{"id":368,"date":"2023-09-28T18:05:24","date_gmt":"2023-09-28T10:05:24","guid":{"rendered":"http:\/\/qqiukulele.cn\/?p=368"},"modified":"2025-03-26T15:16:36","modified_gmt":"2025-03-26T07:16:36","slug":"%e6%9c%89%e7%9b%91%e7%9d%a3%e5%ad%a6%e4%b9%a0%e5%bd%93%e4%b8%ad%e7%9a%84%e9%9d%9e%e7%ba%bf%e6%80%a7%e5%88%86%e7%b1%bb%e5%99%a8-%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c","status":"publish","type":"post","link":"https:\/\/qqiukulele.cn\/?p=368","title":{"rendered":"\u6709\u76d1\u7763\u5b66\u4e60\u5f53\u4e2d\u7684\u975e\u7ebf\u6027\u5206\u7c7b\u5668\u2014\u2014\u795e\u7ecf\u7f51\u7edc"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">MLP<\/h2>\n\n\n\n<p>MLP(multi-layer perceptrons)\uff0c\u4e2d\u6587\u5c31\u662f\u591a\u5c42\u611f\u77e5\u673a\u3001\u591a\u5c42\u5168\u8fde\u63a5\u795e\u7ecf\u7f51\u7edc\uff0c\u53ef\u4ee5\u770b\u6210\u662f\u57fa\u4e8e\u751f\u7269\u795e\u7ecf\u5143\u7684\u62bd\u8c61\u6a21\u578b\u3002\u5728\u5c42\u4e4b\u95f4\uff0c\u5229\u7528\u6fc0\u6d3b\u51fd\u6570\u5904\u7406\u6570\u636e\uff0c\u4f7f\u5f97\u5b66\u4e60\u80fd\u529b\u589e\u5f3a\u3002MLP\u6a21\u578b\u9700\u8981\u505a\u7684\u5f80\u5f80\u5c31\u662f\u9700\u8981\u82b1\u8d39\u8f83\u957f\u7684\u65f6\u95f4\u53bb\u8bad\u7ec3\u6a21\u578b\u4e2d\u7684\u53c2\u6570\uff1a\u6bcf\u5c42\u7684\u6743\u91cd\u548c\u504f\u7f6e\u3002\u65b9\u6cd5\u662f\u4f7f\u7528\u68af\u5ea6\u4e0b\u964d\u6cd5\u53bb\u8c03\u6574\u53c2\u6570\u3002<\/p>\n\n\n\n<p>\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u5c31\u662f\u7531\u5168\u8fde\u63a5\u795e\u7ecf\u7f51\u7edc+\u591a\u5c42MLP\u7ec4\u6210\uff0c\u76f8\u5f53\u4e8e\u6709\u5411\u65e0\u73af\u56fe\u3002\uff08+\u6709\u53c2\u6570\u7684\u56fe\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='http:\/\/qqiukulele.cn\/wp-content\/uploads\/2023\/09\/\u795e\u7ecf\u7f51\u7edc_1_\u524d\u9988\u7f51\u7edc-1024x348.jpg'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"348\" data-original=\"http:\/\/qqiukulele.cn\/wp-content\/uploads\/2023\/09\/\u795e\u7ecf\u7f51\u7edc_1_\u524d\u9988\u7f51\u7edc-1024x348.jpg\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-369\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<p>\u53cd\u5411\u4f20\u64ad\u7b97\u6cd5\u5c31\u662f\u53ef\u4ee5\u7528\u7b2cl\u5c42\u7684\u68af\u5ea6\u8ba1\u7b97\u7b2cl-1\u5c42\u7684\u635f\u5931\u51fd\u6570\u5149\u9047\u53c2\u6570\u7684\u68af\u5ea6\u3002\u7b80\u5355\u7684\u5c31\u662f\u5bf9\u635f\u5931\u9879+\u6b63\u5219\u9879\u53bb\u5bf9\u53c2\u6570\u6c42\u5bfc\u4f18\u5316\u53c2\u6570\u3002\u53c2\u6570\u4e00\u822c\u662f\u6743\u91cd\u548c\u504f\u7f6e\u3002\u795e\u7ecf\u7f51\u7edc\u4e2d\u4e00\u822c\u90fd\u662f\u5411\u91cf\u548c\u77e9\u9635\u7684\u6c42\u5bfc\u3002<\/p>\n\n\n\n<p>\u795e\u7ecf\u7f51\u7edc\u7684\u4f18\u5316\u65b9\u6cd5\u8fd8\u6709\u66f4\u52a0\u901a\u7528\u7684\u65b9\u6cd5\uff1a\u81ea\u52a8\u5fae\u5206\uff08AD\uff09\u3002\u5176\u5b9e\u5c31\u662f\u673a\u5668\u81ea\u52a8\u8ba1\u7b97\u94fe\u5f0f\u6cd5\u5219\u6c42\u5bfc\u3002\uff08+\u56fe\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