{"id":4344,"date":"2024-08-16T18:56:44","date_gmt":"2024-08-16T10:56:44","guid":{"rendered":"https:\/\/nullthought.net\/?p=4344"},"modified":"2025-03-03T12:25:31","modified_gmt":"2025-03-03T04:25:31","slug":"%e9%80%9a%e8%bf%87%e8%a3%81%e5%89%aa%ef%bc%88pruning%ef%bc%89%e5%92%8c%e7%9f%a5%e8%af%86%e8%92%b8%e9%a6%8f%ef%bc%88knowledge-distillation%ef%bc%89%e5%ae%9e%e7%8e%b0%e7%b4%a7%e5%87%91%e7%9a%84%e8%af%ad","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=4344","title":{"rendered":"\u901a\u8fc7\u88c1\u526a\uff08Pruning\uff09\u548c\u77e5\u8bc6\u84b8\u998f\uff08Knowledge Distillation\uff09\u5b9e\u73b0\u7d27\u51d1\u7684\u8bed\u8a00\u6a21\u578b"},"content":{"rendered":"\n<p>\u8bba\u6587\u300a\u901a\u8fc7\u88c1\u526a\u548c\u77e5\u8bc6\u84b8\u998f\u5b9e\u73b0\u7d27\u51d1\u7684\u8bed\u8a00\u6a21\u578b\u300b\uff08<strong><a href=\"https:\/\/www.arxiv.org\/abs\/2407.14679\" target=\"_blank\" rel=\"noreferrer noopener\">Compact Language Models via Pruning and Knowledge Distillation<\/a><\/strong>\uff09\u8be6\u7ec6\u63a2\u8ba8\u4e86\u5982\u4f55\u901a\u8fc7\u88c1\u526a\uff08Pruning\uff09\u548c\u77e5\u8bc6\u84b8\u998f\uff08Knowledge Distillation\uff09\u6765\u538b\u7f29\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u4ee5\u5728\u4fdd\u6301\u6a21\u578b\u6027\u80fd\u7684\u524d\u63d0\u4e0b\u5927\u5e45\u51cf\u5c11\u8bad\u7ec3\u6210\u672c\u548c\u6a21\u578b\u5927\u5c0f\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aSaurav Muralidharan, Sharath Turuvekere Sreenivas, Raviraj Joshi, Marcin Chochowski, Mostofa Patwary, Mohammad Shoeybi, Bryan Catanzaro, Jan Kautz, Pavlo Molchanov\uff0c\u5747\u6765\u81eaNVIDIA\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u8be5\u8bba\u6587\u5185\u5bb9\u7684\u6982\u8981\u4ecb\u7ecd\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1. \u7814\u7a76\u80cc\u666f<\/h4>\n\n\n\n<p>\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u5f00\u53d1\u548c\u90e8\u7f72\u4e2d\uff0c\u4e3a\u4e86\u6ee1\u8db3\u4e0d\u540c\u5e94\u7528\u573a\u666f\u7684\u9700\u6c42\uff0c\u901a\u5e38\u4f1a\u8bad\u7ec3\u591a\u4e2a\u4e0d\u540c\u5927\u5c0f\u7684\u6a21\u578b\u3002\u4f46\u8fd9\u79cd\u4ece\u5934\u8bad\u7ec3\u591a\u4e2a\u6a21\u578b\u7684\u65b9\u5f0f\u975e\u5e38\u8017\u65f6\u8017\u8d44\u6e90\u3002\u56e0\u6b64\uff0c\u8bba\u6587\u63a2\u8ba8\u4e86\u901a\u8fc7\u5bf9\u5df2\u8bad\u7ec3\u7684\u5927\u6a21\u578b\u8fdb\u884c\u88c1\u526a\u548c\u8f7b\u91cf\u7ea7\u91cd\u8bad\u7ec3\uff0c\u4ee5\u751f\u6210\u66f4\u5c0f\u7684\u6a21\u578b\uff0c\u800c\u4e0d\u5fc5\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\uff0c\u4ece\u800c\u8282\u7701\u5927\u91cf\u8ba1\u7b97\u8d44\u6e90\u548c\u65f6\u95f4\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u65b9\u6cd