{"id":4255,"date":"2024-08-06T14:37:47","date_gmt":"2024-08-06T06:37:47","guid":{"rendered":"https:\/\/nullthought.net\/?p=4255"},"modified":"2025-02-23T11:09:47","modified_gmt":"2025-02-23T03:09:47","slug":"moma%ef%bc%9a%e8%87%aa%e5%b8%a6%e6%a8%a1%e6%80%81%e6%84%9f%e7%9f%a5%e7%bb%84%e5%90%88%e4%b8%93%e5%ae%b6%e7%9a%84%e9%ab%98%e6%95%88%e6%97%a9%e6%9c%9f%e8%9e%8d%e5%90%88%e9%a2%84%e8%ae%ad%e7%bb%83","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=4255","title":{"rendered":"MoMa\uff1a\u81ea\u5e26\u6a21\u6001\u611f\u77e5\u7ec4\u5408\u4e13\u5bb6\u7684\u9ad8\u6548\u65e9\u671f\u878d\u5408\u9884\u8bad\u7ec3"},"content":{"rendered":"\n<p>\u8bba\u6587<strong><em><a href=\"https:\/\/arxiv.org\/abs\/2407.21770v1\" target=\"_blank\" rel=\"noreferrer noopener\">MoMa: Efficient Early-Fusion Pre-training with Mixture of Modality-Aware Experts<\/a><\/em><\/strong>\u4ecb\u7ecd\u4e86<strong>MoMa<\/strong>\u8fd9\u79cd\u65b0\u9896\u7684\u67b6\u6784\uff0c\u65e8\u5728\u63d0\u9ad8\u6df7\u5408\u6a21\u6001\u65e9\u671f\u878d\u5408\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u7684\u6548\u7387\u3002MoMa\u901a\u8fc7\u5c06\u4e13\u5bb6\u6a21\u5757\u5212\u5206\u4e3a\u6587\u672c\u548c\u56fe\u50cf\u7279\u5b9a\u7684\u7ec4\u6765\u5904\u7406\u56fe\u50cf\u548c\u6587\u672c\u7684\u7edf\u4e00\u5e8f\u5217\uff0c\u4ece\u800c\u663e\u8457\u63d0\u9ad8\u9884\u8bad\u7ec3\u6548\u7387\u548c\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aXi Victoria Lin, Akshat Shrivastava, Liang Luo, Srinivasan Iyer, Mike Lewis, Gargi Gosh, Luke Zettlemoyer, Armen Aghajanyan\uff0c\u6765\u81eaMeta FAIR\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"455\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/08\/image-3.png\" alt=\"\" class=\"wp-image-4256\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/08\/image-3.png 831w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/08\/image-3-300x164.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/08\/image-3-768x421.png 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><figcaption class=\"wp-element-caption\"><strong><em><a href=\"https:\/\/arxiv.org\/abs\/2407.21770v1\" target=\"_blank\" rel=\"noreferrer noopener\">MoMa: Efficient Early-Fusion Pre-training with Mixture of Modality-Aware Experts<\/a><\/em><\/strong><\/figcaption><\/figure>\n\n\n\n<p>\u4ee5\u4e0b\u4e3a\u8bba\u6587\u5185\u5bb9\u6982\u8981\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u3001\u4e3b\u8981\u8d21\u732e<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>MoMa\u67b6\u6784\u7684\u5f15\u5165<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u5c06\u4e13\u5bb6\u6a21\u5757\u5212\u5206\u4e3a\u6587\u672c\u7279\u5b9a\u548c\u56fe\u50cf\u7279\u5b9a\u7684\u7ec4\u3002<\/li>\n\n\n\n<li>\u5728\u6bcf\u4e2a\u7ec4\u5185\u4f7f\u7528\u5b66\u4e60\u7684\u8def\u7531\u4fdd\u6301\u8bed\u4e49\u81ea\u9002\u5e94\u6027\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6548\u7387\u63d0\u5347<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u4e0e\u8ba1\u7b97\u7b49\u6548\u7684\u5bc6\u96c6\u57fa\u7ebf\u76f8\u6bd4\uff0cMoMa\u5b9e\u73b0\u4e863.7\u500d\u7684\u603b\u4f53FLOPs\u8282\u7701\u3002<\/li>\n\n\n\n<li>\u5177\u4f53\u8282\u7701\uff1a\u6587\u672c\u5904\u7406\u63d0\u53472.6\u500d\uff0c\u56fe\u50cf\u5904\u7406\u63d0\u53475.2\u500d\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4e0e\u6df1\u5ea6\u6df7\u5408\uff08MoD\uff09\u7684\u7ed3\u5408<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u8fdb\u4e00\u6b65\u5c06\u9884\u8bad\u7ec3\u6548\u7387\u63d0\u9ad8\u52304.2\u500d\uff0c\u5c3d\u7ba1\u8fd9\u79cd\u7ed3\u5408\u5728\u56e0\u679c\u63a8\u7406\u4efb\u52a1\u4e2d\u5bf9\u8def\u7531\u5668\u51c6\u786e\u6027\u654f\u611f\u6027\u589e\u52a0\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e8c\u3001\u7814\u7a76\u5185\u5bb9\u4ecb\u7ecd<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">1. \u5f15\u8a00<\/h5>\n\n\n\n<p>\u8bba\u6587\u8ba8\u8bba\u4e86\u73b0\u6709\u7684\u6df7\u5408\u6a21\u6001\u57fa\u7840\u6a21\u578b\u5728\u96c6\u6210\u6a21\u6001\u7279\u5b9a\u7f16\u7801\u5668\u6216\u89e3\u7801\u5668\u65f6\u7684\u5c40\u9650\u6027\uff0c\u4f8b\u5982\u6269\u5c55\u65f6\u7684\u6311\u6218\u548c\u8de8\u6a21\u6001\u4fe1\u606f\u96c6\u6210\u7684\u4f4e\u6548\u6027\u3002MoMa\u901a\u8fc7\u5c06\u7a00\u758f\u67b6\u6784\u5e94\u7528\u4e8e\u6df7\u5408\u6a21\u6001\u65e9\u671f\u878d\u5408\u6a21\u578b\uff0c\u89e3\u51b3\u4e86\u8fd9\u4e9b\u95ee\u9898\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2. \u6a21\u578b<\/h5>\n\n\n\n<p><strong>\u65e9\u671f\u878d\u5408<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u57fa\u4e8eChameleon\u67b6\u6784\uff0cMoMa\u5c06\u56fe\u50cf\u548c\u6587\u672c\u6807\u8bb0\u5316\u4e3a\u79bb\u6563\u7684\u6807\u8bb0\uff0c\u4ece\u800c\u5728Transformer\u6a21\u578b\u4e2d\u5b9e\u73b0\u7edf\u4e00\u5904\u7406\u5e8f\u5217\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5bbd\u5ea6\u6269\u5c55\u4e0e\u6a21\u6001\u611f\u77e5\u4e13\u5bb6\u6df7\u5408<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u6bcf\u4e2aMoE\u5c42\u4e2d\u5b9e\u73b0\u6a21\u6001\u7279\u5b9a\u7684\u4e13\u5bb6\u7ec4\uff0c\u4f7f\u5f97\u6587\u672c\u548c\u56fe\u50cf\u6807\u8bb0\u80fd\u591f\u8fdb\u884c\u4e13\u95e8\u5316\u5904\u7406\u3002<\/li>\n\n\n\n<li>\u5206\u5c42\u8def\u7531\u673a\u5236\u5c06\u6807\u8bb0\u9996\u5148\u5f15\u5bfc\u81f3\u6a21\u6001\u7279\u5b9a\u7684\u7ec4\uff0c\u7136\u540e\u5728\u8fd9\u4e9b\u7ec4\u5185\u6839\u636e\u5b66\u4e60\u7684\u6807\u8bb0\u5230\u4e13\u5bb6\u7684\u4eb2\u548c\u5ea6\u8bc4\u5206\u8fdb\u884c\u8def\u7531\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u6df1\u5ea6\u6df7\u5408\uff08MoD\uff09<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u6df1\u5ea6\u7ef4\u5ea6\u5f15\u5165\u7a00\u758f\u6027\uff0c\u5141\u8bb8\u6807\u8bb0\u6839\u636e\u5b66\u4e60\u7684\u8def\u7531\u51fd\u6570\u8df3\u8fc7\u67d0\u4e9b\u5c42\u3002<\/li>\n\n\n\n<li>\u63d0\u9ad8\u4e86\u6548\u7387\uff0c\u4f46\u7531\u4e8e\u52a8\u6001\u6807\u8bb0\u8df3\u8fc7\uff0c\u589e\u52a0\u4e86\u63a8\u7406\u8fc7\u7a0b\u7684\u590d\u6742\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u63a8\u7406\u4e0e\u518d\u5229\u7528<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