='http:\/\/qqiukulele.cn\/wp-content\/uploads\/2023\/09\/\u795e\u7ecf\u7f51\u7edc_2_\u81ea\u52a8\u5fae\u5206-1024x305.jpg'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"305\" data-original=\"http:\/\/qqiukulele.cn\/wp-content\/uploads\/2023\/09\/\u795e\u7ecf\u7f51\u7edc_2_\u81ea\u52a8\u5fae\u5206-1024x305.jpg\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-370\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<p>softmax\u5206\u7c7b\u5668\uff0csoftmax\u51fd\u6570\u5c31\u53ef\u4ee5\u5c06k\u4e2a\u6807\u91cf\u8f6c\u5316\u4e3a\u636e\u6709k\u4e2a\u53d6\u503c\u7684\u5206\u5e03\uff0c\u53ef\u4ee5\u51fa\u6765\u4e00\u4e2a\u8fde\u7eed\u7684\u6bcf\u4e2a\u7c7b\u7684\u6982\u7387\u7684\u5206\u5e03\uff0c\u76f8\u5f53\u4e8ep\u03b8\u3002\u7528\u4e8e\u4ea4\u53c9\u71b5\u635f\u5931\u4e2d\uff0cp\u03b8\u662f\u6211\u4eec\u4f30\u8ba1\u7684\u6982\u7387\uff0c\u8981\u903c\u8fd1\u7684\u76ee\u6807\u662f\u771f\u5b9e\u7684pr\u3002\u8fd8\u6709\u4e00\u4e2aKL\u6563\u5ea6\uff0c\u6ca1\u592a\u7406\u89e3\u6e05\u695a\u3002\uff08+\u56fe\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='http:\/\/qqiukulele.cn\/wp-content\/uploads\/2023\/09\/\u795e\u7ecf\u7f51\u7edc_2_\u4ea4\u53c9\u71b5-1024x481.jpg'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"481\" data-original=\"http:\/\/qqiukulele.cn\/wp-content\/uploads\/2023\/09\/\u795e\u7ecf\u7f51\u7edc_2_\u4ea4\u53c9\u71b5-1024x481.jpg\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-371\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">RBM<\/h2>\n\n\n\n<p>\u53d7\u9650\u73bb\u5c14\u5179\u66fc\u673a\uff08Restricted Boltzmann Machine\uff0cRBM\uff09\u662f\u4e00\u79cd\u53ef\u7528<strong>\u968f\u673a\u795e\u7ecf\u7f51\u7edc<\/strong>\uff08stochastic neural network\uff09\u6765\u89e3\u91ca\u7684<strong>\u6982\u7387\u56fe\u6a21\u578b<\/strong>\uff08probabilistic graphical model\uff09\u3002\u65e0\u5411\u56fe\u7ed3\u70b9\u5206\u4e24\u7c7b\uff0c\u89c2\u6d4b\u53d8\u91cf\u548c\u9690\u85cf\u53d8\u91cf<\/p>\n\n\n\n<p>\u6570\u5b66\u57fa\u7840\u6982\u5ff5\uff1a<a href=\"https:\/\/blog.csdn.net\/itplus\/article\/details\/19168937\">\u53d7\u9650\u73bb\u5c14\u5179\u66fc\u673a\uff08RBM\uff09\u5b66\u4e60\u7b14\u8bb0\uff08\u4e00\uff09\u9884\u5907\u77e5\u8bc6_\u76ae\u679c\u63d0\u7684\u535a\u5ba2-CSDN\u535a\u5ba2<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">BP\u795e\u7ecf\u7f51\u7edc<\/h2>\n\n\n\n<p>\u4e00\u79cd\u6309\u7167\u8bef\u5dee\u9006\u5411\u4f20\u64ad\u7b97\u6cd5\u8bad\u7ec3\u7684\u591a\u5c42\u524d\u9988\u795e\u7ecf\u7f51\u7edc\uff0c\u7cfb\u7edf\u89e3\u51b3\u4e86\u591a\u5c42\u795e\u7ecf\u7f51\u7edc\u9690\u542b\u5c42<a