{"id":6849,"date":"2025-09-04T07:21:03","date_gmt":"2025-09-03T23:21:03","guid":{"rendered":"https:\/\/t.n-years.com\/?p=6849"},"modified":"2025-09-04T07:34:55","modified_gmt":"2025-09-03T23:34:55","slug":"%e5%8a%9f%e8%83%bd%e7%81%b0%e5%ba%a6%e5%8f%91%e5%b8%83%e6%94%be%e9%87%8f%e5%92%8c-ab-%e8%af%95%e9%aa%8c%e5%90%8c%e6%97%b6","status":"publish","type":"post","link":"https:\/\/t.n-years.com\/?p=6849","title":{"rendered":"\u529f\u80fd\u7070\u5ea6\u53d1\u5e03\u653e\u91cf\u548c AB \u8bd5\u9a8c\u540c\u65f6"},"content":{"rendered":"<p>\u53ef\u4ee5\u540c\u65f6\uff0c\u4f46\u8981<strong>\u628a\u201c\u53d1\u5e03\u653e\u91cf\uff08\u7070\u5ea6\uff09\u201d\u548c\u201cAB \u5b9e\u9a8c\u201d\u5206\u5c42\u89e3\u8026<\/strong>\uff0c\u5426\u5219\u5f88\u5bb9\u6613\u51fa\u73b0\u6837\u672c\u6c61\u67d3\u3001\u65f6\u5e8f\u504f\u5dee\u3001\u6307\u6807\u88ab\u653e\u91cf\u8282\u594f\u5e72\u6270\u7b49\u95ee\u9898\u3002\u4e0b\u9762\u7ed9\u4f60\u4e00\u5957\u843d\u5730\u505a\u6cd5\uff08\u4ece\u7b56\u7565\u5230\u5b9e\u73b0\u7ec6\u8282\uff09\uff0c\u76f4\u63a5\u7167\u7740\u642d\u5c31\u884c\u3002<\/p>\n<h1>\u7ed3\u8bba\u5148\u7ed9<\/h1>\n<ul>\n<li><strong>\u4f18\u5148\u7ea7\uff1a\u53d1\u5e03\u653e\u91cf &gt; AB \u5b9e\u9a8c\u3002<\/strong> \u5148\u51b3\u5b9a\u8c01\u80fd\u770b\u5230\u65b0\u529f\u80fd\uff0c\u518d\u5728\u8fd9\u6279\u4eba\u91cc\u505a\u5b9e\u9a8c\u5206\u6876\u3002<\/li>\n<li><strong>\u6837\u672c\u8303\u56f4\uff1aAB \u7684\u5bf9\u7167\/\u5b9e\u9a8c\u4e24\u7ec4\u90fd\u5e94\u6765\u81ea\u201c\u653e\u91cf\u53ef\u89c1\u7684\u540c\u4e00\u4eba\u7fa4\u201d\u3002<\/strong> \u8fd9\u6837\u63a7\u5236\u4e24\u7ec4\u5728\u73af\u5883\u4e0e\u7248\u672c\u4e0a\u4e00\u81f4\u3002<\/li>\n<li>\n<p><strong>\u8282\u594f\uff1a\u8981\u4e48\u201c\u5148\u7a33\u540e\u6d4b\u201d\uff0c\u8981\u4e48\u201c\u5d4c\u5957\u6d4b\u201d\u3002<\/strong><\/p>\n<ul>\n<li>\u7a33\u59a5\u578b\uff1a\u5148\u7528\u5c0f\u6d41\u91cf\u7070\u5ea6\u7a33\u5b9a\uff0c\u518d\u5728\u7a33\u5b9a\u533a\u95f4\u505a AB\u3002<\/li>\n<li>\u5feb\u901f\u578b\uff1a\u5728\u5f53\u524d\u653e\u91cf\u8303\u56f4\u5185<strong>\u5d4c\u5957<\/strong> AB\uff08\u89c1\u4e0b\u6587\u201c\u5d4c\u5957\u5f0f\u201d\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h1>\u63a8\u8350\u7684\u4e24\u79cd\u6a21\u5f0f<\/h1>\n<h2>A. \u5206\u9636\u6bb5\uff08\u7a33\u59a5\uff09<\/h2>\n<ol>\n<li><strong>Canary\/\u5c0f\u6d41\u91cf\u7070\u5ea6<\/strong>\uff08\u5982 