{"id":16858,"date":"2017-03-08T16:46:40","date_gmt":"2017-03-08T08:46:40","guid":{"rendered":"http:\/\/ityet.com\/?p=16858"},"modified":"2017-03-08T16:46:40","modified_gmt":"2017-03-08T08:46:40","slug":"%e6%89%8b%e5%b7%a5%e6%90%ad%e5%bb%ba%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e5%a4%aa%e8%b4%b9%e5%8a%b2%ef%bc%9f%e6%9d%a5%e8%af%95%e8%af%95%e7%b2%be%e7%a1%ae%e5%ba%a6%e9%ab%98%e8%be%be94-6%e7%9a%84","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=16858","title":{"rendered":"\u624b\u5de5\u642d\u5efa\u795e\u7ecf\u7f51\u7edc\u592a\u8d39\u52b2\uff1f\u6765\u8bd5\u8bd5\u7cbe\u786e\u5ea6\u9ad8\u8fbe94.6%\u7684\u8fdb\u5316\u7b97\u6cd5"},"content":{"rendered":"<p>\u3000\u3000\u9633\u6625\u4e09\u6708\uff0c\u8fbd\u9614\u7684\u5357\u7f8e\u6d32\u5927\u8349\u539f\u4e0a\uff0c\u4e24\u53ea\u4f53\u683c\u5f3a\u5065\u7684\u96c4\u6027\u7f8e\u6d32\u8c79\u6b63\u5728\u4e3a\u4e89\u593a\u4e00\u53ea\u62e5\u6709\u7f8e\u4e3d\u82b1\u7eb9\u7684\u96cc\u8c79\uff0c\u8fdb\u884c\u7740\u4e00\u573a\u8840\u8165\u800c\u53c8\u6fc0\u70c8\u7684\u8f83\u91cf\u3002\u5b83\u4eec\u5fc3\u91cc\u5f88\u6e05\u695a\uff0c\u6210\u8005\u4e3a\u738b\uff0c\u8d25\u5219\u5bc7\uff0c\u53ea\u6709\u8d62\u5f97\u8fd9\u573a\u6218\u6597\uff0c\u624d\u6709\u673a\u4f1a\u628a\u81ea\u5df1\u7684\u57fa\u56e0\u4fdd\u7559\u4e0b\u6765\u6d41\u4f20\u7ed9\u540e\u4ee3\u3002<\/p>\n<p>\u3000\u3000\u8fd9\u4e2a\u65b9\u6cd5\u6b8b\u9177\uff0c\u4f46\u6709\u6548\u3002\u5728\u751f\u7269\u5b66\u4e2d\uff0c\u4eba\u4eec\u5c06\u5b83\u79f0\u4e4b\u4e3a\uff1a\u8fdb\u5316\u8bba\u3002<\/p>\n<p>\u3000\u3000\u800c\u5f53\u7814\u7a76\u673a\u5668\u5b66\u4e60\u7684\u79d1\u5b66\u5bb6\u9047\u5230\u751f\u7269\u5b66\u4e2d\u7684\u8fdb\u5316\u8bba\uff0c\u4f1a\u6709\u4ec0\u4e48\u65b0\u7684\u7075\u611f\u4ea7\u751f\uff1f<\/p>\n<p>\u3000\u3000\u7b54\u6848\u662f\uff1a\u8fdb\u5316\u7b97\u6cd5\u3002<\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" src=\"http:\/\/images2015.cnblogs.com\/news\/66372\/201703\/66372-20170308110242969-875633533.jpg\" alt=\"\u624b\u5de5\u642d\u5efa\u795e\u7ecf\u7f51\u7edc\u592a\u8d39\u52b2\uff1f\u6765\u8bd5\u8bd5\u7cbe\u786e\u5ea6\u9ad8\u8fbe94.6%\u7684\u8fdb\u5316\u7b97\u6cd5\" \/><\/p>\n<p>\u3000\u3000<em>\u3000\u3000<\/em><\/p>\n<p>\u3000\u3000\u8fd1\u65e5\uff0c\u6765\u81ea\u8c37\u6b4c\u7684\u7814\u7a76\u4eba\u5458 