href=\"https:\/\/baike.baidu.com\/item\/%E8%BF%9E%E6%8E%A5%E6%9D%83\/22208904?fromModule=lemma_inlink\">\u8fde\u63a5\u6743<\/a>\u5b66\u4e60\u95ee\u9898\u3002BP\u795e\u7ecf\u7f51\u7edc\u7684\u8ba1\u7b97\u8fc7\u7a0b\u7531\u6b63\u5411\u8ba1\u7b97\u8fc7\u7a0b\u548c\u53cd\u5411\u8ba1\u7b97\u8fc7\u7a0b\u7ec4\u6210\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">CNN\u6a21\u578b<\/h2>\n\n\n\n<p>\u5c31\u662f\u5377\u79ef+\u6c60\u5316\u3002\u5176\u4e2d\uff0c\u6bcf\u5c42\u5377\u79ef\u5c42\u7531\u82e5\u5e72\u5377\u79ef\u5355\u5143\u7ec4\u6210\uff0c\u6bcf\u4e2a\u5377\u79ef\u5355\u5143\u7684\u53c2\u6570\u90fd\u662f\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u7b97\u6cd5\u4f18\u5316\u5f97\u5230\u7684\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RNN\u6a21\u578b<\/h2>\n\n\n\n<p>\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08Recurrent Neural Network, RNN\uff09\u662f\u4e00\u7c7b\u4ee5\u5e8f\u5217\uff08sequence\uff09\u6570\u636e\u4e3a\u8f93\u5165\uff0c\u5728\u5e8f\u5217\u7684\u6f14\u8fdb\u65b9\u5411\u8fdb\u884c\u9012\u5f52\uff08recursion\uff09\u4e14\u6240\u6709\u8282\u70b9\uff08\u5faa\u73af\u5355\u5143\uff09\u6309\u94fe\u5f0f\u8fde\u63a5\u7684\u9012\u5f52\u795e\u7ecf\u7f51\u7edc\uff08recursive neural network\uff09\u3002\u53ea\u8981\u8003\u8651\u65f6\u95f4\u5148\u540e\u987a\u5e8f\u7684\u95ee\u9898\u90fd\u53ef\u4ee5\u4f7f\u7528RNN\u6765\u89e3\u51b3\u3002\u6240\u4ee5\u635f\u5931\u51fd\u6570\u662f\u5bf9\u5e94\u65f6\u523b\u8ba1\u7b97\u635f\u5931\u51fd\u6570\u7136\u540e\u603b\u548c\u3002\u5e26\u81ea\u53cd\u9988\u7684\u795e\u7ecf\u5143\uff0c\u80fd\u591f\u5904\u7406\u4efb\u610f\u957f\u5ea6\u7684\u65f6\u5e8f\u6570\u636e\u3002\u4f46\u662f\u91cd\u65b0\u770b\u56fe\uff0c\u6211\u5e76\u6ca1\u6709\u770b\u51fa\u5faa\u73af\u7684\u70b9\u5728\u54ea\u91cc\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='http:\/\/qqiukulele.cn\/wp-content\/uploads\/2023\/09\/\u795e\u7ecf\u7f51\u7edc_3_\u5faa\u73af\u795e\u7ecf\u7f51\u7edc-1024x262.jpg'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"262\" data-original=\"http:\/\/qqiukulele.cn\/wp-content\/uploads\/2023\/09\/\u795e\u7ecf\u7f51\u7edc_3_\u5faa\u73af\u795e\u7ecf\u7f51\u7edc-1024x262.jpg\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-372\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<p>\uff1f\u5e26\u6709Attention\u7684Encoder-Decoder\u6a21\u578b\u3002<\/p>\n\n\n\n<p>BPTT\uff08back-propagation through time\uff09\u7b97\u6cd5\u662f\u5e38\u7528\u7684\u8bad\u7ec3RNN\u7684\u65b9\u6cd5\uff0c\u5176\u5b9e\u672c\u8d28\u8fd8\u662fBP\u7b97\u6cd5\uff0c\u53ea\u4e0d\u8fc7\u7528RNN\u5904\u7406\u65f6\u95f4\u5e8f\u5217\u6570\u636e\uff0c\u6240\u4ee5\u8981\u57fa\u4e8e\u65f6\u95f4\u53cd\u5411\u4f20\u64ad\uff0c\u6545\u53eb\u968f\u65f6\u95f4\u53cd\u5411\u4f20\u64ad\u3002<\/p>\n\n\n\n<p>\uff1fRNN\u7684\u68af\u5ea6\u8ba1\u7b97\u662f\u771f\u7684\u6ca1\u770b\u61c2\uff0c\u6240\u4ee5\u4e0d\u77e5\u9053\u5982\u4f55\u89e3\u91ca\u68af\u5ea6\u6d88\u5931\u4e0e\u68af\u5ea6\u7206\u70b8\u3002\uff08\u53c2\u6570\u5b66\u4e60\u548c\u957f\u7a0b\u4f9d\u8d56\u95ee\u9898\uff09<\/p>\n\n\n\n<p>\u7531\u4e8e\u65f6\u95f4\u7ef4\u5ea6\u592a\u6df1\uff0c\u5b58\u5728\u957f\u7a0b\u4f9d\u8d56\u95ee\u9898\uff0c\u53ef\u4ee5\u53ea\u4fdd\u7559xt\u4e0eht\u7684\u975e\u7ebf\u6027\u5173\u7cfb\uff0ch\u4e4b\u95f4\u53d8\u6210\u7ebf\u6027\u5173\u7cfb\uff0c\u4f46\u662f\u4f1a\u4f7f\u5f97\u6a21\u578b\u80fd\u529b\u53d8\u5dee\u3002