\u4f5c\u539f\u7406<\/strong>\uff1a\u901a\u8fc7\u8ba1\u7b97\u67e5\u8be2\uff08Query\uff09\u3001\u952e\uff08Key\uff09\u548c\u503c\uff08Value\uff09\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u4e3a\u6bcf\u4e2a\u8bcd\u5206\u914d\u4e0d\u540c\u7684\u6743\u91cd<\/li>\n\n\n\n<li><strong>\u4f18\u52bf<\/strong>\uff1a\u80fd\u591f\u6355\u6349\u957f\u8ddd\u79bb\u4f9d\u8d56\u5173\u7cfb\uff0c\u7406\u89e3\u4e0a\u4e0b\u6587\u8bed\u4e49<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. <strong>Transformer \u7684\u6574\u4f53\u67b6\u6784<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7f16\u7801\u5668\uff08Encoder\uff09<\/strong>\uff1a\u8d1f\u8d23\u7406\u89e3\u8f93\u5165\u6587\u672c\u7684\u8bed\u4e49\n<ul class=\"wp-block-list\">\n<li>\u591a\u5934\u6ce8\u610f\u529b\u5c42\uff08Multi-Head Attention\uff09<\/li>\n\n\n\n<li>\u524d\u9988\u795e\u7ecf\u7f51\u7edc\uff08Feed-Forward Network\uff09<\/li>\n\n\n\n<li>\u5c42\u5f52\u4e00\u5316\uff08Layer Normalization\uff09\u548c\u6b8b\u5dee\u8fde\u63a5\uff08Residual Connection\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u89e3\u7801\u5668\uff08Decoder\uff09<\/strong>\uff1a\u8d1f\u8d23\u751f\u6210\u8f93\u51fa\u6587\u672c\n<ul class=\"wp-block-list\">\n<li>\u63a9\u7801\u591a\u5934\u6ce8\u610f\u529b\uff08Masked Multi-Head Attention\uff09<\/li>\n\n\n\n<li>\u7f16\u7801\u5668-\u89e3\u7801\u5668\u6ce8\u610f\u529b<\/li>\n\n\n\n<li>\u524d\u9988\u7f51\u7edc<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. <strong>\u4f4d\u7f6e\u7f16\u7801\uff08Positional Encoding\uff09<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Transformer \u672c\u8eab\u4e0d\u5177\u5907\u5904\u7406\u5e8f\u5217\u987a\u5e8f\u7684\u80fd\u529b<\/li>\n\n\n\n<li>\u901a\u8fc7\u4f4d\u7f6e\u7f16\u7801\u4e3a\u6bcf\u4e2a\u8bcd\u6dfb\u52a0\u4f4d\u7f6e\u4fe1\u606f<\/li>\n\n\n\n<li>\u4f7f\u6a21\u578b\u80fd\u591f\u7406\u89e3\u8bcd\u8bed\u5728\u53e5\u5b50\u4e2d\u7684\u76f8\u5bf9\u4f4d\u7f6e<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5. <strong>\u591a\u5934\u6ce8\u610f\u529b\uff08Multi-Head Attention\uff09<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c06\u6ce8\u610f\u529b\u673a\u5236\u5206\u6210\u591a\u4e2a&#8221;\u5934&#8221;\uff0c\u4ece\u4e0d\u540c\u89d2\u5ea6\u6355\u6349\u4fe1\u606f<\/li>\n\n\n\n<li>\u6bcf\u4e2a\u5934\u5173\u6ce8\u4e0d\u540c\u7684\u8bed\u4e49\u7279\u5f81<\/li>\n\n\n\n<li>\u6700\u540e\u5c06\u6240\u6709\u5934\u7684\u7ed3\u679c\u5408\u5e76\uff0c\u5f62\u6210\u66f4\u4e30\u5bcc\u7684\u8868\u793a<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6. <strong>Transformer \u7684\u5e94\u7528\u573a\u666f<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/strong>\uff1a\u673a\u5668\u7ffb\u8bd1\u3001\u6587\u672c\u751f\u6210\u3001\u95ee\u7b54\u7cfb\u7edf<\/li>\n\n\n\n<li><strong>\u8ba1\u7b97\u673a\u89c6\u89c9<\/strong>\uff1aVision