Esteban Real \u548c Sherry Moore \u7b49\u4eba\u5c31\u7528\u8fdb\u5316\u7b97\u6cd5\u4e3a\u6570\u636e\u96c6 CIFAR-10 \u548c CIFAR-100 \u81ea\u52a8\u5bfb\u627e\u795e\u7ecf\u7f51\u7edc\u3002\u5b9e\u9a8c\u8bc1\u660e\uff0c\u8be5\u65b9\u6cd5\u6709\u6548\u63d0\u9ad8\u4e86\u5339\u914d\u5408\u9002\u795e\u7ecf\u7f51\u7edc\u7684\u6548\u7387\u548c\u7cbe\u786e\u5ea6\u3002<\/p>\n<p>\u3000\u3000\u4e0a\u5468\uff0c\u7814\u7a76\u4eba\u5458\u628a\u5b9e\u9a8c\u7684\u8bba\u6587\u6210\u679c\u300aLarge-Scale Evolution of Image Classifiers\u300b\u53d1\u5e03\u5728\u4e86 arXiv \u4e0a\uff0c\u4ed6\u4eec\u5728\u8bba\u6587\u4e2d\u8868\u793a\uff0c\u5728 CIFAR-10 \u7684\u5178\u578b\u5b9e\u9a8c\u7ed3\u679c\u4e2d\uff0c\u5176\u51c6\u786e\u5ea6\u7684\u671f\u671b\u503c\u8fbe\u5230 94.1%\uff0c\u6807\u51c6\u5dee\u8fbe\u5230 0.4%\uff0c\u5176\u4e2d\u6700\u9ad8\u7cbe\u786e\u5ea6\u53ef\u8fbe 94.6%\uff1b\u800c\u5bf9 CIFAR-100 \u7684\u5355\u6b21\u5b9e\u9a8c\u7cbe\u786e\u5ea6\u53ef\u8fbe 76.3%\u3002<\/p>\n<blockquote>\n<p>\u8be5\u7b97\u6cd5\u53ef\u4ee5\u4e3a\u4e24\u4e2a\u5e38\u89c1\u3001\u4f46\u76f8\u5f53\u6709\u96be\u5ea6\u7684\u56fe\u50cf\u5206\u7c7b\u57fa\u51c6\u5668\uff08image classification benchmarks;\uff09\u6784\u5efa\u5927\u578b\u3001\u7cbe\u786e\u7684\u795e\u7ecf\u7f51\u7edc\uff1b\u800c\u4e14\u6b64\u5b9e\u9a8c\u6570\u636e\u9ad8\u4e8e\u76ee\u524d\u6211\u4eec\u6240\u77e5\u9053\u7684\u5176\u4ed6\u6240\u6709\u7814\u7a76\u6210\u679c\u3002<\/p>\n<p>\u76ee\u524d\uff0c\u8be5\u795e\u7ecf\u7f51\u7edc\u7684\u5de5\u4f5c\u6548\u679c\u5b8c\u5168\u53ef\u4ee5\u548c\u4eba\u7c7b\u624b\u5de5\u6784\u5efa\u7684\u795e\u7ecf\u7f51\u7edc\u76f8\u5ab2\u7f8e\u3002<\/p>\n<\/blockquote>\n<p>\u3000\u3000<strong>\u8fdb\u5316\u7b97\u6cd5\u7684\u5de5\u4f5c\u539f\u7406\u662f\u4ec0\u4e48\uff1f<\/strong><\/p>\n<p>\u3000\u3000\u4e3a\u4e86\u8fbe\u5230\u81ea\u52a8\u5bfb\u627e\u9ad8\u6027\u80fd\u7684\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u7684\u76ee\u7684\uff0c\u7814\u7a76\u4eba\u5458\u9700\u8981\u8fdb\u5316\u4e00\u4e2a\u6a21\u578b\u7c07\uff08population\uff09\u3002<\/p>\n<p>\u3000\u3000\u6bcf\u4e00\u4e2a\u6a21\u578b\uff0c\u4e5f\u5c31\u662f\u4e2a\u4f53\uff08individual\uff09\uff0c\u90fd\u662f\u4e00\u4e2a\u8bad\u7ec3\u8fc7\u7684\u7ed3\u6784\u3002\u6a21\u578b\u5728\u5355\u4e2a\u6821\u9a8c\u6570\u636e\u96c6\uff08validation