\u6240\u4ee5\u53d8\u7ebf\u6027\u7684\u540c\u65f6\uff0c\u628aht-1\u653e\u56de\u6fc0\u6d3b\u51fd\u6570\u91cc\u3002\u73b0\u5728\u53c8\u4ea7\u751f\u65b0\u7684\u95ee\u9898\uff1a\u5982\u679c\u6fc0\u6d3b\u51fd\u6570\u7b97\u7684\u662f\u6b63\u6570\uff0c\u90a3\u4e48ht\u4f1a\u8d8a\u6765\u8d8a\u5927\u3002<\/p>\n\n\n\n<p>\uff01RNN\u662f\u56fe\u7075\u5b8c\u5907\u7684\u3002\u8fd8\u6709\u589e\u52a0RNN\u7684\u5e76\u884c\u80fd\u529b\u4e5f\u5f88\u91cd\u8981\u3002<\/p>\n\n\n\n<p>RNN\u7684\u5e94\u7528\uff1a\u4ece\u4e00\u4e2a\u5e8f\u5217\u5230\u53e6\u4e00\u4e2a\u5e8f\u5217\u7684\u673a\u5668\u7ffb\u8bd1\uff0c\u5c31\u662f\u62ff\u4e00\u4e2aRNN\u505aencoder\u3001\u53e6\u4e00\u4e2aRNN\u505adecoder\u3002\u5f53\u7136\u4e5f\u53ef\u4ee5\u56fe\u7247\u5230\u6587\u672c\u7684\u7ffb\u8bd1\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">LSTM<\/h2>\n\n\n\n<p>\u7531\u4e8eRNN\u4e5f\u6709\u68af\u5ea6\u6d88\u5931\u7684\u95ee\u9898\uff0c\u56e0\u6b64\u5f88\u96be\u5904\u7406\u957f\u5e8f\u5217\u7684\u6570\u636e\uff0c\u5927\u725b\u4eec\u5bf9RNN\u505a\u4e86\u6539\u8fdb\uff0c\u5f97\u5230\u4e86RNN\u7684\u7279\u4f8bLSTM\uff08Long Short-Term Memory\uff09\uff0c\u957f\u77ed\u671f\u8bb0\u5fc6\u795e\u7ecf\u7f51\u7edc\uff0c\u5b83\u53ef\u4ee5\u907f\u514d\u5e38\u89c4RNN\u7684\u68af\u5ea6\u6d88\u5931\u3002LSTM\u5f15\u5165\u591a\u4e00\u4e2a\u8bb0\u5fc6\u5355\u5143\uff0c\u4e4b\u524d\u662f\u5df2\u7ecf\u6709\u4e00\u4e2ah\uff0c\u73b0\u5728\u7531\u65b0\u7684C\u6765\u505a\u7ebf\u6027\u7684\u4fe1\u606f\u7684\u4f20\u9012\uff0ch\u5c31\u7ee7\u7eed\u4f20\u9012\u975e\u7ebf\u6027\u7684\u5185\u5bb9\uff0c\u5927\u5927\u63d0\u9ad8\u4e86RNN\u7684\u5efa\u6a21\u80fd\u529b\u3002\u7136\u540e\u8fd8\u5f15\u5165\u7531\u4e09\u4e2a\u95e8\u6765\u63a7\u5236\u7ec6\u80de\u72b6\u6001\uff0c\u8fd9\u4e09\u4e2a\u95e8\u5206\u522b\u79f0\u4e3a\u9057\u5fd8\u95e8f\u3001\u8f93\u5165\u95e8i\u548c\u8f93\u51fa\u95e8\u3002f\u548ci\u90fd\u662f\u53ef\u4ee5\u901a\u8fc7\u81ea\u5df1\u7684\u6743\u91cd\u4e0ext\u548cht-1\u7b97\u51fa\u6765\u7684\u3002\u8f93\u5165\u95e8\u548c\u5019\u9009\u7684Ct\u76f8\u4e58\uff0c\u9057\u5fd8\u95e8\u5c31\u548c\u4e4b\u524d\u7684Ct-1\u76f8\u4e58\uff0cC\u7ecf\u8fc7\u975e\u7ebf\u6027\u5904\u7406\u540e\u518d\u00d7\u8f93\u51fa\u95e8\u5c31\u5f97\u5230\u6700\u65b0\u7684h\u3002\uff08\u56fe\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='http:\/\/qqiukulele.cn\/wp-content\/uploads\/2023\/09\/\u795e\u7ecf\u7f51\u7edc_4_LSTM-1024x548.jpg'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"548\" data-original=\"http:\/\/qqiukulele.cn\/wp-content\/uploads\/2023\/09\/\u795e\u7ecf\u7f51\u7edc_4_LSTM-1024x548.jpg\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-373\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">GRU<\/h2>\n\n\n\n<p>GRU(Gate Recurrent