5\u8bba\u6982\u8ff0<\/h4>\n\n\n\n<p>\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u5957\u7ed3\u5408\u88c1\u526a\u548c\u77e5\u8bc6\u84b8\u998f\u7684\u538b\u7f29\u7b56\u7565\uff0c\u4ee5\u5728\u4fdd\u6301\u6a21\u578b\u6027\u80fd\u7684\u540c\u65f6\u663e\u8457\u51cf\u5c11\u6a21\u578b\u53c2\u6570\u548c\u8ba1\u7b97\u6210\u672c\u3002\u5177\u4f53\u65b9\u6cd5\u8bba\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u90e8\u5206\uff1a<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2.1 \u88c1\u526a\u7b56\u7565<\/h5>\n\n\n\n<p>\u88c1\u526a\u662f\u901a\u8fc7\u53bb\u9664\u795e\u7ecf\u7f51\u7edc\u4e2d\u4e0d\u91cd\u8981\u7684\u90e8\u5206\u6765\u51cf\u5c11\u6a21\u578b\u5927\u5c0f\u7684\u4e00\u79cd\u65b9\u6cd5\u3002\u8bba\u6587\u4e2d\u7684\u88c1\u526a\u7b56\u7565\u4e3b\u8981\u6db5\u76d6\u4ee5\u4e0b\u56db\u4e2a\u7ef4\u5ea6\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6df1\u5ea6\u88c1\u526a\uff08Depth Pruning\uff09<\/strong>\uff1a\u51cf\u5c11\u6a21\u578b\u7684\u5c42\u6570\u3002<\/li>\n\n\n\n<li><strong>\u5bbd\u5ea6\u88c1\u526a\uff08Width Pruning\uff09<\/strong>\uff1a\u51cf\u5c11\u6bcf\u5c42\u4e2d\u7684\u795e\u7ecf\u5143\u3001\u6ce8\u610f\u529b\u5934\u548c\u5d4c\u5165\u7ef4\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u6ce8\u610f\u529b\u673a\u5236\u88c1\u526a\uff08Attention Pruning\uff09<\/strong>\uff1a\u51cf\u5c11\u591a\u5934\u6ce8\u610f\u529b\u673a\u5236\u4e2d\u7684\u5934\u6570\u91cf\u3002<\/li>\n\n\n\n<li><strong>\u591a\u5c42\u611f\u77e5\u673a\u88c1\u526a\uff08MLP Pruning\uff09<\/strong>\uff1a\u51cf\u5c11MLP\u5c42\u4e2d\u7684\u795e\u7ecf\u5143\u6570\u91cf\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d\uff0c\u88c1\u526a\u7684\u6838\u5fc3\u5728\u4e8e\u8bc4\u4f30\u6bcf\u4e2a\u90e8\u5206\u7684\u91cd\u8981\u6027\uff0c\u5e76\u6839\u636e\u91cd\u8981\u6027\u6392\u5e8f\u8fdb\u884c\u88c1\u526a\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2.2 \u91cd\u8981\u6027\u5206\u6790<\/h5>\n\n\n\n<p>\u4e3a\u4e86\u6709\u6548\u5730\u6267\u884c\u88c1\u526a\uff0c\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u6fc0\u6d3b\u503c\u7684\u91cd\u8981\u6027\u8bc4\u4f30\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u901a\u8fc7\u524d\u5411\u4f20\u64ad\u6765\u8ba1\u7b97\u6a21\u578b\u4e2d\u5404\u4e2a\u90e8\u5206\u7684\u91cd\u8981\u6027\u3002\u8fd9\u79cd\u65b9\u6cd5\u8ba1\u7b97\u91cf\u8f83\u5c0f\uff0c\u4e0d\u9700\u8981\u8ba1\u7b97\u68af\u5ea6\uff0c\u4ece\u800c\u8282\u7701\u4e86\u5185\u5b58\u548c\u8ba1\u7b97\u8d44\u6e90\u3002\u8bba\u6587\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u4ee5\u4e0b\u51e0\u79cd\u91cd\u8981\u6027\u5206\u6790\u7684\u8ba1\u7b97\u65b9\u5f0f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u795e\u7ecf\u5143\u91cd