dataset\uff09\u4e0a\u7684\u51c6\u786e\u5ea6\u5c31\u662f\u5ea6\u91cf\u4e2a\u4f53\u8d28\u91cf\u6216\u9002\u5e94\u6027\u7684\u6307\u6807\u3002\u96f7\u950b\u7f51\u4ece\u8bba\u6587\u4e2d\u603b\u7ed3\u51fa\uff0c\u6bcf\u4e2a\u8fdb\u5316\u8fc7\u7a0b\u90fd\u4f1a\u7ecf\u5386\u4e00\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li>\n<p>\u4f1a\u6709\u4e00\u4e2a\u8ba1\u7b97\u673a\uff0c\u4e5f\u5c31\u662f\u5de5\u4f5c\u8005\uff08worker\uff09\uff0c\u968f\u673a\u4ece\u6a21\u578b\u7c07\u4e2d\u9009\u51fa\u4e24\u4e2a\u6a21\u578b\uff1b<\/p>\n<\/li>\n<li>\n<p>\u5de5\u4f5c\u8005\u6bd4\u8f83\u4e24\u8005\u5b70\u4f18\u5b70\u52a3\uff0c\u6839\u636e\u4f18\u80dc\u52a3\u6c70\u5bf9\u6a21\u578b\u8fdb\u884c\u8bc6\u522b\uff1b<\/p>\n<\/li>\n<li>\n<p>\u4e0d\u5408\u9002\u7684\u6a21\u578b\u4f1a\u7acb\u523b\u4ece\u6a21\u578b\u7c07\u4e2d\u88ab\u5254\u9664\uff0c\u5373\u4ee3\u8868\u8be5\u6a21\u578b\u5728\u6b64\u6b21\u8fdb\u5316\u4e2d\u7684\u6d88\u4ea1\uff1b<\/p>\n<p>\u800c\u66f4\u4f18\u7684\u6a21\u578b\u5219\u6210\u4e3a\u6bcd\u4f53\uff08parent\uff09\uff0c\u8fdb\u884c\u7e41\u6b96\uff1b<\/p>\n<\/li>\n<li>\n<p>\u901a\u8fc7\u8fd9\u4e00\u8fc7\u7a0b\uff0c\u5de5\u4f5c\u8005\u5b9e\u9645\u4e0a\u662f\u521b\u9020\u4e86\u4e00\u4e2a\u6bcd\u4f53\u7684\u526f\u672c\uff0c\u5e76\u8ba9\u8be5\u526f\u672c\u968f\u673a\u53d1\u751f\u53d8\u5f02\uff0c\u636e\u6b64\u53d8\u5f02\u4fee\u6539\u6bcd\u672c\uff08\u8fd9\u4e00\u70b9\u4e0b\u9762\u4f1a\u8bb2\u5230\uff09\u3002\u7814\u7a76\u4eba\u5458\u628a\u8fd9\u4e00\u4fee\u6539\u8fc7\u7684\u526f\u672c\u79f0\u4e3a\u5b50\u4ee3\uff08child\uff09\uff1b<\/p>\n<\/li>\n<li>\n<p>\u5b50\u4ee3\u521b\u9020\u51fa\u6765\u540e\uff0c\u5c31\u8981\u63a5\u53d7\u5de5\u4f5c\u8005\u7684\u8bad\u7ec3\uff0c\u5e76\u5728\u6821\u9a8c\u96c6\u4e0a\u5bf9\u5b83\u8fdb\u884c\u8bc4\u4f30\uff1b<\/p>\n<\/li>\n<li>\n<p>\u5b8c\u6210\u4e4b\u540e\uff0c\u628a\u5b50\u4ee3\u653e\u56de\u5230\u6a21\u578b\u7c07\u4e2d\u3002\u6b64\