u8f85\u52a9\u8def\u7531\u5668\u901a\u8fc7\u9884\u6d4b\u6807\u8bb0\u8def\u7531\u786e\u4fdd\u56e0\u679c\u6027\u3002<\/li>\n\n\n\n<li>\u518d\u5229\u7528\u6280\u672f\u4ece\u7b80\u5355\u7684\u7a00\u758f\u67b6\u6784\u5f00\u59cb\uff0c\u5e76\u5c06\u5176\u6f14\u5316\u4e3a\u66f4\u590d\u6742\u7684\u67b6\u6784\uff0c\u6539\u5584\u8def\u7531\u5668\u5b66\u4e60\u548c\u6574\u4f53\u6548\u7387\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">3. \u6548\u7387\u4f18\u5316<\/h5>\n\n\n\n<p><strong>\u8d1f\u8f7d\u5e73\u8861<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u901a\u8fc7\u5e73\u8861\u6807\u8bb0\u6df7\u5408\u6bd4\u4f8b\uff0c\u786e\u4fdd\u8de8GPU\u7684\u8ba1\u7b97\u8d44\u6e90\u9ad8\u6548\u5229\u7528\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u9ad8\u6548\u7684\u4e13\u5bb6\u6267\u884c<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6839\u636e\u6807\u8bb0\u8d1f\u8f7d\u548c\u4e13\u5bb6\u4e13\u95e8\u5316\uff0c\u9009\u62e9\u987a\u5e8f\u6216\u5e76\u884c\u8fd0\u884c\u4e13\u5bb6\u7684\u65b9\u6cd5\uff0c\u4ee5\u4f18\u5316\u541e\u5410\u91cf\u5e76\u51cf\u5c11\u5ef6\u8fdf\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u989d\u5916\u4f18\u5316<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u901a\u8fc7\u68af\u5ea6\u901a\u4fe1\u91cf\u5316\u3001GPU\u5185\u6838\u878d\u5408\u4ee5\u53ca\u9884\u5148\u8ba1\u7b97\u6807\u8bb0\u7d22\u5f15\u7b49\u6280\u672f\uff0c\u63d0\u5347\u8bad\u7ec3\u541e\u5410\u91cf\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">4. \u5b9e\u9a8c<\/h5>\n\n\n\n<p><strong>\u8bbe\u7f6e<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u8d85\u8fc71\u4e07\u4ebf\u6807\u8bb0\u4e0a\u8fdb\u884c\u5e7f\u6cdb\u7684\u9884\u8bad\u7ec3\uff0c\u4f7f\u7528\u5404\u79cd\u6a21\u578b\u914d\u7f6e\u6bd4\u8f83\u5bc6\u96c6\u548c\u7a00\u758f\u67b6\u6784\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u8ba1\u7b97\u6027\u80fd\u7684\u6269\u5c55<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0e\u5bc6\u96c6\u6a21\u578b\u76f8\u6bd4\uff0cMoMa\u914d\u7f6e\u5728\u9884\u8bad\u7ec3\u635f\u5931\u6536\u655b\u65b9\u9762\u8868\u73b0\u51fa\u663e\u8457\u63d0\u5347\uff0c\u7279\u522b\u662f\u5728\u56fe\u50cf\u6807\u8bb0\u5904\u7406\u65b9\u9762\u8868\u73b0\u51fa\u663e\u8457\u7684\u6548\u7387\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4e13\u5bb6\u6570\u91cf\u7684\u6269\u5c55<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b9e\u9a8c\u4e0d\u540c\u6a21\u6001\u4e13\u5bb6\u6570\u91cf\u7684\u5f71\u54cd\uff0c\u53d1\u73b0\u8d85\u8fc7\u4e00\u5b9a\u6570\u91cf\u540e\u56de\u62a5\u9012\u51cf\uff0c\u5f3a\u8c03\u4e86\u5e73\u8861\u4e13\u5bb6\u5206\u914d\u7684\u91cd\u8981\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u518d\u5229\u7528<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f53\u4ece\u8f83\u5c0f\u3001\u8f83\u7b80\u5355\u7684\u67b6\u6784\u518d\u5229\u7528\u6a21\u578b\u65f6\uff0c\u663e\u793a\u51fa1.2x\u52301.16x\u7684FLOPs\u589e\u76ca\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u541e\u5410\u91cf\u5206\u6790<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u867d\u7136\u7a00\u758f\u6a21\u