{"id":5249,"date":"2025-04-02T16:27:30","date_gmt":"2025-04-02T08:27:30","guid":{"rendered":"https:\/\/infernews.com\/?page_id=5249"},"modified":"2025-04-02T17:12:01","modified_gmt":"2025-04-02T09:12:01","slug":"transformer-%e7%94%a8%e4%bd%9c%e8%aa%9e%e8%a8%80%e7%bf%bb%e8%ad%af","status":"publish","type":"page","link":"https:\/\/infernews.com\/blog\/transformer-%e7%94%a8%e4%bd%9c%e8%aa%9e%e8%a8%80%e7%bf%bb%e8%ad%af\/","title":{"rendered":"Transformer \u7528\u4f5c\u8a9e\u8a00\u7ffb\u8b6f"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\">\u5982\u4f55\u4f7f\u7528 Transformer \u4f5c\u8a9e\u8a00\u7ffb\u8b6f<\/h1>\n\n\n\n<p>Transformer \u6a21\u578b\u662f\u4e00\u7a2e\u5f37\u5927\u7684\u6df1\u5ea6\u5b78\u7fd2\u67b6\u69cb\uff0c\u7279\u5225\u9069\u5408\u8a9e\u8a00\u7ffb\u8b6f\u9019\u985e\u5e8f\u5217\u5230\u5e8f\u5217\uff08sequence-to-sequence\uff09\u7684\u4efb\u52d9\u3002\u4ee5\u4e0b\u662f\u4f7f\u7528 Transformer \u9032\u884c\u8a9e\u8a00\u7ffb\u8b6f\u7684\u8a73\u7d30\u6b65\u9a5f\uff0c\u5f9e\u6578\u64da\u6e96\u5099\u5230\u6a21\u578b\u90e8\u7f72\uff0c\u6db5\u84cb\u4e86\u6574\u500b\u6d41\u7a0b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">1. \u7406\u89e3\u8a9e\u8a00\u7ffb\u8b6f\u4efb\u52d9<\/h2>\n\n\n\n<p>\u8a9e\u8a00\u7ffb\u8b6f\u7684\u76ee\u6a19\u662f\u5c07\u4e00\u7a2e\u8a9e\u8a00\uff08\u6e90\u8a9e\u8a00\uff09\u7684\u6587\u672c\u8f49\u63db\u70ba\u53e6\u4e00\u7a2e\u8a9e\u8a00\uff08\u76ee\u6a19\u8a9e\u8a00\uff09\u3002Transformer \u6a21\u578b\u901a\u904e\u5176\u81ea\u6ce8\u610f\u529b\u6a5f\u5236\uff08Self-Attention\uff09\uff0c\u80fd\u5920\u9ad8\u6548\u6355\u6349\u53e5\u5b50\u4e2d\u7684\u8a9e\u7fa9\u548c\u8a9e\u6cd5\u7d50\u69cb\uff0c\u975e\u5e38\u9069\u5408\u9019\u4e00\u4efb\u52d9\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">2. Transformer \u6a21\u578b\u67b6\u69cb<\/h2>\n\n\n\n<p>Transformer \u7531\u5169\u500b\u4e3b\u8981\u90e8\u5206\u7d44\u6210\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7de8\u78bc\u5668\uff08Encoder\uff09<\/strong>\uff1a\u8655\u7406\u6e90\u8a9e\u8a00\u7684\u8f38\u5165\u5e8f\u5217\uff0c\u751f\u6210\u4e00\u500b\u4e0a\u4e0b\u6587\u5411\u91cf\uff0c\u9019\u500b\u5411\u91cf\u5305\u542b\u4e86\u6e90\u53e5\u5b50\u7684\u8a9e\u7fa9\u4fe1\u606f\u3002<\/li>\n\n\n\n<li><strong>\u89e3\u78bc\u5668\uff08Decoder\uff09<\/strong>\uff1a\u6839\u64da\u4e0a\u4e0b\u6587\u5411\u91cf\uff0c\u9010\u6b65\u751f\u6210\u76ee\u6a19\u8a9e\u8a00\u7684\u8f38\u51fa\u5e8f\u5217\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5176\u6838\u5fc3\u662f\u81ea\u6ce8\u610f\u529b\u6a5f\u5236\uff0c\u5141\u8a31\u6a21\u578b\u52d5\u614b\u95dc\u6ce8\u5e8f\u5217\u4e2d\u4e0d\u540c\u4f4d\u7f6e\u7684\u4fe1\u606f\uff0c\u5f9e\u800c\u66f4\u597d\u5730\u8655\u7406\u9577\u8ddd\u96e2\u4f9d\u8cf4\u95dc\u4fc2\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">3. \u6578\u64da\u6e96\u5099<\/h2>\n\n\n\n<p>\u8981\u8a13\u7df4\u4e00\u500b