\u8981\u6027<\/strong>\uff1a\u901a\u8fc7\u5206\u6790MLP\u5c42\u4e2d\u7684\u6fc0\u6d3b\u503c\u6765\u8bc4\u4f30\u6bcf\u4e2a\u795e\u7ecf\u5143\u7684\u91cd\u8981\u6027\u3002<\/li>\n\n\n\n<li><strong>\u6ce8\u610f\u529b\u5934\u91cd\u8981\u6027<\/strong>\uff1a\u901a\u8fc7\u5206\u6790\u591a\u5934\u6ce8\u610f\u529b\u5c42\u4e2d\u7684\u6fc0\u6d3b\u503c\u6765\u8bc4\u4f30\u6bcf\u4e2a\u6ce8\u610f\u529b\u5934\u7684\u91cd\u8981\u6027\u3002<\/li>\n\n\n\n<li><strong>\u5c42\u91cd\u8981\u6027<\/strong>\uff1a\u901a\u8fc7\u8ba1\u7b97\u53bb\u9664\u67d0\u4e00\u5c42\u540e\u5bf9\u56f0\u60d1\u5ea6\uff08Perplexity\uff09\u7684\u5f71\u54cd\u6765\u8bc4\u4f30\u8be5\u5c42\u7684\u91cd\u8981\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u79cd\u57fa\u4e8e\u6fc0\u6d3b\u503c\u7684\u5206\u6790\u65b9\u6cd5\u80fd\u591f\u540c\u65f6\u8bc4\u4f30\u6a21\u578b\u7684\u6df1\u5ea6\u3001\u5bbd\u5ea6\u3001\u6ce8\u610f\u529b\u5934\u548c\u5d4c\u5165\u901a\u9053\u7b49\u591a\u4e2a\u7ef4\u5ea6\u7684\u91cd\u8981\u6027\uff0c\u5e76\u4e3a\u540e\u7eed\u7684\u88c1\u526a\u64cd\u4f5c\u63d0\u4f9b\u4f9d\u636e\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2.3 \u88c1\u526a\u4e0e\u91cd\u8bad\u7ec3\u7684\u7ed3\u5408<\/h5>\n\n\n\n<p>\u88c1\u526a\u4f1a\u5bfc\u81f4\u6a21\u578b\u6027\u80fd\u4e0b\u964d\uff0c\u56e0\u6b64\u8bba\u6587\u63a2\u8ba8\u4e86\u5982\u4f55\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\u6765\u6062\u590d\u6a21\u578b\u7684\u6027\u80fd\u3002\u77e5\u8bc6\u84b8\u998f\u662f\u4e00\u79cd\u901a\u8fc7\u5c06\u4e00\u4e2a\u8f83\u5927\u7684\u201c\u6559\u5e08\u6a21\u578b\u201d\u7684\u77e5\u8bc6\u8f6c\u79fb\u5230\u4e00\u4e2a\u8f83\u5c0f\u7684\u201c\u5b66\u751f\u6a21\u578b\u201d\u7684\u6280\u672f\uff0c\u5177\u4f53\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u77e5\u8bc6\u84b8\u998f\u8fc7\u7a0b<\/strong>\uff1a\u5728\u88c1\u526a\u540e\u7684\u5c0f\u6a21\u578b\uff08\u5b66\u751f\u6a21\u578b\uff09\u548c\u672a\u538b\u7f29\u7684\u5927\u6a21\u578b\uff08\u6559\u5e08\u6a21\u578b\uff09\u4e4b\u95f4\u8fdb\u884c\u77e5\u8bc6\u84b8\u998f\uff0c\u4f7f\u5b66\u751f\u6a21\u578b\u901a\u8fc7\u6a21\u4eff\u6559\u5e08\u6a21\u578b\u7684\u8f93\u51fa\u5206\u5e03\u6765\u6062\u590d\u5176\u6027\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u84b8\u998f\u635f\u5931\u51fd\u6570<\/strong>\uff1a\u8bba\u6587\u63a2\u7d22\u4e86\u591a\u79cd\u635f\u5931\u51fd\u6570\u7ec4\u5408\uff0c\u5305\u62ec\u65e5\u5fd7\u6982\u7387\u635f\u5931\uff08Logit Loss\uff09\u548c\u4e2d\u95f4\u72b6\u6001\u635f\u5931\uff08Intermediate State Loss\uff09\uff0c\u4ee5\u4f18\u5316\u84b8\u998f\u8fc7\u7a0b\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">2.4 \u795e\u7ecf\u67b6\u6784\u641c\u7d22\uff08Neural Architecture