578b\u63d0\u4f9b\u4e86\u6548\u7387\u589e\u76ca\uff0c\u4f46\u5f15\u5165\u4e86\u5f00\u9500\u3002\u5728\u541e\u5410\u91cf\u548c\u8d28\u91cf\u4e4b\u95f4\u7684\u6743\u8861\u8fdb\u884c\u4e86\u8ba8\u8bba\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u63a8\u7406\u65f6\u6027\u80fd<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u4fdd\u7559\u7684\u6570\u636e\u96c6\u548c\u5e38\u8bc6\u63a8\u7406\u4efb\u52a1\u4e0a\u7684\u8bc4\u4f30\u663e\u793a\uff0cMoMa\u5728\u6587\u672c\u5230\u6587\u672c\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">5. \u76f8\u5173\u5de5\u4f5c<\/h5>\n\n\n\n<p>\u8be5\u8bba\u6587\u5c06MoMa\u4e0e\u5176\u4ed6\u65e9\u671f\u878d\u5408\u3001\u7a00\u758f\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5bf9\u6bd4\uff0c\u7a81\u51fa\u4e86\u5176\u5728\u53c2\u6570\u6548\u7387\u548c\u8de8\u6a21\u6001\u96c6\u6210\u529f\u80fd\u65b9\u9762\u7684\u8fdb\u6b65\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">6. \u9650\u5236<\/h5>\n\n\n\n<p>\u8d1f\u8f7d\u5e73\u8861\u8de8GPU\u7684\u6311\u6218\u3001\u63a8\u7406\u8fc7\u7a0b\u4e2d\u52a8\u6001\u6807\u8bb0\u8def\u7531\u7684\u590d\u6742\u6027\u4ee5\u53ca\u8f85\u52a9\u8def\u7531\u5668\u7684\u4f18\u5316\u90fd\u662f\u9700\u8981\u89e3\u51b3\u7684\u6311\u6218\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">7. \u7ed3\u8bba<\/h5>\n\n\n\n<p>MoMa\u5229\u7528\u6a21\u6001\u611f\u77e5\u7a00\u758f\u6027\u663e\u8457\u63d0\u9ad8\u4e86\u6df7\u5408\u6a21\u6001\u65e9\u671f\u878d\u5408\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u6548\u7387\uff0c\u5c55\u793a\u4e86\u76f8\u5bf9\u4e8e\u5bc6\u96c6\u548c\u6807\u51c6MoE\u67b6\u6784\u7684\u663e\u8457\u6539\u8fdb\u3002\u5176\u53ef\u6269\u5c55\u6027\u548c\u6548\u7387\u63d0\u5347\u4e3a\u8d44\u6e90\u66f4\u9ad8\u6548\u548c\u529f\u80fd\u66f4\u5f3a\u5927\u7684\u591a\u6a21\u6001AI\u7cfb\u7edf\u94fa\u5e73\u4e86\u9053\u8def\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587MoMa: Efficient Early-Fusion Pre-training with Mixtur [&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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[8,36],"tags":[39,77,95,90],"class_list":["post-4255","post","type-post","status-publish","format-standard","hentry","category-tech","category-36","tag-ai","tag-meta","tag-transformer","tag-multimodal"],"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> <a href=\"https:\/\/nullthought.net\/?cat=36\" rel=\"category\">\u79d1\u5b66<\/a>","rttpg_excerpt":"\u8bba\u6587MoMa: Efficient Early-Fusion Pre-training with Mixtur&hellip;","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4255","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=4255"}],"version-history":[{"count":1,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4255\/revisions"}],"predecessor-version":[{"id":4257,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/4255\/revisions\/4257"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4255"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4255"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4255"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}