Transformer\uff08ViT\uff09\u7528\u4e8e\u56fe\u50cf\u5206\u7c7b<\/li>\n\n\n\n<li><strong>\u591a\u6a21\u6001\u6a21\u578b<\/strong>\uff1a\u7ed3\u5408\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u7684\u7efc\u5408\u7406\u89e3<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u7ed3\u8bba<\/h2>\n\n\n\n<p>Transformer \u901a\u8fc7\u521b\u65b0\u7684\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5f7b\u5e95\u6539\u53d8\u4e86\u6df1\u5ea6\u5b66\u4e60\u7684\u53d1\u5c55\u65b9\u5411\u3002\u5b83\u4e0d\u4ec5\u89e3\u51b3\u4e86\u4f20\u7edf\u6a21\u578b\u7684\u8ba1\u7b97\u6548\u7387\u95ee\u9898\uff0c\u8fd8\u4e3a\u6784\u5efa\u66f4\u5927\u89c4\u6a21\u3001\u66f4\u667a\u80fd\u7684 AI \u7cfb\u7edf\u5960\u5b9a\u4e86\u57fa\u7840\u3002\u4ece BERT\u3001GPT \u5230 ChatGPT\uff0c\u51e0\u4e4e\u6240\u6709\u73b0\u4ee3\u5927\u578b\u8bed\u8a00\u6a21\u578b\u90fd\u5efa\u7acb\u5728 Transformer \u67b6\u6784\u4e4b\u4e0a\uff0c\u4f7f\u5176\u6210\u4e3a\u5f53\u4eca AI \u65f6\u4ee3\u6700\u5173\u952e\u7684\u6280\u672f\u7a81\u7834\u4e4b\u4e00\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5173\u952e\u8981\u70b9\u603b\u7ed3<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Attention Is All You Need<\/strong>\uff1a\u6ce8\u610f\u529b\u673a\u5236\u662f Transformer \u7684\u6838\u5fc3\uff0c\u6452\u5f03\u4e86\u4f20\u7edf\u7684\u5faa\u73af\u7ed3\u6784<\/li>\n\n\n\n<li><strong>\u5e76\u884c\u8ba1\u7b97\u4f18\u52bf<\/strong>\uff1a\u4e0e RNN\/LSTM \u76f8\u6bd4\uff0cTransformer \u53ef\u4ee5\u540c\u65f6\u5904\u7406\u6574\u4e2a\u5e8f\u5217\uff0c\u8bad\u7ec3\u901f\u5ea6\u66f4\u5feb<\/li>\n\n\n\n<li><strong>\u81ea\u6ce8\u610f\u529b\u673a\u5236<\/strong>\uff1a\u901a\u8fc7 Query\u3001Key\u3001Value \u4e09\u4e2a\u77e9\u9635\u8ba1\u7b97\u8bcd\u4e0e\u8bcd\u4e4b\u95f4\u7684\u5173\u8054\u6027<\/li>\n\n\n\n<li><strong>\u7f16\u7801\u5668-\u89e3\u7801\u5668\u7ed3\u6784<\/strong>\uff1a\u7f16\u7801\u5668\u7406\u89e3\u8f93\u5165\uff0c\u89e3\u7801\u5668\u751f\u6210\u8f93\u51fa<\/li>\n\n\n\n<li><strong>\u4f4d\u7f6e\u7f16\u7801\u4e0d\u53ef\u6216\u7f3a<\/strong>\uff1a\u5f25\u8865\u4e86 Transformer \u65e0\u6cd5\u611f\u77e5\u5e8f\u5217\u987a\u5e8f\u7684\u7f3a\u9677<\/li>\n\n\n\n<li><strong>\u591a\u5934\u6ce8\u610f\u529b\u589e\u5f3a\u8868\u8fbe<\/strong>\uff1a\u4ece\u591a\u4e2a\u7ef4\u5ea6\u7406\u89e3\u8bed\u4e49\uff0c\u63d0\u5347\u6a21\u578b\u7684\u8868\u8fbe\u80fd\u529b<\/li>\n\n\n\n<li><strong>\u53ef\u6269\u5c55\u6027\u5f3a<\/strong>\uff1a\u901a\u8fc7\u5806\u53e0\u66f4\u591a\u5c42\u548c\u589e\u52a0\u53c2\u6570\uff0c\u53ef\u4ee5\u6784\u5efa\u66f4\u5f3a\u5927\u7684\u6a21\u578b\uff08\u5982 GPT-3\u3001GPT-4\uff09<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u76f8\u5173\u53c2\u8003\u8d44\u6599<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><a href=\"https:\/\/medium.com\/ching-i\/transformer-attention-is-all-you-need-c7967f38af14\" target=\"_blank\" rel=\"noopener\" title=\"\"><strong>\u539f\u59cb\u8bba\u6587<\/strong>\uff1aVaswani