Transformer \u6a21\u578b\uff0c\u9996\u5148\u9700\u8981\u6e96\u5099\u6578\u64da\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5e73\u884c\u8a9e\u6599\u5eab<\/strong>\uff1a\u6536\u96c6\u5927\u91cf\u7684\u96d9\u8a9e\u5c0d\u9f4a\u53e5\u5b50\uff0c\u4f8b\u5982\u4e2d\u6587\u548c\u82f1\u6587\u7684\u53e5\u5b50\u5c0d\u3002<\/li>\n\n\n\n<li><strong>\u9810\u8655\u7406\u6b65\u9a5f<\/strong>\uff1a<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5206\u8a5e\uff08Tokenization\uff09<\/strong>\uff1a\u5c07\u53e5\u5b50\u5206\u89e3\u70ba\u55ae\u8a5e\u6216\u5b50\u8a5e\u55ae\u5143\uff08\u5982\u4f7f\u7528 SentencePiece \u6216 BPE\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6578\u503c\u5316<\/strong>\uff1a\u5c07\u6587\u672c\u8f49\u63db\u70ba\u6578\u503c\u8868\u793a\uff0c\u4f8b\u5982\u901a\u904e\u8a5e\u5d4c\u5165\uff08word embeddings\uff09\u5c07\u8a5e\u8f49\u70ba\u5411\u91cf\u3002<\/li>\n\n\n\n<li><strong>\u586b\u5145\uff08Padding\uff09<\/strong>\uff1a\u5c07\u53e5\u5b50\u7d71\u4e00\u5230\u76f8\u540c\u9577\u5ea6\uff0c\u4ee5\u4fbf\u6279\u91cf\u8655\u7406\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">4. \u6a21\u578b\u8a13\u7df4<\/h2>\n\n\n\n<p>\u8a13\u7df4 Transformer \u6a21\u578b\u7684\u904e\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8f38\u5165\u8207\u8f38\u51fa<\/strong>\uff1a\u5c07\u6e90\u8a9e\u8a00\u53e5\u5b50\u8f38\u5165\u7de8\u78bc\u5668\uff0c\u751f\u6210\u4e0a\u4e0b\u6587\u5411\u91cf\uff1b\u89e3\u78bc\u5668\u6839\u64da\u6b64\u5411\u91cf\u9810\u6e2c\u76ee\u6a19\u8a9e\u8a00\u53e5\u5b50\u3002<\/li>\n\n\n\n<li><strong>\u640d\u5931\u51fd\u6578<\/strong>\uff1a\u4f7f\u7528\u4ea4\u53c9\u71b5\u640d\u5931\uff08Cross-Entropy Loss\uff09\u8861\u91cf\u9810\u6e2c\u5e8f\u5217\u8207\u5be6\u969b\u5e8f\u5217\u7684\u5dee\u7570\u3002<\/li>\n\n\n\n<li><strong>\u512a\u5316\u5668<\/strong>\uff1a\u63a1\u7528 Adam \u512a\u5316\u5668\uff0c\u4e26\u53ef\u914d\u5408\u5b78\u7fd2\u7387\u8abf\u5ea6\uff08\u5982 Warmup-Decay\uff09\u4f86\u7a69\u5b9a\u8a13\u7df4\u3002<\/li>\n\n\n\n<li><strong>\u786c\u9ad4\u652f\u6301<\/strong>\uff1a\u5229\u7528 GPU \u9032\u884c\u4e26\u884c\u8a08\u7b97\uff0c\u52a0\u901f\u8a13\u7df4\u904e\u7a0b\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">5. \u6a21\u578b\u8a55\u4f30<\/h2>\n\n\n\n<p>\u8a13\u7df4\u5b8c\u6210\u5f8c\uff0c\u9700\u8981\u8a55\u4f30\u6a21\u578b\u6027\u80fd\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6e2c\u8a66\u96c6<\/strong>\uff1a\u5728\u7368\u7acb\u7684\u6e2c\u8a66\u6578\u64da\u4e0a\u904b\u884c\u6a21\u578b\u3002<\/li>\n\n\n\n<li><strong>\u8a55\u4f30\u6307\u6a19<\/strong>\uff1a<\/li>\n\n\n\n<li><strong>BLEU \u5206\u6578<\/strong>\uff1a\u8861\u91cf\u7ffb\u8b6f\u8207\u53c3\u8003\u7ffb\u8b6f\u7684\u76f8\u4f3c\u5ea6\uff0c\u662f\u6700\u5e38\u7528\u7684\u6307\u6a19\u3002<\/li>\n\n\n\n<li><strong>\u4eba\u5de5\u8a55\u4f30<\/strong>\uff1a\u6aa2\u67e5\u7ffb\u8b6f\u7684\u6d41\u66a2\u5ea6\u548c\u6e96\u78ba\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">6. \u63a8\u7406\uff08\u7ffb\u8b6f\u65b0\u53e5\u5b50\uff09<\/h2>\n\n\n\n<p>\u5c07\u6a21\u578b\u7528\u65bc\u5be6\u969b\u7ffb\u8b6f\u6642\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7de8\u78bc<\/strong>\uff1a\u5c07\u6e90\u8a9e\u8a00\u53e5\u5b50\u8f38\u5165\u7de8\u78bc\u5668\uff0c\u751f\u6210\u4e0a\u4e0b\u6587\u5411\u91cf\u3002<\/li>\n\n\n\n<li><strong>\u89e3\u78bc<\/strong>\uff1a\u5f9e\u958b\u59cb\u6a19\u8a18\uff08<code>&lt;start><\/code>\uff09\u958b\u59cb\uff0c\u89e3\u78bc\u5668\u9010\u6b65\u751f\u6210\u76ee\u6a19\u8a9e\u8a00\u7684\u8a5e\uff0c\u76f4\u5230\u7d50\u675f\u6a19\u8a18\uff08<code>&lt;end><\/code>\uff09\u3002<\/li>\n\n\n\n<li><strong>\u641c\u7d22\u7b56\u7565<\/strong>\uff1a\u4f7f\u7528\u675f\u641c\u7d22\uff08Beam Search\uff09\u9078\u64c7\u6982\u7387\u6700\u9ad8\u7684\u7ffb\u8b6f\u5e8f\u5217\uff0c\u63d0\u5347\u7ffb\u8b6f\u8cea\u91cf\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">7. \u5fae\u8abf\u8207\u6539\u9032<\/h2>\n\n\n\n<p>\u70ba\u4e86\u63d0\u5347\u6a21\u578b\u6548\u679c\uff0c\u53ef\u4ee5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9818\u57df\u9069\u61c9<\/strong>\uff1a\u91dd\u5c0d\u7279\u5b9a\u9818\u57df\uff08\u5982\u91ab\u7642\u3001\u6cd5\u5f8b\uff09\u7684\u8a9e\u6599\u9032\u884c\u5fae\u8abf\u3002<\/li>\n\n\n\n<li><strong>\u8d85\u53c3\u6578\u8abf\u6574<\/strong>\uff1a\u6539\u8b8a\u5c64\u6578\u3001\u6ce8\u610f\u529b\u982d\u6578\u6216\u96b1\u85cf\u5c64\u7dad\u5ea6\u7b49\u53c3\u6578\u3002<\/li>\n\n\n\n<li><strong>\u9810\u8a13\u7df4\u6a21\u578b<\/strong>\uff1a\u57fa\u65bc\u9810\u8a13\u7df4\u6a21\u578b\uff08\u5982 T5 \u6216 BERT\uff09\u9032\u884c\u5fae\u8abf\uff0c\u7bc0\u7701\u8a13\u7df4\u6642\u9593\u4e26\u63d0\u5347\u6027\u80fd\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">8. \u90e8\u7f72\u61c9\u7528<\/h2>\n\n\n\n<p>\u5c07\u6a21\u578b\u61c9\u7528\u65bc\u5be6\u6642\u7ffb\u8b6f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u90e8\u7f72\u65b9\u5f0f<\/strong>\uff1a\u5c07\u6a21\u578b\u6574\u5408\u5230 Web \u670d\u52d9\u6216\u79fb\u52d5\u61c9\u7528\u4e2d\u3002<\/li>\n\n\n\n<li><strong>\u6027\u80fd\u512a\u5316<\/strong>\uff1a\u4f7f\u7528\u6a21\u578b\u58d3\u7e2e\u6216\u63a8\u7406\u5f15\u64ce\uff08\u5982 ONNX Runtime\uff09\u63d0\u9ad8\u901f\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">9. \u6ce8\u610f\u4e8b\u9805<\/h2>\n\n\n\n<p>\u5728\u4f7f\u7528 