1%\u21925%\uff09\uff1a\u53ea\u770b\u7a33\u5b9a\u6027\u3001\u6027\u80fd\u4e0e\u5173\u952e\u98ce\u63a7\u6307\u6807\uff0c\u4e0d\u505a\u6548\u679c\u8bc4\u4f30\u3002<\/li>\n<li><strong>\u9636\u6bb5\u6027\u51bb\u7ed3\u653e\u91cf<\/strong>\uff08\u6bd4\u5982\u505c\u5728 10% 2\\~3 \u5929\uff09\uff1a\u5728\u8fd9 10% \u5185\u505a AB\uff0850\/50 \u6216 90\/10 \u53d6\u51b3\u4e8e\u7edf\u8ba1\u529f\u6548\uff09\u3002<\/li>\n<li><strong>\u5b9e\u9a8c\u5f97\u51fa\u7ed3\u8bba\u540e\u7ee7\u7eed\u653e\u91cf<\/strong>\uff08\u6309\u7ed3\u679c\u51b3\u5b9a\u662f\u5426\u6269\u5927\u5f00\u5173\u9ed8\u8ba4\u503c\/\u53c2\u6570\uff09\u3002<\/li>\n<\/ol>\n<p>**\u4f18\u70b9\uff1a**\u5e72\u6270\u56e0\u7d20\u6700\u5c11\uff0c\u7ed3\u8bba\u66f4\u5e72\u51c0\u3002<br \/>\n**\u7f3a\u70b9\uff1a**\u6574\u4f53\u4e0a\u7ebf\u901f\u5ea6\u7a0d\u6162\u3002<\/p>\n<h2>B. \u540c\u6b65\u8fdb\u884c\uff08\u5d4c\u5957\u5f0f\uff09<\/h2>\n<ul>\n<li>\u5728\u5f53\u524d<strong>rollout \u8303\u56f4\u5185<\/strong>\uff08\u5982\u5df2\u653e\u5230 20%\uff09\uff0c\u5bf9\u8fd9 20% \u518d\u505a AB\uff08\u6bd4\u5982 50%\/50%\uff09\u3002<\/li>\n<li>\u5b9e\u9a8c\u53ea\u5728\u8fd9 20% \u5185\u4ea7\u751f\u66dd\u5149\u4e0e\u91c7\u6837\uff0c<strong>\u4e0d\u8981\u8de8\u5230\u672a\u653e\u91cf\u7684 80%<\/strong>\u3002<\/li>\n<\/ul>\n<p>**\u4f18\u70b9\uff1a**\u5feb\u3002<br \/>\n<strong>\u98ce\u9669\u70b9\uff1a<\/strong>\u653e\u91cf\u6bd4\u4f8b\u53d8\u5316\u4f1a\u5e26\u6765<strong>\u65f6\u95f4\u53d8\u52a8\u7684\u6df7\u6742\u56e0\u7d20<\/strong>\uff08\u65b0\u8001\u7528\u6237\u6784\u6210\u4e0d\u540c\u3001\u5b66\u4e60\/\u65b0\u9c9c\u5ea6\u6548\u5e94\uff09\u3002\u89c1\u4e0b\u6587\u7684\u9632\u8303\u63aa\u65bd\u3002<\/p>\n<hr \/>\n<h1>\u6838\u5fc3\u5b9e\u73b0\u8981\u70b9\uff08\u5de5\u7a0b\u4e0e\u6570\u636e\uff09<\/h1>\n<h2>1) \u53cc\u5c42\u5f00\u5173\u4e0e\u4e00\u81f4\u6027\u5206\u6876\uff08Sticky Bucketing\uff09<\/h2>\n<ul>\n<li>\n<p><strong>\u5c42 1\uff1a\u653e\u91cf\u7070\u5ea6\u5f00\u5173<\/strong><\/p>\n<ul>\n<li>\u903b\u8f91\uff1a<code>in_ramp = hash(uid, &quot;feature_ramp&quot;) % 100 &lt; rollout_pct<\/code><\/li>\n<li>\u53ea\u51b3\u5b9a\u201c\u662f\u5426\u6709\u8d44\u683c\u8fdb\u5165\u5b9e\u9a8c\/\u770b\u5230\u529f\u80fd\u201d\u7684<strong>\u5916\u5c42\u95e8\u7981<\/strong>\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u5c42 2\uff1aAB \u5b9e\u9a8c\u5f00\u5173<\/strong><\/p>\n<ul>\n<li>\u903b\u8f91\uff08\u4ec5\u5bf9 <code>in_ramp == true<\/code> \u7684\u7528\u6237\u6267\u884c\uff09\uff1a<br \/>\n<code>bucket = hash(uid, &quot;exp:123&quot;) % 100<\/code><br \/>\n<code>treatment = bucket &lt; exp_treatment_pct<\/code><\/li>\n<li><strong>\u5bf9\u7167\u7ec4\u4e0e\u5b9e\u9a8c\u7ec4\u90fd\u5728\u540c\u4e00\u4ee3\u7801\u7248\u672c\/\u540c\u4e00\u653e\u91cf\u4eba\u7fa4\u5185<\/strong>\uff0c\u4ec5\u53c2\u6570\/\u5f00\u5173\u4e0d\u540c\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<blockquote>\n<p>\u6ce8\u610f\uff1ahash \u9700<strong>\u7a33\u5b9a\u4e14\u5e26\u547d\u540d\u7a7a\u95f4\u76d0\u503c<\/strong>\uff08\u5982 feature \u540d\/\u5b9e\u9a8c ID\uff09\uff0c\u907f\u514d\u4e0d\u540c\u5b9e\u9a8c\u76f8\u4e92\u5e72\u6270\u3002<\/p>\n<\/blockquote>\n<h2>2) \u4f18\u5148\u7ea7\u4e0e\u515c\u5e95<\/h2>\n<ul>\n<li><strong>\u4f18\u5148\u7ea7<\/strong>\uff1aKill-switch\uff08\u7d27\u6025\u5173\u95ed\uff09 &gt; \u7070\u5ea6\u653e\u91cf &gt; AB \u5b9e\u9a8c &gt; \u4e2a\u6027\u5316\/GR \u68c0\u67e5\u3002<\/li>\n<li>\u4e00\u5904\u8bc4\u4f30\uff08\u670d\u52a1\u7aef\uff09\uff0c\u5404\u7aef\u201c\u7c98\u6027\u7f13\u5b58\u201d\u4e00\u6bb5\u65f6\u95f4\uff0c<strong>\u4f46\u670d\u52a1\u7aef\u4ecd\u7136\u662f\u6743\u5a01<\/strong>\uff08\u907f\u514d\u7aef\u4e0a\u6f02\u79fb\uff09\u3002<\/li>\n<li>\u79fb\u52a8\u7aef\u8981\u8003\u8651<strong>\u79bb\u7ebf\u4e0e\u5ef6\u8fdf<\/strong>\uff1a\u8bc4\u4f30\u7ed3\u679c\u5e26\u6709\u6548\u671f\uff0c\u8fc7\u671f\u540e\u91cd\u62c9\u3002<\/li>\n<\/ul>\n<h2>3) \u6307\u6807\u4e0e\u65e5\u5fd7<\/h2>\n<ul>\n<li>\n<p><strong>\u4e09\u7c7b\u66dd\u5149\u65e5\u5fd7\u90fd\u8981\u6253<\/strong>\uff1a<\/p>\n<ul>\n<li><code>ramp_exposed<\/code>\uff08\u8fdb\u5165\u7070\u5ea6\u5708\uff09<\/li>\n<li><code>experiment_assigned<\/code>\uff08\u5206\u5230 A\/B \u54ea\u7ec4\uff09<\/li>\n<li><code>feature_used<\/code>\uff08\u771f\u6b63\u88ab\u529f\u80fd\u89e6\u8fbe\/\u4f7f\u7528\uff09<\/li>\n<\/ul>\n<\/li>\n<li>\u505a**ITT\uff08\u610f\u5411\u5230\u5904\u7406\uff09<strong>\u4e0e<\/strong>ATC\uff08\u5b9e\u9645\u89e6\u8fbe\uff09**\u4e24\u5957\u89c6\u56fe\uff1a\u524d\u8005\u53cd\u6620\u7b56\u7565\u4ef7\u503c\uff0c\u540e\u8005\u53cd\u6620\u529f\u80fd\u771f\u5b9e\u6548\u76ca\u3002<\/li>\n<\/ul>\n<h2>4) \u4e0e\u5176\u4ed6\u5b9e\u9a8c\u7684\u4e92\u65a5\/\u5e76\u884c<\/h2>\n<ul>\n<li>\u5efa\u7acb<strong>\u5b9e\u9a8c\u4e92\u65a5\u7ec4<\/strong>\uff08\u540c\u4e00\u9875\u9762\/\u540c\u4e00\u5173\u952e\u6307\u6807\u3001\u4e92\u76f8\u5f71\u54cd\u5927\u7684\u5b9e\u9a8c\u4e0d\u8981\u5e76\u884c\uff09\u3002<\/li>\n<li>\u82e5\u5fc5\u987b\u5e76\u884c\uff0c\u7528<strong>\u57df\u540d\u7a7a\u95f4<\/strong>\u6216<strong>\u5c42\u7ea7 