{"id":4002,"date":"2021-09-03T15:35:10","date_gmt":"2021-09-03T07:35:10","guid":{"rendered":"http:\/\/www.sniper97.cn\/?p=4002"},"modified":"2023-11-25T14:43:41","modified_gmt":"2023-11-25T06:43:41","slug":"%e3%80%90%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%ac%94%e8%ae%b0%e3%80%91%e4%b8%ba%e4%bb%80%e4%b9%88transformerbert%e7%9a%84%e5%a4%9a%e5%a4%b4%e6%b3%a8%e6%84%8f%e5%8a%9b%e8%a6%81%e5%af%b9%e6%af%8f","status":"publish","type":"post","link":"http:\/\/www.sniper97.cn\/index.php\/note\/deep-learning\/note-deep-learning\/4002\/","title":{"rendered":"\u3010\u6df1\u5ea6\u5b66\u4e60\u7b14\u8bb0\u3011\u4e3a\u4ec0\u4e48transformer(Bert)\u7684\u591a\u5934\u6ce8\u610f\u529b\u8981\u5bf9\u6bcf\u4e00\u4e2ahead\u8fdb\u884c\u964d\u7ef4\uff1f"},"content":{"rendered":"\n<p>\u8fd9\u91cc\u6211\u4eec\u4ee5Bert\u768412\u5934\u6ce8\u610f\u529b\u8fdb\u884c\u4e3e\u4f8b\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u90fd\u77e5\u9053\uff0cbert\u91c7\u7528\u4e8612\u5934\u6ce8\u610f\u529b\uff0c\u540c\u65f6\u6bcf\u4e00\u4e2a\u6ce8\u610f\u529b\u7684\u7ef4\u5ea6\u90fd\u4e3a64\u3002<\/p>\n\n\n\n<p>\u4e3a\u4ec0\u4e48\u8981\u91c7\u752864\u7684\u7ef4\u5ea6\u800c\u4e0d\u7ee7\u7eed\u91c7\u7528\u9690\u85cf\u5c42\u901a\u7528\u7684768\u7ef4\u5ea6\u5462\uff1f<\/p>\n\n\n\n<blockquote class=\"wp-block-quote\">\n<p>\u4e00\u8a00\u853d\u4e4b\u7684\u8bdd\uff0c\u5927\u6982\u662f\uff1a\u5728<strong>\u4e0d\u589e\u52a0\u65f6\u95f4\u590d\u6742\u5ea6<\/strong>\u7684\u60c5\u51b5\u4e0b\uff0c\u540c\u65f6\uff0c\u501f\u9274<strong>CNN\u591a\u6838<\/strong>\u7684\u601d\u60f3\uff0c\u5728<strong>\u66f4\u4f4e\u7684\u7ef4\u5ea6<\/strong>\uff0c\u5728<strong>\u591a\u4e2a\u72ec\u7acb\u7684\u7279\u5f81\u7a7a\u95f4<\/strong>\uff0c<strong>\u66f4\u5bb9\u6613<\/strong>\u5b66\u4e60\u5230\u66f4\u4e30\u5bcc\u7684\u7279\u5f81\u4fe1\u606f\u3002<\/p>\n<cite>\u77e5\u4e4e-<a href=\"http:\/\/transformer\u4e2dmulti-head attention\u4e2d\u6bcf\u4e2ahead\u4e3a\u4ec0\u4e48\u8981\u8fdb\u884c\u964d\u7ef4\uff1f - \u6d77\u6668\u5a01\u7684\u56de\u7b54 - \u77e5\u4e4e https:\/\/www.zhihu.com\/question\/350369171\/answer\/1718672303\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"\u6d77\u6668\u5a01\uff08\u5728\u65b0\u7a97\u53e3\u6253\u5f00\uff09\">\u6d77\u6668\u5a01<\/a><\/cite><\/blockquote>\n\n\n\n<p>\u90a3\u4e48\u591a\u5934\u6ce8\u610f\u529b\u662f\u600e\u4e48\u505a\u5230\u201c\u4e0d\u589e\u52a0\u65f6\u95f4\u590d\u6742\u5ea6\u201d\u7684\u5462\uff1f\u53c8\u662f\u600e\u4e48\u5207\u5206\u591a\u5934\u6ce8\u610f\u529b\u7684\u5462\uff1f<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5982\u4f55\u5207\u5206\u591a\u5934\u6ce8\u610f\u529b<\/h2>\n\n\n\n<p>\u9996\u5148\u6211\u4eec\u91cd\u65b0\u68b3\u7406\u4e00\u4e0b\u5982\u4f55\u5207\u5206\u591a\u5934\u6ce8\u610f\u529b\u673a\u5236\uff0c\u8fd9\u91cc\u4e0d\u540c\u7684\u6846\u67b6\u5b9e\u73b0\u7684\u65b9\u5f0f\u4e0d\u540c\u3002<\/p>\n\n\n\n<p>hugging