Transformer \u6642\u9700\u8003\u616e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8a5e\u5f59\u8868\u5916\u8a5e<\/strong>\uff1a\u901a\u904e\u5b50\u8a5e\u5206\u8a5e\u8655\u7406\u672a\u898b\u904e\u7684\u8a5e\u3002<\/li>\n\n\n\n<li><strong>\u9577\u53e5\u5b50<\/strong>\uff1a\u96d6\u7136 Transformer \u64c5\u9577\u9577\u53e5\u8655\u7406\uff0c\u4f46\u6975\u9577\u53e5\u5b50\u4ecd\u53ef\u80fd\u5f71\u97ff\u6027\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u8a9e\u8a00\u7279\u6027<\/strong>\uff1a\u91dd\u5c0d\u4e0d\u540c\u8a9e\u8a00\u7684\u8a9e\u6cd5\u5dee\u7570\uff08\u5982\u8a5e\u5e8f\u3001\u6642\u614b\uff09\u9032\u884c\u8abf\u6574\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">10. \u8cc7\u6e90\u8207\u5de5\u5177<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u53c3\u8003\u6587\u737b<\/strong>\uff1a\u300aAttention is All You Need\u300b\uff08Vaswani et al.\uff09\uff0c\u8a73\u7d30\u4ecb\u7d39 Transformer \u539f\u7406\u3002<\/li>\n\n\n\n<li><strong>\u958b\u6e90\u5de5\u5177<\/strong>\uff1a<\/li>\n\n\n\n<li><strong>TensorFlow \/ PyTorch<\/strong>\uff1a\u7528\u65bc\u81ea\u5b9a\u7fa9\u5be6\u73fe Transformer\u3002<\/li>\n\n\n\n<li><strong>Hugging Face Transformers<\/strong>\uff1a\u63d0\u4f9b\u9810\u8a13\u7df4\u6a21\u578b\u548c\u7c21\u55ae\u7684\u8a13\u7df4\u63a5\u53e3\uff0c\u76f4\u63a5\u652f\u6301\u7ffb\u8b6f\u4efb\u52d9\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u7e3d\u7d50<\/h2>\n\n\n\n<p>\u4f7f\u7528 Transformer \u9032\u884c\u8a9e\u8a00\u7ffb\u8b6f\u7684\u6d41\u7a0b\u5305\u62ec\u6578\u64da\u6e96\u5099\u3001\u6a21\u578b\u8a13\u7df4\u3001\u8a55\u4f30\u3001\u63a8\u7406\u548c\u90e8\u7f72\u3002\u6191\u85c9\u81ea\u6ce8\u610f\u529b\u6a5f\u5236\u548c\u4e26\u884c\u8a08\u7b97\u80fd\u529b\uff0cTransformer \u5728\u7ffb\u8b6f\u4efb\u52d9\u4e2d\u8868\u73fe\u5353\u8d8a\u3002\u901a\u904e\u4e0a\u8ff0\u6b65\u9a5f\uff0c\u4f60\u53ef\u4ee5\u69cb\u5efa\u4e00\u500b\u9ad8\u6548\u7684\u7ffb\u8b6f\u7cfb\u7d71\uff0c\u4e26\u6839\u64da\u9700\u6c42\u9032\u884c\u512a\u5316\u548c\u61c9\u7528\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5982\u4f55\u4f7f\u7528 Transformer \u4f5c\u8a9e\u8a00\u7ffb\u8b6f Transformer \u6a21\u578b\u662f\u4e00\u7a2e\u5f37\u5927\u7684\u6df1\u5ea6\u5b78\u7fd2\u67b6\u69cb\uff0c\u7279\u5225\u9069\u5408\u8a9e\u8a00\u7ffb\u8b6f\u9019\u985e\u5e8f\u5217\u5230\u5e8f\u5217\uff08sequence-to-sequence\uff09\u7684\u4efb\u52d9\u3002\u4ee5\u4e0b\u662f\u4f7f\u7528 Transformer \u9032\u884c\u8a9e\u8a00\u7ffb\u8b6f\u7684\u8a73\u7d30\u6b65\u9a5f\uff0c\u5f9e\u6578\u64da\u6e96\u5099\u5230\u6a21\u578b\u90e8\u7f72\uff0c\u6db5\u84cb\u4e86\u6574\u500b\u6d41\u7a0b\u3002 1. \u7406\u89e3\u8a9e\u8a00\u7ffb\u8b6f\u4efb\u52d9 \u8a9e\u8a00\u7ffb\u8b6f\u7684\u76ee\u6a19\u662f\u5c07\u4e00\u7a2e\u8a9e\u8a00\uff08\u6e90\u8a9e\u8a00\uff09\u7684\u6587\u672c\u8f49\u63db\u70ba\u53e6\u4e00\u7a2e\u8a9e\u8a00\uff08\u76ee\u6a19\u8a9e\u8a00\uff09\u3002Transformer \u6a21\u578b\u901a\u904e\u5176\u81ea\u6ce8\u610f\u529b\u6a5f\u5236\uff08Self-Attention\uff09\uff0c\u80fd\u5920\u9ad8\u6548\u6355\u6349\u53e5\u5b50\u4e2d\u7684\u8a9e\u7fa9\u548c\u8a9e\u6cd5\u7d50\u69cb\uff0c\u975e\u5e38\u9069\u5408\u9019\u4e00\u4efb\u52d9\u3002 2. Transformer \u6a21\u578b\u67b6\u69cb Transformer \u7531\u5169\u500b\u4e3b\u8981\u90e8\u5206\u7d44\u6210\uff1a \u5176\u6838\u5fc3\u662f\u81ea\u6ce8\u610f\u529b\u6a5f\u5236\uff0c\u5141\u8a31\u6a21\u578b\u52d5\u614b\u95dc\u6ce8\u5e8f\u5217\u4e2d\u4e0d\u540c\u4f4d\u7f6e\u7684\u4fe1\u606f\uff0c\u5f9e\u800c\u66f4\u597d\u5730\u8655\u7406\u9577\u8ddd\u96e2\u4f9d\u8cf4\u95dc\u4fc2\u3002 3. \u6578\u64da\u6e96\u5099 \u8981\u8a13\u7df4\u4e00\u500b Transformer \u6a21\u578b\uff0c\u9996\u5148\u9700\u8981\u6e96\u5099\u6578\u64da\uff1a 4. \u6a21\u578b\u8a13\u7df4 \u8a13\u7df4 Transformer \u6a21\u578b\u7684\u904e\u7a0b\u5982\u4e0b\uff1a 5. \u6a21\u578b\u8a55\u4f30 \u8a13\u7df4\u5b8c\u6210\u5f8c\uff0c\u9700\u8981\u8a55\u4f30\u6a21\u578b\u6027\u80fd\uff1a 6. \u63a8\u7406\uff08\u7ffb\u8b6f\u65b0\u53e5\u5b50\uff09 \u5c07\u6a21\u578b\u7528\u65bc\u5be6\u969b\u7ffb\u8b6f\u6642\uff1a 7. \u5fae\u8abf\u8207\u6539\u9032 \u70ba\u4e86\u63d0\u5347\u6a21\u578b\u6548\u679c\uff0c\u53ef\u4ee5\uff1a 8. \u90e8\u7f72\u61c9\u7528 \u5c07\u6a21\u578b\u61c9\u7528\u65bc\u5be6\u6642\u7ffb\u8b6f\uff1a 9. \u6ce8\u610f\u4e8b\u9805 \u5728\u4f7f\u7528 Transformer \u6642\u9700\u8003\u616e\uff1a 10. \u8cc7\u6e90\u8207\u5de5\u5177 \u7e3d\u7d50 \u4f7f\u7528 Transformer \u9032\u884c\u8a9e\u8a00\u7ffb\u8b6f\u7684\u6d41\u7a0b\u5305\u62ec\u6578\u64da\u6e96\u5099\u3001\u6a21\u578b\u8a13\u7df4\u3001\u8a55\u4f30\u3001\u63a8\u7406\u548c\u90e8\u7f72\u3002\u6191\u85c9\u81ea\u6ce8\u610f\u529b\u6a5f\u5236\u548c\u4e26\u884c\u8a08\u7b97\u80fd\u529b\uff0cTransformer \u5728\u7ffb\u8b6f\u4efb\u52d9\u4e2d\u8868\u73fe\u5353\u8d8a\u3002\u901a\u904e\u4e0a\u8ff0\u6b65\u9a5f\uff0c\u4f60\u53ef\u4ee5\u69cb\u5efa\u4e00\u500b\u9ad8\u6548\u7684\u7ffb\u8b6f\u7cfb\u7d71\uff0c\u4e26\u6839\u64da\u9700\u6c42\u9032\u884c\u512a\u5316\u548c\u61c9\u7528\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"class_list":["post-5249","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages\/5249","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=5249"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages\/5249\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=5249"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}