Unit)\u662f\u5faa\u73af\u795e\u7ecf\u7f51\u7edc(RNN)\u7684\u4e00\u79cd\uff0c\u662f\u95e8\u63a7\u5faa\u73af\u5355\u5143\u3002\u4ed6\u5f15\u5165\u4e86\u95e8\u63a7\u673a\u5236\uff0c\u53ef\u4ee5\u63a7\u5236\u4fe1\u606f\u7684\u7d2f\u8ba1\u901f\u5ea6\uff0c\u9009\u62e9\u5730\u52a0\u5165\u65b0\u4fe1\u606f\uff0c\u4e5f\u53ef\u4ee5\u5b9e\u73b0\u9057\u5fd8\u4fe1\u606f\u7684\u529f\u80fd\u3002<\/p>\n\n\n\n<p>\u5f15\u5165\u65b0\u5411\u91cfZ\uff0c\u4e5f\u53eb\u66f4\u65b0\u95e8\u3002\u4ed6\u7684\u6bcf\u4e00\u7ef4\u5ea6\u90fd\u662f\u57280-1\u4e4b\u95f4\u3002\u5982\u679c\u7b49\u4e8e0\uff0c\u5c31\u76f8\u5f53\u4e8e\u5fd8\u6389\u524d\u4e00\u4e2ah\u643a\u5e26\u7684\u4fe1\u606f\uff0c\u7136\u540e\u5f7b\u5e95\u4f9d\u8d56\u540e\u9762\u65b0\u4ea7\u751f\u7684\u4fe1\u606f\u3002\u65b0\u4fe1\u606f\u7684\u53d8\u6362\u4e00\u822c\u7528tanh\u53bb\u53d8\u6362\uff0ctanh\u659c\u7387\u68af\u5ea6\u5927\uff0c\u4e0d\u5bb9\u6613\u4ea7\u751f\u659c\u7387\u6d88\u5931\u7684\u95ee\u9898\u3002\u6709\u65f6\u5019\u8fd8\u4f1a\u5f15\u5165\u91cd\u7f6e\u95e8\u4f7f\u5f97ht\u53ea\u4e0e\u5f53\u524d\u65f6\u523b\u72b6\u6001xt\u6709\u5173\uff08\u56fe\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='http:\/\/qqiukulele.cn\/wp-content\/uploads\/2023\/09\/\u795e\u7ecf\u7f51\u7edc_3_GRU-1024x512.jpg'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"512\" data-original=\"http:\/\/qqiukulele.cn\/wp-content\/uploads\/2023\/09\/\u795e\u7ecf\u7f51\u7edc_3_GRU-1024x512.jpg\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-374\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='http:\/\/qqiukulele.cn\/wp-content\/uploads\/2023\/09\/\u795e\u7ecf\u7f51\u7edc_4_GRU-1024x545.jpg'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"545\" data-original=\"http:\/\/qqiukulele.cn\/wp-content\/uploads\/2023\/09\/\u795e\u7ecf\u7f51\u7edc_4_GRU-1024x545.jpg\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-375\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<p>\u5982\u679c\u60f3\u8ba9\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u5728\u975e\u65f6\u95f4\u7ef4\u5ea6\u4e0a\u53d8\u6df1\u7684\u6a21\u578b\uff0c\u6709\u5806\u53e0\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u3001\u53cc\u5411\u5faa\u73af\u6a21\u578b\uff0c\u53ef\u4ee5\u4f7f\u5f97\u9690\u542b\u7684\u4fe1\u606f\u66f4\u591a\u3002<\/p>\n\n\n\n<p>\u795e\u7ecf\u7f51\u7edc\u7684\u4f18\u5316\u96be\u70b9\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7ed3\u6784\u5dee\u5f02\u5927<\/li>\n\n\n\n<li>\u8d85\u53c2\u6570\u591a<\/li>\n\n\n\n<li>\u975e\u51f8\u4f18\u5316\u95ee\u9898\uff0c\u5f97\u627e\u5168\u5c40\u6700\u4f18\u89e3\uff0c\u9ad8\u7ef4\u5c31\u53eb\u978d\u70b9\uff0c\u4f4e\u7ef4\u5c31\u53eb\u9a7b\u70b9<\/li>\n\n\n\n<li>\u5982\u4f55\u521d\u59cb\u5316\u53c2\u6570<\/li>\n<\/ol>\n\n\n\n<p>\u6b8b\u5dee\u8fde\u63a5\u53ef\u4ee5\u4f7f\u5f97\u5730\u5f62\u4f18\u5316\u5730\u66f4\u52a0\u5e73\u7f13\u3002<\/p>\n\n\n\n<p>\u968f\u673a\u68af\u5ea6\u662f\u6309\u7167\u68af\u5ea6\u7684\u53cd\u65b9\u5411\u66f4\u65b0\u53c2\u6570\uff0c\u53ef\u4ee5\u8fdb\u884c\u5c0f\u6279\u91cf\u968f\u673a\u68af\u5ea6\u4e0b\u964d\u3002<\/p>\n\n\n\n<p>Adam\u52a8\u6001\u8c03\u8282\u5b66\u4e60\u7387\u3002<\/p>\n\n\n\n<p>\u63d0\u9ad8\u795e\u7ecf\u7f51\u7edc\u7684\u6cdb\u5316\u80fd\u529b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