face\u7684transformers\u53ef\u80fd\u66f4\u591a\u7684\u662f\u5904\u4e8e\u6559\u5b66\u76ee\u7684\uff08\u56e0\u4e3atransformers\u7684\u6ce8\u91ca\u771f\u7684\u5f88\u591a\uff09\u4e5f\u53ef\u80fd\u662f\u56e0\u4e3a\u8981\u4fdd\u6301\u4e0e\u539f\u6587\u7684\u4e00\u81f4\u6027\uff08\u539f\u6587\u5c31\u662f\u4f7f\u7528\u7684transposes and reshapes\u7684\u65b9\u5f0f\uff09\uff0c\u5206\u522b\u4f7f\u7528\u4e86\u4e24\u6b21reshape\u6765\u5b8c\u6210\u6ce8\u610f\u529b\u5207\u5206\u7684\u5de5\u4f5c\u3002<\/p>\n\n\n\n<p>\u800cbert4keras\u5219\u53ea\u662f\u7528\u4e86\u4e00\u6b21reshape\u3002<\/p>\n\n\n\n<p>\u4e2a\u4eba\u611f\u89c9\u5e76\u6ca1\u6709\u4ec0\u4e48\u5b9e\u8d28\u4e0a\u7684\u5dee\u522b\u5427<\/p>\n\n\n\n<p>\u4e0b\u9762\u5f00\u59cb\u53ef\u89c6\u5316\u7684\u8d70\u5b8c\u4e00\u904dmulti head (self) attention<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"554\" src=\"\/wp-content\/uploads\/2021\/09\/image-2-1024x554.png\" alt=\"\" class=\"wp-image-4004\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-2-1024x554.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-2-300x162.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-2-768x415.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-2-1536x831.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-2-1200x649.png 1200w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-2.png 1952w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>\u9996\u5148\u6211\u4eec\u5047\u8bbe\u4e00\u4e2a\u8f93\u5165\uff0c\u8be5\u8f93\u5165seq len\u4e3a4\uff0chidden size\u4e3a8\uff0c\u4f7f\u75282\u5934\u6ce8\u610f\u529b\uff1b\u540c\u65f6\u5f31\u5316batch size\uff08\u5047\u8bbe\u4e3a1\u5e76\u4e14\u4e0d\u5728\u7ef4\u5ea6\u4e0a\u4f53\u73b0\uff09\u3002<\/p>\n\n\n\n<p>1.\u4e00\u4e2a\u8f93\u5165\u5206\u522b\u7ecf\u8fc7WQ\uff0cWK\uff0cWV\u5f97\u5230Q\uff0cW\uff0cV\u4e09\u4e2a\u77e9\u9635\uff0c\u7ecf\u8fc7\u4e00\uff08\u4e8c\uff09\u6b21reshape\u4e4b\u540e\uff0c\u5f97\u5230\u4e86 3*2\uff08qkv*head number\uff09 \u4e2a 4*4 \uff08seq len * each head hidden size\uff09\u77e9\u9635<\/p>\n\n\n\n<p>\u6ce8\u610f\uff1a\u8fd9<strong>\u4e0d\u662f\u76f4\u63a5\u5bf9\u8f93\u5165\u7684\u5207\u5206<\/strong>\uff08\u4e8b\u5b9e\u4e0a\u6211\u5728\u8fd9\u91cc\u7ea0\u7ed3\u4e86\u597d\u4e45\uff0c\u751a\u81f3\u4e00\u5ea6\u8ba4\u4e3a\u591a\u5934\u6ce8\u610f\u529b\u7684\u6bcf\u4e00\u4e2a\u5934\u90fd\u5173\u6ce8\u539f\u6587\u7684\u67d0\u4e00\u6bb5\u8ddd\u79bb\uff09\uff0c\u800c\u662f\u901a\u8fc7\u4e00\u4e2a\u77