{"id":149961,"date":"2020-09-02T14:58:43","date_gmt":"2020-09-02T06:58:43","guid":{"rendered":"http:\/\/4563.org\/?p=149961"},"modified":"2020-09-02T14:58:43","modified_gmt":"2020-09-02T06:58:43","slug":"%e9%81%97%e4%bc%a0%e7%ae%97%e6%b3%95%e7%94%9f%e6%88%90%e7%9a%84%e6%a8%a1%e5%9e%8b%e5%a6%82%e4%bd%95%e9%81%bf%e5%85%8d%e8%bf%87%e6%8b%9f%e5%90%88%ef%bc%9f","status":"publish","type":"post","link":"http:\/\/4563.org\/?p=149961","title":{"rendered":"\u9057\u4f20\u7b97\u6cd5\u751f\u6210\u7684\u6a21\u578b\u5982\u4f55\u907f\u514d\u8fc7\u62df\u5408\uff1f"},"content":{"rendered":"<div>\n<div>\n<div>\n<h1>                  \u9057\u4f20\u7b97\u6cd5\u751f\u6210\u7684\u6a21\u578b\u5982\u4f55\u907f\u514d\u8fc7\u62df\u5408\uff1f               <\/h1>\n<p> <\/p>\n<div>\n<div> <span>\u8cc7\u6df1\u5927\u4f6c : nealot <\/span>  <span><i><\/i> 17<\/span> <\/div>\n<div> <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div isfirst=\"1\"> <\/p>\n<p>\u5047\u5b9a\u6211\u4eec\u6709\u5982\u4e0b\u7684\u5bf9\u8c61:<\/p>\n<pre><code>Dataset trainset; Dataset testset;  \/\/ \u901a\u8fc7\u968f\u673a\u6f14\u5316\u7684\u65b9\u6cd5\uff0c\u53ef\u4ee5\u5f97\u5230\u4e00\u4e2a\u6a21\u578b (\u4ee5 score \u4f5c\u4e3a\u7b5b\u9009\u6761\u4ef6) Model model = evolve(trainset);  \/\/ \u4e00\u4e2a\u6a21\u578b\u53ef\u4ee5\u5728\u4e00\u4e2a\u6570\u636e\u96c6\u4e0a\u8dd1\u51fa\u4e00\u4e2a\u5206\u6570 (score) int score1 = run(trainset, model); int score2 = run(testset, model); <\/code><\/pre>\n<p>\u8fd0\u884c\u65f6\u53d1\u73b0\uff0cscore1 \u5f02\u5e38\u5730\u9ad8\uff0c\u800c score2 \u5f02\u5e38\u5730\u4f4e\u3002\u770b\u8d77\u6765\u5b58\u5728\u4e25\u91cd\u8fc7\u62df\u5408\u3002\u8bf7\u95ee\u9700\u8981\u5982\u4f55\u8c03\u6574\u8bbe\u8ba1\u6765\u907f\u514d\u8fc7\u62df\u5408\u5462\uff1f<\/p>\n<\/p><\/div>\n<div> <b>\u5927\u4f6c\u6709\u8a71\u8aaa<\/b> (<span>14<\/span>)        <\/div>\n<div> <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<ul>\n<li data-pid=\"3051718\" data-uid=\"2\">\n<div>\n<div>\n<div> <span>\u8cc7\u6df1\u5927\u4f6c : VoidChen <\/span>  <\/div>\n<div> <i title=\"\u5f15\u7528\"><\/i>  <span>          <\/span> <\/div>\n<\/p><\/div>\n<div>                                                             \u524d\u6392\u63d2\u773c\uff0c\u987a\u4fbf\u95ee\u4e0b\u5927\u4f6c\u53ef\u4ee5\u5206\u4eab\u4e0b\u6e90\u7801\u5417\uff0c\u6211\u505a\u7684\u4e1c\u897f\u4e0b\u4e00\u6b65\u4e5f\u8981\u7528\u5230\u9057\u4f20\u7b97\u6cd5                                                            <\/div>\n<\/p><\/div>\n<\/li>\n<li data-pid=\"3051719\" data-uid=\"2\">\n<div>\n<div>\n<div> <span>\u8cc7\u6df1\u5927\u4f6c : Issacx <\/span>  <\/div>\n<div> <i title=\"\u5f15\u7528\"><\/i>  <span>          <\/span> <\/div>\n<\/p><\/div>\n<div>                                                             \u5177\u4f53\u9648\u8ff0\u4e00\u4e0b\u95ee\u9898\uff0c\u5927\u90e8\u5206\u4f18\u5316\u95ee\u9898\u548c\u6a21\u578b\u90fd\u80fd\u5957\u8fd9\u4e2a\u4f2a\u4ee3\u7801\u3002                                                            <\/div>\n<\/p><\/div>\n<\/li>\n<li data-pid=\"3051720\" data-uid=\"2\">\n<div>\n<div>\n<div> <span>\u4e3b<\/span> <span>\u8cc7\u6df1\u5927\u4f6c : nealot <\/span>  <\/div>\n<div> <i title=\"\u5f15\u7528\"><\/i>  <span>          <\/span> <\/div>\n<\/p><\/div>\n<div>                                                             @VoidChen \u662f\u7c7b\u4f3c\u56fe\u50cf\u6f14\u5316\u7684\u7b97\u6cd5\uff0c\u53ef\u4ee5\u53c2\u8003\u8fd9\u7bc7\u6587\u7ae0 https:\/\/chriscummins.cc\/s\/genetics\/                                                            <\/div>\n<\/p><\/div>\n<\/li>\n<li data-pid=\"3051721\" data-uid=\"2\">\n<div>\n<div>\n<div> <span>\u4e3b<\/span> <span>\u8cc7\u6df1\u5927\u4f6c : nealot <\/span>  <\/div>\n<div> <i title=\"\u5f15\u7528\"><\/i>  <span>          <\/span> <\/div>\n<\/p><\/div>\n<div>                                                             @Issacx \u73b0\u5728\u7684\u6838\u5fc3\u95ee\u9898\uff0c\u5176\u5b9e\u548c\u5177\u4f53\u4e1a\u52a1\u662f\u65e0\u5173\u7684\u3002\u6211\u6765\u5177\u4f53\u89e3\u91ca\u4e0b\u77db\u76fe\u5728\u54ea\u91cc<\/p>\n<p>\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u4efb\u52a1\uff0c\u6bd4\u5982\u7528\u51b3\u7b56\u6811\u505a\u5206\u7c7b\uff0c\u5982\u679c\u6211\u4eec\u5728 trainset \u4e0a\u5efa\u7acb\u4e00\u9897\u5c3d\u91cf\u7cbe\u7ec6\u7684\u51b3\u7b56\u6811 (model)\uff0c\u7136\u540e\u628a\u8fd9\u4e2a model \u7528\u4e8e testset\uff0c\u901a\u5e38\u6548\u679c\u662f\u4e0d\u592a\u597d\u7684\uff0c\u56e0\u4e3a\u6709\u8fc7\u62df\u5408\uff0c\u8fd9\u662f\u4e2a\u5178\u578b\u7684\u9519\u8bef<\/p>\n<p>\u56e0\u4e3a\u662f\u5178\u578b\u7684\u95ee\u9898\uff0c\u6240\u4ee5\u4e5f\u6709\u5178\u578b\u7684\u89e3\u6cd5\uff0c\u5bf9\u4e8e\u51b3\u7b56\u6811\u5206\u7c7b\u95ee\u9898\uff0c\u89e3\u6cd5\u662f\u8fd9\u6837\u7684:<\/p>\n<p>\u6211\u4eec\u628a trainset \u5206\u4e3a\u4e24\u4e2a\u5b50\u96c6: trainset_1_of_2, trainset_2_of_2<\/p>\n<p>\u63a5\u4e0b\u6765\u7684\u91cd\u70b9\u662f\uff0c\u6211\u4eec\u4e0d\u662f\u76f4\u63a5\u6784\u5efa\u4e00\u4e2a\u6700\u4f73\u7684 