u65f6\uff0c\u8be5\u5b50\u4ee3\u5219\u6210\u4e3a\u6bcd\u4f53\u7ee7\u7eed\u8fdb\u884c\u4e0a\u8ff0\u51e0\u4e2a\u6b65\u7684\u8fdb\u5316\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u3000\u3000\u7b80\u8a00\u4e4b\uff0c\u8be5\u8fdb\u5316\u7b97\u6cd5\u5c31\u662f\u5728\u968f\u673a\u9009\u51fa\u7684\u4e24\u4e2a\u4e2a\u4f53\u4e2d\u62e9\u5176\u4f18\uff0c\u56e0\u6b64\u8be5\u65b9\u6cd5\u4e5f\u5c5e\u4e8e\u8054\u8d5b\u9009\u62e9\u7b97\u6cd5\uff08tournament selection\uff09\u7684\u4e00\u79cd\u3002<\/p>\n<p>\u3000\u3000\u53e6\u5916\uff0c\u5982\u65e0\u5176\u4ed6\u8bf4\u660e\uff0c\u6a21\u578b\u7c07\u4e00\u822c\u80fd\u5bb9\u7eb3 1000 \u4e2a\u4e2a\u4f53\uff0c\u5de5\u4f5c\u8005\u7684\u6570\u91cf\u4e00\u822c\u662f\u4e2a\u4f53\u6570\u91cf\u76841\/4\uff0c\u800c\u6d88\u4ea1\u4e2a\u4f53\u7684\u76ee\u5f55\u4f1a\u88ab\u5220\u9664\uff0c\u4ee5\u4fdd\u8bc1\u6574\u4e2a\u7b97\u6cd5\u80fd\u957f\u65f6\u95f4\u5728\u6709\u9650\u7a7a\u95f4\u4e2d\u8fd0\u884c\u3002<\/p>\n<p>\u3000\u3000<strong>\u53d8\u5f02\u7c7b\u578b\u6709\u54ea\u4e9b\uff1f<\/strong><\/p>\n<p>\u3000\u3000\u7531\u4e8e\u5b50\u4ee3\u76f8\u8f83\u4e8e\u6bcd\u4f53\u800c\u8a00\u53d1\u751f\u4e86\u53d8\u5f02\uff0c\u56e0\u6b64\u4e24\u8005\u4e0d\u662f\u5b8c\u5168\u76f8\u540c\u7684\u3002\u5728\u6bcf\u4e00\u4ee3\u7e41\u6b96\u8fc7\u7a0b\u4e2d\uff0c\u5de5\u4f5c\u8005\u90fd\u4f1a\u4ece\u9884\u5148\u51c6\u5907\u597d\u7684\u53d8\u5f02\u96c6\u5408\u4e2d\u968f\u673a\u9009\u53d6\u53d8\u5f02\u3002<\/p>\n<p>\u3000\u3000\u53ef\u9009\u7684\u53d8\u5f02\u5171\u6709 11 \u4e2d\uff0c\u4ee5\u4e0b\u4e3a\u90e8\u5206\u53d8\u5f02\u7c7b\u578b\uff1a<\/p>\n<ul>\n<li>\n<p>ALTER-LEARNING-RATE\uff08\u62bd\u6837\u8be6\u60c5\u89c1\u4e0b\u6587\uff09\u3002<\/p>\n<\/li>\n<li>\n<p>IDENTITY\uff08\u610f\u601d\u662f&ldquo;\u7ee7\u7eed\u57f9\u8bad&rdquo;\uff09\u3002<\/p>\n<\/li>\n<li>\n<p>RESET-WEIGHTS \u91cd\u7f6e\u6743\u91cd<\/p>\n<\/li>\n<li>\n<p>INSERT-CONVOLUTION\uff08\u5728&ldquo;\u5377\u79ef\u4e3b\u5e72&rdquo;\u968f\u673a\u63d2\u5165\u5377\u79ef\uff09<\/p>\n<\/li>\n<li>\n<p>REMOVE-CONVOLUTION\uff08\u79fb\u9664\u5377\u79ef\uff09<\/p>\n<\/li>\n<\/ul>\n<p>\u3000\u3000<strong>\u4e3a\u4ec0\u4e48\u8981\u8bbe\u7acb\u7b80\u964b\u7684\u521d\