e9\u9635\u53d8\u6362\uff08Dense\uff09\u6765\u751f\u6210\u4e00\u4e2a\u65b0\u7684\u77e9\u9635\uff08\u4e0a\u56fe\u4e2d\u7b2c\u4e8c\u5217\uff09\u3002\u800c\u8fd9\u4e9b\u65b0\u77e9\u9635\u8d1f\u8d23\u5c06\u8f93\u5165\u7684\u9690\u85cf\u5c42\u5411\u91cf\u538b\u7f29n\u500d\uff08\u8fd9\u4e2an\u53d6\u51b3\u4e8e\u4f7f\u7528\u591a\u5c11\u5934\u6ce8\u610f\u529b\uff09\uff0c\u56e0\u6b64\uff0c\u867d\u7136\u77e9\u9635\u5927\u5c0f\u6ca1\u53d8\uff0c\u4f46\u662f<strong>\u5b9e\u9645\u7684\u610f\u4e49\u5df2\u7ecf\u53d1\u751f\u6539\u53d8<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"491\" src=\"\/wp-content\/uploads\/2021\/09\/image-5-1024x491.png\" alt=\"\" class=\"wp-image-4008\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-5-1024x491.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-5-300x144.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-5-768x369.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-5-1536x737.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-5-1200x576.png 1200w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-5-1980x950.png 1980w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-5.png 1984w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u6ce8\u610f\uff1a\u4e3a\u4e86\u533a\u5206attention\u4e0d\u540c\u989c\u8272\u7684\u7ed3\u679c\uff0c\u5c06\u7ed3\u679c\u5206\u522b\u663e\u793a\u3002<br>\u5b9e\u9645\u4e0a\u56e0\u4e3a\u5c5e\u4e8e\u4e00\u4e2a\u53d8\u91cf\uff0c\u5e94\u8be5\u662f\u7c7b\u4f3c\u4e8eQ\u7684\u5806\u53e0\u5f62\u5f0f<\/figcaption><\/figure>\n\n\n\n<p>2.\u5bf9\u4e8e\u5df2\u7ecf\u8ba1\u7b97\u5f97\u5230\u7684QKV\uff0c\u5206\u522b\u8ba1\u7b97attention\uff0c\u6700\u7ec8\u5f97\u5230\u4e86attention\u7684\u7ed3\u679c\uff0c\u4e00\u4e2a2*4*4\u77e9\u9635\uff08head number * seq len * each head hidden size\uff09<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"378\" src=\"\/wp-content\/uploads\/2021\/09\/image-4-1024x378.png\" alt=\"\" class=\"wp-image-4006\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-4-1024x378.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-4-300x111.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-4-768x284.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-4-1536x567.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-4-1200x443.png 1200w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-4.png 1874w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u6ce8\u610f\uff1a\u4e3a\u4e86\u533a\u5206attention\u4e0d\u540c\u989c\u8272\u7684\u7ed3\u679c\uff0c\u5c06\u7ed3\u679c\u5206\u522b\u663e\u793a\u3002<br>\u5b9e\u9645\u4e0a\u56e0\u4e3a\u5c5e\u4e8e\u4e00\u4e2a\u53d8\u91cf\uff0c\u5e94\u8be5\u662f\u7c7b\u4f3c\u4e8eQ\u7684\u5806\u53e0\u5f62\u5f0f<\/figcaption><\/figure><\/div>\n\n\n<p>3.