et al. (2017) &#8211; &#8220;Attention Is All You Need&#8221;<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.betteryeah.com\/blog\/bert-model-complete-guide-bidirectional-transformer-nlp\" target=\"_blank\" rel=\"noopener\" title=\"\"><strong>BERT<\/strong>\uff1aGoogle \u7684\u53cc\u5411\u7f16\u7801\u5668\u8868\u793a\u6a21\u578b<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.ultralytics.com\/zh\/glossary\/gpt-generative-pre-trained-transformer\" target=\"_blank\" rel=\"noopener\" title=\"\"><strong>GPT \u7cfb\u5217<\/strong>\uff1aOpenAI \u7684\u751f\u6210\u5f0f\u9884\u8bad\u7ec3 Transformer<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/blog.csdn.net\/m0_59164520\/article\/details\/144067003\" target=\"_blank\" rel=\"noopener\" title=\"\"><strong>Vision Transformer (ViT)<\/strong>\uff1a\u5c06 Transformer \u5e94\u7528\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/jalammar.github.io\/illustrated-transformer\/\" target=\"_blank\" rel=\"noopener\" title=\"\"><strong>\u56fe\u89e3 Transformer<\/strong>\uff1aJay Alammar \u7684\u535a\u5ba2\u6587\u7ae0 &#8220;The Illustrated Transformer&#8221;<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u52a8\u753b\u53ef\u89c6\u5316\u8ba9\u590d\u6742\u6982\u5ff5\u53d8\u7b80\u5355:<br \/>\nTransformer \u6d89\u53ca\u591a\u7ef4\u77e9\u9635\u8fd0\u7b97\u3001\u6ce8\u610f\u529b\u6743\u91cd\u8ba1\u7b97\u7b49\u62bd\u8c61\u6982\u5ff5,\u5bf9\u521d\u5b66\u8005\u6765\u8bf4\u6781\u5177\u6311\u6218\u6027\u3002\u901a\u8fc7\u52a8\u753b\u6f14\u793a,\u53ef\u4ee5\u5c06\u8fd9\u4e9b\u770b\u4e0d\u89c1\u7684\u6570\u5b66\u8fc7\u7a0b\u8f6c\u5316\u4e3a\u76f4\u89c2\u7684\u89c6\u89c9\u6d41\u7a0b\u3002<br \/>\n\u52a8\u753b\u80fd\u591f\u5c55\u793a\u6570\u636e\u5728\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u4e4b\u95f4\u7684\u6d41\u52a8\u8def\u5f84,\u6f14\u793a\u6ce8\u610f\u529b\u673a\u5236\u5982\u4f55&#8221;\u67e5\u770b&#8221;\u4e0d\u540c\u5355\u8bcd,\u4ee5\u53ca\u8bcd\u5d4c\u5165\u5982\u4f55\u5728\u9ad8\u7ef4\u7a7a\u95f4\u4e2d\u79fb\u52a8\u3002\u8fd9\u79cd\u52a8\u6001\u53ef\u89c6\u5316\u5927\u5927\u964d\u4f4e\u4e86\u5b66\u4e60\u95e8\u69db,\u8ba9\u975e\u6280\u672f\u80cc\u666f\u7684\u5b66\u4e60\u8005\u4e5f\u80fd\u7406\u89e3 AI \u5927\u6a21\u578b\u7684\u6838\u5fc3\u539f\u7406\u3002<br \/>\n\u76f8\u6bd4\u9759\u6001\u56fe\u8868\u548c\u67af\u71e5\u516c\u5f0f,\u52a8\u753b\u63d0\u4f9b\u4e86\u66f4\u751f\u52a8\u7684\u5b66\u4e60\u4f53\u9a8c,\u5e2e\u52a9\u89c2\u4f17\u5efa\u7acb\u76f4\u89c9\u6027\u7406\u89e3,\u800c\u4e0d\u4ec5\u4ec5\u662f\u6b7b\u8bb0\u786c\u80cc\u6982\u5ff5\u3002<\/p>\n","protected":false},"author":1,"featured_media":8068,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[15,31,18],"tags":[],"class_list":["post-8067","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-chinese-","category-education"],"aioseo_notices":[],"featured_image_src":"https:\/\/meta-quantum.today\/wp-content\/uploads\/2025\/11\/\u52a8\u753b\u62c6\u89e3-AI-\u5927\u6a21\u578b\u6838\u5fc3.jpg","featured_image_src_square":"https:\/\/meta-quantum.today\/wp-content\/uploads\/2025\/11\/\u52a8\u753b\u62c6\u89e3-AI-\u5927\u6a21\u578b\u6838\u5fc3.jpg","author_info":{"display_name":"coffee","author_link":"https:\/\/meta-quantum.today\/?author=1"},"rbea_author_info":{"display_name":"coffee","author_link":"https:\/\/meta-quantum.today\/?author=1"},"rbea_excerpt_info":"\u52a8\u753b\u53ef\u89c6\u5316\u8ba9\u590d\u6742\u6982\u5ff5\u53d8\u7b80\u5355: \nTransformer \u6d89\u53ca\u591a\u7ef4\u77e9\u9635\u8fd0\u7b97\u3001\u6ce8\u610f\u529b\u6743\u91cd\u8ba1\u7b97\u7b49\u62bd\u8c61\u6982\u5ff5,\u5bf9\u521d\u5b66\u8005\u6765\u8bf4\u6781\u5177\u6311\u6218\u6027\u3002\u901a\u8fc7\u52a8\u753b\u6f14\u793a,\u53ef\u4ee5\u5c06\u8fd9\u4e9b\u770b\u4e0d\u89c1\u7684\u6570\u5b66\u8fc7\u7a0b\u8f6c\u5316\u4e3a\u76f4\u89c2\u7684\u89c6\u89c9\u6d41\u7a0b\u3002\n\u52a8\u753b\u80fd\u591f\u5c55\u793a\u6570\u636e\u5728\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u4e4b\u95f4\u7684\u6d41\u52a8\u8def\u5f84,\u6f14\u793a\u6ce8\u610f\u529b\u673a\u5236\u5982\u4f55\"\u67e5\u770b\"\u4e0d\u540c\u5355\u8bcd,\u4ee5\u53ca\u8bcd\u5d4c\u5165\u5982\u4f55\u5728\u9ad8\u7ef4\u7a7a\u95f4\u4e2d\u79fb\u52a8\u3002\u8fd9\u79cd\u52a8\u6001\u53ef\u89c6\u5316\u5927\u5927\u964d\u4f4e\u4e86\u5b66\u4e60\u95e8\u69db,\u8ba9\u975e\u6280\u672f\u80cc\u666f\u7684\u5b66\u4e60\u8005\u4e5f\u80fd\u7406\u89e3 AI \u5927\u6a21\u578b\u7684\u6838\u5fc3\u539f\u7406\u3002\n\u76f8\u6bd4\u9759\u6001\u56fe\u8868\u548c\u67af\u71e5\u516c\u5f0f,\u52a8\u753b\u63d0\u4f9b\u4e86\u66f4\u751f\u52a8\u7684\u5b66\u4e60\u4f53\u9a8c,\u5e2e\u52a9\u89c2\u4f17\u5efa\u7acb\u76f4\u89c9\u6027\u7406\u89e3,\u800c\u4e0d\u4ec5\u4ec5\u662f\u6b7b\u8bb0\u786c\u80cc\u6982\u5ff5\u3002","category_list":"<a href=\"https:\/\/meta-quantum.today\/?cat=15\" rel=\"category\">AI<\/a>, <a href=\"https:\/\/meta-quantum.today\/?cat=31\" rel=\"category\">Chinese\/\u4e2d\u6587<\/a>, <a href=\"https:\/\/meta-quantum.today\/?cat=18\" rel=\"category\">Education<\/a>","comments_num":"0 comments","_links":{"self":[{"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/posts\/8067","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=8067"}],"version-history":[{"count":3,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/posts\/8067\/revisions"}],"predecessor-version":[{"id":8072,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/posts\/8067\/revisions\/8072"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/media\/8068"}],"wp:attachment":[{"href":"https:\/\/meta-quantum.today\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8067"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8067"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8067"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}