u59cb\u6761\u4ef6\uff1f<\/strong><\/p>\n<p>\u3000\u3000\u7814\u7a76\u4eba\u5458\u5728\u8bba\u6587\u4e2d\u5f3a\u8c03\uff0c\u5b9e\u9a8c\u7684\u521d\u59cb\u6761\u4ef6\u4e00\u5b9a\u8981\u975e\u5e38\u7b80\u5355\u3002<\/p>\n<p>\u3000\u3000\u4e2a\u4f53\u4e00\u5f00\u59cb\u90fd\u53ea\u662f\u57fa\u672c\u7684\u7ebf\u6027\u56de\u5f52\u6a21\u578b\uff0c\u4e0d\u5305\u542b\u5377\u79ef\uff0c\u5e76\u4e14\u5176\u5b66\u4e60\u901f\u7387\u4ec5\u4e3a 0.1\u3002\u8bbe\u7f6e\u8fd9\u6837\u7684\u6761\u4ef6\u5c31\u662f\u4e3a\u4e86\u4fdd\u8bc1\u8fdb\u5316\u80fd\u5b8c\u5168\u9760\u81ea\u5df1\u627e\u5230\u6700\u5408\u9002\u7684\u90a3\u4e2a\u795e\u7ecf\u6a21\u578b\u3002<\/p>\n<p>\u3000\u3000<strong>\u8f83\u6b64\u524d\u7814\u7a76\u6709\u4f55\u7a81\u7834\uff1f<\/strong><\/p>\n<p>\u3000\u3000\u4e8b\u5b9e\u4e0a\uff0c\u5f88\u65e9\u4ee5\u524d\u5c31\u5df2\u7ecf\u6709\u79d1\u5b66\u5bb6\u7528\u795e\u7ecf\u53d1\u73b0\u6cd5\uff08neuro-discovery\uff0c\u795e\u7ecf\u8fdb\u5316\u7684\u4e00\u79cd\uff09\u81ea\u52a8\u5339\u914d\u795e\u7ecf\u7f51\u7edc\u4e86\u96f7\u950b\u7f51\u6ce8\uff1a\u53c2\u89c1 Miller \u7b49\u4eba\u4e8e 1989 \u5e74\u53d1\u8868\u7684\u8bba\u6587\u300aDesigning neural networks using genetic algorithms\u300b\uff09\u3002\u867d\u7136\u795e\u7ecf\u53d1\u73b0\u6cd5\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u73b0\u51fa\u5f88\u5927\u7684\u53d1\u5c55\u7a7a\u95f4\uff0c\u4f46\u7531\u4e8e\u8fd9\u4e00\u8fc7\u7a0b\u901a\u5e38\u4f1a\u6d89\u53ca\u5230\u5927\u91cf\u7684\u8ba1\u7b97\uff0c\u56e0\u6b64\uff0c\u5728\u5f53\u65f6\u7684\u6761\u4ef6\u4e0b\uff0c\u8be5\u65b9\u6cd5\u5728\u5339\u914d\u7cbe\u786e\u5ea6\u4e0a\u4ecd\u65e0\u6cd5\u548c\u4eba\u5de5\u8bbe\u8ba1\u7684\u6a21\u578b\u76f8\u63d0\u5e76\u8bba\u3002<\/p>\n<p>\u3000\u3000\u800c Esteban Real \u548c\u4ed6\u7684\u56e2\u961f\u5219\u89e3\u51b3\u4e86\u8fd9\u4e00\u95ee\u9898\u3002\u4ed6\u4eec\u7684\u89e3\u51b3\u529e\u6cd5\u662f\uff1a<\/p>\n<blockquote>\n<p>\u5f00\u53d1\u4e00\u79cd\u5927\u89c4\u6a21\u5e76\u884c\u4e14\u65e0\u9501\u7684\u57fa\u7840\u7ed3\u6784\uff0c\u4f7f\u5de5\u4f5c\u8005\u4eec\u5728\u4e0d\u540c\u7684\u7535\u8111\u4e0a\u80fd\u591f\u5f02\u6b65\u8fd0\u884c\u3002\u5b83\u4eec\u4e0d\u4f1a\u76f4\u63a5