\u83b7\u53d6\u5230\u4e86attention\u7684\u7ed3\u679c\u540e\uff0c\u518d\u7ecf\u8fc7\u4e00\uff08\u4e8c\uff09\u6b21reshape\u540e\uff0c\u91cd\u65b0\u62fc\u63a5\u56de\u4e00\u4e2a8*4\uff08hidden size * seq len\uff09\u77e9\u9635\u3002<\/p>\n\n\n\n<p>4.\u5f97\u5230\u62fc\u63a5\u540e\u76848*4\u77e9\u9635\u540e\uff0c\u7ecf\u8fc7WO\uff0c\u5f97\u5230O\u77e9\u9635\uff0c\u5373\u8f93\u51fa\u3002<\/p>\n\n\n\n<p>\u641e\u6e05\u695a\u4e86\u5982\u4f55\u5207\u5206\u591a\u5934\uff0c\u90a3\u4e48\u5bf9\u4e8e\u201c\u4e3a\u4ec0\u4e48\u4e0d\u589e\u52a0\u65f6\u95f4\u590d\u6742\u5ea6\u201d\u8fd9\u4e2a\u95ee\u9898\u5c31\u4f1a\u6709\u4e00\u4e2a\u66f4\u76f4\u89c2\u7684\u611f\u53d7\u4e86<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u591a\u5934\u6ce8\u610f\u529b\u7684\u65f6\u95f4\u590d\u6742\u5ea6<\/h2>\n\n\n\n<p>\u9996\u5148\uff0c\u5bf9\u4e8e\u591a\u5934\u6ce8\u610f\u529b\u6548\u679c\u8981\u4f18\u4e8e\u5355\u5934\u6ce8\u610f\u529b\u6548\u679c\u8fd9\u4e00\u95ee\u9898\u5c31\u6ca1\u5fc5\u8981\u8bf4\u4e86\u3002<\/p>\n\n\n\n<p>\u90a3\u4e48\u6211\u4eec\u6765\u5bf9\u6bd4\u4e00\u4e0b\u65f6\u95f4\u590d\u6742\u5ea6\u5427<\/p>\n\n\n\n<p>\u6211\u4eec\u77e5\u9053\uff0cself attention\u7684\u65f6\u95f4\u590d\u6742\u7684\u662fn^2*d,\u5176\u4e2d\uff0cn\u662f\u8f93\u5165\u5e8f\u5217\u957f\u5ea6\uff0cd\u4e3a\u6ce8\u610f\u529b\u5934\u7684\u9690\u85cf\u5c42\u5927\u5c0f\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u7ee7\u7eed\u8bbe\u4e24\u4e2a\u53d8\u91cf\uff0c\u4e00\u4e2a\u662f\u591a\u5934\u6ce8\u610f\u529b\u7684\u5934\u6570m\uff0c\u4e00\u4e2a\u662f<strong>\u6bcf\u4e00\u4e2a<\/strong>\u6ce8\u610f\u529b\u7684\u9690\u85cf\u5c42\u5927\u5c0fh\u3002\u540c\u65f6\u5047\u8bbe\u5355\u5934\u6ce8\u610f\u529b\u7684d\u4e3a\u6574\u4e2a\u9690\u85cf\u5c42\u7684\u5927\u5c0f\u3002\u65e2\u2014\u2014\u5bf9\u4e8etransformer\u4ee5\u53cabert\uff0cm*h=d=768\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"491\" src=\"\/wp-content\/uploads\/2021\/09\/image-5-1024x491.png\" alt=\"\" class=\"wp-image-4008\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-5-1024x491.png 1024w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-5-300x144.png 300w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-5-768x369.png 768w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-5-1536x737.png 1536w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-5-1200x576.png 1200w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-5-1980x950.png 1980w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/09\/image-5.png 