model\uff0c\u800c\u662f\u6784\u5efa\u4e00\u4e2a\u6700\u4f73\u7684 model \u7684\u751f\u6210\u53c2\u6570 (\u6bd4\u5982 max_depth)<\/p>\n<p>&#8220;`C++<br \/>int best_depth = -1;<br \/>int best_score = -1;<\/p>\n<p>for (int max_depth = 1; max_depth &lt; 10; max_depth++) {<br \/> tree1 = construct(trainset_1_of_2, max_depth);<br \/> score1 = run(trainset_2_of_2, tree1);<br \/> tree2 = construct(trainset_2_of_2, max_depth);<br \/> score2 = run(trainset_1_of_2, tree2);<br \/> score = (score1 + score2) \/ 2;<\/p>\n<p> if (score &gt; best_score) {<br \/> best_score = score;<br \/> best_depth = max_depth;<br \/> }<br \/>}<br \/>&#8220;`<\/p>\n<p>\u8fd9\u6837\u6211\u4eec\u5c31\u5f97\u5230\u4e86 best_depth\uff0c\u7136\u540e\u5728\u6574\u4e2a trainset \u4e0a\u7528\u8fd9\u4e2a\u53c2\u6570\u6765\u6784\u5efa\u51b3\u7b56\u6811<\/p>\n<p>&#8220;`C++<br \/>tree = construct(trainset, best_depth);<br \/>&#8220;`<\/p>\n<p>\u63a5\u4e0b\u6765\u8fd9\u9897\u6811\u5728 testset \u4e0a\u6548\u679c\u5c31\u6bd4\u8f83\u597d\u4e86<\/p>\n<p>\u4f46\u662f\u5982\u679c\u6211\u4eec\u641c\u7d22\u7684\uff0c\u4e0d\u662f\u6a21\u578b\u751f\u6210\u53c2\u6570\uff0c\u800c\u662f\u6a21\u578b\u672c\u8eab (\u4f7f\u7528\u9057\u4f20\u7b97\u6cd5)\uff0c\u8fd9\u5957\u65b9\u6cd5\u8fd8\u6210\u7acb\u5417\uff1f<\/p>\n<p>PS: \u76ee\u524d\u4f7f\u7528\u7684\u662f\u7c7b\u4f3c\u56fe\u50cf\u6f14\u5316\u7684\u9057\u4f20\u7b97\u6cd5\uff0c\u5f97\u5230\u662f\u4e00\u4e2a\u7c7b\u4f3c BMP \u7684\u56fe\u50cf                                                            <\/p><\/div>\n<\/p><\/div>\n<\/li>\n<li data-pid=\"3051722\" data-uid=\"2\">\n<div>\n<div>\n<div> <span>\u8cc7\u6df1\u5927\u4f6c : shm7 <\/span>  <\/div>\n<div> <i title=\"\u5f15\u7528\"><\/i>  <span>          <\/span> <\/div>\n<\/p><\/div>\n<div>                                                             \u90fd\u662f\u7528\u4e00\u4e2a\u5206\u5e03\u5c3d\u91cf\u548c test \u4fdd\u6301\u4e00\u6837\u7684 val\/dev \u6765\u9009\u62e9\u51fa\u6a21\u578b\uff0c\u6700\u540e\u5728 test \u4e0a\u6d4b\u8bd5\u6cdb\u5316\u80fd\u529b\u7684\u3002\u6211\u770b\u8fd9\u91cc\u5e76\u6ca1\u6709\u63d0\u5230 dev\/val \u3002\u8fd9\u90fd\u662f\u6240\u8c13 ml \u7684\u6700\u57fa\u672c\u6982\u5ff5\u3002                                                            <\/div>\n<\/p><\/div>\n<\/li>\n<li data-pid=\"3051723\" data-uid=\"2\">\n<div>\n<div>\n<div> <span>\u4e3b<\/span> <span>\u8cc7\u6df1\u5927\u4f6c : nealot <\/span>  <\/div>\n<div> <i title=\"\u5f15\u7528\"><\/i>  <span>          <\/span> <\/div>\n<\/p><\/div>\n<div>                                                             @shm7 \u9a8c\u8bc1\u96c6\u53ef\u4ee5\u7528\u6765\u641c\u7d22\u6700\u4f73\u7684\u6a21\u578b\u751f\u6210\u53c2\u6570\u3002\u5982\u679c\u4e00\u5b9a\u8981\u5957\u7528\u5230\u9057\u4f20\u7b97\u6cd5\u4e0a\uff0c\u6211\u4eec\u662f\u8981\u8ba9\u79cd\u7fa4\u6570\u91cf\u51cf\u5c0f\uff0c\u6f14\u5316\u6b21\u6570\u51cf\u5c11\uff0c\u4ee5\u4fbf\u4e0d\u8fdb\u884c\u5145\u5206\u7684\u6f14\u5316\uff1f\u8fd9\u611f\u89c9\u548c\u9057\u4f20\u7b97\u6cd5\u7684\u672c\u610f\u662f\u76f8\u8fdd\u80cc\u7684                                                            <\/div>\n<\/p><\/div>\n<\/li>\n<li data-pid=\"3051724\" data-uid=\"2\">\n<div>\n<div>\n<div> <span>\u8cc7\u6df1\u5927\u4f6c : Issacx <\/span>  <\/div>\n<div> <i title=\"\u5f15\u7528\"><\/i>  <span>          <\/span> <\/div>\n<\/p><\/div>\n<div>                                                             @nealot \u6211\u6765\u6574\u7406\u4e00\u4e0b\uff1a\u4f7f\u7528\u9057\u4f20\u7b97\u6cd5\u6765\u627e\u5230\u6700\u4f18\u7684\u8d85\u53c2\u6570\u4ee5\u8282\u7ea6\u8c03\u53c2\u65f6\u95f4\u3002\u8fd9\u4e2a\u5728\u73b0\u5728\u7684\u6df1\u5ea6\u5b66\u4e60\u91cc\u7b97\u662f neural architecture search \u3002\u4f46\u662f\u4f60\u4eec\u4e0d\u6253\u7b97\u8fd9\u4e48\u505a\uff0c\u800c\u662f\u76f4\u63a5\u7528\u9057\u4f20\u7b97\u6cd5\u5f53\u4f5c\u6a21\u578b\uff0c\u627e\u6700\u4f18\u89e3\uff0c\u90a3\u8fd9\u4e2a\u7ed3\u679c\u4e0d\u597d\u53ef\u80fd\u5c31\u662f\u9057\u4f20\u4e0d\u9002\u5408\u4f60\u7684\u95ee\u9898\u3002\u6211\u4ee5\u524d\u62ff\u9057\u4f20\u505a\u8fc7 tsp \u95ee\u9898\uff0c\u9057\u4f20\u7b97\u6cd5\u7684\u8c03\u53c2\u6bd4\u8f83 tricky\uff0c\u4e0d\u77e5\u9053\u4f60\u4eec\u4ec0\u4e48\u95ee\u9898\u9700\u8981\u4e0a\u9057\u4f20\uff0c\u8fd9\u4e2a\u4e1c\u897f\u5176\u5b9e\u73b0\u5728\u7528\u7684\u4eba\u5f88\u5c11\u4e86\u3002                                                            <\/div>\n<\/p><\/div>\n<\/li>\n<li data-pid=\"3051725\" data-uid=\"2\">\n<div>\n<div>\n<div> <span>\u8cc7\u6df1\u5927\u4f6c : VoidChen <\/span>  <\/div>\n<div> <i title=\"\u5f15\u7528\"><\/i>  <span>          <\/span> <\/div>\n<\/p><\/div>\n<div>                                                             @nealot \u770b\u4e86\u4e0b\u8fd8\u633a\u6709\u610f\u601d\u7684\u3002\u3002\u6211\u8fd9\u662f\u7ed9\u57f9\u8bad\u673a\u6784\u505a\u6392\u8bfe\u7b97\u6cd5\uff0c\u540e\u7eed\u6253\u7b97\u7528\u9057\u4f20\u7b97\u6cd5\u6765\u627e\u5230\u6ee1\u8db3\u6700\u591a\u7ea6\u675f\u7684\u7ec4\u5408\u3002\u3002\u89e3\u51b3\u8fc7\u62df\u5408\u6211\u4ee5\u524d\u770b\u968f\u673a\u68ee\u6797\u7684\u65f6\u5019\u597d\u50cf\u662f\u4ece\u8bad\u7ec3\u96c6\u968f\u673a\u62bd\u53d6\u5b50\u96c6\u6765\u89e3\u51b3\u7684\uff0c\u7528\u9057\u4f20\u7b97\u6cd5\u597d\u50cf\u4e0d\u592a\u5bf9\u8def\uff0c\u9057\u4f20\u7b97\u6cd5\u672c\u8eab\u5c31\u662f\u53bb\u627e\u6700\u6ee1\u8db3\u8bad\u7ec3\u96c6\u7684\u89e3\u3002\u3002\u6216\u8005\u53c2\u8003\u4e0b\u968f\u673a\u68ee\u6797\u7684\u601d\u8def\uff0c\u53bb\u627e\u4e00\u4e2a\u89e3\uff0c\u5bf9\u4e8e\u591a\u4e2a\u8bad\u7ec3\u96c6\u5b50\u96c6\u7684\u5e73\u5747\u9002\u5e94\u5ea6\u6700\u9ad8\uff1f                                                            <\/div>\n<\/p><\/div>\n<\/li>\n<li data-pid=\"3051726\" data-uid=\"2\">\n<div>\n<div>\n<div> <span>\u4e3b<\/span> <span>\u8cc7\u6df1\u5927\u4f6c : nealot <\/span>  <\/div>\n<div> <i title=\"\u5f15\u7528\"><\/i>  <span>          <\/span> <\/div>\n<\/p><\/div>\n<div>                                                             @VoidChen \u611f\u89c9\u8fd9\u662f\u4e2a\u6bd4\u8f83\u597d\u7684\u89e3\u6cd5\uff0c\u503c\u5f97\u4e00\u8bd5<\/p>\n<p>\u6253\u4e2a\u6bd4\u65b9\uff0c\u5047\u8bbe\u8fd9\u4e2a\u56fe\u50cf\u6f14\u5316\u7b97\u6cd5\u662f\u7528\u6765\u751f\u6210\u7f8e\u5973\u7684\u8138\u578b\u7684\uff0c\u7b2c\u4e00\u4e2a\u8bad\u7ec3\u5b50\u96c6\u751f\u6210\u51fa\u6765\u7684\u662f\u8d75\u8587\u7684\u8138\uff0c\u7b2c\u4e8c\u4e2a\u8bad\u7ec3\u5b50\u96c6\u8f93\u51fa\u7684\u662f\u5218\u4ea6\u83f2\u7684\u8138\u2026\u2026<\/p>\n<p>\u6700\u540e\u628a\u8fd9\u4e9b\u660e\u661f\u8138\u5e73\u5747\u4e00\u4e0b\uff0c\u5c31\u662f \u201c\u5e73\u5747\u7f8e\u4eba\u8138\u201d\uff0c\u8fd9\u4e2a\u5f88\u53ef\u80fd\u5c31\u662f\u6700\u7ec8\u9700\u8981\u7684\u6a21\u578b<\/p>\n<p>(\u90a3\u4e48\u4e3a\u4ec0\u4e48\u4e0d\u628a\u8bad\u7ec3\u96c6\u5408\u5728\u4e00\u8d77\u8bad\u7ec3\u5462\uff1f\u6211\u4e5f\u4e0d\u77e5\u9053\u4e3a\u4ec0\u4e48\uff0c\u603b\u4e4b\u5b9e\u9a8c\u6548\u679c\u4e0d\u597d\uff0c\u6bd5\u7adf\u8fd9\u4e0d\u662f\u7b80\u5355\u7684\u52a0\u51cf\u7b97\u672f\u9898)                                                            <\/p><\/div>\n<\/p><\/div>\n<\/li>\n<li data-pid=\"3051727\" data-uid=\"2\">\n<div>\n<div>\n<div> <span>\u8cc7\u6df1\u5927\u4f6c : VoidChen <\/span>  <\/div>\n<div> <i title=\"\u5f15\u7528\"><\/i>  <span>          <\/span> <\/div>\n<\/p><\/div>\n<div>                                                             @nealot \u56e0\u4e3a\u968f\u673a\u62bd\u6837\u51fa\u6765\u7684\u591a\u4e2a\u5b50\u96c6\u5176\u5b9e\u662f\u53d8\u76f8\u5730\u6269\u5145\u4e86\u539f\u672c\u5730\u8bad\u7ec3\u96c6\u5730\u6837\u672c\u6570\u91cf\u3002\u3002\u800c\u6269\u5145\u8bad\u7ec3\u96c6\u5176\u5b9e\u4e5f\u662f\u89e3\u51b3\u8fc7\u62df\u5408\u7684\u529e\u6cd5\u4e4b\u4e00                                                            <\/div>\n<\/p><\/div>\n<\/li>\n<li data-pid=\"3051728\" data-uid=\"2\">\n<div>\n<div>\n<div> <span>\u8cc7\u6df1\u5927\u4f6c : northisland <\/span>  <\/div>\n<div> <i title=\"\u5f15\u7528\"><\/i>  <span>          <\/span> <\/div>\n<\/p><\/div>\n<div>                                                             \u95ee\u9898\u590d\u6742\u7684\u8bdd\uff0c\u9057\u4f20\u7b97\u6cd5\u6536\u655b\u5f88\u6162\u7684\u3002\u3002\u3002<\/p>\n<p>\u4f60\u7528\u7684\u662f\u5177\u4f53\u7684\u54ea\u5957\uff1f                                                            <\/p><\/div>\n<\/p><\/div>\n<\/li>\n<li data-pid=\"3051729\" data-uid=\"2\">\n<div>\n<div>\n<div> <span>\u8cc7\u6df1\u5927\u4f6c : vindurriel <\/span>  <\/div>\n<div> <i title=\"\u5f15\u7528\"><\/i>  <span>          <\/span> <\/div>\n<\/p><\/div>\n<div>                                                             \u4e3b\u7684\u95ee\u9898\u548c\u6a21\u578b\u672c\u8eab\u65e0\u5173 \u662f\u8c03\u53c2 \u6570\u636e\u4f7f\u7528\u548c\u505c\u6b62\u6761\u4ef6\u7684\u9009\u62e9 \u76ee\u524d\u6ca1\u6709\u901a\u89e3 \u90fd\u662f\u6709\u7b56\u7565\u5730\u778e\u8bd5 \u7eaf\u673a\u5668\u8c03\u53c2\u7684\u601d\u8def \u53ef\u4ee5\u8bd5\u8bd5 GAN                                                            <\/div>\n<\/p><\/div>\n<\/li>\n<li data-pid=\"3051730\" data-uid=\"2\">\n<div>\n<div>\n<div> <span>\u8cc7\u6df1\u5927\u4f6c : laminux29 <\/span>  <\/div>\n<div> <i title=\"\u5f15\u7528\"><\/i>  <span>          <\/span> <\/div>\n<\/p><\/div>\n<div>                                                             @VoidChen <\/p>\n<p>\u6211\u5efa\u8bae\u4f60\u8fd8\u662f\u4ee5\u6700\u5927\u76c8\u5229\u4e3a\u539f\u5219\uff0c\u6765\u505a\u7b97\u6cd5\u3002\u6bd4\u5982\uff1a<\/p>\n<p>1.\u65b0\u987e\u5ba2\uff0c\u672a\u4ed8\u8d39\uff0c\u4f53\u9a8c\u4e2d\uff0c\u8fd9\u7c7b\u6392\u8bfe\u4f18\u5148\u7ea7\u6700\u9ad8\u3002<br \/>2.\u65b0\u987e\u5ba2\uff0c\u5df2\u4ed8\u8d39\uff0c\u6392\u8bfe\u9ad8\u7b49\u4f18\u5148\u3002<br \/>3.\u8001\u987e\u5ba2\uff0c\u672a\u4ed8\u8d39\uff0c\u6392\u8bfe\u4e2d\u7b49\u4f18\u5148\u3002<br \/>4.