5e72\u6270\u4f18\u5316\u8fc7\u7a0b:\u65e9\u505c\u6cd5\u3001\u6682\u9000\u6cd5\u3001\u6743\u91cd\u8870\u51cf\u3001SGD<\/li>\n\n\n\n<li>\u589e\u52a0\u7ea6\u675f:\u6b63\u5219\u9879l1\u548cl2<\/li>\n<\/ol>\n\n\n\n<p>\u6682\u9000\u6cd5\uff1a\u5f15\u5165\u4e00\u4e2a\u968f\u673a\u7684\u63a9\u7801\u51fd\u6570\uff0c\u5c06\u4e00\u4e9b\u795e\u7ecf\u5143\u7ed9\u9690\u85cf\u6389\uff0c\u8bad\u7ec3\u7684\u662fdropout\u540e\u7684\u5b50\u7f51\u7edc\u3002\u5982\u679c\u6709n\u4e2a\u795e\u7ecf\u5143\uff0c\u53ef\u4ee5\u91c7\u6837\u51fa2\u7684n\u6b21\u65b9\u4e2a\u5b50\u7f51\u7edc\u3002\u8fd9\u91cc\u6d89\u53ca\u5230\u4ece\u8d1d\u53f6\u65af\u5b66\u4e60\u89d2\u5ea6\u53bb\u5206\u6790\u610f\u4e49\uff0c\u4f46\u662f\u6211\u4e0d\u662f\u5f88\u61c2\uff0c\u5bf9\u53c2\u6570\u03b8\u7684\u91c7\u6837\uff0c\u0398\u662f\u5565\u6765\u7740\uff1f<\/p>\n\n\n\n<p>\u6b63\u5219\u5316\u7684\u65f6\u5019\u63d0\u5230\u4e86\u8303\u6570\uff0cl1\u548cl2\u8303\u6570\uff0c\u8981\u5c0f\u4e8e\u7b49\u4e8e1\u3002\u6b63\u5219\u5316\u7cfb\u6570\u8d8a\u5927\uff0c\u8d8a\u63a5\u8fd1\u7ebf\u6027\uff0c\u4e5f\u5c31\u662f\u5bf9\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u7ea6\u675f\u8d8a\u5f3a\u3002l2\u6b63\u5219\u5316\u4e5f\u662f\u4f1a\u5229\u7528\u6743\u91cd\u8870\u51cf\u8fdb\u884c\u53c2\u6570\u7684\u66f4\u65b0\u7684\u5440\uff0c\u6211\u4ee5\u4e3a\u5c31\u662f\u4e0d\u53d8\u7684\u6b63\u5219\u9879\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7f51\u7edc\u90e8\u4ef6\uff08\u8fd0\u7528\u5230\u4efb\u610f\u795e\u7ecf\u7f51\u7edc\uff09<\/h2>\n\n\n\n<p>\u6ce8\u610f\u529b\u673a\u5236<\/p>\n\n\n\n<p>\u4e24\u79cd\u6ce8\u610f\u529b\uff0c\u81ea\u4e0b\u800c\u4e0a\u7684pooling\u548c\u81ea\u4e0a\u800c\u4e0b\u7684focus\u3002\u7136\u540e\u53c8\u5206hard attention\u548csoft attention\uff0csoft attention\u5c31\u662f\u5f15\u5165\u6253\u5206\u673a\u5236\u6765\u5bf9\u5173\u6ce8\u7b2cn\u4e2a\u4fe1\u606f\u7684\u6982\u7387\u8fdb\u884c\u6253\u5206\uff0c\u627e\u51fa\u6700\u50cf\u7684\u3002\u56e0\u4e3a\u8981\u628a\u6c42\u51fa\u6253\u5206\u51fd\u6570\u5904\u7406\u540e\u7684\u7ed3\u679c\u8fdb\u884c\u5206\u5e03\u5904\u7406\u89c2\u5bdf\u561b\uff0c\u6240\u4ee5\u5f88\u5bb9\u6613\u60f3\u5230softmax\u3002<\/p>\n\n\n\n<p>\u4e0d\u8fc7\u6709\u4e2a\u7591\u95ee\uff0c\u6700\u540e\u628a\u6240\u6709\u5206\u5e03\u6743\u52a0\u8d77\u6765\u4e86\uff0c\u90a3\u4e00\u4e2a\u603b\u7684\u7ed3\u679c\uff0c\u600e\u4e48\u770b\u5230\u5e95\u9009\u51fa\u54ea\u4e2a\u6982\u7387\u5462\uff1f\u4e3a\u5565\u4e0d\u662fmax\u51fa\u6700\u597d\u7684\u6982\u7387\u634f\uff1f\uff08\u56fe\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='http:\/\/qqiukulele.cn\/wp-content\/uploads\/2023\/09\/\u795e\u7ecf\u7f51\u7edc_4_\u8f6f\u6027\u6ce8\u610f\u529b\u673a\u5236-1024x478.jpg'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"478\" data-original=\"http:\/\/qqiukulele.cn\/wp-content\/uploads\/2023\/09\/\u795e\u7ecf\u7f51\u7edc_4_\u8f6f\u6027\u6ce8\u610f\u529b\u673a\u5236-1024x478.jpg\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-376\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<p>\u6253\u5206\u51fd\u6570S\uff08Xn,q\uff09\u4e5f\u6709\u51e0\u79cd\u7684\uff0c<\/p>\n\n\n\n<p>\u90a3\u4e48\u628a\u8fde\u7eed\u7684\u5206\u5e03\u53d8\u6210\u79bb\u6563\u7684\u5206\u5e03\uff0c\u5c31\u662fhard