1984w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u6ce8\u610f\uff1a\u4e3a\u4e86\u533a\u5206attention\u4e0d\u540c\u989c\u8272\u7684\u7ed3\u679c\uff0c\u5c06\u7ed3\u679c\u5206\u522b\u663e\u793a\u3002<br>\u5b9e\u9645\u4e0a\u56e0\u4e3a\u5c5e\u4e8e\u4e00\u4e2a\u53d8\u91cf\uff0c\u5e94\u8be5\u662f\u7c7b\u4f3c\u4e8eQ\u7684\u5806\u53e0\u5f62\u5f0f<\/figcaption><\/figure>\n\n\n\n<p>\u5bf9\u4e8e\u4e0a\u56fe\uff0c\u5b9e\u9645\u4e0a\u6211\u4eec\u8ba1\u7b97attention\u65f6\u4f7f\u7528\u7684\u77e9\u9635\u4e3a2*4*4\uff08\u5176\u4e2d\uff0cQ\u77e9\u9635\u4e3am*n*h\uff0cK\u7684\u8f6c\u5236\u77e9\u9635\u4e3am*h*n\uff09<\/p>\n\n\n\n<p>\u8ba1\u7b97\u7ed3\u679c\u4e3a2*4*4\u77e9\u9635\uff08m*n*n\uff09\uff08PS\u7a81\u7136\u53d1\u73b0\u4f8b\u5b50\u4e3e\u7684\u4e0d\u597d\u554a\uff0cn\u548ch\u4e00\u6837\u3002\u4f46\u662f\u56fe\u90fd\u753b\u5b8c\u4e86\uff0c\u5fcd\u4e00\u5fcd\uff0c\u634b\u4e00\u634b\uff09\u3002<\/p>\n\n\n\n<p>\u5b9e\u9645\u4e0a\u8fd9\u91cc\uff0cm*n*h\u4e0em*h*n\u77e9\u9635\u76f8\u4e58\uff0c\u5b9e\u9645\u4e0a\u5c31\u662fn*h \u4e58 h*n\uff0c\u8ba1\u7b97m\u6b21\uff08tf.matmul\u5c31\u662f\u8fd9\u4e48\u8ba1\u7b97\u7684\uff09\uff0c\u56e0\u6b64\u6574\u4f53\u65f6\u95f4\u590d\u6742\u5ea6\u4e3am*n*n*h\uff08m\u6b21\uff0c\u6bcf\u4e00\u6b21attention\u7684\u590d\u6742\u5ea6\u90fd\u662fn^2*h\uff09<\/p>\n\n\n\n<p>m*n*n*h = n*n*d      \uff08m*h=d\uff09<\/p>\n\n\n\n<p>\u56e0\u6b64\uff1a<strong>\u4f7f\u7528\u8fd9\u79cd\u65b9\u5f0f\u8fdb\u884c\u591a\u5934\u6ce8\u610f\u529b\u8fd0\u7b97\uff0c\u5b9e\u9645\u65f6\u95f4\u590d\u6742\u5ea6\u4e0e\u5355\u5934\u6ce8\u610f\u529b\u7684\u65f6\u95f4\u590d\u6742\u5ea6\u4e00\u6837\uff0c\u540c\u65f6\u589e\u5927\u4e86\u5934\u6570\u3002<\/strong><\/p>\n\n\n\n<p>\u5bf9\u4e8e\u6ce8\u610f\u529b\u5934\u7ef4\u5ea6\u7684\u964d\u4f4e\uff0c\u7531\u4e8e\u5e76\u4e0d\u9700\u8981\u90a3\u4e48\u591a\u7ef4\u5ea6\u6765\u4fdd\u5b58\u4fe1\u606f\uff0c\u5e76\u6ca1\u6709\u4ec0\u4e48\u592a\u5927\u5f71\u54cd\uff08\u53cd\u6b63\u4f5c\u8005\u662f\u5148\u8dd1\u5b9e\u9a8c\u518d\u89e3\u91ca\u7684\uff0c\u600e\u4e48\u89e3\u91ca\u90fd\u662f\u5bf9\u7684\uff09<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>2023.11.25\u66f4<\/p>\n\n\n\n<p>\u6700\u8fd1\u53d1\u73b0\u4e00\u4e2a<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/626820422\" target=\"_blank\" rel=\"noreferrer noopener\">\u6709\u610f\u601d\u7684\u6587\u7ae0<\/a>\u3002<\/p>\n\n\n\n<p>\u5728\u7b2c\u4e8c\u7ae0\uff0c\u4e3b\u8981\u901a\u8fc7\u6539\u53d8\u53e5\u5b50\u987a\u5e8f\uff0c\u4f8b\u5982\u5012\u88c5\u7b49\u65b9\u5f0f\uff0c\u5224\u65ad\u591a\u5934\u6ce8\u610f\u529b\u7684\u6743\u91cd\u5206\u5e03\u3002\u53d1\u73b0\u90e8\u5206\u5934\u66f4\u52a0\u6ce8\u91cd\u4e00\u4e9b\u8bed\u6cd5\u8bcd\u4e49\u7684pattern\u3002\u4f46\u5e76\u4e0d\u662f\u6240\u6709\u7684\u5934\u90fd\u4f1a\u51fa\u73b0\u8fd9\u79cd\u660e\