Search, NAS\uff09<\/h5>\n\n\n\n<p>\u8bba\u6587\u8fd8\u5f15\u5165\u4e86\u4e00\u79cd\u8f7b\u91cf\u7ea7\u7684\u795e\u7ecf\u67b6\u6784\u641c\u7d22\u65b9\u6cd5\uff0c\u7528\u4e8e\u5bfb\u627e\u6700\u4f18\u7684\u6a21\u578b\u67b6\u6784\u3002\u5728\u88c1\u526a\u8fc7\u7a0b\u4e2d\uff0c\u901a\u8fc7\u5b9a\u4e49\u4e00\u4e2a\u641c\u7d22\u7a7a\u95f4\uff0c\u7ed3\u5408\u88c1\u526a\u7b56\u7565\uff0c\u751f\u6210\u591a\u4e2a\u5019\u9009\u67b6\u6784\u3002\u8fd9\u4e9b\u5019\u9009\u67b6\u6784\u5728\u7ecf\u8fc7\u8f7b\u91cf\u7ea7\u91cd\u8bad\u7ec3\u540e\uff0c\u9009\u51fa\u8868\u73b0\u6700\u4f18\u7684\u67b6\u6784\u8fdb\u884c\u8fdb\u4e00\u6b65\u8bad\u7ec3\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2.5 \u91cd\u8bad\u7ec3\u7b56\u7565<\/h5>\n\n\n\n<p>\u5728\u88c1\u526a\u540e\u7684\u91cd\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u8bba\u6587\u8ba8\u8bba\u4e86\u4e24\u79cd\u7b56\u7565\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f20\u7edf\u8bad\u7ec3<\/strong>\uff1a\u76f4\u63a5\u4f7f\u7528\u6807\u6ce8\u6570\u636e\u5bf9\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u3002<\/li>\n\n\n\n<li><strong>\u77e5\u8bc6\u84b8\u998f\u8bad\u7ec3<\/strong>\uff1a\u901a\u8fc7\u6559\u5e08\u6a21\u578b\u5bf9\u5b66\u751f\u6a21\u578b\u8fdb\u884c\u6307\u5bfc\uff0c\u4f18\u5316\u6a21\u578b\u7684\u8f93\u51fa\uff0c\u4f7f\u5f97\u88c1\u526a\u540e\u7684\u6a21\u578b\u5c3d\u53ef\u80fd\u4fdd\u7559\u539f\u6709\u6a21\u578b\u7684\u6027\u80fd\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8bba\u6587\u7684\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u77e5\u8bc6\u84b8\u998f\u5728\u6062\u590d\u88c1\u526a\u540e\u6a21\u578b\u6027\u80fd\u65b9\u9762\u8868\u73b0\u66f4\u4e3a\u51fa\u8272\uff0c\u5c24\u5176\u662f\u5728\u8ba1\u7b97\u8d44\u6e90\u6709\u9650\u7684\u60c5\u51b5\u4e0b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3. \u5b9e\u9a8c\u4e0e\u7ed3\u679c<\/h4>\n\n\n\n<p>\u8bba\u6587\u901a\u8fc7\u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u6240\u63d0\u65b9\u6cd5\u7684\u6709\u6548\u6027\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u901a\u8fc7\u88c1\u526a\u548c\u77e5\u8bc6\u84b8\u998f\u751f\u6210\u7684\u6a21\u578b\u5728\u591a\u9879\u4efb\u52a1\u4e2d\u8868\u73b0\u826f\u597d\uff0c\u4e14\u76f8\u6bd4\u4ece\u5934\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u6781\u5927\u5730\u51cf\u5c11\u4e86\u8bad\u7ec3\u6210\u672c\u3002\u4f8b\u5982\uff0c\u88c1\u526a\u540e\u76848B\u548c4B\u6a21\u578b\u5728\u591a\u4e2a\u57fa\u51c6\u4efb\u52a1\u4e0a\u8868\u73b0\u4f18\u5f02\uff0c\u5e76\u4e14\u5728\u8bad\u7ec3\u6240\u9700\u7684token\u6570\u91cf\u4e0a\u51cf\u5c11\u4e8640\u500d\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">4. \u7ed3\u8bba<\/h4>\n\n\n\n<p>\u901a\u8fc7\u6df1\u5165\u7684\u5b9e\u8bc1\u7814