\u4e0e\u5bf9\u65b9\u901a\u4fe1\uff0c\u800c\u662f\u5171\u7528\u4e00\u4e2a\u5b58\u6709\u6a21\u578b\u7c07\u7684\u5171\u4eab\u6587\u6863\u7cfb\u7edf\u3002<\/p>\n<p>\u6587\u6863\u7cfb\u7edf\u4e2d\u7684\u76ee\u5f55\u4ee3\u8868\u4e2a\u4f53\uff1b\u5bf9\u6bcf\u4e2a\u4e2a\u4f53\u6240\u8fdb\u884c\u7684\u64cd\u4f5c\uff0c\u5982\u4f7f\u4e4b\u4ece\u6a21\u578b\u7c07\u4e2d\u6d88\u4ea1\uff0c\u5219\u8868\u793a\u4e3a\u76ee\u5f55\u4e2d\u7684\u539f\u5b50\u91cd\u547d\u540d\uff08atomic rename\uff09\u3002<\/p>\n<\/blockquote>\n<p>\u3000\u3000\u4f46\u5982\u679c\u9047\u5230\u4e00\u4e2a\u5de5\u4f5c\u8005\u53bb\u4fee\u6539\u53e6\u4e00\u4e2a\u6b63\u5728\u88ab\u5176\u4ed6\u5de5\u4f5c\u8005\u64cd\u4f5c\u7740\u7684\u4e2a\u4f53\u7684\u60c5\u51b5\uff0c\u8be5\u600e\u4e48\u89e3\u51b3\u5462\uff1f<\/p>\n<p>\u3000\u3000\u7814\u7a76\u4eba\u5458\u5728\u8bba\u6587\u4e2d\u8868\u793a\uff0c\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u53d7\u5230\u5f71\u54cd\u7684\u5de5\u4f5c\u8005\u4f1a\u653e\u5f03\u64cd\u4f5c\uff0c\u5bfb\u627e\u5176\u4ed6\u4e2a\u4f53\u3002<\/p>\n<p>\u3000\u3000\u9644\u8bba\u6587\u5730\u5740\uff1a<a href=\"https:\/\/arxiv.org\/pdf\/1703.01041.pdf\" target=\"_blank\">https:\/\/arxiv.org\/pdf\/1703.01041.pdf<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3000\u3000\u9633\u6625\u4e09\u6708\uff0c\u8fbd\u9614\u7684\u5357\u7f8e\u6d32\u5927\u8349\u539f\u4e0a\uff0c\u4e24\u53ea\u4f53\u683c\u5f3a\u5065\u7684\u96c4\u6027\u7f8e\u6d32\u8c79\u6b63\u5728\u4e3a\u4e89\u593a\u4e00\u53ea\u62e5\u6709\u7f8e\u4e3d\u82b1\u7eb9\u7684\u96cc\u8c79\uff0c\u8fdb\u884c\u7740\u4e00\u573a\u8840\u8165\u800c [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[],"tags":[],"class_list":["post-16858","post","type-post","status-publish","format-standard","hentry"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/16858","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=16858"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/16858\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=16858"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=16858"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=16858"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}