u663e\u7684\u5206\u6790\uff0c\u4f5c\u8005\u8ba4\u4e3a\u53ea\u662f\u8fd9\u4e2acase\u6ca1\u6709\u7528\u5230\u800c\u5df2\uff0c\u5e76\u4e0d\u662f\u8fd9\u4e2ahead\u5c5e\u4e8e\u65e0\u610f\u4e49head\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"728\" height=\"680\" src=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/11\/image-37.png\" alt=\"\" class=\"wp-image-4490\" style=\"width:512px;height:auto\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/11\/image-37.png 728w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2023\/11\/image-37-300x280.png 300w\" sizes=\"(max-width: 728px) 100vw, 728px\" \/><\/figure><\/div>\n\n\n<blockquote class=\"wp-block-quote\">\n<p>\u8fd9\u91cc\u53ef\u4ee5\u5f97\u5230\u4e00\u4e2a\u7ed3\u8bba\uff0c\u591a\u5934attention\u7684\u6709\u4e9b\u5934\u7684\u529f\u80fd\u662f\u4e0d\u4e00\u6837\u7684\uff0c\u6709\u7684\u5934\u53ef\u80fd\u6ca1\u5565\u4fe1\u606f\uff08\u5982\u7b2c5head\uff09\uff0c\u6709\u7684\u5934pattern\u7531\u4f4d\u7f6e\u4fe1\u606f\u4e3b\u5bfc\uff0c\u6709\u7684\u5934\u7531\u8bed\u6cd5\u4fe1\u606f\u4e3b\u5bfc\uff0c\u6709\u7684\u5934\u7531\u8bcd\u6cd5\u4fe1\u606f\u4e3b\u5bfc\uff0c<strong>\u800c\u80fd\u591f\u6355\u6349\u5230\u8bed\u6cd5\/\u53e5\u6cd5\/\u8bcd\u6cd5\u4fe1\u606f\u7684\u5934\u5176\u5b9e\u662f\u975e\u5e38\u5c11\u7684<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>\u56e0\u6b64\u4e5f\u5c31\u66f4\u9700\u8981\u591a\u5934\u6ce8\u610f\u529b\u5728\u964d\u4f4ehead\u62df\u5408\u65e0\u7528\u4fe1\u606f\u7684\u6982\u7387\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd9\u91cc\u6211\u4eec\u4ee5Bert\u768412\u5934\u6ce8\u610f\u529b\u8fdb\u884c\u4e3e\u4f8b\u3002 \u6211\u4eec\u90fd\u77e5\u9053\uff0cbert\u91c7\u7528\u4e8612\u5934\u6ce8\u610f\u529b\uff0c\u540c\u65f6\u6bcf\u4e00\u4e2a\u6ce8\u610f\u529b [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_mi_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[9],"tags":[30,31,32,37,39],"views":19919,"_links":{"self":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts\/4002"}],"collection":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/comments?post=4002"}],"version-history":[{"count":1,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts\/4002\/revisions"}],"predecessor-version":[{"id":4491,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/posts\/4002\/revisions\/4491"}],"wp:attachment":[{"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/media?parent=4002"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/categories?post=4002"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.sniper97.cn\/index.php\/wp-json\/wp\/v2\/tags?post=4002"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}