\u8001\u987e\u5ba2\uff0c\u5df2\u4ed8\u8d39\uff0c\u6392\u8bfe\u4f18\u5148\u7ea7\u6700\u4f4e\u3002<br \/>5.\u4ee5\u4e0a 4 \u7c7b\uff0c\u540c\u4e00\u7c7b\u4e2d\uff0c\u4e0a\u8bfe\u6b21\u6570\u8d8a\u5c11\uff0c\u6ce8\u518c\u65f6\u95f4\u8d8a\u77ed\uff0c\u6392\u8bfe\u4f18\u5148\u7ea7\u8d8a\u9ad8\u3002<\/p>\n<p>\u6309\u7167\u5df2\u4e0a 5 \u6761\u539f\u5219\u8fdb\u884c\u6392\u8bfe\uff0c\u4e0d\u9700\u8981\u7279\u522b\u9ebb\u70e6\u7684\u7b97\u6cd5\u3002                                                            <\/p><\/div>\n<\/p><\/div>\n<\/li>\n<li data-pid=\"3051731\" data-uid=\"2\">\n<div>\n<div>\n<div> <span>\u8cc7\u6df1\u5927\u4f6c : VoidChen <\/span>  <\/div>\n<div> <i title=\"\u5f15\u7528\"><\/i>  <span>          <\/span> <\/div>\n<\/p><\/div>\n<div>                                                             @laminux29 \u5b9e\u9645\u4e0d\u6b62\uff0c\u6bd4\u5982\u8bf4\u540c\u4e00\u4e2a\u6559\u5e08\u6559\u7684\u8981\u5728\u4e0a\u5348\u6216\u8005\u4e0b\u5348\u4e00\u8d77\u4e0a\uff0c\u6bd4\u5982\u8bf4\u6570\u5b66\u82f1\u8bed\u7ec4\u5408\u8fde\u5802\uff0c\u6709\u5f88\u591a\u7c7b\u4f3c\u7684\u8f6f\u7ea6\u675f= =\u6240\u4ee5\u6211\u4e5f\u662f\u8d8a\u505a\u8d8a\u5934\u75bc\u3002\u3002\u4e00\u5f00\u59cb\u4ee5\u4e3a\u53ea\u662f\u9ad8\u6821\u6392\u8bfe\u6392\u4e00\u5468\u5c31\u884c\u4e86\uff0c\u8fd9\u57f9\u8bad\u73ed\u65f6\u95f4\u5468\u671f\u90fd\u4e0d\u662f\u56fa\u5b9a\u7684\u3002\u3002\u3002                                                            <\/div>\n<\/p><\/div>\n<\/li>\n<li>\n","protected":false},"excerpt":{"rendered":"<p>\u9057\u4f20\u7b97\u6cd5\u751f\u6210\u7684\u6a21\u578b\u5982\u4f55\u907f\u514d\u8fc7\u62df\u5408\uff1f&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[],"tags":[],"_links":{"self":[{"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/posts\/149961"}],"collection":[{"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/4563.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=149961"}],"version-history":[{"count":0,"href":"http:\/\/4563.org\/index.php?rest_route=\/wp\/v2\/posts\/149961\/revisions"}],"wp:attachment":[{"href":"http:\/\/4563.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=149961"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/4563.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=149961"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/4563.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=149961"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}