attention\u3002\u7531\u4e8e\u662f\u79bb\u6563\u7684\uff0c\u786c\u6027\u6ce8\u610f\u529b\u5c31\u6ca1\u6709\u68af\u5ea6\uff0c\u6240\u4ee5\u901a\u5e38\u7ed3\u5408\u5f3a\u5316\u5b66\u4e60\u6765\u628a\u4ed6\u770b\u4f5c\u8fde\u7eed\u7684\u51b3\u7b56\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<p>\u952e\u503c\u5bf9\u6ce8\u610f\u529b\u673a\u5236\uff0c\u7528key\u7ecf\u8fc7softmax\u51fd\u6570\u505a\u6982\u7387\u5206\u5e03\u03b1\uff0c\u518d\u62ff\u03b1\u548cv\u505a\u7ed3\u679c\u7684\u6c47\u603b\u3002\u952e\u8ba1\u7b97\u76f8\u4f3c\u5ea6\uff0c\u503c\u8fdb\u884c\u6c47\u603b\uff0c\u76f8\u5f53\u4e8e\u529f\u80fd\u5206\u79bb\u4e86\u3002\u4e3a\u5565\u5206\u79bb\u5c31\u66f4\u5f3a\u5927\u4e86\u5462\uff1f\uff08\u56fe\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='http:\/\/qqiukulele.cn\/wp-content\/uploads\/2023\/09\/\u795e\u7ecf\u7f51\u7edc_4_\u952e\u503c\u5bf9\u6ce8\u610f\u529b\u673a\u5236-1024x428.jpg'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"428\" data-original=\"http:\/\/qqiukulele.cn\/wp-content\/uploads\/2023\/09\/\u795e\u7ecf\u7f51\u7edc_4_\u952e\u503c\u5bf9\u6ce8\u610f\u529b\u673a\u5236-1024x428.jpg\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-377\"  sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/div><\/figure>\n\n\n\n<p>\u6307\u9488\u7f51\u7edc\uff1a\u53ea\u9700\u8981\u627e\u51fa\u548c\u4efb\u52a1\u76f8\u5173\u7684\u4fe1\u606f\u5728\u54ea\u91cc\u5c31\u884c\u4e86\u3002\u4e0d\u9700\u8981\u52a0\u6743\u6c47\u603b\u4e86\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236\u53ef\u4ee5\u964d\u4f4eRNN\u6a21\u578b\u7684\u590d\u6742\u5ea6\uff0c\u4ed6\u5c31\u4e0d\u7528\u5173\u6ce8\u592a\u591a\u4efb\u52a1\u76f8\u5173\u7684\u5185\u5bb9\uff0c\u53ea\u8d1f\u8d23\u5efa\u7acb\u901a\u7528\u7684\u8868\u793a\u3002\u6bd4\u5982\u4e0d\u7528\u5728\u610f\u5173\u6ce8\u7684\u662f\u60c5\u611f\u95ee\u9898\u8fd8\u662f\u5206\u7c7b\u95ee\u9898\u4e86\u3002\u673a\u5668\u7ffb\u8bd1\u7684encode\u548cdecode\u91cc\u4e5f\u53ef\u4ee5\u7ed3\u5408attention\uff0c\u53ef\u4ee5\u5145\u5f53\u8bcd\u5bf9\u9f50\u4f5c\u7528\u6765\u63d0\u9ad8\u673a\u5668\u7ffb\u8bd1\u7684\u80fd\u529b\u3002attention\u5c31\u662f\u4e3b\u8981\u770b\u4e0a\u4e0b\u6587?<\/p>\n\n\n\n<p>\u4e0a\u9762\u8bf4\u5230\u7684q\u5c31\u662f\u5916\u90e8\u7684\u67e5\u8be2\u5411\u91cf\uff0c\u9700\u8981\u4eba\u4e3a\u63d0\u4f9b\u3002\u800c\u5728\u81ea\u6ce8\u610f\u529b\u6a21\u578b\u91cc\u7684q\u5c31\u662f\u81ea\u5df1\uff0c\u5728\u53e5\u5b50\u5185\u505aattention\uff0c\u5f97\u5230\u8fd9\u4e2a\u8bcd\u7684\u4e0a\u4e0b\u6587\u76f8\u5173\u8868\u793a\uff0c\u4e0d\u9700\u8981\u5916\u90e8\u4f20\u9012\u3002softmax\u5f97\u5230\u6ce8\u610f\u529b\u77e9\u9635\u3002\u9996\u5148\u8ba1\u7b97\u7b2cn\u4e2a\u8bcd\u5bf9\u5176\u4ed6\u8bcd\u7684\u6743\u91cd\uff0chn\u5c31\u662f\u7b2cn\u4e2