allocator<\/strong>\u4fdd\u8bc1\u4e0d\u540c\u5b9e\u9a8c\u72ec\u7acb\u54c8\u5e0c\u4e0e\u603b\u914d\u989d\u4e0a\u9650\uff08\u4f8b\u5982\u540c\u9875\u5b9e\u9a8c\u603b\u5171\u4e0d\u8d85\u8fc7 50% \u6d41\u91cf\uff09\u3002<\/li>\n<\/ul>\n<hr \/>\n<h1>\u540c\u6b65\u8fdb\u884c\u65f6\u7684\u7edf\u8ba1\u98ce\u9669\u4e0e\u5bf9\u7b56<\/h1>\n<p><strong>\u98ce\u9669 1\uff1a\u653e\u91cf\u6bd4\u4f8b\u53d8\u52a8\u5bfc\u81f4\u65f6\u95f4\u6df7\u6742<\/strong><\/p>\n<ul>\n<li><strong>\u5bf9\u7b56 A\uff1a<\/strong>\u5728\u5b9e\u9a8c\u7684\u201c\u6d4b\u91cf\u7a97\u53e3\u201d\u5185<strong>\u51bb\u7ed3 rollout_pct<\/strong>\uff08\u5f3a\u70c8\u63a8\u8350\uff09\u3002<\/li>\n<li>\n<p>**\u5bf9\u7b56 B\uff1a**\u82e5\u5fc5\u987b\u8fb9\u653e\u8fb9\u6d4b\uff1a<\/p>\n<ul>\n<li>\u8bb0\u5f55<strong>\u9996\u66dd\u65f6\u95f4<\/strong>\u4e0e**\u201c\u653e\u91cf\u6279\u6b21\u201d\u6807\u7b7e**\uff0c\u505a<strong>\u5206\u5c42\u6216\u534f\u53d8\u91cf\u6821\u6b63<\/strong>\uff08\u5982 CUPED \/ \u56de\u5f52\u63a7\u5236\uff09\u3002<\/li>\n<li>\u4f7f\u7528<strong>\u5206\u5e03\u5bf9\u9f50<\/strong>\uff08\u628a\u5bf9\u7167\/\u5b9e\u9a8c\u4e24\u7ec4\u5728\u9996\u66dd\u5468\u6b21\u3001\u5730\u57df\u3001\u8bbe\u5907\u7b49\u7ef4\u5ea6\u5bf9\u9f50\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><strong>\u98ce\u9669 2\uff1a\u6837\u672c\u6c61\u67d3\uff08\u8de8\u7248\u672c\/\u8de8\u53c2\u6570\uff09<\/strong><\/p>\n<ul>\n<li><strong>\u5bf9\u7b56\uff1a<\/strong>\u5206\u6876<strong>\u7c98\u6027<\/strong>\uff1b\u53c2\u6570\u66f4\u65b0\u65f6\u66f4\u6539\u7248\u672c\u53f7\u5e76\u5165\u65e5\u5fd7\uff0c\u8fc7\u6ee4\u201c\u8de8\u7248\u672c\u5207\u6362\u671f\u201d\u7684\u6837\u672c\u6216\u505a\u7248\u672c\u5206\u5c42\u3002<\/li>\n<\/ul>\n<p><strong>\u98ce\u9669 3\uff1a\u8fde\u7eed\u76d1\u63a7\u5e26\u6765\u7684\u5047\u9633\u6027<\/strong><\/p>\n<ul>\n<li><strong>\u5bf9\u7b56\uff1a<\/strong>\u91c7\u7528<strong>\u5e8f\u8d2f\u68c0\u9a8c<\/strong>\uff08SPRT\uff09\u6216<strong>\u7ec4\u5e8f\u8d2f\/\u8d1d\u53f6\u65af<\/strong>\u6846\u67b6\uff1b\u9884\u5148\u5b9a\u4e49<strong>\u505c\u8868\u89c4\u5219<\/strong>\u548c<strong>\u6700\u5c0f\u53ef\u68c0\u6d4b\u6548\u5e94\uff08MDE\uff09<\/strong>\u3002<\/li>\n<\/ul>\n<p><strong>\u98ce\u9669 4\uff1a\u529f\u6548\u4e0d\u8db3<\/strong><\/p>\n<ul>\n<li><strong>\u5bf9\u7b56\uff1a<\/strong>\u5148\u505a<strong>\u6837\u672c\u91cf\u8ba1\u7b97<\/strong>\uff08\u6839\u636e\u57fa\u7ebf\u3001MDE\u3001\u03b1\/\u03b2\uff09\uff1b\u4e0d\u591f\u5c31\u5ef6\u957f\u65f6\u95f4\u6216\u63d0\u9ad8\u653e\u91cf\/\u5b9e\u9a8c\u6bd4\u4f8b\u3002<\/li>\n<\/ul>\n<hr \/>\n<h1>\u53c2\u8003\u843d\u5730\u6a21\u677f\uff08\u4f2a\u4ee3\u7801\uff09<\/h1>\n<pre><code class=\"language-pseudo\">\/\/ \u8bc4\u4f30\u5165\u53e3\uff08\u670d\u52a1\u7aef\uff09\ndef evaluateFeature(uid):\n    if isEmergencyOff(&quot;featureX&quot;): \n        return OFF\n\n    \/\/ \u7070\u5ea6\u653e\u91cf\u5c42\n    in_ramp = hash(uid, &quot;featureX_ramp&quot;) % 100 &lt; rollout_pct  \/\/ e.g., 20\n    if not in_ramp:\n        return OFF   \/\/ \u4e0d\u5728\u5b9e\u9a8c\u603b\u4f53\u6bcd\u4f53\u5185\n\n    \/\/ \u5b9e\u9a8c\u5c42\uff08\u53ea\u5728 in_ramp \u5185\uff09\n    bucket = hash(uid, &quot;exp:featureX_v1&quot;) % 100\n    if bucket &lt; 50:         \/\/ 50% \u5b9e\u9a8c\n        variant = &quot;treatment&quot;\n        enabled = true\n    else:\n        variant = &quot;control&quot;\n        enabled = false     \/\/ \u540c\u4e00\u7248\u672c\uff0c\u53c2\u6570\u5173\u95ed\n    logExposure(uid, ramp=in_ramp, exp=&quot;featureX_v1&quot;, variant=variant)\n    return enabled<\/code><\/pre>\n<hr \/>\n<h1>\u8fd0\u7ef4\u4e0e\u6d41\u7a0b\u5efa\u8bae<\/h1>\n<ul>\n<li><strong>\u53d1\u5e03\u9762\u677f<\/strong>\uff1a\u72ec\u7acb\u5c55\u793a\u653e\u91cf\u4e0e\u5b9e\u9a8c\u7684<strong>\u4e24\u6761\u66f2\u7ebf<\/strong>\u4e0e<strong>\u4e24\u5957\u770b\u677f<\/strong>\uff08\u62a4\u680f\u6307\u6807\u5982\u5d29\u6e83\u7387\u3001\u5ef6\u8fdf\u3001\u9519\u8bef\u7387\uff1b\u4e1a\u52a1\u6307\u6807\u5982\u8f6c\u5316\/\u7559\u5b58\uff09\u3002<\/li>\n<li>\n<p><strong>\u53d8\u66f4\u89c4\u8303<\/strong>\uff1a<\/p>\n<ul>\n<li>\u4efb\u4f55\u6269\u5927 <code>rollout_pct<\/code> \u7684\u64cd\u4f5c\uff0c\u9700\u6807\u6ce8\u201c\u662f\u5426\u5904\u4e8e\u5b9e\u9a8c\u6d4b\u91cf\u7a97\u53e3\u201d\uff0c\u9ed8\u8ba4<strong>\u7981\u6b62<\/strong>\u5728\u7a97\u53e3\u5185\u6539\u3002<\/li>\n<li>\u5b9e\u9a8c\u5f00\u59cb\/\u7ed3\u675f\u3001\u53c2\u6570\u7248\u672c\u53f7\u53d8\u66f4\u3001\u7d27\u6025\u56de\u6eda\u90fd\u8981<strong>\u81ea\u52a8\u5199\u5ba1\u8ba1\u65e5\u5fd7<\/strong>\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u56de\u6eda\u7b56\u7565<\/strong>\uff1a\u4efb\u4e00\u62a4\u680f\u6307\u6807\u8d8a\u754c\u2192\u5148<strong>\u5173\u5b9e\u9a8c<\/strong>\uff08\u4fdd\u6301\u7070\u5ea6\uff09\uff0c\u82e5\u4ecd\u4e0d\u6062\u590d\u2192<strong>\u5173\u7070\u5ea6<\/strong>\uff08\u56de\u5230 0%\uff09\u3002<\/li>\n<\/ul>\n<hr \/>\n<h1>\u4ec0\u4e48\u65f6\u5019\u4e0d\u5efa\u8bae\u540c\u65f6\u505a\uff1f<\/h1>\n<ul>\n<li>\u65b0\u529f\u80fd\u5bf9<strong>\u7a33\u5b9a\u6027\u98ce\u9669\u9ad8<\/strong>\uff08\u5185\u6838\u6539\u52a8\u3001\u8d44\u6e90\u6d88\u8017\u5927\uff09\u3002<\/li>\n<li>\u5173\u952e\u5cf0\u503c\u671f\uff08\u5927\u4fc3\/\u7248\u672c\u5927\u8fc1\u79fb\uff09\uff0c\u66f4\u9002\u5408<strong>\u5148\u7a33\u540e\u6d4b<\/strong>\u3002<\/li>\n<\/ul>\n<hr \/>\n<h1>\u4e00\u53e5\u8bdd\u6307\u5357<\/h1>\n<blockquote>\n<p><strong>\u540c\u65f6\u505a\u53ef\u4ee5\uff0c\u4f46\u52a1\u5fc5\u201c\u5916\u5c42\u7070\u5ea6\u3001\u5185\u5c42 AB\uff1b\u51bb\u7ed3\u653e\u91cf\u6d4b\u91cf\u7a97\u53e3\uff1b\u65e5\u5fd7\u6253\u5168\uff1b\u5206\u6876\u7c98\u6027\uff1b\u62a4\u680f\u4f18\u5148\u201d\u3002<\/strong><\/p>\n<\/blockquote>\n<p>\u5982\u679c\u4f60\u613f\u610f\uff0c\u6211\u53ef\u4ee5\u7ed9\u4f60\u4e00\u4efd<strong>\u53ef\u76f4\u63a5\u63a5\u5165\u7684\u6d41\u91cf\u5206\u914d\u5668\u4ee3\u7801\uff08Go\/Java\/Node\/Swift\/Kotlin\uff09<\/strong>\u548c<strong>\u770b\u677f\u6307\u6807\u6a21\u677f<\/strong>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u53ef\u4ee5\u540c\u65f6\uff0c\u4f46\u8981\u628a\u201c\u53d1\u5e03\u653e\u91cf\uff08\u7070\u5ea6\uff09\u201d\u548c\u201cAB \u5b9e\u9a8c\u201d\u5206\u5c42\u89e3\u8026\uff0c\u5426\u5219\u5f88\u5bb9\u6613\u51fa\u73b0\u6837\u672c\u6c61\u67d3\u3001\u65f6\u5e8f\u504f\u5dee\u3001\u6307\u6807\u88ab\u653e\u91cf\u8282\u594f&#8230; <\/p>\n<div class=\"read-more navbutton\"><a href=\"https:\/\/t.n-years.com\/?p=6849\">\u9605\u8bfb\u66f4\u591a<i class=\"fa fa-angle-double-right\"><\/i><\/a><\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-6849","post","type-post","status-publish","format-standard","hentry","category-5"],"_links":{"self":[{"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/posts\/6849","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/t.n-years.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6849"}],"version-history":[{"count":1,"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/posts\/6849\/revisions"}],"predecessor-version":[{"id":6850,"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/posts\/6849\/revisions\/6850"}],"wp:attachment":[{"href":"https:\/\/t.n-years.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6849"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/t.n-years.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6849"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/t.n-years.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6849"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}