\u7a76\uff0c\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u5957\u6709\u6548\u7684\u88c1\u526a\u548c\u77e5\u8bc6\u84b8\u998f\u7b56\u7565\uff0c\u4f7f\u5f97\u5728\u4fdd\u6301\u6027\u80fd\u7684\u524d\u63d0\u4e0b\uff0c\u5927\u5e45\u5ea6\u538b\u7f29\u6a21\u578b\u5927\u5c0f\u548c\u8bad\u7ec3\u6210\u672c\u3002\u8fd9\u4e3a\u4e0d\u540c\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u7684\u5f00\u53d1\u63d0\u4f9b\u4e86\u4e00\u4e2a\u9ad8\u6548\u7684\u66ff\u4ee3\u65b9\u6848\uff0c\u5177\u6709\u91cd\u8981\u7684\u5e94\u7528\u4ef7\u503c\u3002<\/p>\n\n\n\n<p>\u8fd9\u7bc7\u8bba\u6587\u5728\u65b9\u6cd5\u8bba\u4e0a\u7684\u8d21\u732e\u4e0d\u4ec5\u5728\u4e8e\u63d0\u51fa\u4e86\u6709\u6548\u7684\u88c1\u526a\u7b56\u7565\uff0c\u8fd8\u5728\u4e8e\u7ed3\u5408\u4e86\u77e5\u8bc6\u84b8\u998f\u548c\u795e\u7ecf\u67b6\u6784\u641c\u7d22\uff0c\u4e3a\u5982\u4f55\u5728\u8d44\u6e90\u6709\u9650\u7684\u60c5\u51b5\u4e0b\u8bad\u7ec3\u51fa\u9ad8\u6548\u7684\u8bed\u8a00\u6a21\u578b\u63d0\u4f9b\u4e86\u65b0\u7684\u601d\u8def\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u76f8\u5173\u8bba\u6587\uff1a<strong><a href=\"https:\/\/arxiv.org\/pdf\/2408.11796\" target=\"_blank\" rel=\"noreferrer noopener\">LLM Pruning and Distillation in Practice: The Minitron Approach<\/a><\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587\u300a\u901a\u8fc7\u88c1\u526a\u548c\u77e5\u8bc6\u84b8\u998f\u5b9e\u73b0\u7d27\u51d1\u7684\u8bed\u8a00\u6a21\u578b\u300b\uff08Compact Language Models via Prun [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[8],"tags":[39,84,86,97],"class_list":["post-4344","post","type-post","status-publish","format-standard","hentry","category-tech","tag-ai","tag-nvidia","tag-llm","tag-distillation"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"NullThought","author_link":"https:\/\/nullthought.net\/?author=1"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/nullthought.net\/?cat=8\" rel=\"category\">Tech<\/a>","rttpg_excerpt":"\u8bba\u6587\u300a\u901a\u8fc7\u88c1\u526a\u548c\u77e5\u8bc6\u84b8\u998f\u5b9e\u73b0\u7d27\u51d1\u7684\u8bed\u8a00\u6a21\u578b\u300b\uff08Compact Language Models via Prun&hellip;","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4344","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4344"}],"version-history":[{"count":2,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4344\/revisions"}],"predecessor-version":[{"id":4425,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4344\/revisions\/4425"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4344"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4344"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4344"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}