a\u8bcd\u7684\u4e0a\u4e0b\u6587\u8868\u793a\u3002<\/p>\n\n\n\n<p>transformer\uff1a\u628a\u6bcf\u4e2a\u4f4d\u7f6e\u7f16\u7801\u6210\u4e00\u4e2a\u5411\u91cf\uff0c\u7136\u540e\u628a\u8bcd\u5411\u91cf\u52a0\u8d77\u6765\uff0c\u65b0\u7684x\u5c31\u80fd\u8003\u8651\u8ddd\u79bb\u548c\u5185\u5bb9\u7684\u76f8\u5173\u5ea6\u3002\u5c42\u5f52\u4e00\u5316\uff0c\u80fd\u4f7f\u5f97\u5c42\u66f4\u6df1\uff0ctransformer\u662f\u5168\u8fde\u63a5\u7684\uff0c\u5efa\u7acb\u4e86\u4efb\u610f\u4e24\u4e2a\u8bcd\u4e4b\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\uff0c\u4e0d\u505c\u8fed\u4ee3\u5f97\u5230\u6bcf\u4e2a\u8bcd\u7684\u4e0a\u4e0b\u6587\u8868\u793a\u3002<\/p>\n\n\n\n<p>\u7ed3\u6784\u5316\u7684\u5916\u90e8\u8bb0\u5fc6\uff1a\u662f\u4e00\u4e2a\u77e9\u9635\u6765\u7684\uff0c\u4e3b\u63a7\u7f51\u7edc\u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236\u8fdb\u884c\u5bfb\u5740\uff0c\u518d\u5230\u786e\u5b9a\u7684\u5916\u90e8\u8bb0\u5fc6\u5355\u5143\u8fdb\u884c\u8bfb\u5199\u3002\u4e0d\u662f\u5f88\u61c2\uff0c\u4e00\u822c\u8bb0\u5fc6\u4ec0\u4e48\u5462\uff1f\u8bb0\u5f55\u5404\u79cd\u72b6\u6001\u548c\u7279\u5f81\u561b\uff1f\u56fe\u7075\u673a-&gt;\u53ef\u5fae\u5206\u56fe\u7075\u67b6\u6784\u673a<\/p>\n\n\n\n<p>\u8054\u60f3\u8bb0\u5fc6\uff0c\u5206\u81ea\u8054\u60f3\u548c\u5f02\u8054\u60f3\uff0c\u53ef\u4ee5\u66f4\u597d\u5730\u589e\u52a0\u7f51\u7edc\u7684\u6570\u636e\u5bb9\u91cf\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u51c6\u5907\u53bb\u4e0a\u665a\u4e0a\u7684\u7b97\u6cd5\u8bfe\uff0c\u660e\u5929\u653e\u4e2d\u79cb\u5047\uff01\u5148\u628a\u8fd9\u5468\u7684\u5b66\u4e60\u5185\u5bb9\u53d1\u5e03\u4e00\u4e0b\u3002<\/p>\n","protected":false},"author":1,"featured_media":372,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[],"class_list":["post-368","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-20"],"_links":{"self":[{"href":"https:\/\/qqiukulele.cn\/index.php?rest_route=\/wp\/v2\/posts\/368","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/qqiukulele.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/qqiukulele.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/qqiukulele.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/qqiukulele.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=368"}],"version-history":[{"count":1,"href":"https:\/\/qqiukulele.cn\/index.php?rest_route=\/wp\/v2\/posts\/368\/revisions"}],"predecessor-version":[{"id":378,"href":"https:\/\/qqiukulele.cn\/index.php?rest_route=\/wp\/v2\/posts\/368\/revisions\/378"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/qqiukulele.cn\/index.php?rest_route=\/wp\/v2\/media\/372"}],"wp:attachment":[{"href":"https:\/\/qqiukulele.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=368"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/qqiukulele.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=368"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/qqiukulele.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=368"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}